75 min read

Seatbelt Analysis

The following is from year ago exactly: 2020-04-05. I am digging up old work and putting it on my new website. This was some of my very first independent work. Looking back at it now, it is painful to see how messy my work was. But I love reading my little comments because it reminds me how excited I would get when something would work! I saw a comment about feeling intimidated by StackOverflow. I followed the link and didn’t see anything too interesting/sippy, so I wonder if a comment was taken away. (I feel like I remember someone telling the OP not to say “Thank you” in their post.) Or if things that were intimidating a year ago don’t seem to even break the surface anymore. Sadly, I think it is that the post was modified after I linked to it.

Do all Germans wear their seatbelts?

Inspired by this Tweet: https://twitter.com/hspter/status/1134098154167496704

I laughed, but I did not think that this was possible. I imagined it was just playing into my acknowledged stereotype that Germany and Switzerland are impressively rule following and have a special relationship with their vehicles.

Did a quick Google search: rates of seat belt use Germany.

Found this: https://www.who.int/violence_injury_prevention/road_safety_status/2013/country_profiles/germany.pdf?ua=1

So a quick scan of the datasheet says that 98% of people in the front seat use seat belts. Seems pretty great, but then I wanted to know how it all compares.

So I decided to do a #чистый_четвер! (That’s a clean Thursday in Russian as a play off of #TidyTuesday)

My libraries:

library(tidyverse)
## -- Attaching packages ------------------------------------------------------------------------------------- tidyverse 1.3.0 --
## v ggplot2 3.2.1     v purrr   0.3.3
## v tibble  2.1.3     v dplyr   0.8.4
## v tidyr   1.0.2     v stringr 1.4.0
## v readr   1.3.1     v forcats 0.4.0
## -- Conflicts ---------------------------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
library(ggrepel)
library(jsonlite)
## 
## Attaching package: 'jsonlite'
## The following object is masked from 'package:purrr':
## 
##     flatten

Grab the JSON from the WHO site: (My first time getting a JSON independently!!!!)

Notes:

fromJSON(txt, simplifyVector = TRUE, simplifyDataFrame = simplifyVector, simplifyMatrix = simplifyVector, flatten = FALSE, …)

seatbelt_who <- fromJSON("https://apps.who.int/gho/athena/data/GHO/RS_212.json?filter=COUNTRY:*;SEATTYPE:*")

Take a peak to make sure I imported correctly. (Note I set this following code chuck to eval = FALSE because the output was pages and pages long.)

str(seatbelt_who)

Goodness that looks crazy. Seems like there are nested datasets. I’ll try the the simplifed Json to see if I can get started faster.

simple_sb <- fromJSON("https://apps.who.int/gho/athena/data/GHO/RS_212.json?profile=simple&filter=COUNTRY:*;SEATTYPE:*")

Check that out.

str(simple_sb)
## List of 2
##  $ dimension:'data.frame':   6 obs. of  2 variables:
##   ..$ label  : chr [1:6] "GHO" "PUBLISHSTATE" "YEAR" "REGION" ...
##   ..$ display: chr [1:6] "Indicator" "PUBLISH STATES" "Year" "WHO region" ...
##  $ fact     :'data.frame':   716 obs. of  3 variables:
##   ..$ dim     :'data.frame': 716 obs. of  6 variables:
##   .. ..$ PUBLISHSTATE: chr [1:716] "Published" "Published" "Published" "Published" ...
##   .. ..$ COUNTRY     : chr [1:716] "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##   .. ..$ YEAR        : chr [1:716] "2013" "2013" "2013" "2013" ...
##   .. ..$ SEATTYPE    : chr [1:716] "Rear seat" "Rear seat" "Rear seat" "Front seat" ...
##   .. ..$ REGION      : chr [1:716] "Africa" "Europe" "Americas" "Africa" ...
##   .. ..$ GHO         : chr [1:716] "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" ...
##   ..$ Value   : chr [1:716] "0.2" "3.1" "3.4" "4.9" ...
##   ..$ Comments: chr [1:716] NA NA NA NA ...

