├── README.md
├── data
    └── unhcr-time-series-residing-zaf-csv-1.csv
├── final_race_plot2.gif
├── ioslides_deck.Rmd
├── ioslides_deck.html
├── ioslides_deck_dc.Rmd
└── ioslides_deck_dc.html


/README.md:
--------------------------------------------------------------------------------
 1 | # Animating Data Visualizations
 2 | 
 3 | Hello! This is the complement to my tutorial about generating animated visualizations in R using ggplot2 and gganimate. If you have questions, you can ask me on Twitter- `@data_stephanie`.
 4 | 
 5 | * To view the presentation, visit https://skirmer.github.io/animation_prez.html and click through.   
 6 | * To see the short version that I'm using at DC R Conference 2019, visit https://skirmer.github.io/animation_prez_dc.html  
 7 | * To see the underlying code and follow along, use the [ioslides_deck.Rmd](https://github.com/skirmer/animating_dataviz/blob/master/ioslides_deck.Rmd) file in this repo.  
 8 | 
 9 | ### Other Examples Using gganimate 
10 | 
11 | * Multiple animation - Mikey Harper: https://mikeyharper.uk/animated-plots-with-r/   
12 | 
13 | * GIS - Daniela Vasquez: https://d4tagirl.com/2017/05/how-to-plot-animated-maps-with-gganimate  
14 | 
15 | * Forecasting
16 |     - Hao Ye: https://haoye.us/post/2018-09-03-gganimate/  
17 |     - Troy @ Peak Maximum [https://peakmaximum.com/](https://peakmaximum.com/2018/12/22/visualizing-prophet-with-gganimate/)    
18 | 
19 | 
20 | * Shadowing - Len Kiefer: https://twitter.com/lenkiefer/status/1102274364995719169 
21 | 
22 | * Model Performance - Dariya Sydykova: [https://github.com/dariyasydykova](https://github.com/dariyasydykova/open_projects/tree/master/ROC_animation)    
23 | 
24 | * Groups Over Time with Reveal - Jovan Lekovic: [https://constantlyplotting.com/](https://constantlyplotting.com/snapshots-young-people-arent-watching-much-tv/)    
25 | 
26 | 
27 | ### References and Thanks
28 | 
29 | * Data Source: UNHCR via data.world: [UNHCR's populations of concern residing in South Africa](https://data.world/unhcr/244d728f-06e6-4c25-8eed-69e8fe3bffe0)
30 | 
31 | * https://gganimate.com/  
32 | * https://ggplot2.tidyverse.org/  
33 | * https://ggforce.data-imaginist.com/  
34 | * https://stackoverflow.com/questions/53162821/animated-sorted-bar-chart-with-bars-overtaking-each-other/53163549 (Hat tip to Jon Spring for this awesome starting point for this kind of thing!)  
35 | 
36 | 


--------------------------------------------------------------------------------
/data/unhcr-time-series-residing-zaf-csv-1.csv:
--------------------------------------------------------------------------------
   1 | Year,Country / territory of asylum/residence,Origin,Population type,Value
   2 | #date+year,#country+residence,#country+origin,#population+type,#affected
   3 | 1993,South Africa,Mozambique,Refugees (incl. refugee-like situations),250000
   4 | 1994,South Africa,Angola,Refugees (incl. refugee-like situations),581
   5 | 1994,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),808
   6 | 1994,South Africa,Ethiopia,Refugees (incl. refugee-like situations),66
   7 | 1994,South Africa,Liberia,Refugees (incl. refugee-like situations),50
   8 | 1994,South Africa,Mozambique,Refugees (incl. refugee-like situations),90000
   9 | 1994,South Africa,Mozambique,Returned refugees,21000
  10 | 1994,South Africa,Niger,Returned refugees,1
  11 | 1994,South Africa,Rwanda,Refugees (incl. refugee-like situations),79
  12 | 1994,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),32
  13 | 1994,South Africa,Somalia,Refugees (incl. refugee-like situations),96
  14 | 1994,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),182
  15 | 1995,South Africa,Angola,Refugees (incl. refugee-like situations),3049
  16 | 1995,South Africa,Angola,Returned refugees,3
  17 | 1995,South Africa,Bangladesh,Refugees (incl. refugee-like situations),100
  18 | 1995,South Africa,China,Refugees (incl. refugee-like situations),53
  19 | 1995,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),2579
  20 | 1995,South Africa,Ethiopia,Refugees (incl. refugee-like situations),128
  21 | 1995,South Africa,Mozambique,Refugees (incl. refugee-like situations),89299
  22 | 1995,South Africa,Mozambique,Returned refugees,20701
  23 | 1995,South Africa,Nigeria,Refugees (incl. refugee-like situations),944
  24 | 1995,South Africa,Pakistan,Refugees (incl. refugee-like situations),324
  25 | 1995,South Africa,Rwanda,Refugees (incl. refugee-like situations),206
  26 | 1995,South Africa,Rwanda,Returned refugees,15
  27 | 1995,South Africa,Somalia,Refugees (incl. refugee-like situations),857
  28 | 1995,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),3869
  29 | 1995,South Africa,Various/Unknown,Returned refugees,4
  30 | 1996,South Africa,Angola,Refugees (incl. refugee-like situations),3876
  31 | 1996,South Africa,Angola,Returned refugees,308
  32 | 1996,South Africa,Bangladesh,Refugees (incl. refugee-like situations),452
  33 | 1996,South Africa,China,Refugees (incl. refugee-like situations),469
  34 | 1996,South Africa,China,Returned refugees,2
  35 | 1996,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),2505
  36 | 1996,South Africa,Dem. Rep. of the Congo,Returned refugees,310
  37 | 1996,South Africa,Ethiopia,Refugees (incl. refugee-like situations),778
  38 | 1996,South Africa,Ethiopia,Returned refugees,13
  39 | 1996,South Africa,Nigeria,Refugees (incl. refugee-like situations),2584
  40 | 1996,South Africa,Nigeria,Returned refugees,55
  41 | 1996,South Africa,Pakistan,Refugees (incl. refugee-like situations),1904
  42 | 1996,South Africa,Pakistan,Returned refugees,16
  43 | 1996,South Africa,Rwanda,Refugees (incl. refugee-like situations),492
  44 | 1996,South Africa,Rwanda,Returned refugees,96
  45 | 1996,South Africa,Somalia,Refugees (incl. refugee-like situations),2371
  46 | 1996,South Africa,Somalia,Returned refugees,52
  47 | 1996,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),7214
  48 | 1996,South Africa,Various/Unknown,Returned refugees,145
  49 | 1997,South Africa,Angola,Refugees (incl. refugee-like situations),2304
  50 | 1997,South Africa,Angola,Returned refugees,2
  51 | 1997,South Africa,Burundi,Refugees (incl. refugee-like situations),389
  52 | 1997,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),100
  53 | 1997,South Africa,Ethiopia,Refugees (incl. refugee-like situations),2
  54 | 1997,South Africa,Nigeria,Refugees (incl. refugee-like situations),1
  55 | 1997,South Africa,Rwanda,Refugees (incl. refugee-like situations),356
  56 | 1997,South Africa,Somalia,Refugees (incl. refugee-like situations),3595
  57 | 1997,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),72
  58 | 1998,South Africa,Angola,Refugees (incl. refugee-like situations),2502
  59 | 1998,South Africa,Burundi,Refugees (incl. refugee-like situations),601
  60 | 1998,South Africa,Burundi,Returned refugees,1
  61 | 1998,South Africa,Congo,Refugees (incl. refugee-like situations),531
  62 | 1998,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),95
  63 | 1998,South Africa,Dem. Rep. of the Congo,Returned refugees,6
  64 | 1998,South Africa,Ethiopia,Refugees (incl. refugee-like situations),2
  65 | 1998,South Africa,Ethiopia,Returned refugees,1
  66 | 1998,South Africa,Nigeria,Refugees (incl. refugee-like situations),4
  67 | 1998,South Africa,Pakistan,Refugees (incl. refugee-like situations),5
  68 | 1998,South Africa,Rwanda,Refugees (incl. refugee-like situations),455
  69 | 1998,South Africa,Somalia,Refugees (incl. refugee-like situations),3910
  70 | 1998,South Africa,Somalia,Returned refugees,39
  71 | 1998,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),283
  72 | 1999,South Africa,Angola,Refugees (incl. refugee-like situations),3816
  73 | 1999,South Africa,Burundi,Refugees (incl. refugee-like situations),604
  74 | 1999,South Africa,Burundi,Returned refugees,2
  75 | 1999,South Africa,Congo,Refugees (incl. refugee-like situations),530
  76 | 1999,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),4097
  77 | 1999,South Africa,Dem. Rep. of the Congo,Returned refugees,2
  78 | 1999,South Africa,Ethiopia,Refugees (incl. refugee-like situations),4
  79 | 1999,South Africa,Ethiopia,Returned refugees,8
  80 | 1999,South Africa,Ghana,Refugees (incl. refugee-like situations),1
  81 | 1999,South Africa,Nigeria,Refugees (incl. refugee-like situations),4
  82 | 1999,South Africa,Pakistan,Refugees (incl. refugee-like situations),6
  83 | 1999,South Africa,Rwanda,Refugees (incl. refugee-like situations),446
  84 | 1999,South Africa,Rwanda,Returned refugees,4
  85 | 1999,South Africa,Somalia,Refugees (incl. refugee-like situations),4704
  86 | 1999,South Africa,Somalia,Returned refugees,27
  87 | 1999,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),326
  88 | 1999,South Africa,Various/Unknown,Returned refugees,2
  89 | 2000,South Africa,Afghanistan,Refugees (incl. refugee-like situations),5
  90 | 2000,South Africa,Afghanistan,Asylum-seekers,8
  91 | 2000,South Africa,Algeria,Asylum-seekers,108
  92 | 2000,South Africa,Angola,Refugees (incl. refugee-like situations),3897
  93 | 2000,South Africa,Angola,Asylum-seekers,371
  94 | 2000,South Africa,Bangladesh,Asylum-seekers,418
  95 | 2000,South Africa,Benin,Asylum-seekers,82
  96 | 2000,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),16
  97 | 2000,South Africa,Bosnia and Herzegovina,Asylum-seekers,8
  98 | 2000,South Africa,Bulgaria,Asylum-seekers,221
  99 | 2000,South Africa,Burundi,Refugees (incl. refugee-like situations),632
 100 | 2000,South Africa,Burundi,Asylum-seekers,1165
 101 | 2000,South Africa,Cameroon,Asylum-seekers,284
 102 | 2000,South Africa,China,Asylum-seekers,392
 103 | 2000,South Africa,Comoros,Asylum-seekers,76
 104 | 2000,South Africa,Congo,Refugees (incl. refugee-like situations),592
 105 | 2000,South Africa,Congo,Asylum-seekers,658
 106 | 2000,South Africa,Cote d'Ivoire,Asylum-seekers,250
 107 | 2000,South Africa,Croatia,Refugees (incl. refugee-like situations),7
 108 | 2000,South Africa,Croatia,Asylum-seekers,3
 109 | 2000,South Africa,Cuba,Refugees (incl. refugee-like situations),1
 110 | 2000,South Africa,Cuba,Asylum-seekers,1
 111 | 2000,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),4454
 112 | 2000,South Africa,Dem. Rep. of the Congo,Asylum-seekers,759
 113 | 2000,South Africa,Dem. Rep. of the Congo,Returned refugees,15
 114 | 2000,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 115 | 2000,South Africa,Egypt,Asylum-seekers,66
 116 | 2000,South Africa,Eritrea,Asylum-seekers,239
 117 | 2000,South Africa,Ethiopia,Refugees (incl. refugee-like situations),4
 118 | 2000,South Africa,Ethiopia,Asylum-seekers,1355
 119 | 2000,South Africa,Ghana,Refugees (incl. refugee-like situations),2
 120 | 2000,South Africa,Ghana,Asylum-seekers,346
 121 | 2000,South Africa,India,Asylum-seekers,1450
 122 | 2000,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),2
 123 | 2000,South Africa,Iraq,Refugees (incl. refugee-like situations),7
 124 | 2000,South Africa,Iraq,Asylum-seekers,22
 125 | 2000,South Africa,Kenya,Refugees (incl. refugee-like situations),1
 126 | 2000,South Africa,Kenya,Asylum-seekers,304
 127 | 2000,South Africa,Liberia,Refugees (incl. refugee-like situations),120
 128 | 2000,South Africa,Liberia,Asylum-seekers,122
 129 | 2000,South Africa,Mali,Asylum-seekers,39
 130 | 2000,South Africa,Nigeria,Refugees (incl. refugee-like situations),3
 131 | 2000,South Africa,Nigeria,Asylum-seekers,1036
 132 | 2000,South Africa,Nigeria,Returned refugees,1
 133 | 2000,South Africa,Pakistan,Refugees (incl. refugee-like situations),3
 134 | 2000,South Africa,Pakistan,Asylum-seekers,1389
 135 | 2000,South Africa,Rwanda,Refugees (incl. refugee-like situations),402
 136 | 2000,South Africa,Rwanda,Asylum-seekers,432
 137 | 2000,South Africa,Senegal,Asylum-seekers,655
 138 | 2000,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),25
 139 | 2000,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,48
 140 | 2000,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),1
 141 | 2000,South Africa,Sierra Leone,Asylum-seekers,202
 142 | 2000,South Africa,Somalia,Refugees (incl. refugee-like situations),4810
 143 | 2000,South Africa,Somalia,Asylum-seekers,626
 144 | 2000,South Africa,Somalia,Returned refugees,3
 145 | 2000,South Africa,Sri Lanka,Asylum-seekers,9
 146 | 2000,South Africa,Sudan,Refugees (incl. refugee-like situations),76
 147 | 2000,South Africa,Sudan,Asylum-seekers,129
 148 | 2000,South Africa,Sudan,Returned refugees,1
 149 | 2000,South Africa,Uganda,Asylum-seekers,471
 150 | 2000,South Africa,United Rep. of Tanzania,Asylum-seekers,550
 151 | 2000,South Africa,Various/Unknown,Asylum-seekers,748
 152 | 2000,South Africa,Zambia,Refugees (incl. refugee-like situations),2
 153 | 2000,South Africa,Zambia,Asylum-seekers,96
 154 | 2001,South Africa,Afghanistan,Refugees (incl. refugee-like situations),10
 155 | 2001,South Africa,Afghanistan,Asylum-seekers,5
 156 | 2001,South Africa,Albania,Asylum-seekers,2
 157 | 2001,South Africa,Algeria,Refugees (incl. refugee-like situations),1
 158 | 2001,South Africa,Algeria,Asylum-seekers,37
 159 | 2001,South Africa,Angola,Refugees (incl. refugee-like situations),4752
 160 | 2001,South Africa,Angola,Asylum-seekers,442
 161 | 2001,South Africa,Angola,Returned refugees,3
 162 | 2001,South Africa,Bangladesh,Asylum-seekers,423
 163 | 2001,South Africa,Benin,Asylum-seekers,13
 164 | 2001,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),24
 165 | 2001,South Africa,Bosnia and Herzegovina,Asylum-seekers,6
 166 | 2001,South Africa,Bulgaria,Asylum-seekers,238
 167 | 2001,South Africa,Burkina Faso,Asylum-seekers,17
 168 | 2001,South Africa,Burundi,Refugees (incl. refugee-like situations),1439
 169 | 2001,South Africa,Burundi,Asylum-seekers,335
 170 | 2001,South Africa,Cameroon,Asylum-seekers,280
 171 | 2001,South Africa,China,Asylum-seekers,318
 172 | 2001,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),1
 173 | 2001,South Africa,Comoros,Asylum-seekers,62
 174 | 2001,South Africa,Congo,Refugees (incl. refugee-like situations),811
 175 | 2001,South Africa,Congo,Asylum-seekers,275
 176 | 2001,South Africa,Congo,Returned refugees,2
 177 | 2001,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),1
 178 | 2001,South Africa,Cote d'Ivoire,Asylum-seekers,235
 179 | 2001,South Africa,Croatia,Refugees (incl. refugee-like situations),8
 180 | 2001,South Africa,Croatia,Asylum-seekers,1
 181 | 2001,South Africa,Cuba,Refugees (incl. refugee-like situations),1
 182 | 2001,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),4993
 183 | 2001,South Africa,Dem. Rep. of the Congo,Asylum-seekers,471
 184 | 2001,South Africa,Dem. Rep. of the Congo,Returned refugees,2
 185 | 2001,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 186 | 2001,South Africa,Egypt,Asylum-seekers,27
 187 | 2001,South Africa,Eritrea,Asylum-seekers,58
 188 | 2001,South Africa,Ethiopia,Refugees (incl. refugee-like situations),6
 189 | 2001,South Africa,Ethiopia,Asylum-seekers,851
 190 | 2001,South Africa,Gabon,Asylum-seekers,6
 191 | 2001,South Africa,Gambia,Asylum-seekers,3
 192 | 2001,South Africa,Georgia,Asylum-seekers,1
 193 | 2001,South Africa,Ghana,Refugees (incl. refugee-like situations),5
 194 | 2001,South Africa,Ghana,Asylum-seekers,355
 195 | 2001,South Africa,Hungary,Asylum-seekers,1
 196 | 2001,South Africa,India,Refugees (incl. refugee-like situations),1
 197 | 2001,South Africa,India,Asylum-seekers,734
 198 | 2001,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),4
 199 | 2001,South Africa,Iran (Islamic Rep. of),Asylum-seekers,12
 200 | 2001,South Africa,Iraq,Refugees (incl. refugee-like situations),7
 201 | 2001,South Africa,Iraq,Asylum-seekers,13
 202 | 2001,South Africa,Kenya,Refugees (incl. refugee-like situations),1
 203 | 2001,South Africa,Kenya,Asylum-seekers,181
 204 | 2001,South Africa,Liberia,Refugees (incl. refugee-like situations),165
 205 | 2001,South Africa,Liberia,Asylum-seekers,49
 206 | 2001,South Africa,Mali,Refugees (incl. refugee-like situations),1
 207 | 2001,South Africa,Mali,Asylum-seekers,116
 208 | 2001,South Africa,Morocco,Asylum-seekers,12
 209 | 2001,South Africa,Mozambique,Refugees (incl. refugee-like situations),1
 210 | 2001,South Africa,Mozambique,Asylum-seekers,12
 211 | 2001,South Africa,Nigeria,Refugees (incl. refugee-like situations),9
 212 | 2001,South Africa,Nigeria,Asylum-seekers,715
 213 | 2001,South Africa,Pakistan,Refugees (incl. refugee-like situations),10
 214 | 2001,South Africa,Pakistan,Asylum-seekers,1111
 215 | 2001,South Africa,Rwanda,Refugees (incl. refugee-like situations),820
 216 | 2001,South Africa,Rwanda,Asylum-seekers,203
 217 | 2001,South Africa,Rwanda,Returned refugees,1
 218 | 2001,South Africa,Senegal,Refugees (incl. refugee-like situations),1
 219 | 2001,South Africa,Senegal,Asylum-seekers,952
 220 | 2001,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),27
 221 | 2001,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,34
 222 | 2001,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),41
 223 | 2001,South Africa,Sierra Leone,Asylum-seekers,28
 224 | 2001,South Africa,Slovenia,Refugees (incl. refugee-like situations),1
 225 | 2001,South Africa,Somalia,Refugees (incl. refugee-like situations),5336
 226 | 2001,South Africa,Somalia,Asylum-seekers,357
 227 | 2001,South Africa,Somalia,Returned refugees,3
 228 | 2001,South Africa,Sri Lanka,Asylum-seekers,9
 229 | 2001,South Africa,Sudan,Refugees (incl. refugee-like situations),120
 230 | 2001,South Africa,Sudan,Asylum-seekers,39
 231 | 2001,South Africa,Syrian Arab Rep.,Asylum-seekers,1
 232 | 2001,South Africa,Uganda,Asylum-seekers,244
 233 | 2001,South Africa,Ukraine,Asylum-seekers,2
 234 | 2001,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),1
 235 | 2001,South Africa,United Rep. of Tanzania,Asylum-seekers,309
 236 | 2001,South Africa,Various/Unknown,Asylum-seekers,1756
 237 | 2001,South Africa,Zambia,Refugees (incl. refugee-like situations),6
 238 | 2001,South Africa,Zambia,Asylum-seekers,59
 239 | 2001,South Africa,Zimbabwe,Asylum-seekers,7
 240 | 2002,South Africa,Afghanistan,Refugees (incl. refugee-like situations),15
 241 | 2002,South Africa,Afghanistan,Asylum-seekers,7
 242 | 2002,South Africa,Algeria,Refugees (incl. refugee-like situations),1
 243 | 2002,South Africa,Algeria,Asylum-seekers,44
 244 | 2002,South Africa,Angola,Refugees (incl. refugee-like situations),5291
 245 | 2002,South Africa,Angola,Asylum-seekers,5548
 246 | 2002,South Africa,Angola,Returned refugees,3
 247 | 2002,South Africa,Bangladesh,Refugees (incl. refugee-like situations),1
 248 | 2002,South Africa,Bangladesh,Asylum-seekers,1442
 249 | 2002,South Africa,Benin,Asylum-seekers,44
 250 | 2002,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),24
 251 | 2002,South Africa,Bosnia and Herzegovina,Asylum-seekers,12
 252 | 2002,South Africa,Bulgaria,Asylum-seekers,162
 253 | 2002,South Africa,Burundi,Refugees (incl. refugee-like situations),1715
 254 | 2002,South Africa,Burundi,Asylum-seekers,1445
 255 | 2002,South Africa,Burundi,Returned refugees,15
 256 | 2002,South Africa,Cameroon,Refugees (incl. refugee-like situations),27
 257 | 2002,South Africa,Cameroon,Asylum-seekers,463
 258 | 2002,South Africa,Chad,Refugees (incl. refugee-like situations),1
 259 | 2002,South Africa,Chad,Asylum-seekers,4
 260 | 2002,South Africa,China,Asylum-seekers,1264
 261 | 2002,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),1
 262 | 2002,South Africa,"China, Macao SAR",Asylum-seekers,1
 263 | 2002,South Africa,Comoros,Refugees (incl. refugee-like situations),1
 264 | 2002,South Africa,Comoros,Asylum-seekers,26
 265 | 2002,South Africa,Congo,Refugees (incl. refugee-like situations),927
 266 | 2002,South Africa,Congo,Asylum-seekers,938
 267 | 2002,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),4
 268 | 2002,South Africa,Cote d'Ivoire,Asylum-seekers,110
 269 | 2002,South Africa,Croatia,Refugees (incl. refugee-like situations),8
 270 | 2002,South Africa,Croatia,Asylum-seekers,2
 271 | 2002,South Africa,Cuba,Refugees (incl. refugee-like situations),1
 272 | 2002,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),7243