AHHH! I just want to do some stuff.

str(simple_sb$fact)
## 'data.frame':    716 obs. of  3 variables:
##  $ dim     :'data.frame':    716 obs. of  6 variables:
##   ..$ PUBLISHSTATE: chr  "Published" "Published" "Published" "Published" ...
##   ..$ COUNTRY     : chr  "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##   ..$ YEAR        : chr  "2013" "2013" "2013" "2013" ...
##   ..$ SEATTYPE    : chr  "Rear seat" "Rear seat" "Rear seat" "Front seat" ...
##   ..$ REGION      : chr  "Africa" "Europe" "Americas" "Africa" ...
##   ..$ GHO         : chr  "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" ...
##  $ Value   : chr  "0.2" "3.1" "3.4" "4.9" ...
##  $ Comments: chr  NA NA NA NA ...

Omg that worked.

sb_facts <- simple_sb$fact
str(sb_facts)
## 'data.frame':    716 obs. of  3 variables:
##  $ dim     :'data.frame':    716 obs. of  6 variables:
##   ..$ PUBLISHSTATE: chr  "Published" "Published" "Published" "Published" ...
##   ..$ COUNTRY     : chr  "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##   ..$ YEAR        : chr  "2013" "2013" "2013" "2013" ...
##   ..$ SEATTYPE    : chr  "Rear seat" "Rear seat" "Rear seat" "Front seat" ...
##   ..$ REGION      : chr  "Africa" "Europe" "Americas" "Africa" ...
##   ..$ GHO         : chr  "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" ...
##  $ Value   : chr  "0.2" "3.1" "3.4" "4.9" ...
##  $ Comments: chr  NA NA NA NA ...

Hyperventilating from excitment!!!

names(sb_facts)
## [1] "dim"      "Value"    "Comments"

Very confused because when I look at the dataframe it seems to have many columns but only these list and then the data are described as having 3 variables. I think I am missing something about how the data are organized. Gonna try to clean some of it up with janitor.

library(janitor)
## 
## Attaching package: 'janitor'
## The following objects are masked from 'package:stats':
## 
##     chisq.test, fisher.test
clean_names(sb_facts)
##     dim.PUBLISHSTATE                                          dim.COUNTRY
## 1          Published                                            Mauritius
## 2          Published                                               Serbia
## 3          Published                                              Ecuador
## 4          Published                                                Ghana
## 5          Published                                             Malaysia
## 6          Published                                               Mexico
## 7          Published                                               Cyprus
## 8          Published                                              Lebanon
## 9          Published                                  Republic of Moldova
## 10         Published                                                Ghana
## 11         Published                                    Republic of Korea
## 12         Published                                                India
## 13         Published                                              Uruguay
## 14         Published                                               Mexico
## 15         Published                                               Turkey
## 16         Published                                                China
## 17         Published                                               Latvia
## 18         Published                                               Brazil
## 19         Published                                              Ecuador
## 20         Published                                             Mongolia
## 21         Published                                               Jordan
## 22         Published                                               Turkey
## 23         Published                                              Ecuador
## 24         Published                                               Serbia
## 25         Published                                              Uruguay
## 26         Published                                              Uruguay
## 27         Published                                              Hungary
## 28         Published                                               Mexico
## 29         Published                                               Mexico
## 30         Published                                  Republic of Moldova
## 31         Published                                              Uruguay
## 32         Published                                            Mauritius
## 33         Published                                  Republic of Moldova
## 34         Published                                               Serbia
## 35         Published                                             Slovenia
## 36         Published                                                Japan
## 37         Published                                               Serbia
## 38         Published                                    Republic of Korea
## 39         Published                                               Brazil
## 40         Published                                              Ecuador
## 41         Published                                             Malaysia
## 42         Published                                          Philippines
## 43         Published                                                Spain
## 44         Published                                               Belize
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## 58         Published                                                Spain
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## 60         Published                                            Mauritius
## 61         Published                                              Estonia
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## 63         Published                                             Slovenia
## 64         Published                                             Portugal
## 65         Published                                               Canada
## 66         Published                                               Canada
## 67         Published                                               Canada
## 68         Published                                          Netherlands
## 69         Published                                          Netherlands
## 70         Published                                          Netherlands
## 71         Published                                            Mauritius
## 72         Published                                                Japan
## 73         Published                                                Japan
## 74         Published                                          Afghanistan
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## 223        Published                                           Kazakhstan
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## 234        Published                                           Madagascar
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## 241        Published                     Micronesia (Federated States of)
## 242        Published                                               Monaco
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## 246        Published                                                Nepal
## 247        Published                                            Nicaragua
## 248        Published                                                Niger
## 249        Published                                                 Oman
## 250        Published                                             Pakistan
## 251        Published                                                Palau
## 252        Published                                     Papua New Guinea
## 253        Published                                                 Peru
## 254        Published                                          Philippines
## 255        Published                                                Qatar
## 256        Published                                              Romania
## 257        Published                                               Rwanda
## 258        Published                                          Saint Lucia
## 259        Published                     Saint Vincent and the Grenadines
## 260        Published                                                Samoa
## 261        Published                                Sao Tome and Principe
## 262        Published                                         Saudi Arabia
## 263        Published                                              Senegal
## 264        Published                                         Sierra Leone
## 265        Published                                            Singapore
## 266        Published                                             Slovakia
## 267        Published                                      Solomon Islands
## 268        Published                                              Somalia
## 269        Published                                            Sri Lanka
## 270        Published                                                Sudan
## 271        Published                                             Eswatini
## 272        Published                                           Tajikistan
## 273        Published                                          Timor-Leste
## 274        Published                                                 Togo
## 275        Published                                                Tonga
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## 277        Published                                         Turkmenistan
## 278        Published                                               Uganda
## 279        Published                                 United Arab Emirates
## 280        Published                          United Republic of Tanzania
## 281        Published                                           Uzbekistan
## 282        Published                                              Vanuatu
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## 284        Published                                                Yemen