 273 | 2002,South Africa,Dem. Rep. of the Congo,Asylum-seekers,9642
 274 | 2002,South Africa,Dem. Rep. of the Congo,Returned refugees,10
 275 | 2002,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 276 | 2002,South Africa,Egypt,Asylum-seekers,271
 277 | 2002,South Africa,Eritrea,Asylum-seekers,158
 278 | 2002,South Africa,Ethiopia,Refugees (incl. refugee-like situations),13
 279 | 2002,South Africa,Ethiopia,Asylum-seekers,1374
 280 | 2002,South Africa,Ghana,Refugees (incl. refugee-like situations),5
 281 | 2002,South Africa,Ghana,Asylum-seekers,403
 282 | 2002,South Africa,India,Refugees (incl. refugee-like situations),1
 283 | 2002,South Africa,India,Asylum-seekers,2286
 284 | 2002,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),4
 285 | 2002,South Africa,Iran (Islamic Rep. of),Asylum-seekers,15
 286 | 2002,South Africa,Iraq,Refugees (incl. refugee-like situations),11
 287 | 2002,South Africa,Iraq,Asylum-seekers,41
 288 | 2002,South Africa,Italy,Refugees (incl. refugee-like situations),1
 289 | 2002,South Africa,Kenya,Refugees (incl. refugee-like situations),11
 290 | 2002,South Africa,Kenya,Asylum-seekers,9187
 291 | 2002,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),11
 292 | 2002,South Africa,Kyrgyzstan,Asylum-seekers,2
 293 | 2002,South Africa,Liberia,Refugees (incl. refugee-like situations),194
 294 | 2002,South Africa,Liberia,Asylum-seekers,82
 295 | 2002,South Africa,Malawi,Asylum-seekers,137
 296 | 2002,South Africa,Mali,Refugees (incl. refugee-like situations),1
 297 | 2002,South Africa,Mali,Asylum-seekers,17
 298 | 2002,South Africa,Mozambique,Refugees (incl. refugee-like situations),1
 299 | 2002,South Africa,Mozambique,Asylum-seekers,35
 300 | 2002,South Africa,Nigeria,Refugees (incl. refugee-like situations),22
 301 | 2002,South Africa,Nigeria,Asylum-seekers,3464
 302 | 2002,South Africa,Pakistan,Refugees (incl. refugee-like situations),27
 303 | 2002,South Africa,Pakistan,Asylum-seekers,3268
 304 | 2002,South Africa,Rwanda,Refugees (incl. refugee-like situations),982
 305 | 2002,South Africa,Rwanda,Asylum-seekers,457
 306 | 2002,South Africa,Rwanda,Returned refugees,9
 307 | 2002,South Africa,Senegal,Refugees (incl. refugee-like situations),4
 308 | 2002,South Africa,Senegal,Asylum-seekers,429
 309 | 2002,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),29
 310 | 2002,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,57
 311 | 2002,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 312 | 2002,South Africa,Sierra Leone,Asylum-seekers,65
 313 | 2002,South Africa,Slovenia,Refugees (incl. refugee-like situations),1
 314 | 2002,South Africa,Somalia,Refugees (incl. refugee-like situations),6515
 315 | 2002,South Africa,Somalia,Asylum-seekers,3032
 316 | 2002,South Africa,Somalia,Returned refugees,7
 317 | 2002,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),3
 318 | 2002,South Africa,Sri Lanka,Asylum-seekers,12
 319 | 2002,South Africa,Sudan,Refugees (incl. refugee-like situations),152
 320 | 2002,South Africa,Sudan,Asylum-seekers,75
 321 | 2002,South Africa,Uganda,Refugees (incl. refugee-like situations),26
 322 | 2002,South Africa,Uganda,Asylum-seekers,841
 323 | 2002,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),4
 324 | 2002,South Africa,United Rep. of Tanzania,Asylum-seekers,1969
 325 | 2002,South Africa,Various/Unknown,Asylum-seekers,3405
 326 | 2002,South Africa,Zambia,Refugees (incl. refugee-like situations),11
 327 | 2002,South Africa,Zambia,Asylum-seekers,101
 328 | 2002,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),2
 329 | 2002,South Africa,Zimbabwe,Asylum-seekers,114
 330 | 2003,South Africa,Afghanistan,Refugees (incl. refugee-like situations),15
 331 | 2003,South Africa,Afghanistan,Asylum-seekers,22
 332 | 2003,South Africa,Algeria,Refugees (incl. refugee-like situations),1
 333 | 2003,South Africa,Algeria,Asylum-seekers,81
 334 | 2003,South Africa,Angola,Refugees (incl. refugee-like situations),5773
 335 | 2003,South Africa,Angola,Asylum-seekers,5925
 336 | 2003,South Africa,Angola,Returned refugees,9
 337 | 2003,South Africa,Bangladesh,Asylum-seekers,3279
 338 | 2003,South Africa,Benin,Asylum-seekers,67
 339 | 2003,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 340 | 2003,South Africa,Bulgaria,Asylum-seekers,188
 341 | 2003,South Africa,Burundi,Refugees (incl. refugee-like situations),1986
 342 | 2003,South Africa,Burundi,Asylum-seekers,2034
 343 | 2003,South Africa,Burundi,Returned refugees,13
 344 | 2003,South Africa,Cameroon,Refugees (incl. refugee-like situations),34
 345 | 2003,South Africa,Cameroon,Asylum-seekers,803
 346 | 2003,South Africa,Chad,Asylum-seekers,7
 347 | 2003,South Africa,China,Asylum-seekers,2142
 348 | 2003,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),1
 349 | 2003,South Africa,Comoros,Asylum-seekers,35
 350 | 2003,South Africa,Congo,Refugees (incl. refugee-like situations),1053
 351 | 2003,South Africa,Congo,Asylum-seekers,1585
 352 | 2003,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),5
 353 | 2003,South Africa,Cote d'Ivoire,Asylum-seekers,175
 354 | 2003,South Africa,Croatia,Asylum-seekers,1
 355 | 2003,South Africa,Cuba,Refugees (incl. refugee-like situations),1
 356 | 2003,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),8890
 357 | 2003,South Africa,Dem. Rep. of the Congo,Asylum-seekers,14073
 358 | 2003,South Africa,Dem. Rep. of the Congo,Returned refugees,16
 359 | 2003,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 360 | 2003,South Africa,Egypt,Asylum-seekers,461
 361 | 2003,South Africa,Eritrea,Asylum-seekers,290
 362 | 2003,South Africa,Ethiopia,Refugees (incl. refugee-like situations),21
 363 | 2003,South Africa,Ethiopia,Asylum-seekers,2882
 364 | 2003,South Africa,Ghana,Refugees (incl. refugee-like situations),5
 365 | 2003,South Africa,Ghana,Asylum-seekers,876
 366 | 2003,South Africa,India,Refugees (incl. refugee-like situations),2
 367 | 2003,South Africa,India,Asylum-seekers,4345
 368 | 2003,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),4
 369 | 2003,South Africa,Iran (Islamic Rep. of),Asylum-seekers,26
 370 | 2003,South Africa,Iraq,Refugees (incl. refugee-like situations),11
 371 | 2003,South Africa,Iraq,Asylum-seekers,42
 372 | 2003,South Africa,Kenya,Refugees (incl. refugee-like situations),12
 373 | 2003,South Africa,Kenya,Asylum-seekers,9623
 374 | 2003,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 375 | 2003,South Africa,Liberia,Refugees (incl. refugee-like situations),213
 376 | 2003,South Africa,Liberia,Asylum-seekers,118
 377 | 2003,South Africa,Malawi,Asylum-seekers,1407
 378 | 2003,South Africa,Mali,Refugees (incl. refugee-like situations),1
 379 | 2003,South Africa,Mali,Asylum-seekers,26
 380 | 2003,South Africa,Mozambique,Refugees (incl. refugee-like situations),1
 381 | 2003,South Africa,Mozambique,Asylum-seekers,153
 382 | 2003,South Africa,Nigeria,Refugees (incl. refugee-like situations),22
 383 | 2003,South Africa,Nigeria,Asylum-seekers,7982
 384 | 2003,South Africa,Pakistan,Refugees (incl. refugee-like situations),28
 385 | 2003,South Africa,Pakistan,Asylum-seekers,7906
 386 | 2003,South Africa,Rwanda,Refugees (incl. refugee-like situations),1193
 387 | 2003,South Africa,Rwanda,Asylum-seekers,502
 388 | 2003,South Africa,Rwanda,Returned refugees,4
 389 | 2003,South Africa,Senegal,Refugees (incl. refugee-like situations),4
 390 | 2003,South Africa,Senegal,Asylum-seekers,476
 391 | 2003,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 392 | 2003,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,58
 393 | 2003,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 394 | 2003,South Africa,Sierra Leone,Asylum-seekers,101
 395 | 2003,South Africa,Slovenia,Refugees (incl. refugee-like situations),2
 396 | 2003,South Africa,Somalia,Refugees (incl. refugee-like situations),6890
 397 | 2003,South Africa,Somalia,Asylum-seekers,4705
 398 | 2003,South Africa,Somalia,Returned refugees,14
 399 | 2003,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),3
 400 | 2003,South Africa,Sri Lanka,Asylum-seekers,22
 401 | 2003,South Africa,Sudan,Refugees (incl. refugee-like situations),177
 402 | 2003,South Africa,Sudan,Asylum-seekers,91
 403 | 2003,South Africa,Uganda,Refugees (incl. refugee-like situations),30
 404 | 2003,South Africa,Uganda,Asylum-seekers,1527
 405 | 2003,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),5
 406 | 2003,South Africa,United Rep. of Tanzania,Asylum-seekers,3174
 407 | 2003,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),24
 408 | 2003,South Africa,Various/Unknown,Asylum-seekers,4033
 409 | 2003,South Africa,Zambia,Refugees (incl. refugee-like situations),8
 410 | 2003,South Africa,Zambia,Asylum-seekers,170
 411 | 2003,South Africa,Zambia,Returned refugees,5
 412 | 2003,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),11
 413 | 2003,South Africa,Zimbabwe,Asylum-seekers,2677
 414 | 2004,South Africa,Afghanistan,Refugees (incl. refugee-like situations),15
 415 | 2004,South Africa,Afghanistan,Asylum-seekers,22
 416 | 2004,South Africa,Algeria,Refugees (incl. refugee-like situations),1
 417 | 2004,South Africa,Algeria,Asylum-seekers,81
 418 | 2004,South Africa,Angola,Refugees (incl. refugee-like situations),5774
 419 | 2004,South Africa,Angola,Asylum-seekers,6274
 420 | 2004,South Africa,Angola,Returned refugees,33
 421 | 2004,South Africa,Bangladesh,Refugees (incl. refugee-like situations),1
 422 | 2004,South Africa,Bangladesh,Asylum-seekers,4697
 423 | 2004,South Africa,Benin,Asylum-seekers,81
 424 | 2004,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 425 | 2004,South Africa,Bulgaria,Asylum-seekers,188
 426 | 2004,South Africa,Burundi,Refugees (incl. refugee-like situations),2075
 427 | 2004,South Africa,Burundi,Asylum-seekers,2937
 428 | 2004,South Africa,Burundi,Returned refugees,22
 429 | 2004,South Africa,Cameroon,Refugees (incl. refugee-like situations),43
 430 | 2004,South Africa,Cameroon,Asylum-seekers,1187
 431 | 2004,South Africa,Chad,Asylum-seekers,9
 432 | 2004,South Africa,China,Asylum-seekers,3791
 433 | 2004,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),1
 434 | 2004,South Africa,Comoros,Asylum-seekers,512
 435 | 2004,South Africa,Congo,Refugees (incl. refugee-like situations),1111
 436 | 2004,South Africa,Congo,Asylum-seekers,2044
 437 | 2004,South Africa,Congo,Returned refugees,1
 438 | 2004,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),5
 439 | 2004,South Africa,Cote d'Ivoire,Asylum-seekers,238
 440 | 2004,South Africa,Cuba,Refugees (incl. refugee-like situations),1
 441 | 2004,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),9516
 442 | 2004,South Africa,Dem. Rep. of the Congo,Asylum-seekers,17993
 443 | 2004,South Africa,Dem. Rep. of the Congo,Returned refugees,9
 444 | 2004,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 445 | 2004,South Africa,Egypt,Asylum-seekers,948
 446 | 2004,South Africa,Eritrea,Refugees (incl. refugee-like situations),1
 447 | 2004,South Africa,Eritrea,Asylum-seekers,569
 448 | 2004,South Africa,Ethiopia,Refugees (incl. refugee-like situations),23
 449 | 2004,South Africa,Ethiopia,Asylum-seekers,5675
 450 | 2004,South Africa,Ghana,Refugees (incl. refugee-like situations),5
 451 | 2004,South Africa,Ghana,Asylum-seekers,1180
 452 | 2004,South Africa,India,Refugees (incl. refugee-like situations),2
 453 | 2004,South Africa,India,Asylum-seekers,5925
 454 | 2004,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),4
 455 | 2004,South Africa,Iran (Islamic Rep. of),Asylum-seekers,33
 456 | 2004,South Africa,Iraq,Refugees (incl. refugee-like situations),11
 457 | 2004,South Africa,Iraq,Asylum-seekers,45
 458 | 2004,South Africa,Kenya,Refugees (incl. refugee-like situations),12
 459 | 2004,South Africa,Kenya,Asylum-seekers,10057
 460 | 2004,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 461 | 2004,South Africa,Liberia,Refugees (incl. refugee-like situations),214
 462 | 2004,South Africa,Liberia,Asylum-seekers,214
 463 | 2004,South Africa,Malawi,Asylum-seekers,2917
 464 | 2004,South Africa,Mali,Refugees (incl. refugee-like situations),1
 465 | 2004,South Africa,Mali,Asylum-seekers,31
 466 | 2004,South Africa,Mozambique,Refugees (incl. refugee-like situations),1
 467 | 2004,South Africa,Mozambique,Asylum-seekers,300
 468 | 2004,South Africa,Nigeria,Refugees (incl. refugee-like situations),23
 469 | 2004,South Africa,Nigeria,Asylum-seekers,8988
 470 | 2004,South Africa,Pakistan,Refugees (incl. refugee-like situations),28
 471 | 2004,South Africa,Pakistan,Asylum-seekers,9080
 472 | 2004,South Africa,Rwanda,Refugees (incl. refugee-like situations),1266
 473 | 2004,South Africa,Rwanda,Asylum-seekers,614
 474 | 2004,South Africa,Rwanda,Returned refugees,4
 475 | 2004,South Africa,Senegal,Refugees (incl. refugee-like situations),4
 476 | 2004,South Africa,Senegal,Asylum-seekers,626
 477 | 2004,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 478 | 2004,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,64
 479 | 2004,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),53
 480 | 2004,South Africa,Sierra Leone,Asylum-seekers,117
 481 | 2004,South Africa,Slovenia,Refugees (incl. refugee-like situations),2
 482 | 2004,South Africa,Somalia,Refugees (incl. refugee-like situations),7118
 483 | 2004,South Africa,Somalia,Asylum-seekers,8360
 484 | 2004,South Africa,Somalia,Returned refugees,8
 485 | 2004,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),3
 486 | 2004,South Africa,Sri Lanka,Asylum-seekers,22
 487 | 2004,South Africa,Sudan,Refugees (incl. refugee-like situations),175
 488 | 2004,South Africa,Sudan,Asylum-seekers,113
 489 | 2004,South Africa,Uganda,Refugees (incl. refugee-like situations),36
 490 | 2004,South Africa,Uganda,Asylum-seekers,2136
 491 | 2004,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),8
 492 | 2004,South Africa,United Rep. of Tanzania,Asylum-seekers,4082
 493 | 2004,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),30
 494 | 2004,South Africa,Various/Unknown,Asylum-seekers,4327
 495 | 2004,South Africa,Zambia,Refugees (incl. refugee-like situations),8
 496 | 2004,South Africa,Zambia,Asylum-seekers,281
 497 | 2004,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),32
 498 | 2004,South Africa,Zimbabwe,Asylum-seekers,8466
 499 | 2005,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 500 | 2005,South Africa,Afghanistan,Asylum-seekers,19
 501 | 2005,South Africa,Algeria,Asylum-seekers,80
 502 | 2005,South Africa,Angola,Refugees (incl. refugee-like situations),5764
 503 | 2005,South Africa,Angola,Asylum-seekers,6315
 504 | 2005,South Africa,Angola,Returned refugees,24
 505 | 2005,South Africa,Bangladesh,Asylum-seekers,6274
 506 | 2005,South Africa,Benin,Asylum-seekers,93
 507 | 2005,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 508 | 2005,South Africa,Bulgaria,Asylum-seekers,188
 509 | 2005,South Africa,Burundi,Refugees (incl. refugee-like situations),2183
 510 | 2005,South Africa,Burundi,Asylum-seekers,3754
 511 | 2005,South Africa,Burundi,Returned refugees,58
 512 | 2005,South Africa,Cameroon,Refugees (incl. refugee-like situations),54
 513 | 2005,South Africa,Cameroon,Asylum-seekers,1394
 514 | 2005,South Africa,Chad,Asylum-seekers,10
 515 | 2005,South Africa,China,Asylum-seekers,3894
 516 | 2005,South Africa,Comoros,Asylum-seekers,504
 517 | 2005,South Africa,Congo,Refugees (incl. refugee-like situations),1160
 518 | 2005,South Africa,Congo,Asylum-seekers,2865
 519 | 2005,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),6
 520 | 2005,South Africa,Cote d'Ivoire,Asylum-seekers,261
 521 | 2005,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),10609
 522 | 2005,South Africa,Dem. Rep. of the Congo,Asylum-seekers,19098
 523 | 2005,South Africa,Dem. Rep. of the Congo,Returned refugees,7
 524 | 2005,South Africa,Egypt,Asylum-seekers,1027
 525 | 2005,South Africa,Eritrea,Refugees (incl. refugee-like situations),19
 526 | 2005,South Africa,Eritrea,Asylum-seekers,843
 527 | 2005,South Africa,Ethiopia,Refugees (incl. refugee-like situations),78
 528 | 2005,South Africa,Ethiopia,Asylum-seekers,8356
 529 | 2005,South Africa,Ghana,Refugees (incl. refugee-like situations),8
 530 | 2005,South Africa,Ghana,Asylum-seekers,1366
 531 | 2005,South Africa,India,Asylum-seekers,6257
 532 | 2005,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),4
 533 | 2005,South Africa,Iran (Islamic Rep. of),Asylum-seekers,32
 534 | 2005,South Africa,Iraq,Refugees (incl. refugee-like situations),11
 535 | 2005,South Africa,Iraq,Asylum-seekers,47
 536 | 2005,South Africa,Kenya,Refugees (incl. refugee-like situations),14
 537 | 2005,South Africa,Kenya,Asylum-seekers,10357
 538 | 2005,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 539 | 2005,South Africa,Liberia,Refugees (incl. refugee-like situations),216
 540 | 2005,South Africa,Liberia,Asylum-seekers,291
 541 | 2005,South Africa,Malawi,Refugees (incl. refugee-like situations),7
 542 | 2005,South Africa,Malawi,Asylum-seekers,3833
 543 | 2005,South Africa,Mali,Asylum-seekers,32
 544 | 2005,South Africa,Mozambique,Asylum-seekers,355
 545 | 2005,South Africa,Nigeria,Refugees (incl. refugee-like situations),27
 546 | 2005,South Africa,Nigeria,Asylum-seekers,9712
 547 | 2005,South Africa,Pakistan,Refugees (incl. refugee-like situations),29
 548 | 2005,South Africa,Pakistan,Asylum-seekers,9876
 549 | 2005,South Africa,Rwanda,Refugees (incl. refugee-like situations),1276
 550 | 2005,South Africa,Rwanda,Asylum-seekers,725
 551 | 2005,South Africa,Rwanda,Returned refugees,5
 552 | 2005,South Africa,Senegal,Refugees (incl. refugee-like situations),4
 553 | 2005,South Africa,Senegal,Asylum-seekers,876
 554 | 2005,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 555 | 2005,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,64
 556 | 2005,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 557 | 2005,South Africa,Sierra Leone,Asylum-seekers,127
 558 | 2005,South Africa,Sierra Leone,Returned refugees,1
 559 | 2005,South Africa,Somalia,Refugees (incl. refugee-like situations),7548
 560 | 2005,South Africa,Somalia,Asylum-seekers,11548
 561 | 2005,South Africa,Somalia,Returned refugees,1
 562 | 2005,South Africa,Sri Lanka,Asylum-seekers,29
 563 | 2005,South Africa,Sudan,Refugees (incl. refugee-like situations),173
 564 | 2005,South Africa,Sudan,Asylum-seekers,121
 565 | 2005,South Africa,Uganda,Refugees (incl. refugee-like situations),55
 566 | 2005,South Africa,Uganda,Asylum-seekers,3106
 567 | 2005,South Africa,Uganda,Returned refugees,4
 568 | 2005,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),135
 569 | 2005,South Africa,United Rep. of Tanzania,Asylum-seekers,4981
 570 | 2005,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),61
 571 | 2005,South Africa,Various/Unknown,Asylum-seekers,5019
 572 | 2005,South Africa,Zambia,Refugees (incl. refugee-like situations),10
 573 | 2005,South Africa,Zambia,Asylum-seekers,388
 574 | 2005,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),114
 575 | 2005,South Africa,Zimbabwe,Asylum-seekers,15978
 576 | 2006,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 577 | 2006,South Africa,Angola,Refugees (incl. refugee-like situations),5759
 578 | 2006,South Africa,Angola,Returned refugees,17
 579 | 2006,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 580 | 2006,South Africa,Burundi,Refugees (incl. refugee-like situations),2196
 581 | 2006,South Africa,Burundi,Returned refugees,25
 582 | 2006,South Africa,Cameroon,Refugees (incl. refugee-like situations),81
 583 | 2006,South Africa,Congo,Refugees (incl. refugee-like situations),1204
 584 | 2006,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),7
 585 | 2006,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),10772
 586 | 2006,South Africa,Dem. Rep. of the Congo,Returned refugees,36
 587 | 2006,South Africa,Eritrea,Refugees (incl. refugee-like situations),24
 588 | 2006,South Africa,Ethiopia,Refugees (incl. refugee-like situations),125
 589 | 2006,South Africa,Ghana,Refugees (incl. refugee-like situations),8
 590 | 2006,South Africa,Kenya,Refugees (incl. refugee-like situations),22
 591 | 2006,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 592 | 2006,South Africa,Liberia,Refugees (incl. refugee-like situations),217
 593 | 2006,South Africa,Malawi,Refugees (incl. refugee-like situations),7
 594 | 2006,South Africa,Nigeria,Refugees (incl. refugee-like situations),27
 595 | 2006,South Africa,Pakistan,Refugees (incl. refugee-like situations),29
 596 | 2006,South Africa,Rwanda,Refugees (incl. refugee-like situations),1278
 597 | 2006,South Africa,Rwanda,Returned refugees,1
 598 | 2006,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 599 | 2006,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 600 | 2006,South Africa,Somalia,Refugees (incl. refugee-like situations),7818
 601 | 2006,South Africa,Sudan,Refugees (incl. refugee-like situations),172
 602 | 2006,South Africa,Uganda,Refugees (incl. refugee-like situations),70
 603 | 2006,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),136
 604 | 2006,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),4764
 605 | 2006,South Africa,Various/Unknown,Asylum-seekers,131107
 606 | 2006,South Africa,Zambia,Refugees (incl. refugee-like situations),10
 607 | 2006,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),211
 608 | 2007,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 609 | 2007,South Africa,Algeria,Asylum-seekers,168
 610 | 2007,South Africa,Angola,Refugees (incl. refugee-like situations),5752
 611 | 2007,South Africa,Angola,Asylum-seekers,65
 612 | 2007,South Africa,Angola,Returned refugees,10
 613 | 2007,South Africa,Bangladesh,Refugees (incl. refugee-like situations),7
 614 | 2007,South Africa,Bangladesh,Asylum-seekers,4818
 615 | 2007,South Africa,Benin,Asylum-seekers,35
 616 | 2007,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 617 | 2007,South Africa,Bulgaria,Asylum-seekers,2
 618 | 2007,South Africa,Burkina Faso,Asylum-seekers,11
 619 | 2007,South Africa,Burundi,Refugees (incl. refugee-like situations),2217
 620 | 2007,South Africa,Burundi,Asylum-seekers,1719
 621 | 2007,South Africa,Burundi,Returned refugees,29
 622 | 2007,South Africa,Cameroon,Refugees (incl. refugee-like situations),103
 623 | 2007,South Africa,Cameroon,Asylum-seekers,439
 624 | 2007,South Africa,Chad,Asylum-seekers,14
 625 | 2007,South Africa,China,Asylum-seekers,1139
 626 | 2007,South Africa,Comoros,Asylum-seekers,31
 627 | 2007,South Africa,Congo,Refugees (incl. refugee-like situations),1297
 628 | 2007,South Africa,Congo,Asylum-seekers,1791
 629 | 2007,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),7
 630 | 2007,South Africa,Cote d'Ivoire,Asylum-seekers,192
 631 | 2007,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),11127
 632 | 2007,South Africa,Dem. Rep. of the Congo,Asylum-seekers,11123
 633 | 2007,South Africa,Dem. Rep. of the Congo,Returned refugees,14
 634 | 2007,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 635 | 2007,South Africa,Egypt,Asylum-seekers,206
 636 | 2007,South Africa,Eritrea,Refugees (incl. refugee-like situations),45
 637 | 2007,South Africa,Eritrea,Asylum-seekers,714
 638 | 2007,South Africa,Ethiopia,Refugees (incl. refugee-like situations),216
 639 | 2007,South Africa,Ethiopia,Asylum-seekers,7050
 640 | 2007,South Africa,Ethiopia,Returned refugees,1
 641 | 2007,South Africa,Gambia,Asylum-seekers,14
 642 | 2007,South Africa,Ghana,Refugees (incl. refugee-like situations),8
 643 | 2007,South Africa,Ghana,Asylum-seekers,444
 644 | 2007,South Africa,Guinea,Asylum-seekers,32
 645 | 2007,South Africa,Haiti,Asylum-seekers,9
 646 | 2007,South Africa,India,Asylum-seekers,1749
 647 | 2007,South Africa,Iran (Islamic Rep. of),Asylum-seekers,1
 648 | 2007,South Africa,Iraq,Refugees (incl. refugee-like situations),1
 649 | 2007,South Africa,Iraq,Asylum-seekers,4
 650 | 2007,South Africa,Kenya,Refugees (incl. refugee-like situations),32
 651 | 2007,South Africa,Kenya,Asylum-seekers,792
 652 | 2007,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 653 | 2007,South Africa,Lesotho,Asylum-seekers,12
 654 | 2007,South Africa,Liberia,Refugees (incl. refugee-like situations),217
 655 | 2007,South Africa,Liberia,Asylum-seekers,103
 656 | 2007,South Africa,Malawi,Refugees (incl. refugee-like situations),11
 657 | 2007,South Africa,Malawi,Asylum-seekers,8171
 658 | 2007,South Africa,Mali,Asylum-seekers,109
 659 | 2007,South Africa,Mozambique,Asylum-seekers,673
 660 | 2007,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
 661 | 2007,South Africa,Myanmar,Asylum-seekers,16
 662 | 2007,South Africa,Niger,Asylum-seekers,22
 663 | 2007,South Africa,Nigeria,Refugees (incl. refugee-like situations),33
 664 | 2007,South Africa,Nigeria,Asylum-seekers,1410
 665 | 2007,South Africa,Pakistan,Refugees (incl. refugee-like situations),29
 666 | 2007,South Africa,Pakistan,Asylum-seekers,2047
 667 | 2007,South Africa,Palestinian,Asylum-seekers,12
 668 | 2007,South Africa,Poland,Refugees (incl. refugee-like situations),5
 669 | 2007,South Africa,Russian Federation,Asylum-seekers,1
 670 | 2007,South Africa,Rwanda,Refugees (incl. refugee-like situations),1282
 671 | 2007,South Africa,Rwanda,Asylum-seekers,571
 672 | 2007,South Africa,Rwanda,Returned refugees,4
 673 | 2007,South Africa,Senegal,Refugees (incl. refugee-like situations),1
 674 | 2007,South Africa,Senegal,Asylum-seekers,233
 675 | 2007,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 676 | 2007,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 677 | 2007,South Africa,Sierra Leone,Asylum-seekers,51
 678 | 2007,South Africa,Somalia,Refugees (incl. refugee-like situations),8554
 679 | 2007,South Africa,Somalia,Asylum-seekers,4011
 680 | 2007,South Africa,Somalia,Returned refugees,10
 681 | 2007,South Africa,Sri Lanka,Asylum-seekers,33
 682 | 2007,South Africa,Sudan,Refugees (incl. refugee-like situations),172
 683 | 2007,South Africa,Sudan,Asylum-seekers,44
 684 | 2007,South Africa,Sudan,Returned refugees,1
 685 | 2007,South Africa,Swaziland,Asylum-seekers,58
 686 | 2007,South Africa,Thailand,Asylum-seekers,17
 687 | 2007,South Africa,Togo,Asylum-seekers,34
 688 | 2007,South Africa,Tunisia,Asylum-seekers,3
 689 | 2007,South Africa,Uganda,Refugees (incl. refugee-like situations),81
 690 | 2007,South Africa,Uganda,Asylum-seekers,2239
 691 | 2007,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),136
 692 | 2007,South Africa,United Rep. of Tanzania,Asylum-seekers,2725
 693 | 2007,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),4764
 694 | 2007,South Africa,Various/Unknown,Asylum-seekers,81911
 695 | 2007,South Africa,Zambia,Refugees (incl. refugee-like situations),11
 696 | 2007,South Africa,Zambia,Asylum-seekers,446
 697 | 2007,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),477
 698 | 2007,South Africa,Zimbabwe,Asylum-seekers,33351
 699 | 2008,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 700 | 2008,South Africa,Algeria,Asylum-seekers,168
 701 | 2008,South Africa,Angola,Refugees (incl. refugee-like situations),5751
 702 | 2008,South Africa,Angola,Asylum-seekers,65
 703 | 2008,South Africa,Angola,Returned refugees,1
 704 | 2008,South Africa,Bangladesh,Refugees (incl. refugee-like situations),7
 705 | 2008,South Africa,Bangladesh,Asylum-seekers,4818
 706 | 2008,South Africa,Benin,Asylum-seekers,35
 707 | 2008,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 708 | 2008,South Africa,Bulgaria,Asylum-seekers,2
 709 | 2008,South Africa,Burkina Faso,Asylum-seekers,11
 710 | 2008,South Africa,Burundi,Refugees (incl. refugee-like situations),2155
 711 | 2008,South Africa,Burundi,Asylum-seekers,1719
 712 | 2008,South Africa,Burundi,Returned refugees,101
 713 | 2008,South Africa,Cameroon,Refugees (incl. refugee-like situations),103
 714 | 2008,South Africa,Cameroon,Asylum-seekers,439
 715 | 2008,South Africa,Chad,Asylum-seekers,14
 716 | 2008,South Africa,China,Asylum-seekers,1139
 717 | 2008,South Africa,Comoros,Asylum-seekers,31
 718 | 2008,South Africa,Congo,Refugees (incl. refugee-like situations),1297
 719 | 2008,South Africa,Congo,Asylum-seekers,1791
 720 | 2008,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),7
 721 | 2008,South Africa,Cote d'Ivoire,Asylum-seekers,192
 722 | 2008,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),10999
 723 | 2008,South Africa,Dem. Rep. of the Congo,Asylum-seekers,11123
 724 | 2008,South Africa,Dem. Rep. of the Congo,Returned refugees,159
 725 | 2008,South Africa,Egypt,Refugees (incl. refugee-like situations),1
 726 | 2008,South Africa,Egypt,Asylum-seekers,206
 727 | 2008,South Africa,Eritrea,Refugees (incl. refugee-like situations),44
 728 | 2008,South Africa,Eritrea,Asylum-seekers,714
 729 | 2008,South Africa,Ethiopia,Refugees (incl. refugee-like situations),210
 730 | 2008,South Africa,Ethiopia,Asylum-seekers,7050
 731 | 2008,South Africa,Ethiopia,Returned refugees,2
 732 | 2008,South Africa,Gambia,Asylum-seekers,14
 733 | 2008,South Africa,Ghana,Refugees (incl. refugee-like situations),8
 734 | 2008,South Africa,Ghana,Asylum-seekers,444
 735 | 2008,South Africa,Guinea,Asylum-seekers,32
 736 | 2008,South Africa,Haiti,Asylum-seekers,9
 737 | 2008,South Africa,India,Asylum-seekers,1749
 738 | 2008,South Africa,Iran (Islamic Rep. of),Asylum-seekers,1
 739 | 2008,South Africa,Iraq,Refugees (incl. refugee-like situations),1
 740 | 2008,South Africa,Iraq,Asylum-seekers,4
 741 | 2008,South Africa,Kenya,Refugees (incl. refugee-like situations),32
 742 | 2008,South Africa,Kenya,Asylum-seekers,792
 743 | 2008,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 744 | 2008,South Africa,Lesotho,Asylum-seekers,12
 745 | 2008,South Africa,Liberia,Refugees (incl. refugee-like situations),213
 746 | 2008,South Africa,Liberia,Asylum-seekers,103
 747 | 2008,South Africa,Liberia,Returned refugees,4
 748 | 2008,South Africa,Malawi,Refugees (incl. refugee-like situations),11
 749 | 2008,South Africa,Malawi,Asylum-seekers,8171
 750 | 2008,South Africa,Mali,Asylum-seekers,109
 751 | 2008,South Africa,Mozambique,Asylum-seekers,673
 752 | 2008,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
 753 | 2008,South Africa,Myanmar,Asylum-seekers,16
 754 | 2008,South Africa,Niger,Asylum-seekers,22
 755 | 2008,South Africa,Nigeria,Refugees (incl. refugee-like situations),33
 756 | 2008,South Africa,Nigeria,Asylum-seekers,1410
 757 | 2008,South Africa,Pakistan,Refugees (incl. refugee-like situations),29
 758 | 2008,South Africa,Pakistan,Asylum-seekers,2047
 759 | 2008,South Africa,Palestinian,Asylum-seekers,12
 760 | 2008,South Africa,Poland,Refugees (incl. refugee-like situations),5
 761 | 2008,South Africa,Russian Federation,Asylum-seekers,1
 762 | 2008,South Africa,Rwanda,Refugees (incl. refugee-like situations),1266
 763 | 2008,South Africa,Rwanda,Asylum-seekers,571
 764 | 2008,South Africa,Rwanda,Returned refugees,11
 765 | 2008,South Africa,Senegal,Refugees (incl. refugee-like situations),1
 766 | 2008,South Africa,Senegal,Asylum-seekers,233
 767 | 2008,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 768 | 2008,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 769 | 2008,South Africa,Sierra Leone,Asylum-seekers,51
 770 | 2008,South Africa,Somalia,Refugees (incl. refugee-like situations),8543
 771 | 2008,South Africa,Somalia,Asylum-seekers,4011
 772 | 2008,South Africa,Somalia,Returned refugees,3
 773 | 2008,South Africa,Sri Lanka,Asylum-seekers,33
 774 | 2008,South Africa,Sudan,Refugees (incl. refugee-like situations),168
 775 | 2008,South Africa,Sudan,Asylum-seekers,44
 776 | 2008,South Africa,Sudan,Returned refugees,4
 777 | 2008,South Africa,Swaziland,Asylum-seekers,58
 778 | 2008,South Africa,Thailand,Asylum-seekers,17
 779 | 2008,South Africa,Togo,Asylum-seekers,34
 780 | 2008,South Africa,Tunisia,Asylum-seekers,3
 781 | 2008,South Africa,Uganda,Refugees (incl. refugee-like situations),79
 782 | 2008,South Africa,Uganda,Asylum-seekers,2239
 783 | 2008,South Africa,Uganda,Returned refugees,2
 784 | 2008,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),136
 785 | 2008,South Africa,United Rep. of Tanzania,Asylum-seekers,2725
 786 | 2008,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),11813
 787 | 2008,South Africa,Various/Unknown,Asylum-seekers,138171
 788 | 2008,South Africa,Zambia,Refugees (incl. refugee-like situations),11
 789 | 2008,South Africa,Zambia,Asylum-seekers,446
 790 | 2008,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),473
 791 | 2008,South Africa,Zimbabwe,Asylum-seekers,33351
 792 | 2009,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 793 | 2009,South Africa,Angola,Refugees (incl. refugee-like situations),5758
 794 | 2009,South Africa,Angola,Returned refugees,1
 795 | 2009,South Africa,Bangladesh,Refugees (incl. refugee-like situations),38
 796 | 2009,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 797 | 2009,South Africa,Burundi,Refugees (incl. refugee-like situations),2273
 798 | 2009,South Africa,Burundi,Returned refugees,21
 799 | 2009,South Africa,Cameroon,Refugees (incl. refugee-like situations),112
 800 | 2009,South Africa,Congo,Refugees (incl. refugee-like situations),1906
 801 | 2009,South Africa,Congo,Returned refugees,5
 802 | 2009,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),7
 803 | 2009,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),11708
 804 | 2009,South Africa,Dem. Rep. of the Congo,Returned refugees,14
 805 | 2009,South Africa,Egypt,Returned refugees,1
 806 | 2009,South Africa,Eritrea,Refugees (incl. refugee-like situations),246
 807 | 2009,South Africa,Ethiopia,Refugees (incl. refugee-like situations),1509
 808 | 2009,South Africa,Ghana,Refugees (incl. refugee-like situations),8
 809 | 2009,South Africa,Iraq,Refugees (incl. refugee-like situations),5
 810 | 2009,South Africa,Kenya,Refugees (incl. refugee-like situations),36
 811 | 2009,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 812 | 2009,South Africa,Liberia,Refugees (incl. refugee-like situations),214
 813 | 2009,South Africa,Malawi,Refugees (incl. refugee-like situations),11
 814 | 2009,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
 815 | 2009,South Africa,Nigeria,Refugees (incl. refugee-like situations),33
 816 | 2009,South Africa,Pakistan,Refugees (incl. refugee-like situations),31
 817 | 2009,South Africa,Poland,Refugees (incl. refugee-like situations),5
 818 | 2009,South Africa,Rwanda,Refugees (incl. refugee-like situations),1282
 819 | 2009,South Africa,Senegal,Refugees (incl. refugee-like situations),1
 820 | 2009,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 821 | 2009,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),52
 822 | 2009,South Africa,Somalia,Refugees (incl. refugee-like situations),9718
 823 | 2009,South Africa,Sudan,Refugees (incl. refugee-like situations),174
 824 | 2009,South Africa,Uganda,Refugees (incl. refugee-like situations),99
 825 | 2009,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),137
 826 | 2009,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),11826
 827 | 2009,South Africa,Various/Unknown,Asylum-seekers,309794
 828 | 2009,South Africa,Various/Unknown,Returned refugees,1
 829 | 2009,South Africa,Zambia,Refugees (incl. refugee-like situations),14
 830 | 2009,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),673
 831 | 2010,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 832 | 2010,South Africa,Angola,Refugees (incl. refugee-like situations),5808
 833 | 2010,South Africa,Angola,Returned refugees,1
 834 | 2010,South Africa,Bahamas,Refugees (incl. refugee-like situations),1
 835 | 2010,South Africa,Bangladesh,Refugees (incl. refugee-like situations),82
 836 | 2010,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 837 | 2010,South Africa,Burundi,Refugees (incl. refugee-like situations),2412
 838 | 2010,South Africa,Burundi,Returned refugees,9
 839 | 2010,South Africa,Cameroon,Refugees (incl. refugee-like situations),134
 840 | 2010,South Africa,Congo,Refugees (incl. refugee-like situations),2172
 841 | 2010,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),10
 842 | 2010,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),12973
 843 | 2010,South Africa,Dem. Rep. of the Congo,Returned refugees,15
 844 | 2010,South Africa,Eritrea,Refugees (incl. refugee-like situations),415
 845 | 2010,South Africa,Ethiopia,Refugees (incl. refugee-like situations),3398
 846 | 2010,South Africa,Ghana,Refugees (incl. refugee-like situations),9
 847 | 2010,South Africa,India,Refugees (incl. refugee-like situations),3
 848 | 2010,South Africa,Iraq,Refugees (incl. refugee-like situations),5
 849 | 2010,South Africa,Kenya,Refugees (incl. refugee-like situations),52
 850 | 2010,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 851 | 2010,South Africa,Lesotho,Refugees (incl. refugee-like situations),2
 852 | 2010,South Africa,Liberia,Refugees (incl. refugee-like situations),214
 853 | 2010,South Africa,Malawi,Refugees (incl. refugee-like situations),11
 854 | 2010,South Africa,Morocco,Refugees (incl. refugee-like situations),2
 855 | 2010,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
 856 | 2010,South Africa,Nigeria,Refugees (incl. refugee-like situations),34
 857 | 2010,South Africa,Pakistan,Refugees (incl. refugee-like situations),37
 858 | 2010,South Africa,Palestinian,Refugees (incl. refugee-like situations),3
 859 | 2010,South Africa,Poland,Refugees (incl. refugee-like situations),5
 860 | 2010,South Africa,Rwanda,Refugees (incl. refugee-like situations),1374
 861 | 2010,South Africa,Rwanda,Returned refugees,5
 862 | 2010,South Africa,Senegal,Refugees (incl. refugee-like situations),1
 863 | 2010,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 864 | 2010,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),53
 865 | 2010,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),4
 866 | 2010,South Africa,Somalia,Refugees (incl. refugee-like situations),15186
 867 | 2010,South Africa,Sudan,Refugees (incl. refugee-like situations),179
 868 | 2010,South Africa,Sudan,Returned refugees,1
 869 | 2010,South Africa,Uganda,Refugees (incl. refugee-like situations),134
 870 | 2010,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),139
 871 | 2010,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),11827
 872 | 2010,South Africa,Various/Unknown,Asylum-seekers,171702
 873 | 2010,South Africa,Yemen,Refugees (incl. refugee-like situations),3
 874 | 2010,South Africa,Zambia,Refugees (incl. refugee-like situations),19
 875 | 2010,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),1100
 876 | 2010,South Africa,Zimbabwe,Returned refugees,103
 877 | 2011,South Africa,Afghanistan,Refugees (incl. refugee-like situations),18
 878 | 2011,South Africa,Afghanistan,Asylum-seekers,2
 879 | 2011,South Africa,Algeria,Asylum-seekers,16
 880 | 2011,South Africa,Angola,Refugees (incl. refugee-like situations),5808
 881 | 2011,South Africa,Angola,Asylum-seekers,6
 882 | 2011,South Africa,Bahamas,Refugees (incl. refugee-like situations),1
 883 | 2011,South Africa,Bangladesh,Refugees (incl. refugee-like situations),82
 884 | 2011,South Africa,Bangladesh,Asylum-seekers,2699
 885 | 2011,South Africa,Benin,Asylum-seekers,6
 886 | 2011,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 887 | 2011,South Africa,Botswana,Asylum-seekers,2
 888 | 2011,South Africa,Bulgaria,Asylum-seekers,3
 889 | 2011,South Africa,Burkina Faso,Asylum-seekers,10
 890 | 2011,South Africa,Burundi,Refugees (incl. refugee-like situations),2412
 891 | 2011,South Africa,Burundi,Asylum-seekers,714
 892 | 2011,South Africa,Burundi,Returned refugees,15
 893 | 2011,South Africa,Cameroon,Refugees (incl. refugee-like situations),134
 894 | 2011,South Africa,Cameroon,Asylum-seekers,321
 895 | 2011,South Africa,Central African Rep.,Asylum-seekers,1
 896 | 2011,South Africa,Chad,Asylum-seekers,1
 897 | 2011,South Africa,China,Asylum-seekers,649
 898 | 2011,South Africa,Comoros,Asylum-seekers,13
 899 | 2011,South Africa,Congo,Refugees (incl. refugee-like situations),2172
 900 | 2011,South Africa,Congo,Asylum-seekers,778
 901 | 2011,South Africa,Congo,Returned refugees,5
 902 | 2011,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),10
 903 | 2011,South Africa,Cote d'Ivoire,Asylum-seekers,38
 904 | 2011,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),12973