## 285        Published                                               Zambia
## 286        Published                                             Zimbabwe
## 287        Published                                          Afghanistan
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## 289        Published                                              Algeria
## 290        Published                                  Antigua and Barbuda
## 291        Published                                              Armenia
## 292        Published                                           Azerbaijan
## 293        Published                                              Bahamas
## 294        Published                                              Bahrain
## 295        Published                                           Bangladesh
## 296        Published                                             Barbados
## 297        Published                                              Belarus
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## 299        Published                                               Belize
## 300        Published                                                Benin
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## 302        Published                     Bolivia (Plurinational State of)
## 303        Published                                             Botswana
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## 306        Published                                           Cabo Verde
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## 308        Published                                             Cameroon
## 309        Published                             Central African Republic
## 310        Published                                                 Chad
## 311        Published                                                China
## 312        Published                                             Colombia
## 313        Published                                                Congo
## 314        Published                                         Cook Islands
## 315        Published                                        Côte d'Ivoire
## 316        Published                     Democratic Republic of the Congo
## 317        Published                                             Djibouti
## 318        Published                                             Dominica
## 319        Published                                   Dominican Republic
## 320        Published                                                Egypt
## 321        Published                                          El Salvador
## 322        Published                                             Ethiopia
## 323        Published                                                 Fiji
## 324        Published                                                Gabon
## 325        Published                                               Gambia
## 326        Published                                              Georgia
## 327        Published                                                Ghana
## 328        Published                                            Guatemala
## 329        Published                                               Guinea
## 330        Published                                        Guinea-Bissau
## 331        Published                                               Guyana
## 332        Published                                             Honduras
## 333        Published                                              Iceland
## 334        Published                                                India
## 335        Published                                            Indonesia
## 336        Published                                                 Iraq
## 337        Published                                               Jordan
## 338        Published                                           Kazakhstan
## 339        Published                                                Kenya
## 340        Published                                             Kiribati
## 341        Published                                               Kuwait
## 342        Published                                           Kyrgyzstan
## 343        Published                     Lao People's Democratic Republic
## 344        Published                                              Lebanon
## 345        Published                                              Lesotho
## 346        Published                                              Liberia
## 347        Published                                                Libya
## 348        Published                                            Lithuania
## 349        Published                                           Madagascar
## 350        Published                                               Malawi
## 351        Published                                             Maldives
## 352        Published                                                 Mali
## 353        Published                                                Malta
## 354        Published                                     Marshall Islands
## 355        Published                                           Mauritania
## 356        Published                     Micronesia (Federated States of)
## 357        Published                                               Monaco
## 358        Published                                             Mongolia
## 359        Published                                              Morocco
## 360        Published                                           Mozambique
## 361        Published                                              Myanmar
## 362        Published                                                Nepal
## 363        Published                                            Nicaragua
## 364        Published                                                Niger
## 365        Published                                               Norway
## 366        Published                                                 Oman
## 367        Published                                             Pakistan
## 368        Published                                                Palau
## 369        Published                                     Papua New Guinea
## 370        Published                                                 Peru
## 371        Published                                          Philippines
## 372        Published                                                Qatar
## 373        Published                                              Romania
## 374        Published                                               Rwanda
## 375        Published                                          Saint Lucia
## 376        Published                     Saint Vincent and the Grenadines
## 377        Published                                                Samoa
## 378        Published                                Sao Tome and Principe
## 379        Published                                         Saudi Arabia
## 380        Published                                              Senegal
## 381        Published                                         Sierra Leone
## 382        Published                                            Singapore
## 383        Published                                             Slovakia
## 384        Published                                      Solomon Islands
## 385        Published                                              Somalia
## 386        Published                                         South Africa
## 387        Published                                            Sri Lanka
## 388        Published                                                Sudan
## 389        Published                                             Suriname
## 390        Published                                             Eswatini
## 391        Published                                           Tajikistan
## 392        Published                                             Thailand
## 393        Published                                          Timor-Leste
## 394        Published                                                 Togo
## 395        Published                                                Tonga
## 396        Published                                  Trinidad and Tobago
## 397        Published                                              Tunisia
## 398        Published                                               Turkey
## 399        Published                                         Turkmenistan
## 400        