 905 | 2011,South Africa,Dem. Rep. of the Congo,Asylum-seekers,4467
 906 | 2011,South Africa,Dem. Rep. of the Congo,Returned refugees,12
 907 | 2011,South Africa,Egypt,Asylum-seekers,173
 908 | 2011,South Africa,Eritrea,Refugees (incl. refugee-like situations),415
 909 | 2011,South Africa,Eritrea,Asylum-seekers,35
 910 | 2011,South Africa,Estonia,Asylum-seekers,2
 911 | 2011,South Africa,Ethiopia,Refugees (incl. refugee-like situations),3398
 912 | 2011,South Africa,Ethiopia,Asylum-seekers,3620
 913 | 2011,South Africa,Gabon,Asylum-seekers,2
 914 | 2011,South Africa,Ghana,Refugees (incl. refugee-like situations),9
 915 | 2011,South Africa,Ghana,Asylum-seekers,667
 916 | 2011,South Africa,Guinea,Asylum-seekers,7
 917 | 2011,South Africa,Guinea-Bissau,Asylum-seekers,2
 918 | 2011,South Africa,India,Refugees (incl. refugee-like situations),3
 919 | 2011,South Africa,India,Asylum-seekers,515
 920 | 2011,South Africa,Iraq,Refugees (incl. refugee-like situations),5
 921 | 2011,South Africa,Ireland,Asylum-seekers,2
 922 | 2011,South Africa,Jordan,Asylum-seekers,4
 923 | 2011,South Africa,Kenya,Refugees (incl. refugee-like situations),52
 924 | 2011,South Africa,Kenya,Asylum-seekers,123
 925 | 2011,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
 926 | 2011,South Africa,Lebanon,Asylum-seekers,1
 927 | 2011,South Africa,Lesotho,Refugees (incl. refugee-like situations),2
 928 | 2011,South Africa,Lesotho,Asylum-seekers,158
 929 | 2011,South Africa,Liberia,Refugees (incl. refugee-like situations),214
 930 | 2011,South Africa,Liberia,Asylum-seekers,7
 931 | 2011,South Africa,Malawi,Refugees (incl. refugee-like situations),11
 932 | 2011,South Africa,Malawi,Asylum-seekers,2754
 933 | 2011,South Africa,Mali,Asylum-seekers,13
 934 | 2011,South Africa,Mauritania,Asylum-seekers,1
 935 | 2011,South Africa,Morocco,Refugees (incl. refugee-like situations),2
 936 | 2011,South Africa,Morocco,Asylum-seekers,7
 937 | 2011,South Africa,Mozambique,Asylum-seekers,341
 938 | 2011,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
 939 | 2011,South Africa,Namibia,Asylum-seekers,1
 940 | 2011,South Africa,Nepal,Asylum-seekers,2
 941 | 2011,South Africa,Niger,Asylum-seekers,15
 942 | 2011,South Africa,Nigeria,Refugees (incl. refugee-like situations),34
 943 | 2011,South Africa,Nigeria,Asylum-seekers,1199
 944 | 2011,South Africa,Pakistan,Refugees (incl. refugee-like situations),37
 945 | 2011,South Africa,Pakistan,Asylum-seekers,1348
 946 | 2011,South Africa,Palestinian,Refugees (incl. refugee-like situations),3
 947 | 2011,South Africa,Philippines,Asylum-seekers,1
 948 | 2011,South Africa,Poland,Refugees (incl. refugee-like situations),5
 949 | 2011,South Africa,Rwanda,Refugees (incl. refugee-like situations),1374
 950 | 2011,South Africa,Rwanda,Asylum-seekers,142
 951 | 2011,South Africa,Rwanda,Returned refugees,5
 952 | 2011,South Africa,Senegal,Refugees (incl. refugee-like situations),1
 953 | 2011,South Africa,Senegal,Asylum-seekers,164
 954 | 2011,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
 955 | 2011,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,1
 956 | 2011,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),53
 957 | 2011,South Africa,Sierra Leone,Asylum-seekers,2
 958 | 2011,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),4
 959 | 2011,South Africa,Solomon Islands,Asylum-seekers,1
 960 | 2011,South Africa,Somalia,Refugees (incl. refugee-like situations),15186
 961 | 2011,South Africa,Somalia,Asylum-seekers,5678
 962 | 2011,South Africa,Sri Lanka,Asylum-seekers,11
 963 | 2011,South Africa,Sudan,Refugees (incl. refugee-like situations),179
 964 | 2011,South Africa,Sudan,Asylum-seekers,22
 965 | 2011,South Africa,Swaziland,Asylum-seekers,79
 966 | 2011,South Africa,Thailand,Asylum-seekers,12
 967 | 2011,South Africa,Togo,Asylum-seekers,16
 968 | 2011,South Africa,Tunisia,Asylum-seekers,3
 969 | 2011,South Africa,Turkey,Asylum-seekers,2
 970 | 2011,South Africa,Uganda,Refugees (incl. refugee-like situations),134
 971 | 2011,South Africa,Uganda,Asylum-seekers,674
 972 | 2011,South Africa,Ukraine,Asylum-seekers,1
 973 | 2011,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),139
 974 | 2011,South Africa,United Rep. of Tanzania,Asylum-seekers,311
 975 | 2011,South Africa,Uzbekistan,Asylum-seekers,1
 976 | 2011,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),11827
 977 | 2011,South Africa,Various/Unknown,Asylum-seekers,156342
 978 | 2011,South Africa,Viet Nam,Asylum-seekers,2
 979 | 2011,South Africa,Yemen,Refugees (incl. refugee-like situations),3
 980 | 2011,South Africa,Yemen,Asylum-seekers,2
 981 | 2011,South Africa,Zambia,Refugees (incl. refugee-like situations),19
 982 | 2011,South Africa,Zambia,Asylum-seekers,132
 983 | 2011,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),1100
 984 | 2011,South Africa,Zimbabwe,Asylum-seekers,35044
 985 | 2012,South Africa,Afghanistan,Refugees (incl. refugee-like situations),20
 986 | 2012,South Africa,Algeria,Asylum-seekers,73
 987 | 2012,South Africa,Angola,Refugees (incl. refugee-like situations),5805
 988 | 2012,South Africa,Angola,Asylum-seekers,31
 989 | 2012,South Africa,Bahamas,Refugees (incl. refugee-like situations),1
 990 | 2012,South Africa,Bahamas,Asylum-seekers,2
 991 | 2012,South Africa,Bangladesh,Refugees (incl. refugee-like situations),146
 992 | 2012,South Africa,Bangladesh,Asylum-seekers,4390
 993 | 2012,South Africa,Benin,Asylum-seekers,24
 994 | 2012,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
 995 | 2012,South Africa,Botswana,Asylum-seekers,5
 996 | 2012,South Africa,Bulgaria,Asylum-seekers,5
 997 | 2012,South Africa,Burkina Faso,Asylum-seekers,16
 998 | 2012,South Africa,Burundi,Refugees (incl. refugee-like situations),2359
 999 | 2012,South Africa,Burundi,Asylum-seekers,1459
1000 | 2012,South Africa,Burundi,Returned refugees,13
1001 | 2012,South Africa,Cameroon,Refugees (incl. refugee-like situations),135
1002 | 2012,South Africa,Cameroon,Asylum-seekers,701
1003 | 2012,South Africa,Central African Rep.,Asylum-seekers,3
1004 | 2012,South Africa,Chad,Asylum-seekers,2
1005 | 2012,South Africa,China,Asylum-seekers,1371
1006 | 2012,South Africa,Colombia,Asylum-seekers,1
1007 | 2012,South Africa,Comoros,Asylum-seekers,24
1008 | 2012,South Africa,Congo,Refugees (incl. refugee-like situations),2336
1009 | 2012,South Africa,Congo,Asylum-seekers,1110
1010 | 2012,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),12
1011 | 2012,South Africa,Cote d'Ivoire,Asylum-seekers,76
1012 | 2012,South Africa,Cuba,Asylum-seekers,1
1013 | 2012,South Africa,Czech Rep.,Asylum-seekers,1
1014 | 2012,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),13386
1015 | 2012,South Africa,Dem. Rep. of the Congo,Asylum-seekers,9788
1016 | 2012,South Africa,Dem. Rep. of the Congo,Returned refugees,8
1017 | 2012,South Africa,Egypt,Refugees (incl. refugee-like situations),1
1018 | 2012,South Africa,Egypt,Asylum-seekers,455
1019 | 2012,South Africa,Eritrea,Refugees (incl. refugee-like situations),660
1020 | 2012,South Africa,Eritrea,Asylum-seekers,33
1021 | 2012,South Africa,Estonia,Refugees (incl. refugee-like situations),2
1022 | 2012,South Africa,Estonia,Asylum-seekers,6
1023 | 2012,South Africa,Ethiopia,Refugees (incl. refugee-like situations),5538
1024 | 2012,South Africa,Ethiopia,Asylum-seekers,6219
1025 | 2012,South Africa,Gabon,Asylum-seekers,12
1026 | 2012,South Africa,Gambia,Asylum-seekers,5
1027 | 2012,South Africa,Germany,Asylum-seekers,1
1028 | 2012,South Africa,Ghana,Refugees (incl. refugee-like situations),10
1029 | 2012,South Africa,Ghana,Asylum-seekers,1427
1030 | 2012,South Africa,Guinea,Asylum-seekers,20
1031 | 2012,South Africa,Haiti,Asylum-seekers,1
1032 | 2012,South Africa,Iceland,Asylum-seekers,2
1033 | 2012,South Africa,India,Refugees (incl. refugee-like situations),3
1034 | 2012,South Africa,India,Asylum-seekers,1781
1035 | 2012,South Africa,Iran (Islamic Rep. of),Asylum-seekers,6
1036 | 2012,South Africa,Iraq,Refugees (incl. refugee-like situations),5
1037 | 2012,South Africa,Iraq,Asylum-seekers,5
1038 | 2012,South Africa,Ireland,Asylum-seekers,3
1039 | 2012,South Africa,Jordan,Asylum-seekers,10
1040 | 2012,South Africa,Kenya,Refugees (incl. refugee-like situations),53
1041 | 2012,South Africa,Kenya,Asylum-seekers,267
1042 | 2012,South Africa,Kuwait,Asylum-seekers,1
1043 | 2012,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
1044 | 2012,South Africa,Lebanon,Asylum-seekers,2
1045 | 2012,South Africa,Lesotho,Refugees (incl. refugee-like situations),2
1046 | 2012,South Africa,Lesotho,Asylum-seekers,279
1047 | 2012,South Africa,Liberia,Refugees (incl. refugee-like situations),214
1048 | 2012,South Africa,Liberia,Asylum-seekers,30
1049 | 2012,South Africa,Libya,Asylum-seekers,7
1050 | 2012,South Africa,Madagascar,Asylum-seekers,2
1051 | 2012,South Africa,Malawi,Refugees (incl. refugee-like situations),11
1052 | 2012,South Africa,Malawi,Asylum-seekers,4343
1053 | 2012,South Africa,Mali,Asylum-seekers,32
1054 | 2012,South Africa,Mauritania,Asylum-seekers,1
1055 | 2012,South Africa,Morocco,Refugees (incl. refugee-like situations),2
1056 | 2012,South Africa,Morocco,Asylum-seekers,12
1057 | 2012,South Africa,Mozambique,Asylum-seekers,850
1058 | 2012,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
1059 | 2012,South Africa,Myanmar,Asylum-seekers,1
1060 | 2012,South Africa,Namibia,Asylum-seekers,2
1061 | 2012,South Africa,Nepal,Asylum-seekers,58
1062 | 2012,South Africa,Niger,Asylum-seekers,8
1063 | 2012,South Africa,Nigeria,Refugees (incl. refugee-like situations),34
1064 | 2012,South Africa,Nigeria,Asylum-seekers,3456
1065 | 2012,South Africa,Pakistan,Refugees (incl. refugee-like situations),38
1066 | 2012,South Africa,Pakistan,Asylum-seekers,3087
1067 | 2012,South Africa,Palau,Asylum-seekers,1
1068 | 2012,South Africa,Palestinian,Refugees (incl. refugee-like situations),3
1069 | 2012,South Africa,Palestinian,Asylum-seekers,3
1070 | 2012,South Africa,Philippines,Asylum-seekers,3
1071 | 2012,South Africa,Poland,Refugees (incl. refugee-like situations),5
1072 | 2012,South Africa,Russian Federation,Asylum-seekers,1
1073 | 2012,South Africa,Rwanda,Refugees (incl. refugee-like situations),1364
1074 | 2012,South Africa,Rwanda,Asylum-seekers,311
1075 | 2012,South Africa,Rwanda,Returned refugees,1
1076 | 2012,South Africa,Saint Kitts and Nevis,Asylum-seekers,1
1077 | 2012,South Africa,Sao Tome and Principe,Asylum-seekers,1
1078 | 2012,South Africa,Senegal,Refugees (incl. refugee-like situations),1
1079 | 2012,South Africa,Senegal,Asylum-seekers,242
1080 | 2012,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
1081 | 2012,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,5
1082 | 2012,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),53
1083 | 2012,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),5
1084 | 2012,South Africa,Solomon Islands,Asylum-seekers,4
1085 | 2012,South Africa,Somalia,Refugees (incl. refugee-like situations),17864
1086 | 2012,South Africa,Somalia,Asylum-seekers,5526
1087 | 2012,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),1
1088 | 2012,South Africa,Sri Lanka,Asylum-seekers,19
1089 | 2012,South Africa,Sri Lanka,Returned refugees,1
1090 | 2012,South Africa,Sudan,Refugees (incl. refugee-like situations),182
1091 | 2012,South Africa,Sudan,Asylum-seekers,36
1092 | 2012,South Africa,Swaziland,Refugees (incl. refugee-like situations),1
1093 | 2012,South Africa,Swaziland,Asylum-seekers,90
1094 | 2012,South Africa,Syrian Arab Rep.,Refugees (incl. refugee-like situations),2
1095 | 2012,South Africa,Syrian Arab Rep.,Asylum-seekers,8
1096 | 2012,South Africa,Thailand,Asylum-seekers,12
1097 | 2012,South Africa,The former Yugoslav Republic of Macedonia,Asylum-seekers,1
1098 | 2012,South Africa,Togo,Asylum-seekers,22
1099 | 2012,South Africa,Tunisia,Asylum-seekers,3
1100 | 2012,South Africa,Turkey,Asylum-seekers,5
1101 | 2012,South Africa,Uganda,Refugees (incl. refugee-like situations),141
1102 | 2012,South Africa,Uganda,Asylum-seekers,1454
1103 | 2012,South Africa,Ukraine,Asylum-seekers,2
1104 | 2012,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),140
1105 | 2012,South Africa,United Rep. of Tanzania,Asylum-seekers,574
1106 | 2012,South Africa,Uzbekistan,Asylum-seekers,1
1107 | 2012,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),13503
1108 | 2012,South Africa,Various/Unknown,Asylum-seekers,140027
1109 | 2012,South Africa,Viet Nam,Asylum-seekers,2
1110 | 2012,South Africa,Yemen,Refugees (incl. refugee-like situations),3
1111 | 2012,South Africa,Yemen,Asylum-seekers,4
1112 | 2012,South Africa,Zambia,Refugees (incl. refugee-like situations),17
1113 | 2012,South Africa,Zambia,Asylum-seekers,202
1114 | 2012,South Africa,Zambia,Returned refugees,2
1115 | 2012,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),1095
1116 | 2012,South Africa,Zimbabwe,Asylum-seekers,40375
1117 | 2013,South Africa,Afghanistan,Refugees (incl. refugee-like situations),20
1118 | 2013,South Africa,Afghanistan,Asylum-seekers,1
1119 | 2013,South Africa,Algeria,Asylum-seekers,112
1120 | 2013,South Africa,Angola,Asylum-seekers,44
1121 | 2013,South Africa,Angola,Returned refugees,35
1122 | 2013,South Africa,Bahamas,Refugees (incl. refugee-like situations),1
1123 | 2013,South Africa,Bahamas,Asylum-seekers,2
1124 | 2013,South Africa,Bangladesh,Refugees (incl. refugee-like situations),150
1125 | 2013,South Africa,Bangladesh,Asylum-seekers,5214
1126 | 2013,South Africa,Benin,Asylum-seekers,26
1127 | 2013,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),27
1128 | 2013,South Africa,Botswana,Asylum-seekers,6
1129 | 2013,South Africa,Bulgaria,Asylum-seekers,4
1130 | 2013,South Africa,Burkina Faso,Asylum-seekers,18
1131 | 2013,South Africa,Burundi,Refugees (incl. refugee-like situations),2330
1132 | 2013,South Africa,Burundi,Asylum-seekers,1539
1133 | 2013,South Africa,Burundi,Returned refugees,31
1134 | 2013,South Africa,Cameroon,Refugees (incl. refugee-like situations),138
1135 | 2013,South Africa,Cameroon,Asylum-seekers,679
1136 | 2013,South Africa,Central African Rep.,Refugees (incl. refugee-like situations),2
1137 | 2013,South Africa,Central African Rep.,Asylum-seekers,1
1138 | 2013,South Africa,Chad,Asylum-seekers,1
1139 | 2013,South Africa,China,Asylum-seekers,1556
1140 | 2013,South Africa,"China, Macao SAR",Asylum-seekers,1
1141 | 2013,South Africa,Colombia,Asylum-seekers,2
1142 | 2013,South Africa,Comoros,Asylum-seekers,23
1143 | 2013,South Africa,Congo,Refugees (incl. refugee-like situations),2646
1144 | 2013,South Africa,Congo,Asylum-seekers,914
1145 | 2013,South Africa,Congo,Returned refugees,7
1146 | 2013,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),2
1147 | 2013,South Africa,Cote d'Ivoire,Asylum-seekers,104
1148 | 2013,South Africa,Cote d'Ivoire,Returned refugees,1
1149 | 2013,South Africa,Cuba,Asylum-seekers,1
1150 | 2013,South Africa,Czech Rep.,Asylum-seekers,1
1151 | 2013,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),14414
1152 | 2013,South Africa,Dem. Rep. of the Congo,Asylum-seekers,11514
1153 | 2013,South Africa,Dem. Rep. of the Congo,Returned refugees,12
1154 | 2013,South Africa,Egypt,Refugees (incl. refugee-like situations),1
1155 | 2013,South Africa,Egypt,Asylum-seekers,523
1156 | 2013,South Africa,El Salvador,Asylum-seekers,1
1157 | 2013,South Africa,Eritrea,Refugees (incl. refugee-like situations),822
1158 | 2013,South Africa,Eritrea,Asylum-seekers,87
1159 | 2013,South Africa,Estonia,Refugees (incl. refugee-like situations),2
1160 | 2013,South Africa,Estonia,Asylum-seekers,7
1161 | 2013,South Africa,Ethiopia,Refugees (incl. refugee-like situations),7582
1162 | 2013,South Africa,Ethiopia,Asylum-seekers,7663
1163 | 2013,South Africa,Gabon,Asylum-seekers,10
1164 | 2013,South Africa,Gambia,Asylum-seekers,5
1165 | 2013,South Africa,Germany,Asylum-seekers,1
1166 | 2013,South Africa,Ghana,Refugees (incl. refugee-like situations),10
1167 | 2013,South Africa,Ghana,Asylum-seekers,1618
1168 | 2013,South Africa,Guinea,Asylum-seekers,20
1169 | 2013,South Africa,Guinea-Bissau,Asylum-seekers,1
1170 | 2013,South Africa,Haiti,Asylum-seekers,1
1171 | 2013,South Africa,Iceland,Asylum-seekers,3
1172 | 2013,South Africa,India,Refugees (incl. refugee-like situations),3
1173 | 2013,South Africa,India,Asylum-seekers,2582
1174 | 2013,South Africa,Indonesia,Asylum-seekers,1
1175 | 2013,South Africa,Iran (Islamic Rep. of),Asylum-seekers,4
1176 | 2013,South Africa,Iraq,Refugees (incl. refugee-like situations),5
1177 | 2013,South Africa,Iraq,Asylum-seekers,11
1178 | 2013,South Africa,Ireland,Asylum-seekers,3
1179 | 2013,South Africa,Jordan,Asylum-seekers,9
1180 | 2013,South Africa,Kenya,Refugees (incl. refugee-like situations),53
1181 | 2013,South Africa,Kenya,Asylum-seekers,342
1182 | 2013,South Africa,Kuwait,Asylum-seekers,1
1183 | 2013,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),18
1184 | 2013,South Africa,Lebanon,Asylum-seekers,2
1185 | 2013,South Africa,Lesotho,Refugees (incl. refugee-like situations),2
1186 | 2013,South Africa,Lesotho,Asylum-seekers,676
1187 | 2013,South Africa,Liberia,Refugees (incl. refugee-like situations),214
1188 | 2013,South Africa,Liberia,Asylum-seekers,40
1189 | 2013,South Africa,Libya,Asylum-seekers,9
1190 | 2013,South Africa,Madagascar,Asylum-seekers,2
1191 | 2013,South Africa,Malawi,Refugees (incl. refugee-like situations),12
1192 | 2013,South Africa,Malawi,Asylum-seekers,4017
1193 | 2013,South Africa,Mali,Refugees (incl. refugee-like situations),4
1194 | 2013,South Africa,Mali,Asylum-seekers,42
1195 | 2013,South Africa,Mauritania,Asylum-seekers,1
1196 | 2013,South Africa,Morocco,Refugees (incl. refugee-like situations),2
1197 | 2013,South Africa,Morocco,Asylum-seekers,12
1198 | 2013,South Africa,Mozambique,Asylum-seekers,1416
1199 | 2013,South Africa,Myanmar,Refugees (incl. refugee-like situations),1
1200 | 2013,South Africa,Myanmar,Asylum-seekers,1
1201 | 2013,South Africa,Namibia,Asylum-seekers,2
1202 | 2013,South Africa,Nepal,Asylum-seekers,78
1203 | 2013,South Africa,Niger,Asylum-seekers,10
1204 | 2013,South Africa,Nigeria,Refugees (incl. refugee-like situations),34
1205 | 2013,South Africa,Nigeria,Asylum-seekers,4542
1206 | 2013,South Africa,Pakistan,Refugees (incl. refugee-like situations),38
1207 | 2013,South Africa,Pakistan,Asylum-seekers,4515
1208 | 2013,South Africa,Palau,Asylum-seekers,1
1209 | 2013,South Africa,Palestinian,Refugees (incl. refugee-like situations),6
1210 | 2013,South Africa,Palestinian,Asylum-seekers,1
1211 | 2013,South Africa,Philippines,Asylum-seekers,6
1212 | 2013,South Africa,Poland,Refugees (incl. refugee-like situations),5
1213 | 2013,South Africa,Russian Federation,Asylum-seekers,1
1214 | 2013,South Africa,Rwanda,Refugees (incl. refugee-like situations),1366
1215 | 2013,South Africa,Rwanda,Asylum-seekers,294
1216 | 2013,South Africa,Rwanda,Returned refugees,1
1217 | 2013,South Africa,Saint Kitts and Nevis,Refugees (incl. refugee-like situations),1
1218 | 2013,South Africa,Samoa,Asylum-seekers,2
1219 | 2013,South Africa,Sao Tome and Principe,Asylum-seekers,1
1220 | 2013,South Africa,Senegal,Refugees (incl. refugee-like situations),1
1221 | 2013,South Africa,Senegal,Asylum-seekers,303
1222 | 2013,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),34
1223 | 2013,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,6
1224 | 2013,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),53
1225 | 2013,South Africa,Sierra Leone,Asylum-seekers,4
1226 | 2013,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),6
1227 | 2013,South Africa,Solomon Islands,Asylum-seekers,3
1228 | 2013,South Africa,Somalia,Refugees (incl. refugee-like situations),20818
1229 | 2013,South Africa,Somalia,Asylum-seekers,3665
1230 | 2013,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),4
1231 | 2013,South Africa,Sri Lanka,Asylum-seekers,18
1232 | 2013,South Africa,Sudan,Refugees (incl. refugee-like situations),181
1233 | 2013,South Africa,Sudan,Asylum-seekers,45
1234 | 2013,South Africa,Swaziland,Refugees (incl. refugee-like situations),2
1235 | 2013,South Africa,Swaziland,Asylum-seekers,99
1236 | 2013,South Africa,Syrian Arab Rep.,Refugees (incl. refugee-like situations),8
1237 | 2013,South Africa,Syrian Arab Rep.,Asylum-seekers,11
1238 | 2013,South Africa,Thailand,Asylum-seekers,13
1239 | 2013,South Africa,The former Yugoslav Republic of Macedonia,Asylum-seekers,1
1240 | 2013,South Africa,Togo,Asylum-seekers,28
1241 | 2013,South Africa,Tunisia,Asylum-seekers,3
1242 | 2013,South Africa,Turkey,Asylum-seekers,5
1243 | 2013,South Africa,Tuvalu,Asylum-seekers,1
1244 | 2013,South Africa,Uganda,Refugees (incl. refugee-like situations),146
1245 | 2013,South Africa,Uganda,Asylum-seekers,1641
1246 | 2013,South Africa,Ukraine,Asylum-seekers,3
1247 | 2013,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),141
1248 | 2013,South Africa,United Rep. of Tanzania,Asylum-seekers,656
1249 | 2013,South Africa,Uzbekistan,Asylum-seekers,1
1250 | 2013,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),13503
1251 | 2013,South Africa,Various/Unknown,Asylum-seekers,139687
1252 | 2013,South Africa,Viet Nam,Asylum-seekers,2
1253 | 2013,South Africa,Yemen,Refugees (incl. refugee-like situations),3
1254 | 2013,South Africa,Yemen,Asylum-seekers,3
1255 | 2013,South Africa,Zambia,Refugees (incl. refugee-like situations),18
1256 | 2013,South Africa,Zambia,Asylum-seekers,222
1257 | 2013,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),1158
1258 | 2013,South Africa,Zimbabwe,Asylum-seekers,40523
1259 | 2014,South Africa,Afghanistan,Refugees (incl. refugee-like situations),10
1260 | 2014,South Africa,Afghanistan,Asylum-seekers,6
1261 | 2014,South Africa,Algeria,Refugees (incl. refugee-like situations),4
1262 | 2014,South Africa,Algeria,Asylum-seekers,153
1263 | 2014,South Africa,Andorra,Refugees (incl. refugee-like situations),2
1264 | 2014,South Africa,Angola,Asylum-seekers,45
1265 | 2014,South Africa,Anguilla,Refugees (incl. refugee-like situations),1
1266 | 2014,South Africa,Bahamas,Refugees (incl. refugee-like situations),3
1267 | 2014,South Africa,Bahamas,Asylum-seekers,2
1268 | 2014,South Africa,Bangladesh,Refugees (incl. refugee-like situations),849
1269 | 2014,South Africa,Bangladesh,Asylum-seekers,5051
1270 | 2014,South Africa,Benin,Refugees (incl. refugee-like situations),1
1271 | 2014,South Africa,Benin,Asylum-seekers,32
1272 | 2014,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),1
1273 | 2014,South Africa,Botswana,Asylum-seekers,17
1274 | 2014,South Africa,Brazil,Refugees (incl. refugee-like situations),1
1275 | 2014,South Africa,Bulgaria,Refugees (incl. refugee-like situations),5
1276 | 2014,South Africa,Bulgaria,Asylum-seekers,4
1277 | 2014,South Africa,Burkina Faso,Asylum-seekers,20
1278 | 2014,South Africa,Burundi,Refugees (incl. refugee-like situations),3653
1279 | 2014,South Africa,Burundi,Asylum-seekers,1358
1280 | 2014,South Africa,Burundi,Returned refugees,7
1281 | 2014,South Africa,Cambodia,Refugees (incl. refugee-like situations),1
1282 | 2014,South Africa,Cameroon,Refugees (incl. refugee-like situations),525
1283 | 2014,South Africa,Cameroon,Asylum-seekers,559
1284 | 2014,South Africa,Central African Rep.,Refugees (incl. refugee-like situations),8
1285 | 2014,South Africa,Central African Rep.,Asylum-seekers,7
1286 | 2014,South Africa,Chad,Refugees (incl. refugee-like situations),6
1287 | 2014,South Africa,China,Refugees (incl. refugee-like situations),7
1288 | 2014,South Africa,China,Asylum-seekers,1526
1289 | 2014,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),4
1290 | 2014,South Africa,"China, Macao SAR",Asylum-seekers,1
1291 | 2014,South Africa,Colombia,Refugees (incl. refugee-like situations),1
1292 | 2014,South Africa,Colombia,Asylum-seekers,2
1293 | 2014,South Africa,Comoros,Refugees (incl. refugee-like situations),5
1294 | 2014,South Africa,Comoros,Asylum-seekers,19
1295 | 2014,South Africa,Congo,Refugees (incl. refugee-like situations),6035
1296 | 2014,South Africa,Congo,Asylum-seekers,807
1297 | 2014,South Africa,Congo,Returned refugees,5
1298 | 2014,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),48
1299 | 2014,South Africa,Cote d'Ivoire,Asylum-seekers,110
1300 | 2014,South Africa,Cuba,Asylum-seekers,1
1301 | 2014,South Africa,Czech Rep.,Asylum-seekers,3
1302 | 2014,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),30125
1303 | 2014,South Africa,Dem. Rep. of the Congo,Asylum-seekers,12172
1304 | 2014,South Africa,Djibouti,Refugees (incl. refugee-like situations),1
1305 | 2014,South Africa,Egypt,Refugees (incl. refugee-like situations),4
1306 | 2014,South Africa,Egypt,Asylum-seekers,591
1307 | 2014,South Africa,El Salvador,Asylum-seekers,1
1308 | 2014,South Africa,Eritrea,Refugees (incl. refugee-like situations),2219
1309 | 2014,South Africa,Eritrea,Asylum-seekers,304
1310 | 2014,South Africa,Estonia,Refugees (incl. refugee-like situations),6
1311 | 2014,South Africa,Estonia,Asylum-seekers,7
1312 | 2014,South Africa,Ethiopia,Refugees (incl. refugee-like situations),18830
1313 | 2014,South Africa,Ethiopia,Asylum-seekers,13383
1314 | 2014,South Africa,France,Refugees (incl. refugee-like situations),2
1315 | 2014,South Africa,Gabon,Refugees (incl. refugee-like situations),2
1316 | 2014,South Africa,Gabon,Asylum-seekers,6
1317 | 2014,South Africa,Gambia,Asylum-seekers,9
1318 | 2014,South Africa,Germany,Asylum-seekers,1
1319 | 2014,South Africa,Ghana,Refugees (incl. refugee-like situations),16
1320 | 2014,South Africa,Ghana,Asylum-seekers,1650
1321 | 2014,South Africa,Guinea,Refugees (incl. refugee-like situations),1
1322 | 2014,South Africa,Guinea,Asylum-seekers,26
1323 | 2014,South Africa,Guinea-Bissau,Refugees (incl. refugee-like situations),1
1324 | 2014,South Africa,Guinea-Bissau,Asylum-seekers,1
1325 | 2014,South Africa,Haiti,Asylum-seekers,1
1326 | 2014,South Africa,Iceland,Asylum-seekers,3
1327 | 2014,South Africa,India,Refugees (incl. refugee-like situations),12
1328 | 2014,South Africa,India,Asylum-seekers,3343
1329 | 2014,South Africa,Indonesia,Asylum-seekers,1
1330 | 2014,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),3
1331 | 2014,South Africa,Iran (Islamic Rep. of),Asylum-seekers,4
1332 | 2014,South Africa,Iraq,Refugees (incl. refugee-like situations),26
1333 | 2014,South Africa,Iraq,Asylum-seekers,11
1334 | 2014,South Africa,Iraq,Returned refugees,26
1335 | 2014,South Africa,Ireland,Refugees (incl. refugee-like situations),1
1336 | 2014,South Africa,Ireland,Asylum-seekers,3
1337 | 2014,South Africa,Israel,Asylum-seekers,1
1338 | 2014,South Africa,Italy,Refugees (incl. refugee-like situations),1
1339 | 2014,South Africa,Japan,Refugees (incl. refugee-like situations),1
1340 | 2014,South Africa,Jordan,Refugees (incl. refugee-like situations),2
1341 | 2014,South Africa,Jordan,Asylum-seekers,7
1342 | 2014,South Africa,Kenya,Refugees (incl. refugee-like situations),199
1343 | 2014,South Africa,Kenya,Asylum-seekers,409
1344 | 2014,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),6
1345 | 2014,South Africa,Lebanon,Refugees (incl. refugee-like situations),3
1346 | 2014,South Africa,Lebanon,Asylum-seekers,2
1347 | 2014,South Africa,Lesotho,Refugees (incl. refugee-like situations),3
1348 | 2014,South Africa,Lesotho,Asylum-seekers,652
1349 | 2014,South Africa,Liberia,Refugees (incl. refugee-like situations),85
1350 | 2014,South Africa,Liberia,Asylum-seekers,43
1351 | 2014,South Africa,Libya,Refugees (incl. refugee-like situations),1
1352 | 2014,South Africa,Libya,Asylum-seekers,9
1353 | 2014,South Africa,Madagascar,Asylum-seekers,4
1354 | 2014,South Africa,Malawi,Refugees (incl. refugee-like situations),23
1355 | 2014,South Africa,Malawi,Asylum-seekers,3583
1356 | 2014,South Africa,Mali,Refugees (incl. refugee-like situations),6
1357 | 2014,South Africa,Mali,Asylum-seekers,61
1358 | 2014,South Africa,Mauritania,Asylum-seekers,1
1359 | 2014,South Africa,Morocco,Refugees (incl. refugee-like situations),6
1360 | 2014,South Africa,Morocco,Asylum-seekers,7
1361 | 2014,South Africa,Mozambique,Refugees (incl. refugee-like situations),3
1362 | 2014,South Africa,Mozambique,Asylum-seekers,1369
1363 | 2014,South Africa,Myanmar,Refugees (incl. refugee-like situations),3
1364 | 2014,South Africa,Myanmar,Asylum-seekers,1
1365 | 2014,South Africa,Namibia,Refugees (incl. refugee-like situations),4
1366 | 2014,South Africa,Namibia,Asylum-seekers,2
1367 | 2014,South Africa,Nepal,Asylum-seekers,86
1368 | 2014,South Africa,Niger,Refugees (incl. refugee-like situations),5
1369 | 2014,South Africa,Niger,Asylum-seekers,11
1370 | 2014,South Africa,Nigeria,Refugees (incl. refugee-like situations),17
1371 | 2014,South Africa,Nigeria,Asylum-seekers,5154
1372 | 2014,South Africa,Norfolk Island,Refugees (incl. refugee-like situations),1
1373 | 2014,South Africa,Oman,Refugees (incl. refugee-like situations),3
1374 | 2014,South Africa,Pakistan,Refugees (incl. refugee-like situations),37
1375 | 2014,South Africa,Pakistan,Asylum-seekers,5489
1376 | 2014,South Africa,Palau,Asylum-seekers,1
1377 | 2014,South Africa,Palestinian,Refugees (incl. refugee-like situations),32
1378 | 2014,South Africa,Philippines,Asylum-seekers,6
1379 | 2014,South Africa,Poland,Refugees (incl. refugee-like situations),1
1380 | 2014,South Africa,Russian Federation,Refugees (incl. refugee-like situations),13
1381 | 2014,South Africa,Russian Federation,Asylum-seekers,1
1382 | 2014,South Africa,Rwanda,Refugees (incl. refugee-like situations),1814
1383 | 2014,South Africa,Rwanda,Asylum-seekers,238
1384 | 2014,South Africa,Rwanda,Returned refugees,1
1385 | 2014,South Africa,Saint Kitts and Nevis,Refugees (incl. refugee-like situations),2
1386 | 2014,South Africa,Saint Kitts and Nevis,Asylum-seekers,1
1387 | 2014,South Africa,Samoa,Asylum-seekers,2
1388 | 2014,South Africa,Senegal,Refugees (incl. refugee-like situations),4
1389 | 2014,South Africa,Senegal,Asylum-seekers,436
1390 | 2014,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),2
1391 | 2014,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,6
1392 | 2014,South Africa,Seychelles,Refugees (incl. refugee-like situations),3
1393 | 2014,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),31
1394 | 2014,South Africa,Sierra Leone,Asylum-seekers,6
1395 | 2014,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),12
1396 | 2014,South Africa,Solomon Islands,Asylum-seekers,4
1397 | 2014,South Africa,Somalia,Refugees (incl. refugee-like situations),40133
1398 | 2014,South Africa,Somalia,Asylum-seekers,3360
1399 | 2014,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),15
1400 | 2014,South Africa,Sri Lanka,Asylum-seekers,15
1401 | 2014,South Africa,Sudan,Refugees (incl. refugee-like situations),183
1402 | 2014,South Africa,Sudan,Asylum-seekers,50
1403 | 2014,South Africa,Swaziland,Refugees (incl. refugee-like situations),12
1404 | 2014,South Africa,Swaziland,Asylum-seekers,98
1405 | 2014,South Africa,Sweden,Refugees (incl. refugee-like situations),1
1406 | 2014,South Africa,Syrian Arab Rep.,Refugees (incl. refugee-like situations),28
1407 | 2014,South Africa,Syrian Arab Rep.,Asylum-seekers,37
1408 | 2014,South Africa,Thailand,Asylum-seekers,14
1409 | 2014,South Africa,The former Yugoslav Republic of Macedonia,Asylum-seekers,1
1410 | 2014,South Africa,Timor-Leste,Refugees (incl. refugee-like situations),1
1411 | 2014,South Africa,Timor-Leste,Asylum-seekers,1
1412 | 2014,South Africa,Togo,Refugees (incl. refugee-like situations),8
1413 | 2014,South Africa,Togo,Asylum-seekers,24
1414 | 2014,South Africa,Tunisia,Asylum-seekers,4
1415 | 2014,South Africa,Turkey,Refugees (incl. refugee-like situations),4
1416 | 2014,South Africa,Turkey,Asylum-seekers,3
1417 | 2014,South Africa,Tuvalu,Asylum-seekers,1
1418 | 2014,South Africa,Uganda,Refugees (incl. refugee-like situations),696
1419 | 2014,South Africa,Uganda,Asylum-seekers,1762
1420 | 2014,South Africa,Ukraine,Refugees (incl. refugee-like situations),8
1421 | 2014,South Africa,Ukraine,Asylum-seekers,6
1422 | 2014,South Africa,United Kingdom,Refugees (incl. refugee-like situations),1
1423 | 2014,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),50
1424 | 2014,South Africa,United Rep. of Tanzania,Asylum-seekers,650
1425 | 2014,South Africa,Uzbekistan,Asylum-seekers,1
1426 | 2014,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),6
1427 | 2014,South Africa,Various/Unknown,Asylum-seekers,358056
1428 | 2014,South Africa,Viet Nam,Asylum-seekers,2
1429 | 2014,South Africa,Wallis and Futuna Islands ,Asylum-seekers,1
1430 | 2014,South Africa,Yemen,Refugees (incl. refugee-like situations),2
1431 | 2014,South Africa,Yemen,Asylum-seekers,3
1432 | 2014,South Africa,Zambia,Refugees (incl. refugee-like situations),85
1433 | 2014,South Africa,Zambia,Asylum-seekers,196
1434 | 2014,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),6217
1435 | 2014,South Africa,Zimbabwe,Asylum-seekers,40823
1436 | 2015,South Africa,Afghanistan,Refugees (incl. refugee-like situations),10
1437 | 2015,South Africa,Afghanistan,Asylum-seekers,5
1438 | 2015,South Africa,Albania,Asylum-seekers,1
1439 | 2015,South Africa,Algeria,Refugees (incl. refugee-like situations),4
1440 | 2015,South Africa,Algeria,Asylum-seekers,242
1441 | 2015,South Africa,Andorra,Refugees (incl. refugee-like situations),2
1442 | 2015,South Africa,Angola,Refugees (incl. refugee-like situations),3042
1443 | 2015,South Africa,Angola,Asylum-seekers,220
1444 | 2015,South Africa,Anguilla,Refugees (incl. refugee-like situations),1
1445 | 2015,South Africa,Bahamas,Refugees (incl. refugee-like situations),3
1446 | 2015,South Africa,Bahamas,Asylum-seekers,3
1447 | 2015,South Africa,Bangladesh,Refugees (incl. refugee-like situations),861
1448 | 2015,South Africa,Bangladesh,Asylum-seekers,9340
1449 | 2015,South Africa,Belarus,Asylum-seekers,1
1450 | 2015,South Africa,Benin,Refugees (incl. refugee-like situations),1
1451 | 2015,South Africa,Benin,Asylum-seekers,60
1452 | 2015,South Africa,Bosnia and Herzegovina,Refugees (incl. refugee-like situations),1
1453 | 2015,South Africa,Bosnia and Herzegovina,Asylum-seekers,1
1454 | 2015,South Africa,Botswana,Asylum-seekers,24
1455 | 2015,South Africa,Brazil,Refugees (incl. refugee-like situations),1
1456 | 2015,South Africa,Bulgaria,Refugees (incl. refugee-like situations),5
1457 | 2015,South Africa,Bulgaria,Asylum-seekers,4
1458 | 2015,South Africa,Burkina Faso,Asylum-seekers,50
1459 | 2015,South Africa,Burundi,Refugees (incl. refugee-like situations),3819
1460 | 2015,South Africa,Burundi,Asylum-seekers,1841
1461 | 2015,South Africa,Cambodia,Refugees (incl. refugee-like situations),1
1462 | 2015,South Africa,Cameroon,Refugees (incl. refugee-like situations),540
1463 | 2015,South Africa,Cameroon,Asylum-seekers,951
1464 | 2015,South Africa,Central African Rep.,Refugees (incl. refugee-like situations),8
1465 | 2015,South Africa,Central African Rep.,Asylum-seekers,8
1466 | 2015,South Africa,Chad,Refugees (incl. refugee-like situations),5
1467 | 2015,South Africa,Chad,Asylum-seekers,1
1468 | 2015,South Africa,Chile,Asylum-seekers,2
1469 | 2015,South Africa,China,Refugees (incl. refugee-like situations),6
1470 | 2015,South Africa,China,Asylum-seekers,2050
1471 | 2015,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),4
1472 | 2015,South Africa,"China, Macao SAR",Asylum-seekers,1
1473 | 2015,South Africa,Colombia,Refugees (incl. refugee-like situations),1
1474 | 2015,South Africa,Colombia,Asylum-seekers,2
1475 | 2015,South Africa,Comoros,Refugees (incl. refugee-like situations),5
1476 | 2015,South Africa,Comoros,Asylum-seekers,29
1477 | 2015,South Africa,Congo,Refugees (incl. refugee-like situations),6566
1478 | 2015,South Africa,Congo,Asylum-seekers,1096
1479 | 2015,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),48
1480 | 2015,South Africa,Cote d'Ivoire,Asylum-seekers,141
1481 | 2015,South Africa,Cuba,Asylum-seekers,1
1482 | 2015,South Africa,Czech Rep.,Asylum-seekers,3
1483 | 2015,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),32582
1484 | 2015,South Africa,Dem. Rep. of the Congo,Asylum-seekers,16295
1485 | 2015,South Africa,Dem. Rep. of the Congo,Returned refugees,4
1486 | 2015,South Africa,Djibouti,Refugees (incl. refugee-like situations),1
1487 | 2015,South Africa,Egypt,Refugees (incl. refugee-like situations),5
1488 | 2015,South Africa,Egypt,Asylum-seekers,700
1489 | 2015,South Africa,El Salvador,Asylum-seekers,1
1490 | 2015,South Africa,Eritrea,Refugees (incl. refugee-like situations),2338
1491 | 2015,South Africa,Eritrea,Asylum-seekers,422
1492 | 2015,South Africa,Estonia,Refugees (incl. refugee-like situations),6
1493 | 2015,South Africa,Estonia,Asylum-seekers,8
1494 | 2015,South Africa,Ethiopia,Refugees (incl. refugee-like situations),20324
1495 | 2015,South Africa,Ethiopia,Asylum-seekers,19289
1496 | 2015,South Africa,Ethiopia,Returned refugees,4
1497 | 2015,South Africa,Fiji,Asylum-seekers,1
1498 | 2015,South Africa,France,Refugees (incl. refugee-like situations),2
1499 | 2015,South Africa,Gabon,Refugees (incl. refugee-like situations),2
1500 | 2015,South Africa,Gabon,Asylum-seekers,21
1501 | 2015,South Africa,Gambia,Asylum-seekers,17
1502 | 2015,South Africa,Germany,Asylum-seekers,2
1503 | 2015,South Africa,Ghana,Refugees (incl. refugee-like situations),16
1504 | 2015,South Africa,Ghana,Asylum-seekers,3035
1505 | 2015,South Africa,Guinea,Refugees (incl. refugee-like situations),1
1506 | 2015,South Africa,Guinea,Asylum-seekers,38
1507 | 2015,South Africa,Guinea-Bissau,Refugees (incl. refugee-like situations),1
1508 | 2015,South Africa,Guinea-Bissau,Asylum-seekers,5
1509 | 2015,South Africa,Haiti,Asylum-seekers,1
1510 | 2015,South Africa,Hungary,Asylum-seekers,17
1511 | 2015,South Africa,Iceland,Asylum-seekers,3
1512 | 2015,South Africa,India,Refugees (incl. refugee-like situations),11
1513 | 2015,South Africa,India,Asylum-seekers,5533
1514 | 2015,South Africa,Indonesia,Asylum-seekers,1
1515 | 2015,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),3
1516 | 2015,South Africa,Iran (Islamic Rep. of),Asylum-seekers,4
1517 | 2015,South Africa,Iraq,Refugees (incl. refugee-like situations),26
1518 | 2015,South Africa,Iraq,Asylum-seekers,16
1519 | 2015,South Africa,Iraq,Returned refugees,9
1520 | 2015,South Africa,Ireland,Refugees (incl. refugee-like situations),1
1521 | 2015,South Africa,Ireland,Asylum-seekers,3
1522 | 2015,South Africa,Israel,Asylum-seekers,2
1523 | 2015,South Africa,Italy,Refugees (incl. refugee-like situations),1
1524 | 2015,South Africa,Jamaica,Asylum-seekers,3
1525 | 2015,South Africa,Japan,Refugees (incl. refugee-like situations),1
1526 | 2015,South Africa,Jordan,Refugees (incl. refugee-like situations),2
1527 | 2015,South Africa,Jordan,Asylum-seekers,12
1528 | 2015,South Africa,Kenya,Refugees (incl. refugee-like situations),206
1529 | 2015,South Africa,Kenya,Asylum-seekers,590
1530 | 2015,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),6
1531 | 2015,South Africa,Kyrgyzstan,Asylum-seekers,1
1532 | 2015,South Africa,Lebanon,Refugees (incl. refugee-like situations),3
1533 | 2015,South Africa,Lebanon,Asylum-seekers,2
1534 | 2015,South Africa,Lesotho,Refugees (incl. refugee-like situations),3
1535 | 2015,South Africa,Lesotho,Asylum-seekers,1081
1536 | 2015,South Africa,Liberia,Refugees (incl. refugee-like situations),86
1537 | 2015,South Africa,Liberia,Asylum-seekers,47
1538 | 2015,South Africa,Libya,Refugees (incl. refugee-like situations),1
1539 | 2015,South Africa,Libya,Asylum-seekers,10
1540 | 2015,South Africa,Madagascar,Asylum-seekers,7
1541 | 2015,South Africa,Malawi,Refugees (incl. refugee-like situations),23
1542 | 2015,South Africa,Malawi,Asylum-seekers,5350
1543 | 2015,South Africa,Mali,Refugees (incl. refugee-like situations),6
1544 | 2015,South Africa,Mali,Asylum-seekers,128
1545 | 2015,South Africa,Mauritania,Asylum-seekers,1
1546 | 2015,South Africa,Mauritius,Asylum-seekers,3
1547 | 2015,South Africa,Morocco,Refugees (incl. refugee-like situations),6
1548 | 2015,South Africa,Morocco,Asylum-seekers,16
1549 | 2015,South Africa,Mozambique,Refugees (incl. refugee-like situations),3
1550 | 2015,South Africa,Mozambique,Asylum-seekers,2125
1551 | 2015,South Africa,Myanmar,Refugees (incl. refugee-like situations),3
1552 | 2015,South Africa,Myanmar,Asylum-seekers,4
1553 | 2015,South Africa,Namibia,Refugees (incl. refugee-like situations),4
1554 | 2015,South Africa,Namibia,Asylum-seekers,3