Published                                               Uganda
## 401        Published                                 United Arab Emirates
## 402        Published                          United Republic of Tanzania
## 403        Published                                           Uzbekistan
## 404        Published                                              Vanuatu
## 405        Published                                             Viet Nam
## 406        Published                                                Yemen
## 407        Published                                               Zambia
## 408        Published                                             Zimbabwe
## 409        Published                                          Afghanistan
## 410        Published                                              Albania
## 411        Published                                              Algeria
## 412        Published                                  Antigua and Barbuda
## 413        Published                                              Armenia
## 414        Published                                            Australia
## 415        Published                                           Azerbaijan
## 416        Published                                              Bahamas
## 417        Published                                              Bahrain
## 418        Published                                           Bangladesh
## 419        Published                                             Barbados
## 420        Published                                              Belarus
## 421        Published                                              Belgium
## 422        Published                                                Benin
## 423        Published                                               Bhutan
## 424        Published                     Bolivia (Plurinational State of)
## 425        Published                               Bosnia and Herzegovina
## 426        Published                                             Botswana
## 427        Published                                               Brazil
## 428        Published                                         Burkina Faso
## 429        Published                                           Cabo Verde
## 430        Published                                             Cambodia
## 431        Published                                             Cameroon
## 432        Published                             Central African Republic
## 433        Published                                                 Chad
## 434        Published                                                Chile
## 435        Published                                                China
## 436        Published                                             Colombia
## 437        Published                                                Congo
## 438        Published                                         Cook Islands
## 439        Published                                           Costa Rica
## 440        Published                                        Côte d'Ivoire
## 441        Published                                               Cyprus
## 442        Published                                              Czechia
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## 448        Published                                                Egypt
## 449        Published                                          El Salvador
## 450        Published                                                 Fiji
## 451        Published                                               France
## 452        Published                                                Gabon
## 453        Published                                               Gambia
## 454        Published                                              Georgia
## 455        Published                                                Ghana
## 456        Published                                            Guatemala
## 457        Published                                               Guinea
## 458        Published                                        Guinea-Bissau
## 459        Published                                               Guyana
## 460        Published                                             Honduras
## 461        Published                                              Iceland
## 462        Published                                                India
## 463        Published                                            Indonesia
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## 465        Published                                               Israel
## 466        Published                                                Italy
## 467        Published                                              Jamaica
## 468        Published                                               Jordan
## 469        Published                                           Kazakhstan
## 470        Published                                                Kenya
## 471        Published                                             Kiribati
## 472        Published                                               Kuwait
## 473        Published                                           Kyrgyzstan
## 474        Published                     Lao People's Democratic Republic
## 475        Published                                               Latvia
## 476        Published                                              Lebanon
## 477        Published                                              Lesotho
## 478        Published                                              Liberia
## 479        Published                                                Libya
## 480        Published                                            Lithuania
## 481        Published                                           Madagascar
## 482        Published                                               Malawi
## 483        Published                                             Malaysia
## 484        Published                                             Maldives
## 485        Published                                                 Mali
## 486        Published                                                Malta
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## 488        Published                                           Mauritania
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## 490        Published                                               Monaco
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## 492        Published                                              Morocco
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## 499        Published                                                 Oman
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## 504        Published                                             Paraguay
## 505        Published                                                 Peru
## 506        Published                                          Philippines
## 507        Published                                                Qatar
## 508        Published                                  Republic of Moldova
## 509        Published                                              Romania
## 510        Published                                   Russian Federation
## 511        Published                                               Rwanda
## 512        Published                                          Saint Lucia
## 513        Published                     Saint Vincent and the Grenadines
## 514        Published                                                Samoa
## 515        Published                                Sao Tome and Principe
## 516        Published                                         Saudi Arabia
## 517        Published                                              Senegal
## 518        Published                                         Sierra Leone
## 519        Published                                            Singapore
## 520        Published                                             Slovakia
## 521        Published                                      Solomon Islands
## 522        Published                                              Somalia
## 523        Published                                         South Africa
## 524        Published                                            Sri Lanka
## 525        Published                                                Sudan
## 526        Published                                             Suriname
## 527        Published                                             Eswatini
## 528        Published                                          Switzerland
## 529        Published                                           Tajikistan
## 530        Published                                             Thailand
## 531        Published                          Republic of North Macedonia
## 532        Published                                          Timor-Leste
## 533        Published                                                 Togo
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## 535        Published                                  Trinidad and Tobago
## 536        Published                                              Tunisia
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## 538        Published                                         Turkmenistan
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## 540        Published                                 United Arab Emirates
## 541        Published                          United Republic of Tanzania
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## 545        Published                                                Yemen
## 546        Published                                               Zambia
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## 559        Published                          Republic of North Macedonia
## 560        Published                                                Egypt
## 561        Published                                                Chile
## 562        Published                                               Angola
## 563        Published                                              Albania
## 564        Published                               Bosnia and Herzegovina
## 565        Published                                           Seychelles
## 566        Published                                              Bahrain
## 567        Published                                               Greece
## 568        Published                                              Albania
## 569        Published                                   Russian Federation
## 570        Published                               Bosnia and Herzegovina
## 571        Published                                                India
## 572        Published                                            Argentina
## 573        Published                                                Egypt
## 574        Published                                              Croatia
## 575        Published                                           Seychelles
## 576        Published                                         South Africa
## 577        Published                                         South Africa
## 578        Published                                            Argentina
## 579        Published                                            Argentina
## 580        Published                                              Jamaica
## 581        Published                                           Seychelles
## 582        Published                                           Montenegro
## 583        Published                                            Argentina
## 584        Published                                           Montenegro
## 585        Published                                              Morocco
## 586        Published                                              Croatia
## 587        Published                                           Montenegro
## 588        Published                                           San Marino
## 589        Published                               Bosnia and Herzegovina
## 590        Published                                              Morocco
## 591        Published                                           Seychelles
## 592        Published                                              Eritrea
## 593        Published                           Iran (Islamic Republic of)
## 594        Published                                              Nigeria
## 595        Published                                              Jamaica
## 596        Published                                           Costa Rica
## 597        Published                                              Jamaica
## 598        Published                                             Thailand
## 599        Published                                              Namibia
## 600        Published                                             Thailand
## 601        Published                                               Poland
## 602        Published                                           San Marino
## 603        Published                          Republic of North Macedonia
## 604        Published                                              Eritrea
## 605        Published                                           San Marino
## 606        Published                          Republic of North Macedonia
## 607        Published                                           Luxembourg
## 608        Published                                               Angola
## 609        Published                                                 Cuba
## 610        Published                                           San Marino
## 611        Published                                           Montenegro
## 612        Published                                            Guatemala
## 613        Published                                            Guatemala
## 614        Published                                                Italy
## 615        Published                                              Croatia
## 616        Published                                              Austria
## 617        Published                                             Paraguay
## 618        Published                                           Costa Rica
## 619        Published                                             Paraguay
## 620        Published                                              Denmark
## 621        Published                                              Andorra
## 622        Published                                           Costa Rica
## 623        Published                                              Croatia
## 624        Published                                             Paraguay
## 625        Published                                              Andorra
## 626        Published                                   Russian Federation
## 627        Published                             United States of America
## 628        Published                                              Andorra
## 629        Published                                          Switzerland
## 630        Published                                               Greece
## 631        Published                                   Russian Federation
## 632        Published                                               Greece
## 633        Published                                               Israel
## 634        Published                                               Greece
## 635        Published                                                Chile
## 636        Published                                             Portugal
## 637        Published                                           Luxembourg
## 638        Published                                           Luxembourg
## 639        Published                                               Angola
## 640        Published                                              Eritrea
## 641        Published                                              Georgia
## 642        Published                                             Suriname
## 643        Published                                              Georgia
## 644        Published                                             Suriname
## 645        Published                                              Czechia
## 646        Published                                             Bulgaria
## 647        Published                                               Poland
## 648        Published                                           Luxembourg
## 649        Published                                              Denmark
## 650        Published                                                Chile
## 651        