1555 | 2015,South Africa,Nepal,Asylum-seekers,140
1556 | 2015,South Africa,Niger,Refugees (incl. refugee-like situations),5
1557 | 2015,South Africa,Niger,Asylum-seekers,59
1558 | 2015,South Africa,Nigeria,Refugees (incl. refugee-like situations),9
1559 | 2015,South Africa,Nigeria,Asylum-seekers,10713
1560 | 2015,South Africa,Norfolk Island,Refugees (incl. refugee-like situations),1
1561 | 2015,South Africa,Oman,Refugees (incl. refugee-like situations),3
1562 | 2015,South Africa,Pakistan,Refugees (incl. refugee-like situations),37
1563 | 2015,South Africa,Pakistan,Asylum-seekers,8167
1564 | 2015,South Africa,Palau,Asylum-seekers,1
1565 | 2015,South Africa,Palestinian,Refugees (incl. refugee-like situations),45
1566 | 2015,South Africa,Palestinian,Asylum-seekers,20
1567 | 2015,South Africa,Philippines,Asylum-seekers,6
1568 | 2015,South Africa,Poland,Refugees (incl. refugee-like situations),1
1569 | 2015,South Africa,Portugal,Asylum-seekers,1
1570 | 2015,South Africa,Rep. of Moldova,Asylum-seekers,1
1571 | 2015,South Africa,Russian Federation,Refugees (incl. refugee-like situations),13
1572 | 2015,South Africa,Russian Federation,Asylum-seekers,3
1573 | 2015,South Africa,Rwanda,Refugees (incl. refugee-like situations),1881
1574 | 2015,South Africa,Rwanda,Asylum-seekers,303
1575 | 2015,South Africa,Rwanda,Returned refugees,1
1576 | 2015,South Africa,Saint Kitts and Nevis,Refugees (incl. refugee-like situations),2
1577 | 2015,South Africa,Saint Kitts and Nevis,Asylum-seekers,1
1578 | 2015,South Africa,Samoa,Asylum-seekers,2
1579 | 2015,South Africa,Sao Tome and Principe,Asylum-seekers,2
1580 | 2015,South Africa,Senegal,Refugees (incl. refugee-like situations),4
1581 | 2015,South Africa,Senegal,Asylum-seekers,650
1582 | 2015,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),2
1583 | 2015,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,8
1584 | 2015,South Africa,Seychelles,Refugees (incl. refugee-like situations),3
1585 | 2015,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),32
1586 | 2015,South Africa,Sierra Leone,Asylum-seekers,11
1587 | 2015,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),10
1588 | 2015,South Africa,Solomon Islands,Asylum-seekers,5
1589 | 2015,South Africa,Somalia,Refugees (incl. refugee-like situations),41458
1590 | 2015,South Africa,Somalia,Asylum-seekers,4207
1591 | 2015,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),15
1592 | 2015,South Africa,Sri Lanka,Asylum-seekers,29
1593 | 2015,South Africa,Sudan,Refugees (incl. refugee-like situations),192
1594 | 2015,South Africa,Sudan,Asylum-seekers,68
1595 | 2015,South Africa,Swaziland,Refugees (incl. refugee-like situations),10
1596 | 2015,South Africa,Swaziland,Asylum-seekers,123
1597 | 2015,South Africa,Sweden,Refugees (incl. refugee-like situations),1
1598 | 2015,South Africa,Syrian Arab Rep.,Refugees (incl. refugee-like situations),31
1599 | 2015,South Africa,Syrian Arab Rep.,Asylum-seekers,57
1600 | 2015,South Africa,Thailand,Asylum-seekers,31
1601 | 2015,South Africa,The former Yugoslav Republic of Macedonia,Asylum-seekers,2
1602 | 2015,South Africa,Timor-Leste,Refugees (incl. refugee-like situations),1
1603 | 2015,South Africa,Timor-Leste,Asylum-seekers,1
1604 | 2015,South Africa,Togo,Refugees (incl. refugee-like situations),12
1605 | 2015,South Africa,Togo,Asylum-seekers,40
1606 | 2015,South Africa,Tunisia,Asylum-seekers,5
1607 | 2015,South Africa,Turkey,Refugees (incl. refugee-like situations),6
1608 | 2015,South Africa,Turkey,Asylum-seekers,3
1609 | 2015,South Africa,Tuvalu,Asylum-seekers,1
1610 | 2015,South Africa,Uganda,Refugees (incl. refugee-like situations),729
1611 | 2015,South Africa,Uganda,Asylum-seekers,2517
1612 | 2015,South Africa,Ukraine,Refugees (incl. refugee-like situations),8
1613 | 2015,South Africa,Ukraine,Asylum-seekers,11
1614 | 2015,South Africa,United Kingdom,Refugees (incl. refugee-like situations),1
1615 | 2015,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),50
1616 | 2015,South Africa,United Rep. of Tanzania,Asylum-seekers,1023
1617 | 2015,South Africa,Uzbekistan,Asylum-seekers,1
1618 | 2015,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),26
1619 | 2015,South Africa,Various/Unknown,Asylum-seekers,940668
1620 | 2015,South Africa,Viet Nam,Asylum-seekers,3
1621 | 2015,South Africa,Wallis and Futuna Islands ,Asylum-seekers,1
1622 | 2015,South Africa,Western Sahara,Asylum-seekers,1
1623 | 2015,South Africa,Yemen,Refugees (incl. refugee-like situations),2
1624 | 2015,South Africa,Yemen,Asylum-seekers,8
1625 | 2015,South Africa,Zambia,Refugees (incl. refugee-like situations),90
1626 | 2015,South Africa,Zambia,Asylum-seekers,318
1627 | 2015,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),6358
1628 | 2015,South Africa,Zimbabwe,Asylum-seekers,55978
1629 | 2016,South Africa,Afghanistan,Refugees (incl. refugee-like situations),6
1630 | 2016,South Africa,Algeria,Refugees (incl. refugee-like situations),5
1631 | 2016,South Africa,Algeria,Asylum-seekers,37
1632 | 2016,South Africa,Andorra,Refugees (incl. refugee-like situations),1
1633 | 2016,South Africa,Angola,Asylum-seekers,172
1634 | 2016,South Africa,Anguilla,Refugees (incl. refugee-like situations),1
1635 | 2016,South Africa,Bahamas,Refugees (incl. refugee-like situations),2
1636 | 2016,South Africa,Bahamas,Asylum-seekers,2
1637 | 2016,South Africa,Bangladesh,Refugees (incl. refugee-like situations),328
1638 | 2016,South Africa,Bangladesh,Asylum-seekers,1623
1639 | 2016,South Africa,Benin,Refugees (incl. refugee-like situations),2
1640 | 2016,South Africa,Benin,Asylum-seekers,10
1641 | 2016,South Africa,Bolivia (Plurinational State of),Asylum-seekers,1
1642 | 2016,South Africa,Botswana,Asylum-seekers,25
1643 | 2016,South Africa,Bulgaria,Refugees (incl. refugee-like situations),4
1644 | 2016,South Africa,Burundi,Refugees (incl. refugee-like situations),2980
1645 | 2016,South Africa,Burundi,Asylum-seekers,430
1646 | 2016,South Africa,Burundi,Returned refugees,31
1647 | 2016,South Africa,Cameroon,Refugees (incl. refugee-like situations),396
1648 | 2016,South Africa,Cameroon,Asylum-seekers,502
1649 | 2016,South Africa,Central African Rep.,Refugees (incl. refugee-like situations),5
1650 | 2016,South Africa,Central African Rep.,Asylum-seekers,7
1651 | 2016,South Africa,Chad,Refugees (incl. refugee-like situations),4
1652 | 2016,South Africa,China,Refugees (incl. refugee-like situations),4
1653 | 2016,South Africa,China,Asylum-seekers,1372
1654 | 2016,South Africa,"China, Macao SAR",Refugees (incl. refugee-like situations),3
1655 | 2016,South Africa,"China, Macao SAR",Asylum-seekers,1
1656 | 2016,South Africa,Colombia,Refugees (incl. refugee-like situations),1
1657 | 2016,South Africa,Colombia,Asylum-seekers,3
1658 | 2016,South Africa,Comoros,Refugees (incl. refugee-like situations),3
1659 | 2016,South Africa,Comoros,Asylum-seekers,19
1660 | 2016,South Africa,Congo,Refugees (incl. refugee-like situations),5394
1661 | 2016,South Africa,Congo,Asylum-seekers,525
1662 | 2016,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),40
1663 | 2016,South Africa,Cote d'Ivoire,Asylum-seekers,25
1664 | 2016,South Africa,Cuba,Asylum-seekers,1
1665 | 2016,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),26156
1666 | 2016,South Africa,Dem. Rep. of the Congo,Asylum-seekers,5967
1667 | 2016,South Africa,Dem. Rep. of the Congo,Returned refugees,6
1668 | 2016,South Africa,Djibouti,Refugees (incl. refugee-like situations),1
1669 | 2016,South Africa,Egypt,Refugees (incl. refugee-like situations),4
1670 | 2016,South Africa,Egypt,Asylum-seekers,486
1671 | 2016,South Africa,El Salvador,Asylum-seekers,1
1672 | 2016,South Africa,Eritrea,Refugees (incl. refugee-like situations),1978
1673 | 2016,South Africa,Eritrea,Asylum-seekers,51
1674 | 2016,South Africa,Estonia,Refugees (incl. refugee-like situations),7
1675 | 2016,South Africa,Estonia,Asylum-seekers,5
1676 | 2016,South Africa,Ethiopia,Refugees (incl. refugee-like situations),17776
1677 | 2016,South Africa,Ethiopia,Asylum-seekers,3784
1678 | 2016,South Africa,France,Refugees (incl. refugee-like situations),1
1679 | 2016,South Africa,Gabon,Refugees (incl. refugee-like situations),1
1680 | 2016,South Africa,Gabon,Asylum-seekers,6
1681 | 2016,South Africa,Gambia,Asylum-seekers,3
1682 | 2016,South Africa,Germany,Asylum-seekers,1
1683 | 2016,South Africa,Ghana,Refugees (incl. refugee-like situations),6
1684 | 2016,South Africa,Ghana,Asylum-seekers,1420
1685 | 2016,South Africa,Guinea,Refugees (incl. refugee-like situations),1
1686 | 2016,South Africa,Guinea,Asylum-seekers,5
1687 | 2016,South Africa,Guinea-Bissau,Refugees (incl. refugee-like situations),1
1688 | 2016,South Africa,Guinea-Bissau,Asylum-seekers,2
1689 | 2016,South Africa,Hungary,Asylum-seekers,19
1690 | 2016,South Africa,Iceland,Asylum-seekers,3
1691 | 2016,South Africa,India,Refugees (incl. refugee-like situations),6
1692 | 2016,South Africa,India,Asylum-seekers,1559
1693 | 2016,South Africa,Iran (Islamic Rep. of),Refugees (incl. refugee-like situations),2
1694 | 2016,South Africa,Iran (Islamic Rep. of),Asylum-seekers,1
1695 | 2016,South Africa,Iraq,Refugees (incl. refugee-like situations),17
1696 | 2016,South Africa,Iraq,Asylum-seekers,10
1697 | 2016,South Africa,Ireland,Refugees (incl. refugee-like situations),1
1698 | 2016,South Africa,Ireland,Asylum-seekers,2
1699 | 2016,South Africa,Israel,Asylum-seekers,1
1700 | 2016,South Africa,Italy,Refugees (incl. refugee-like situations),1
1701 | 2016,South Africa,Jamaica,Asylum-seekers,1
1702 | 2016,South Africa,Japan,Refugees (incl. refugee-like situations),1
1703 | 2016,South Africa,Jordan,Refugees (incl. refugee-like situations),1
1704 | 2016,South Africa,Jordan,Asylum-seekers,7
1705 | 2016,South Africa,Kenya,Refugees (incl. refugee-like situations),153
1706 | 2016,South Africa,Kenya,Asylum-seekers,94
1707 | 2016,South Africa,Kenya,Returned refugees,2
1708 | 2016,South Africa,Kyrgyzstan,Refugees (incl. refugee-like situations),4
1709 | 2016,South Africa,Lebanon,Refugees (incl. refugee-like situations),2
1710 | 2016,South Africa,Lebanon,Asylum-seekers,3
1711 | 2016,South Africa,Lesotho,Refugees (incl. refugee-like situations),2
1712 | 2016,South Africa,Lesotho,Asylum-seekers,688
1713 | 2016,South Africa,Liberia,Refugees (incl. refugee-like situations),58
1714 | 2016,South Africa,Liberia,Asylum-seekers,15
1715 | 2016,South Africa,Libya,Refugees (incl. refugee-like situations),1
1716 | 2016,South Africa,Libya,Asylum-seekers,9
1717 | 2016,South Africa,Madagascar,Asylum-seekers,2
1718 | 2016,South Africa,Malawi,Refugees (incl. refugee-like situations),13
1719 | 2016,South Africa,Malawi,Asylum-seekers,3396
1720 | 2016,South Africa,Mali,Refugees (incl. refugee-like situations),4
1721 | 2016,South Africa,Mali,Asylum-seekers,72
1722 | 2016,South Africa,Mauritania,Asylum-seekers,1
1723 | 2016,South Africa,Morocco,Refugees (incl. refugee-like situations),4
1724 | 2016,South Africa,Morocco,Asylum-seekers,6
1725 | 2016,South Africa,Mozambique,Refugees (incl. refugee-like situations),2
1726 | 2016,South Africa,Mozambique,Asylum-seekers,1456
1727 | 2016,South Africa,Myanmar,Refugees (incl. refugee-like situations),2
1728 | 2016,South Africa,Myanmar,Asylum-seekers,1
1729 | 2016,South Africa,Namibia,Refugees (incl. refugee-like situations),3
1730 | 2016,South Africa,Namibia,Asylum-seekers,1
1731 | 2016,South Africa,Nepal,Asylum-seekers,35
1732 | 2016,South Africa,Niger,Refugees (incl. refugee-like situations),4
1733 | 2016,South Africa,Nigeria,Refugees (incl. refugee-like situations),6
1734 | 2016,South Africa,Nigeria,Asylum-seekers,3446
1735 | 2016,South Africa,Norfolk Island,Refugees (incl. refugee-like situations),1
1736 | 2016,South Africa,Oman,Refugees (incl. refugee-like situations),2
1737 | 2016,South Africa,Pakistan,Refugees (incl. refugee-like situations),17
1738 | 2016,South Africa,Pakistan,Asylum-seekers,2644
1739 | 2016,South Africa,Palau,Asylum-seekers,1
1740 | 2016,South Africa,Palestinian,Refugees (incl. refugee-like situations),38
1741 | 2016,South Africa,Palestinian,Asylum-seekers,13
1742 | 2016,South Africa,Philippines,Asylum-seekers,6
1743 | 2016,South Africa,Poland,Refugees (incl. refugee-like situations),1
1744 | 2016,South Africa,Russian Federation,Refugees (incl. refugee-like situations),11
1745 | 2016,South Africa,Russian Federation,Asylum-seekers,1
1746 | 2016,South Africa,Rwanda,Refugees (incl. refugee-like situations),1381
1747 | 2016,South Africa,Rwanda,Asylum-seekers,69
1748 | 2016,South Africa,Saint Kitts and Nevis,Refugees (incl. refugee-like situations),2
1749 | 2016,South Africa,Saint Kitts and Nevis,Asylum-seekers,1
1750 | 2016,South Africa,Samoa,Asylum-seekers,2
1751 | 2016,South Africa,Sao Tome and Principe,Asylum-seekers,2
1752 | 2016,South Africa,Senegal,Refugees (incl. refugee-like situations),3
1753 | 2016,South Africa,Senegal,Asylum-seekers,139
1754 | 2016,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Refugees (incl. refugee-like situations),1
1755 | 2016,South Africa,Serbia and Kosovo (S/RES/1244 (1999)),Asylum-seekers,5
1756 | 2016,South Africa,Seychelles,Refugees (incl. refugee-like situations),2
1757 | 2016,South Africa,Sierra Leone,Refugees (incl. refugee-like situations),20
1758 | 2016,South Africa,Sierra Leone,Asylum-seekers,1
1759 | 2016,South Africa,Solomon Islands,Refugees (incl. refugee-like situations),8
1760 | 2016,South Africa,Solomon Islands,Asylum-seekers,6
1761 | 2016,South Africa,Somalia,Refugees (incl. refugee-like situations),28695
1762 | 2016,South Africa,Somalia,Asylum-seekers,2690
1763 | 2016,South Africa,Sri Lanka,Refugees (incl. refugee-like situations),15
1764 | 2016,South Africa,Sri Lanka,Asylum-seekers,18
1765 | 2016,South Africa,Sudan,Refugees (incl. refugee-like situations),115
1766 | 2016,South Africa,Sudan,Asylum-seekers,31
1767 | 2016,South Africa,Swaziland,Refugees (incl. refugee-like situations),8
1768 | 2016,South Africa,Swaziland,Asylum-seekers,100
1769 | 2016,South Africa,Sweden,Refugees (incl. refugee-like situations),1
1770 | 2016,South Africa,Syrian Arab Rep.,Refugees (incl. refugee-like situations),44
1771 | 2016,South Africa,Syrian Arab Rep.,Asylum-seekers,49
1772 | 2016,South Africa,Thailand,Asylum-seekers,21
1773 | 2016,South Africa,Timor-Leste,Refugees (incl. refugee-like situations),1
1774 | 2016,South Africa,Togo,Refugees (incl. refugee-like situations),12
1775 | 2016,South Africa,Togo,Asylum-seekers,21
1776 | 2016,South Africa,Tunisia,Asylum-seekers,3
1777 | 2016,South Africa,Turkey,Refugees (incl. refugee-like situations),7
1778 | 2016,South Africa,Turkey,Asylum-seekers,1
1779 | 2016,South Africa,Tuvalu,Asylum-seekers,1
1780 | 2016,South Africa,Uganda,Refugees (incl. refugee-like situations),552
1781 | 2016,South Africa,Uganda,Asylum-seekers,842
1782 | 2016,South Africa,Ukraine,Refugees (incl. refugee-like situations),6
1783 | 2016,South Africa,Ukraine,Asylum-seekers,8
1784 | 2016,South Africa,United Kingdom,Refugees (incl. refugee-like situations),1
1785 | 2016,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),36
1786 | 2016,South Africa,United Rep. of Tanzania,Asylum-seekers,477
1787 | 2016,South Africa,Uzbekistan,Asylum-seekers,1
1788 | 2016,South Africa,Various/Unknown,Asylum-seekers,142380
1789 | 2016,South Africa,Venezuela (Bolivarian Republic of),Asylum-seekers,1
1790 | 2016,South Africa,Viet Nam,Asylum-seekers,2
1791 | 2016,South Africa,Wallis and Futuna Islands ,Asylum-seekers,1
1792 | 2016,South Africa,Yemen,Refugees (incl. refugee-like situations),2
1793 | 2016,South Africa,Yemen,Asylum-seekers,8
1794 | 2016,South Africa,Zambia,Refugees (incl. refugee-like situations),67
1795 | 2016,South Africa,Zambia,Asylum-seekers,180
1796 | 2016,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),4596
1797 | 2016,South Africa,Zimbabwe,Asylum-seekers,41260
1798 | 2017,South Africa,Algeria,Asylum-seekers,12
1799 | 2017,South Africa,Angola,Refugees (incl. refugee-like situations),25
1800 | 2017,South Africa,Bangladesh,Refugees (incl. refugee-like situations),319
1801 | 2017,South Africa,Bangladesh,Asylum-seekers,26366
1802 | 2017,South Africa,Burundi,Refugees (incl. refugee-like situations),3000
1803 | 2017,South Africa,Burundi,Asylum-seekers,5865
1804 | 2017,South Africa,Cameroon,Refugees (incl. refugee-like situations),392
1805 | 2017,South Africa,Cameroon,Asylum-seekers,1691
1806 | 2017,South Africa,China,Asylum-seekers,171
1807 | 2017,South Africa,Congo,Refugees (incl. refugee-like situations),5261
1808 | 2017,South Africa,Congo,Asylum-seekers,8800
1809 | 2017,South Africa,Cote d'Ivoire,Refugees (incl. refugee-like situations),41
1810 | 2017,South Africa,Dem. Rep. of the Congo,Refugees (incl. refugee-like situations),26043
1811 | 2017,South Africa,Dem. Rep. of the Congo,Asylum-seekers,32537
1812 | 2017,South Africa,Eritrea,Refugees (incl. refugee-like situations),1924
1813 | 2017,South Africa,Eritrea,Asylum-seekers,704
1814 | 2017,South Africa,Ethiopia,Refugees (incl. refugee-like situations),17562
1815 | 2017,South Africa,Ethiopia,Asylum-seekers,49487
1816 | 2017,South Africa,Ghana,Asylum-seekers,2601
1817 | 2017,South Africa,India,Asylum-seekers,4459
1818 | 2017,South Africa,Kenya,Refugees (incl. refugee-like situations),155
1819 | 2017,South Africa,Kenya,Asylum-seekers,1097
1820 | 2017,South Africa,Liberia,Refugees (incl. refugee-like situations),60
1821 | 2017,South Africa,Malawi,Asylum-seekers,2761
1822 | 2017,South Africa,Mozambique,Asylum-seekers,987
1823 | 2017,South Africa,Niger,Asylum-seekers,894
1824 | 2017,South Africa,Nigeria,Asylum-seekers,8877
1825 | 2017,South Africa,Pakistan,Asylum-seekers,9993
1826 | 2017,South Africa,Palestinian,Refugees (incl. refugee-like situations),38
1827 | 2017,South Africa,Rwanda,Refugees (incl. refugee-like situations),1295
1828 | 2017,South Africa,Rwanda,Asylum-seekers,902
1829 | 2017,South Africa,Senegal,Asylum-seekers,834
1830 | 2017,South Africa,Somalia,Refugees (incl. refugee-like situations),26977
1831 | 2017,South Africa,Somalia,Asylum-seekers,4014
1832 | 2017,South Africa,Sudan,Refugees (incl. refugee-like situations),112
1833 | 2017,South Africa,Syrian Arab Rep.,Refugees (incl. refugee-like situations),45
1834 | 2017,South Africa,Uganda,Refugees (incl. refugee-like situations),549
1835 | 2017,South Africa,Uganda,Asylum-seekers,4586
1836 | 2017,South Africa,United Rep. of Tanzania,Refugees (incl. refugee-like situations),37
1837 | 2017,South Africa,United Rep. of Tanzania,Asylum-seekers,664
1838 | 2017,South Africa,Various/Unknown,Refugees (incl. refugee-like situations),237
1839 | 2017,South Africa,Various/Unknown,Asylum-seekers,3741
1840 | 2017,South Africa,Zambia,Refugees (incl. refugee-like situations),64
1841 | 2017,South Africa,Zimbabwe,Refugees (incl. refugee-like situations),4558
1842 | 2017,South Africa,Zimbabwe,Asylum-seekers,19290
1843 | 


--------------------------------------------------------------------------------
/final_race_plot2.gif:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/skirmer/animating_dataviz/a1d2a091a2ccccfb86a6b023c3403c04dab83d2c/final_race_plot2.gif


--------------------------------------------------------------------------------
/ioslides_deck.Rmd:
--------------------------------------------------------------------------------
  1 | ---
  2 | title: "Animating Plots in R"
  3 | subtitle: "Chicago Data Viz Community x R Ladies Chicago"
  4 | author: "Stephanie Kirmer <BR> [www.stephaniekirmer.com](http://www.stephaniekirmer.com) <BR> @[data_stephanie](http://www.twitter.com/data_stephanie)"
  5 | date: "July 24 2019"
  6 | output: 
  7 |     ioslides_presentation:
  8 |         widescreen: true
  9 | ---
 10 | 
 11 | ```{r, include = FALSE}
 12 | library(gapminder)
 13 | library(ggplot2)
 14 | library(gganimate)
 15 | 
 16 | ```
 17 | 
 18 | # Agenda | <BR> Animation: When and Why? <BR> Introducing the Tools <BR> Hands-On Tutorial
 19 | 
 20 | # Follow Along! | https://github.com/skirmer/animating_dataviz
 21 | 
 22 | <div class="notes">
 23 | Introductions, get the about-me out of the way and give a quick overview
 24 | 
 25 | </div>
 26 | 
 27 | 
 28 | ## So You're Thinking About Animating | What are some reasons to animate a plot?
 29 | 
 30 | ### **Bad Reasons**
 31 | 
 32 | - It's neat  
 33 | - I want to show off  
 34 | - One of my dimensions is time  
 35 | 
 36 | ### **Good Reasons**
 37 | 
 38 | - I have four or more meaningful data dimensions   
 39 | - I want to display many levels of a single dimension  
 40 | 
 41 | Also: If you need to see all the data points at the same time DON'T use animation
 42 | 
 43 | <div class="notes">
 44 | Balance between encouragement and caution
 45 | 
 46 | Time does not necessarily need to be represented in actual temporality  
 47 | Talk about what Meaningful Data Dimensions means   
 48 | Talk about levels of dimension as factor  
 49 | 
 50 | </div>
 51 | 
 52 | ## Use Case Ideas
 53 | 
 54 | <div class="columns-2">
 55 | 
 56 | ```{r, echo = FALSE, cache=TRUE}
 57 | 
 58 | samplep <- ggplot(gapminder, aes(gdpPercap, lifeExp, size = pop, colour = country)) +
 59 |   geom_point(alpha = 0.7, show.legend = FALSE) +
 60 |   scale_colour_manual(values = country_colors) +
 61 |   scale_size(range = c(2, 12)) +
 62 |   scale_x_log10() +
 63 |   facet_wrap(~continent, ncol = 2) +
 64 |   labs(title = 'Year: {frame_time}', x = 'GDP per capita', y = 'life expectancy') +
 65 |   transition_time(year) +
 66 |   ease_aes('linear')
 67 | 
 68 | animate(samplep, width = 450) 
 69 | ```
 70 | 
 71 | <BR>
 72 | 
 73 | Thomas Lin Pedersen's example from https://gganimate.com - (@[thomasp85](https://twitter.com/thomasp85))
 74 | 
 75 | - Data in meaningful groups changing over long periods of time  
 76 | - What does this plot actually tell the viewer?  
 77 | 
 78 | </div>
 79 | 
 80 | <div class="notes">
 81 | TLP is the creator of gganimate- encourage people to check his stuff out  
 82 | Discuss this specific plot- what can you learn from it and what is it not good for?  
 83 | 
 84 | - trends? y/n   
 85 | - comparisons across continents? y/n   
 86 | - comparisons within continents across countries? y/n  
 87 | 
 88 | </div>
 89 | 
 90 | ## More Good Examples {.smaller}
 91 | <div class="columns-2">
 92 | 
 93 | ### Multiple animations
 94 | - Mikey Harper: https://mikeyharper.uk/animated-plots-with-r/    
 95 | 
 96 | ### GIS
 97 | - Daniela Vasquez: https://d4tagirl.com/2017/05/how-to-plot-animated-maps-with-gganimate  
 98 | 
 99 | ### Forecasting
100 | - Hao Ye: https://haoye.us/post/2018-09-03-gganimate/  
101 | - Troy @ Peak Maximum [https://peakmaximum.com/](https://peakmaximum.com/2018/12/22/visualizing-prophet-with-gganimate/)   
102 | 
103 | <BR>
104 | 
105 | ### Shadowing
106 | - Len Kiefer: https://twitter.com/lenkiefer/status/1102274364995719169 
107 | 
108 | ### Model Performance
109 | - Dariya Sydykova: [https://github.com/dariyasydykova](https://github.com/dariyasydykova/open_projects/tree/master/ROC_animation)    
110 | 
111 | ### Groups Over Time with Reveal
112 | - Jovan Lekovic: [https://constantlyplotting.com/](https://constantlyplotting.com/snapshots-young-people-arent-watching-much-tv/)    
113 | 
114 | </div>
115 | 
116 | <div class="notes">
117 | Show these examples in realtime - tell people to google for more to get ideas
118 | It can be hard to imagine your data in an animation, so looking at examples of how other people do it can be v helpful
119 | </div>
120 | 
121 | ## How to Think About the Design
122 | 
123 | - What information do you want the audience to take away?  
124 | - Movement leads the viewer to interpretation of the data - this can be good or bad  
125 | - Speed creates meaning, be conscious of that  
126 | - Each static frame should be informative alone as well  
127 | 
128 | (Be open to the idea that you might not need animation to be most effective)  
129 | 
130 | <div class="notes">
131 | Thinking about your own data and planning ahead is huge
132 | 
133 | </div>
134 | 
135 | 
136 | # The Tools
137 | 
138 | ## Key Packages to Get
139 | ```{r}
140 | library(ggplot2) # make plots
141 | library(gganimate) # animate the plots
142 | library(gifski) # render gifs
143 | ```
144 | 
145 | Optional, maybe interesting packages
146 | ```{r}
147 | library(transformr) # additional smooth transformations
148 | library(patchwork) # arrange multiple plots in a single layout
149 | library(ggforce) # extended options for ggplot functionality
150 | ```
151 | 
152 | <div class="notes">
153 | To make the example here work, you need the first three for sure- some different transformation options are made available with the fourth
154 | 
155 | </div>
156 | 
157 | ## Key Concepts
158 | 
159 | ### **Frame**
160 | - Animations are a series of single images (frames) strung together (think of "frames per second")
161 | 
162 | ### **State**
163 | - The current grouping variable being shown. It may be one frame, or a single state representation can stay visible for multiple frames
164 | 
165 | ### **Transition**
166 | - How the visual rendering moves from state to state
167 | 
168 | ### **Enter/Exit**
169 | - How datapoints with no predecessor or follower are handled
170 | 
171 | <div class="notes">
172 | These are really concepts in the space of animation generally   
173 | Think about old timey cartooning, or flipbooks- one cel at a time, moving past you quick enough that it looks like movement  
174 | What we are doing here is not dissimilar.  
175 | Frame: a measure of time. State: a property of your data.
176 | Option: look back at the examples from earlier and talk about what the states are?
177 | </div>
178 | 
179 | # Tutorial
180 | 
181 | ## Project Overview
182 | 
183 | Using data on displaced persons living in South Africa, show patterns and trends in refugee movement over twenty-plus years.
184 | 
185 | 1. Where do most refugees come from?   
186 | 
187 |     - These may be places with high instability or political turmoil at a given time  
188 | 2. Over time, are the most common countries of origin about the same?   
189 | 3. Is the number of refugees coming from the most common countries of origin stable?
190 | 
191 | Follow along with the notebook: https://github.com/skirmer/animating_dataviz/blob/master/ioslides_deck.Rmd 
192 | 
193 | Data Source: UNHCR via data.world: [UNHCR's populations of concern residing in South Africa](https://data.world/unhcr/244d728f-06e6-4c25-8eed-69e8fe3bffe0)
194 | 
195 | <div class="notes">
196 | Example for today's purposes - no special reason
197 | </div>
198 | 
199 | ## Load Data
200 | 
201 | Grab dataset of displaced persons living in South Africa
202 | ```{r, echo = FALSE}
203 | dtset <- read.csv("data/unhcr-time-series-residing-zaf-csv-1.csv", skip = 1)
204 | names(dtset) <- gsub("\\.", "_", names(dtset))
205 | 
206 | dtset <- dplyr::filter(dtset, X_date_year > 1995)
207 | 
208 | knitr::kable(head(dtset, 4))
209 | ```
210 | 
211 | 
212 | ## Mutate Data
213 | 
214 | Select the top 10 countries of origin for each year, apply some filters.
215 | 
216 | ```{r, message=FALSE, error=FALSE, warning=FALSE}
217 | library(magrittr)
218 | library(dplyr)
219 | 
220 | plotDT <- dtset %>%
221 |   filter(X_country_origin != "Various/Unknown") %>%
222 |   filter(X_population_type == "Refugees (incl. refugee-like situations)") %>%
223 |   group_by(X_date_year) %>%
224 |   mutate(rank = rank(-X_affected, ties.method = "first") * 1) %>%
225 |   ungroup() %>%
226 |   filter(rank <= 10) %>%
227 |   data.frame()
228 | ```
229 | 
230 | ```{r, echo = FALSE}
231 | plotDT$X_country_origin <- ifelse(plotDT$X_country_origin == "Serbia and Kosovo (S/RES/1244 (1999))", "Serbia/Kosovo", as.character(plotDT$X_country_origin))
232 | ```
233 | 
234 | ## Our New Data
235 | 
236 | ```{r, echo=FALSE}
237 | knitr::kable(head(plotDT, 4))
238 | ```
239 | 
240 | ## Grouped Bar Plot - Code
241 | 
242 | Group by country, bar height is affected persons
243 | 
244 | ```{r}
245 | baseplot1 <- ggplot(plotDT, 
246 | aes(X_date_year, 
247 |     group = X_country_origin, 
248 |     fill = as.factor(X_country_origin), 
249 |     color = as.factor(X_country_origin)))+
250 | theme_bw()+
251 | theme(legend.position = "bottom")+
252 | geom_bar(aes(y = X_affected), stat = "identity", position = "dodge")
253 | 
254 | ```
255 | 
256 | ## Grouped Bar Plot - Rendered
257 | 
258 | Ew. This is not effective.
259 | 
260 | 
261 | ```{r, echo=FALSE, fig.width = 10}
262 | baseplot1
263 | ```
264 | 
265 | ## What if we try to make a race plot instead?
266 | 
267 | ![Let's make this!](final_race_plot2.gif)
268 | 
269 | 
270 | ## Adjustment 1: Flip Axis
271 | 
272 | ```{r, fig.width = 8, fig.height=4}
273 | baseplot2 <- baseplot1 +
274 |   ### <b>
275 |   coord_flip(clip = "off", expand = FALSE, ylim = c(0, 50000))
276 |   ### </b>
277 | ```
278 | 
279 | ## Flipped Axis - Render
280 | 
281 | ```{r, echo=FALSE, fig.width = 10}
282 | baseplot2
283 | ```
284 | 
285 | 
286 | ## Adjustment 2: Stop the bar grouping (dodge), switch axis to country from year
287 | 
288 | Can't use the same stub now.
289 | ```{r}
290 | baseplot3 <- ggplot(plotDT, 
291 | ### <b>
292 |   aes(x=rank, 
293 |     group = X_country_origin, 
294 |     fill = as.factor(X_country_origin), 
295 |     color = as.factor(X_country_origin)))+
296 | ### </b>
297 | theme_bw()+
298 | theme(legend.position = "bottom")+
299 | geom_text(aes(y = 0, label = paste(X_country_origin, " ")), vjust = 0.2, hjust = 1) +
300 | coord_flip(clip = "off", expand = FALSE, ylim = c(0, 50000)) +
301 | ### <b>
302 |   geom_bar(aes(y = X_affected), stat = "identity", position = "identity")
303 | ### </b>
304 | ```
305 | 
306 | ## Stop Grouping - Render
307 | 
308 | ```{r, echo=FALSE, fig.width = 10}
309 | baseplot3
310 | ```
311 | 
312 | 
313 | ## Check in: baseplot2 vs baseplot3
314 | 
315 | Left side: grouped bar, sorted by year  
316 | Right side: not grouped bar, sorted by rank
317 | 
318 | ```{r, echo = FALSE, fig.width = 10}
319 | library(patchwork)
320 | baseplot2 + baseplot3 + plot_layout(ncol = 2)
321 | ```
322 | 
323 | 
324 | ## Adjustment 3: Adjust margins, fix axis text, drop legend
325 | 
326 | If your stub has a `theme()` segment, applying a new one will overrule it.
327 | ```{r}
328 | baseplot3 <- baseplot3 + 
329 | ### <b>
330 |   theme(legend.position = "none",
331 |     axis.ticks.y = element_blank(), 
332 |     axis.text.y  = element_blank(), 
333 |     axis.title.y = element_blank(),
334 |     plot.margin = margin(1,1,1,5, "cm"))
335 | ### </b>
336 | 
337 | ```
338 | 
339 | ## Drop Legend - Render
340 | 
341 | ```{r, echo=FALSE, fig.width = 10}
342 | baseplot3
343 | ```
344 | 
345 | 
346 | ## Adjustment 4: Prettify Y, reverse X direction
347 | 
348 | ```{r}
349 | 
350 | baseplot3 <- baseplot3 +
351 | ### <b>
352 | scale_y_continuous(labels = scales::comma) +
353 | scale_x_reverse()
354 | ### </b>
355 | ```
356 | 
357 | 
358 | ## Reverse X - Render
359 | 
360 | Now we have the different "frames" all layered on top of each other.
361 | ```{r, echo = FALSE, fig.width = 10}
362 | baseplot3
363 | ```
364 | 
365 | ## Decision Point: How to Proceed? | Before continuing - are we SURE animation is our best option?
366 | 
367 | Revisit our goals:
368 | 
369 | 1. Where do most refugees come from?   
370 | 2. Over time, are the most common countries of origin about the same?   
371 | 3. Is the number of refugees coming from the most common countries of origin stable?  
372 | 
373 | Let's try static options one last time just to be sure.
374 | 
375 | ## Faceting?
376 | 
377 | ```{r, echo = FALSE, fig.width = 10}
378 | baseplot3+facet_wrap(X_date_year~.)
379 | ```
380 | 
381 | No.
382 | 
383 | 
384 | ## Faceting?
385 | 
386 | ```{r, echo = FALSE, fig.width = 10}
387 | baseplot3+facet_grid(X_date_year~.)
388 | ```
389 | 
390 | Definitely not.
391 | 
392 | # Develop the Animation
393 | 
394 | ## Basic Version
395 | 
396 | Literally add one more line of code to your ggplot object.
397 | 
398 | ```{r}
399 | 
400 | animp <- baseplot3 +
401 | ### <b>
402 |   transition_states(X_date_year)
403 | ### </b>
404 | ```
405 | 
406 | ## Basic Animation - Render
407 | 
408 | <div class="columns-2">
409 | ```{r, fig.width = 8, fig.height=4, echo = FALSE, cache = TRUE}
410 | animate(animp, fps = 10, duration = 20, height = 400) 
411 | ```
412 | 
413 | It's nice, but we can do better  
414 | 
415 | 1. Viewer can't tell what the frames represent  
416 | 2. Y axis needs labeling, bars need clear labels  
417 | 3. It's moving abruptly between frames   
418 | 
419 | </div>
420 | 
421 | ## Add Dynamic Labels
422 | 
423 | Solving Problem 1 and 2: Added a descriptive title/label that indicate the year of the frame, label bars
424 | 
425 | ```{r}
426 | 
427 | animp <- baseplot3 +
428 | ### <b>
429 |   geom_text(aes(y = X_affected, 
430 |     label = as.character(X_affected)), 
431 |     color = "black", vjust = 0.2, hjust = -.5)+
432 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
433 |     , y="Affected Persons")+
434 | ### </b>
435 |   transition_states(X_date_year)
436 | 
437 | ```
438 | 
439 | ## Dynamic Labels - Render
440 | 
441 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
442 | 
443 | animate(animp, fps = 10, duration = 20) 
444 | 
445 | ```
446 | 
447 | ## Transition Options: Exit/Enter
448 | 
449 | Solving Problem 3: how do we want the animation elements to move?
450 | 
451 | Option: shrink and grow on exit and enter
452 | 
453 | ```{r}
454 | 
455 | animp <- baseplot3 +
456 |   geom_text(aes(y = X_affected, 
457 |     label = as.character(X_affected)), 
458 |     color = "black", vjust = 0.2, hjust = -.5)+
459 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
460 |     , y="Affected Persons")+
461 |   transition_states(X_date_year)+
462 | ### <b>
463 |   enter_grow() +
464 |   exit_shrink()
465 | ### </b>
466 | 
467 | ```
468 | 
469 | 
470 | ## Exit/Enter - Render
471 | 
472 | It's interesting, but probably not serving the project objectives
473 | 
474 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
475 | 
476 | animate(animp, fps = 10, duration = 20) 
477 | 
478 | ```
479 | 
480 | 
481 | ## Transition Options: Easing
482 | 
483 | Solving Problem 3: how do we want the animation elements to move?
484 | 
485 | Option: Ease between positions (moving on page, not exiting or entering)
486 | 
487 | ```{r}
488 | 
489 | animp <- baseplot3 +
490 |   geom_text(aes(y = X_affected, 
491 |     label = as.character(X_affected)), 
492 |     color = "black", vjust = 0.2, hjust = -.5)+
493 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
494 |   , y="Affected Persons")+
495 |   transition_states(X_date_year)+
496 | ### <b>  
497 |   ease_aes('quartic-in-out')
498 | ### </b>
499 | 
500 | ```
501 | 
502 | 
503 | ## Easing Transitions - Render
504 | 
505 | Makes the transition speed change as it moves (functions may be cubic, quartic, etc)
506 | 
507 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
508 | 
509 | animate(animp, fps = 10, duration = 20) 
510 | 
511 | ```
512 | 
513 | ## Transition Options: More Energetic
514 | 
515 | Solving Problem 3: how do we want the animation elements to move?
516 | 
517 | Option: For fun, let's try "back" to see a springier approach
518 | 
519 | ```{r}
520 | 
521 | animp <- baseplot3 +
522 |   geom_text(aes(y = X_affected, 
523 |     label = as.character(X_affected)), 
524 |     color = "black", vjust = 0.2, hjust = -.5)+
525 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
526 |   , y="Affected Persons")+
527 |   transition_states(X_date_year)+
528 | ### <b>
529 |   ease_aes('back-in-out')
530 | ### </b>
531 | ```
532 | 
533 | 
534 | ## Bouncy Transitions - Render
535 | 
536 | Feels a little cartoony- interesting, but again perhaps not what we need
537 | 
538 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
539 | 
540 | animate(animp, fps = 10, duration = 20) 
541 | 
542 | ```
543 | 
544 | ## Transition Options: Timing
545 | 
546 | Solving Problem 3: how do we want the animation elements to move?
547 | 
548 | In addition to entry, exit, and transition easing:  
549 | 
550 | - Set pace for the states/transitions  
551 | - Ensure no smoothing between the end and restarting  
552 | 
553 | ```{r}
554 | 
555 | animp <- baseplot3 +
556 |   geom_text(aes(y = X_affected, 
557 |     label = as.character(X_affected)), 
558 |     color = "black", vjust = 0.2, hjust = -.5)+
559 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
560 |     , y="Affected Persons")+
561 | ### <b>  
562 |   transition_states(X_date_year,transition_length = 5, 
563 |       state_length = c(rep(.25, 21), 20), wrap = FALSE)+
564 | ### </b>
565 |   ease_aes('linear')+
566 |   enter_fade() +
567 |   exit_fade()
568 | 
569 | ```
570 | 
571 | 
572 | ## Set Timings - Render
573 | 
574 | Slower pace feels smoother, and doesn't insinuate that the last frame and the first flow into each other
575 | 
576 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
577 | 
578 | animate(animp, fps = 10, duration = 20) 
579 | 
580 | ```
581 | 
582 | ## Transition States - What Does It Do? {.smaller}
583 | 
584 | ```{r, eval=FALSE}
585 |   transition_states(
586 |     X_date_year,
587 |     transition_length = 5, 
588 |     state_length = c(rep(.25, 21), 20),
589 |     wrap = FALSE)+
590 |   
591 | ```
592 | 
593 | Assign the state unit - here we use the year.  
594 | 
595 | **Transition length**  
596 | 
597 | - period of time we use for change from state to state
598 | - slow it down if you want a smooth looking animation   
599 | 
600 | **State length**  
601 | 
602 | - period of time where the state stays static  
603 | - here I am making the very last state stay static longer   
604 | 
605 | **Wrap** determines whether to apply transition smoothing between the end and restarting  
606 | Experiment with these settings to get the look you want!  
607 | 
608 | 
609 | ## Render the Final Animation
610 | 
611 | ```{r, fig.width = 10, fig.height=6, eval=TRUE, cache = TRUE} 
612 | animate(animp, fps = 30, duration = 20, width = 800, height = 450) 
613 | ```
614 | 
615 | <div class="notes">
616 | 
617 | Shorter duration: faster animation
618 | More FPS: smoother animation, but bigger file
619 | 
620 | The Math:
621 | 20 second animation
622 | 10 frames per second
623 | 200 frame animation total
624 | 
625 | Relative values:
626 | Static state = .25
627 | Transition = 5
628 | 
629 | 22 years = 22 static states
630 | 22 transitions, not including start and return to start (no transitions there)
631 | 
632 | 22 x .25 = 5.5
633 | 22 x 5 = 110
634 | 
635 | 200/115.5 = 1.73 frames per state-unit
636 | 
637 | .43 frames per static state = .043 sec per static state
638 | 8.65 frames per transition = .865 sec per transition
639 | 
640 | 
641 | </div>
642 | 
643 | ## Save the Animation
644 | 
645 | ```{r, eval=FALSE} 
646 | anim_save(filename = "final_race_plot2.gif")
647 | ```
648 | 
649 | ## Lessons to Take Away
650 | 
651 | ### **1. Do you need animation?**
652 | 
653 | Prioritize the transmission of information **effectively**  
654 | Make your plot serve the audience, don't be fancy if it's not helpful  
655 | 
656 | ### **2. Make your animation awesome**
657 | 
658 | Think carefully about transitions and speed  
659 | 
660 | - Figure out the in/out transitions that make sense and are not misleading/distracting  
661 | - Give the eye enough time to understand each state  
662 | 
663 | Get feedback and test your animation on naive viewers  
664 | 
665 | <div class="notes">
666 | 
667 | </div>
668 | 
669 | 
670 | ## Further Links/Reference
671 | 
672 | https://gganimate.com/
673 | 
674 | https://ggplot2.tidyverse.org/
675 | 
676 | https://ggforce.data-imaginist.com/
677 | 
678 | https://stackoverflow.com/questions/53162821/animated-sorted-bar-chart-with-bars-overtaking-each-other/53163549 (Hat tip to Jon Spring for this awesome starting point for this kind of thing!)
679 | 
680 | ### Even More Examples
681 | 
682 | - https://twitter.com/WeAreRLadies/status/1123209959020220419
683 | 
684 | Similar project in D3: https://observablehq.com/@johnburnmurdoch/bar-chart-race-the-most-populous-cities-in-the-world
685 | 
686 | # Thank you! | [www.stephaniekirmer.com](http://www.stephaniekirmer.com) | @[data_stephanie](http://www.twitter.com/data_stephanie)


--------------------------------------------------------------------------------
/ioslides_deck_dc.Rmd:
--------------------------------------------------------------------------------
  1 | ---
  2 | title: "So You're Thinking About Animating a Plot in R"
  3 | subtitle: "DC R 2019"
  4 | author: "Stephanie Kirmer <BR> [www.stephaniekirmer.com](http://www.stephaniekirmer.com) <BR> @[data_stephanie](http://www.twitter.com/data_stephanie)"
  5 | date: "November 8, 2019"
  6 | output: 
  7 |     ioslides_presentation:
  8 |         widescreen: true
  9 | ---
 10 | 
 11 | ```{r, include = FALSE}
 12 | library(gapminder)
 13 | library(ggplot2)
 14 | library(gganimate)
 15 | 
 16 | ```
 17 | 
 18 | # Follow Along! | https://github.com/skirmer/animating_dataviz
 19 | 
 20 | <div class="notes">
 21 | Introductions, get the about-me out of the way and give a quick overview
 22 | 
 23 | </div>
 24 | 
 25 | 
 26 | ## Should you animate that plot?
 27 | 
 28 | ### **Bad Reasons**
 29 | 
 30 | - It's neat  
 31 | - I want to show off  
 32 | - One of my dimensions is time  
 33 | 
 34 | ### **Good Reasons**
 35 | 
 36 | - I have four or more meaningful data dimensions   
 37 | - I want to display many levels of a single dimension  
 38 | 
 39 | Also: If you need to see all the data points at the same time, don't use animation
 40 | 
 41 | <div class="notes">
 42 | Balance between encouragement and caution
 43 | 
 44 | Time does not necessarily need to be represented in actual temporality    
 45 | Talk about what Meaningful Data Dimensions means    
 46 | Talk about levels of dimension as factor  
 47 | 
 48 | </div>
 49 | 
 50 | ## Use Case Ideas
 51 | 
 52 | <div class="columns-2">
 53 | 
 54 | ```{r, echo = FALSE, cache=TRUE}
 55 | 
 56 | samplep <- ggplot(gapminder, aes(gdpPercap, lifeExp, size = pop, colour = country)) +
 57 |   geom_point(alpha = 0.7, show.legend = FALSE) +
 58 |   scale_colour_manual(values = country_colors) +
 59 |   scale_size(range = c(2, 12)) +
 60 |   scale_x_log10() +
 61 |   facet_wrap(~continent, ncol = 2) +
 62 |   labs(title = 'Year: {frame_time}', x = 'GDP per capita', y = 'life expectancy') +
 63 |   transition_time(year) +
 64 |   ease_aes('linear')
 65 | 
 66 | animate(samplep, width = 450) 
 67 | ```
 68 | 
 69 | <BR>
 70 | 
 71 | Thomas Lin Pedersen's example from https://gganimate.com - (@[thomasp85](https://twitter.com/thomasp85))
 72 | 
 73 | - Data in meaningful groups changing over long periods of time  
 74 | - What does this plot actually tell the viewer?  
 75 | 
 76 | </div>
 77 | 
 78 | <div class="notes">
 79 | TLP is the creator of gganimate- encourage people to check his stuff out   
 80 | Discuss this specific plot- what can you learn from it and what is it not good for?   
 81 | 
 82 | - trends? y/n   
 83 | - comparisons across continents? y/n   
 84 | - comparisons within continents across countries? y/n  
 85 | 
 86 | </div>
 87 | 
 88 | ## More Good Examples {.smaller}
 89 | <div class="columns-2">
 90 | 
 91 | ### Multiple animations
 92 | - Mikey Harper: https://mikeyharper.uk/animated-plots-with-r/    
 93 | 
 94 | ### GIS
 95 | - Daniela Vasquez: https://d4tagirl.com/2017/05/how-to-plot-animated-maps-with-gganimate  
 96 | 
 97 | ### Forecasting
 98 | - Hao Ye: https://haoye.us/post/2018-09-03-gganimate/  
 99 | - Troy @ Peak Maximum [https://peakmaximum.com/](https://peakmaximum.com/2018/12/22/visualizing-prophet-with-gganimate/)   
100 | 
101 | <BR>
102 | 
103 | ### Shadowing
104 | - Len Kiefer: https://twitter.com/lenkiefer/status/1102274364995719169 
105 | 
106 | ### Model Performance
107 | - Dariya Sydykova: [https://github.com/dariyasydykova](https://github.com/dariyasydykova/open_projects/tree/master/ROC_animation)    
108 | 
109 | ### Groups Over Time with Reveal
110 | - Jovan Lekovic: [https://constantlyplotting.com/](https://constantlyplotting.com/snapshots-young-people-arent-watching-much-tv/)    
111 | 
112 | </div>
113 | 
114 | <div class="notes">
115 | Show these examples in realtime - tell people to google for more to get ideas   
116 | It can be hard to imagine your data in an animation, so looking at examples of how other people do it can be v helpful
117 | </div>
118 | 
119 | ## Think About Design
120 | 
121 | - What information do you want the audience to take away?   
122 | 
123 | - Movement and speed lead the viewer to interpretation of the data - this can be good or bad  
124 | 
125 | - Each static frame should be informative alone as well  
126 | 
127 | (Be open to the idea that you might not need animation to be most effective)  
128 | 
129 | <div class="notes">
130 | Thinking about your own data and planning ahead is huge
131 | 
132 | </div>
133 | 
134 | 
135 | # The Tools
136 | 
137 | ## Key Packages to Get
138 | ```{r}
139 | library(ggplot2) # make plots
140 | library(gganimate) # animate the plots
141 | library(gifski) # render gifs
142 | ```
143 | 
144 | Optional, maybe interesting packages
145 | ```{r}
146 | library(transformr) # additional smooth transformations
147 | library(patchwork) # arrange multiple plots in a single layout
148 | library(ggforce) # extended options for ggplot functionality
149 | ```
150 | 
151 | <div class="notes">
152 | To make the example here work, you need the first three for sure- some different transformation options are made available with the fourth
153 | 
154 | </div>
155 | 
156 | ## Key Concepts
157 | 
158 | ### **Frame**
159 | - Animations are a series of single images (frames) strung together (think of "frames per second")
160 | 
161 | ### **State**
162 | - The current grouping variable being shown. It may be one frame, or a single state representation can stay visible for multiple frames
163 | 
164 | ### **Transition**
165 | - How the visual rendering moves from state to state
166 | 
167 | ### **Enter/Exit**
168 | - How datapoints with no predecessor or follower are handled
169 | 
170 | <div class="notes">
171 | These are really concepts in the space of animation generally   
172 | Think about old timey cartooning, or flipbooks- one cel at a time, moving past you quick enough that it looks like movement  
173 | What we are doing here is not dissimilar.  
174 | Frame: a measure of time. State: a property of your data.   
175 | Option: look back at the examples from earlier and talk about what the states are?
176 | </div>
177 | 
178 | # Building the Viz
179 | 
180 | ## Example Project
181 | 
182 | Using data on displaced persons living in South Africa, show patterns and trends in refugee movement over twenty-plus years.
183 | 
184 | 1. Where do most refugees come from?   
185 | 
186 |     - These may be places with high instability or political turmoil at a given time  
187 | 2. Over time, are the most common countries of origin about the same?   
188 | 3. Is the number of refugees coming from the most common countries of origin stable?
189 | 
190 | Data Source: UNHCR via data.world: [UNHCR's populations of concern residing in South Africa](https://data.world/unhcr/244d728f-06e6-4c25-8eed-69e8fe3bffe0)
191 | 
192 | <div class="notes">
193 | Example for today's purposes - no special reason
194 | </div>
195 | 
196 | ## Initial Data
197 | 
198 | Grab dataset of displaced persons living in South Africa
199 | ```{r, echo = FALSE}
200 | dtset <- read.csv("data/unhcr-time-series-residing-zaf-csv-1.csv", skip = 1)
201 | names(dtset) <- gsub("\\.", "_", names(dtset))
202 | 
203 | dtset <- dplyr::filter(dtset, X_date_year > 1995)
204 | 
205 | knitr::kable(head(dtset, 4))
206 | ```
207 | 
208 | 
209 | ## Mutate Data
210 | 
211 | Select the top 10 countries of origin for each year, apply some filters.
212 | 
213 | ```{r, message=FALSE, error=FALSE, warning=FALSE, echo=FALSE}
214 | library(magrittr)
215 | library(dplyr)
216 | 
217 | plotDT <- dtset %>%
218 |   filter(X_country_origin != "Various/Unknown") %>%
219 |   filter(X_population_type == "Refugees (incl. refugee-like situations)") %>%
220 |   group_by(X_date_year) %>%
221 |   mutate(rank = rank(-X_affected, ties.method = "first") * 1) %>%
222 |   ungroup() %>%
223 |   filter(rank <= 10) %>%
224 |   data.frame()
225 | 
226 | plotDT$X_country_origin <- ifelse(plotDT$X_country_origin == "Serbia and Kosovo (S/RES/1244 (1999))", "Serbia/Kosovo", as.character(plotDT$X_country_origin))
227 | 
228 | knitr::kable(head(plotDT, 4))
229 | ```
230 | 
231 | ## Grouped Bar Plot - Code
232 | 
233 | Group by country, bar height is affected persons
234 | 
235 | ```{r}
236 | baseplot1 <- ggplot(
237 |   plotDT,
238 |   aes(X_date_year,
239 |     group = X_country_origin,
240 |     fill = as.factor(X_country_origin),
241 |     color = as.factor(X_country_origin))) +
242 |   theme_bw() +
243 |   theme(legend.position = "bottom") +
244 |   geom_bar(aes(y = X_affected), stat = "identity", position = "dodge")
245 | 
246 | ```
247 | 
248 | ## Grouped Bar Plot - Rendered
249 | 
250 | Ew. This is not effective.
251 | 
252 | 
253 | ```{r, echo=FALSE, fig.width = 10}
254 | baseplot1
255 | ```
256 | 
257 | ## Can Faceting Solve?
258 | 
259 | No.
260 | 
261 | ```{r, echo=FALSE, fig.width = 10}
262 | baseplot1+facet_grid(X_country_origin~.)
263 | ```
264 | 
265 | ## Can Faceting Solve?
266 | 
267 | Nooooo.
268 | 
269 | ```{r, echo=FALSE, fig.width = 10}
270 | baseplot1+facet_wrap(X_country_origin~.)
271 | ```
272 | 
273 | 
274 | ## What if we try to make a race plot instead?
275 | 
276 | ![Let's make this!](final_race_plot2.gif)
277 | 
278 | 
279 | ## Reformat the Plot
280 | 
281 | From this...
282 | 
283 | ```{r}
284 | baseplot1 <- ggplot(plotDT,
285 |   aes(X_date_year,
286 |     group = X_country_origin,
287 |     fill = as.factor(X_country_origin),
288 |     color = as.factor(X_country_origin))) +
289 |   theme_bw() +
290 |   theme(legend.position = "bottom") +
291 |   geom_bar(aes(y = X_affected), stat = "identity", position = "dodge")
292 | 
293 | ```
294 | 
295 | ## Reformat the Plot
296 | 
297 | To this!
298 | 
299 | ```{r}
300 | baseplot3 <- ggplot(plotDT, 
301 | ### <b>
302 |   aes(x=rank, 
303 |   ### </b>
304 |     group = X_country_origin, 
305 |     fill = as.factor(X_country_origin), 
306 |     color = as.factor(X_country_origin)))+
307 |   theme_bw()+
308 |   ### <b>
309 |   theme(legend.position = "none", # Give the plot enough space to have labels
310 |     axis.ticks.y = element_blank(), 
311 |     axis.text.y  = element_blank(), 
312 |     axis.title.y = element_blank(),
313 |     plot.margin = margin(1,1,1,5, "cm"))+
314 |   geom_text(aes(y = 0, label = paste(X_country_origin, " ")), vjust = 0.2, hjust = 1) +
315 |   coord_flip(clip = "off", expand = FALSE, ylim = c(0, 50000)) + # Flip the plot
316 |   ### </b>
317 |   geom_bar(aes(y = X_affected), stat = "identity", position = "identity")+
318 |   ### <b>
319 |   scale_y_continuous(labels = scales::comma) + 
320 |   scale_x_reverse()
321 |   ### </b>
322 | 
323 | ```
324 | </div>
325 | 
326 | ## Render
327 | 
328 | Now we have the different "frames" all layered on top of each other.
329 | ```{r, echo = FALSE, fig.width = 10}
330 | baseplot3
331 | ```
332 | 
333 | # Develop the Animation
334 | 
335 | ## Basic Version
336 | 
337 | Literally add one more line of code to your ggplot object.
338 | 
339 | ```{r}
340 | 
341 | animp <- baseplot3 +
342 | ### <b>
343 |   transition_states(X_date_year)
344 | ### </b>
345 | ```
346 | 
347 | ## It's Alive!
348 | 
349 | <div class="columns-2">
350 | ```{r, fig.width = 8, fig.height=4, echo = FALSE, cache = TRUE}
351 | animate(animp, fps = 10, duration = 20, height = 400) 
352 | ```
353 | 
354 | It's nice, but we can do better  
355 | 
356 | 1. Viewer can't tell what the frames represent  
357 | 2. Y axis needs labeling, bars need clear labels  
358 | 3. It's moving abruptly between frames   
359 | 
360 | </div>
361 | 
362 | ## Improvements
363 | 
364 | Solving Problem 1 and 2: Added a descriptive title/label that indicate the year of the frame, label bars
365 | 
366 | ```{r}
367 | 
368 | animp <- baseplot3 +
369 | ### <b>
370 |   geom_text(aes(y = X_affected, 
371 |     label = as.character(X_affected)), 
372 |     color = "black", vjust = 0.2, hjust = -.5)+
373 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
374 |     , y="Affected Persons")+
375 | ### </b>
376 |   transition_states(X_date_year)
377 | 
378 | ```
379 | 
380 | ## Dynamic Labels
381 | 
382 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
383 | 
384 | animate(animp, fps = 10, duration = 20) 
385 | 
386 | ```
387 | 
388 | ## How Things Move
389 | 
390 | Solving Problem 3: how do we want the animation elements to move?
391 | 
392 | Choose exit and enter styles: grow and shrink?
393 | 
394 | ```{r}
395 | 
396 | animp <- baseplot3 +
397 |   geom_text(aes(y = X_affected, 
398 |     label = as.character(X_affected)), 
399 |     color = "black", vjust = 0.2, hjust = -.5)+
400 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
401 |     , y="Affected Persons")+
402 |   transition_states(X_date_year)+
403 | ### <b>
404 |   enter_grow() +
405 |   exit_shrink()
406 | ### </b>
407 | 
408 | ```
409 | 
410 | 
411 | ## Exit/Enter
412 | 
413 | It's interesting, but probably not serving the project objectives
414 | 
415 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
416 | 
417 | animate(animp, fps = 10, duration = 20) 
418 | 
419 | ```
420 | 
421 | 
422 | ## How More Things Move
423 | 
424 | Choose easing:   
425 | 
426 | * movement between positions (moving on page, not exiting or entering)  
427 | * transition speed can change as it moves (functions may be cubic, quartic, etc)    
428 | 
429 | Here we see `quartic-in-out`
430 | 
431 | ```{r}
432 | 
433 | animp <- baseplot3 +
434 |   geom_text(aes(y = X_affected, 
435 |     label = as.character(X_affected)), 
436 |     color = "black", vjust = 0.2, hjust = -.5)+
437 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
438 |   , y="Affected Persons")+
439 |   transition_states(X_date_year)+
440 | ### <b>  
441 |   ease_aes('quartic-in-out')
442 | ### </b>
443 | 
444 | ```
445 | 
446 | 
447 | ## Quartic Easing
448 | 
449 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
450 | 
451 | animate(animp, fps = 10, duration = 20) 
452 | 
453 | ```
454 | 
455 | ## Bouncy Easing
456 | 
457 | Easing `back-in-out`: Feels a little cartoony- interesting, but again perhaps not what we need
458 | 
459 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
460 | 
461 | animp <- baseplot3 +
462 |   geom_text(aes(y = X_affected, 
463 |     label = as.character(X_affected)), 
464 |     color = "black", vjust = 0.2, hjust = -.5)+
465 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
466 |   , y="Affected Persons")+
467 |   transition_states(X_date_year)+
468 | ### <b>
469 |   ease_aes('back-in-out')
470 | ### </b>
471 | 
472 | animate(animp, fps = 10, duration = 20) 
473 | 
474 | ```
475 | 
476 | ## How Fast Things Move (Timing)
477 | 
478 | In addition to entry, exit, and transition easing:  
479 | 
480 | - Set pace for the states/transitions  
481 | - Ensure no smoothing between the end and restarting  
482 | 
483 | ```{r}
484 | 
485 | animp <- baseplot3 +
486 |   geom_text(aes(y = X_affected, 
487 |     label = as.character(X_affected)), 
488 |     color = "black", vjust = 0.2, hjust = -.5)+
489 |   labs(title = "Refugees Residing in South Africa by Origin, {closest_state}"
490 |     , y="Affected Persons")+
491 | ### <b>  
492 |   transition_states(X_date_year,transition_length = 5, 
493 |       state_length = c(rep(.25, 21), 20), wrap = FALSE)+
494 | ### </b>
495 |   ease_aes('linear')+
496 |   enter_fade() +
497 |   exit_fade()
498 | 
499 | ```
500 | 
501 | 
502 | ## Set Timings
503 | 
504 | Slower pace feels smoother, and doesn't insinuate that the last frame and the first flow into each other
505 | 
506 | ```{r, fig.width = 10, fig.height=6, echo = FALSE, cache = TRUE}
507 | 
508 | animate(animp, fps = 10, duration = 20) 
509 | 
510 | ```
511 | 
512 | ## Transition States Drilldown
513 | 
514 | <!-- {.smaller} -->
515 | 
516 | 
517 | <div class="columns-2">
518 | 
519 | ```{r, eval=FALSE}
520 |   transition_states(
521 |     states = X_date_year,
522 |     transition_length = 5, 
523 |     state_length = c(rep(.25, 21), 20),
524 |     wrap = FALSE)+
525 |   
526 | ```
527 | 
528 | 
529 | **States**: Assign the state unit - here we use the year.  
530 | 
531 | **Transition length**  
532 | 
533 | - period of time we use for change from state to state
534 | - slow it down if you want a smooth looking animation   
535 | 
536 | **State length**  
537 | 
538 | - period of time where the state stays static  
539 | - here I am making the very last state stay static longer   
540 | 
541 | **Wrap**: determine whether to apply transition smoothing between the end and restarting   
542 | <BR>
543 | Experiment with these settings to get the look you want!  
544 | 
545 | 
546 | ## Render the Final Animation
547 | 
548 | ```{r, fig.width = 10, fig.height=6, eval=TRUE, cache = TRUE} 
549 | animate(animp, fps = 10, width = 800, height = 450) 
550 | ```
551 | 
552 | <div class="notes">
553 | 
554 | Shorter duration: faster animation
555 | More FPS: smoother animation, but bigger file
556 | 
557 | The Math:
558 | 20 second animation
559 | 10 frames per second
560 | 200 frame animation total
561 | 
562 | Relative values:
563 | Static state = .25
564 | Transition = 5
565 | 
566 | 22 years = 22 static states
567 | 22 transitions, not including start and return to start (no transitions there)
568 | 
569 | 22 x .25 = 5.5
570 | 22 x 5 = 110
571 | 
572 | 200/115.5 = 1.73 frames per state-unit
573 | 
574 | .43 frames per static state = .043 sec per static state
575 | 8.65 frames per transition = .865 sec per transition
576 | 
577 | 
578 | </div>
579 | 
580 | ## Save the Animation
581 | 
582 | ```{r, eval=FALSE} 
583 | anim_save(filename = "final_race_plot2.gif")
584 | ```
585 | 
586 | ## Lessons to Take Away
587 | 
588 | ### **1. Do you need animation?**
589 | 
590 | Prioritize the transmission of information **effectively**  
591 | Make your plot serve the audience, don't be fancy if it's not helpful  
592 | 
593 | ### **2. Make your animation awesome**
594 | 
595 | Think carefully about transitions and speed  
596 | 
597 | - Figure out the in/out transitions that make sense and are not misleading/distracting  
598 | - Give the eye enough time to understand each state  
599 | 
600 | Get feedback and test your animation on naive viewers  
601 | 
602 | <div class="notes">
603 | 
604 | </div>
605 | 
606 | 
607 | ## Further Links/Reference
608 | 
609 | https://gganimate.com/
610 | 
611 | https://ggplot2.tidyverse.org/
612 | 
613 | https://ggforce.data-imaginist.com/
614 | 
615 | https://stackoverflow.com/questions/53162821/animated-sorted-bar-chart-with-bars-overtaking-each-other/53163549 (Hat tip to Jon Spring for this awesome starting point for this kind of thing!)
616 | 
617 | ### Even More Examples
618 | 
619 | - https://twitter.com/WeAreRLadies/status/1123209959020220419
620 | 
621 | Similar project in D3: https://observablehq.com/@johnburnmurdoch/bar-chart-race-the-most-populous-cities-in-the-world
622 | 
623 | # Thank you! | [www.stephaniekirmer.com](http://www.stephaniekirmer.com) | @[data_stephanie](http://www.twitter.com/data_stephanie) |  [www.journera.com](http://www.journera.com)  


--------------------------------------------------------------------------------