Published                                          Netherlands
## 652        Published                                               Poland
## 653        Published                                               Poland
## 654        Published                             United States of America
## 655        Published                                               Sweden
## 656        Published                                             Slovenia
## 657        Published                                                 Peru
## 658        Published                                                 Cuba
## 659        Published                           Iran (Islamic Republic of)
## 660        Published                                              Austria
## 661        Published                                              Finland
## 662        Published                                              Austria
## 663        Published                                              Hungary
## 664        Published                             United States of America
## 665        Published                                              Austria
## 666        Published                                              Iceland
## 667        Published                                              Nigeria
## 668        Published                             United States of America
## 669        Published                                              Nigeria
## 670        Published                                               France
## 671        Published                                              Finland
## 672        Published United Kingdom of Great Britain and Northern Ireland
## 673        Published                                              Finland
## 674        Published                                              Ireland
## 675        Published                                              Algeria
## 676        Published                                                 Cuba
## 677        Published                                               Panama
## 678        Published                                              Algeria
## 679        Published                                               Angola
## 680        Published                                               Panama
## 681        Published                                          New Zealand
## 682        Published United Kingdom of Great Britain and Northern Ireland
## 683        Published                                              Finland
## 684        Published                                          Switzerland
## 685        Published                           Iran (Islamic Republic of)
## 686        Published                                              Ireland
## 687        Published                                              Ireland
## 688        Published                                              Ireland
## 689        Published                                               Norway
## 690        Published                                  Trinidad and Tobago
## 691        Published                                              Czechia
## 692        Published                                              Estonia
## 693        Published                                               Israel
## 694        Published                                  Trinidad and Tobago
## 695        Published                                              Estonia
## 696        Published United Kingdom of Great Britain and Northern Ireland
## 697        Published                                          New Zealand
## 698        Published                                             Portugal
## 699        Published                                            Australia
## 700        Published                                          New Zealand
## 701        Published                                             Portugal
## 702        Published                                               Norway
## 703        Published                                              Czechia
## 704        Published                                              Germany
## 705        Published                                               Israel
## 706        Published                                                 Oman
## 707        Published                                            Australia
## 708        Published                                              Germany
## 709        Published                                              Germany
## 710        Published                                               Sweden
## 711        Published                                               Sweden
## 712        Published                                              Germany
## 713        Published                                               Sweden
## 714        Published United Kingdom of Great Britain and Northern Ireland
## 715        Published                                               France
## 716        Published                                               France
##     dim.YEAR  dim.SEATTYPE            dim.REGION                    dim.GHO
## 1       2013     Rear seat                Africa Seat-belt wearing rate (%)
## 2       2013     Rear seat                Europe Seat-belt wearing rate (%)
## 3       2013     Rear seat              Americas Seat-belt wearing rate (%)
## 4       2013    Front seat                Africa Seat-belt wearing rate (%)
## 5       2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 6       2013     Rear seat              Americas Seat-belt wearing rate (%)
## 7       2013     Rear seat                Europe Seat-belt wearing rate (%)
## 8       2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 9       2013     Rear seat                Europe Seat-belt wearing rate (%)
## 10      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 11      2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 12      2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 13      2013     Rear seat              Americas Seat-belt wearing rate (%)
## 14      2013    Front seat              Americas Seat-belt wearing rate (%)
## 15      2013    Front seat                Europe Seat-belt wearing rate (%)
## 16      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 17      2013     Rear seat                Europe Seat-belt wearing rate (%)
## 18      2013     Rear seat              Americas Seat-belt wearing rate (%)
## 19      2013    Front seat              Americas Seat-belt wearing rate (%)
## 20      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 21      2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 22      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 23      2013 All occupants              Americas Seat-belt wearing rate (%)
## 24      2013 All occupants                Europe Seat-belt wearing rate (%)
## 25      2013    Front seat              Americas Seat-belt wearing rate (%)
## 26      2013 All occupants              Americas Seat-belt wearing rate (%)
## 27      2013     Rear seat                Europe Seat-belt wearing rate (%)
## 28      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 29      2013 All occupants              Americas Seat-belt wearing rate (%)
## 30      2013    Front seat                Europe Seat-belt wearing rate (%)
## 31      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 32      2013 All occupants                Africa Seat-belt wearing rate (%)
## 33      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 34      2013    Front seat                Europe Seat-belt wearing rate (%)
## 35      2013     Rear seat                Europe Seat-belt wearing rate (%)
## 36      2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 37      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 38      2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 39      2013    Front seat              Americas Seat-belt wearing rate (%)
## 40      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 41      2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 42      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 43      2013     Rear seat                Europe Seat-belt wearing rate (%)
## 44      2013 All occupants              Americas Seat-belt wearing rate (%)
## 45      2013    Front seat                Europe Seat-belt wearing rate (%)
## 46      2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 47      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 48      2013    Front seat                Europe Seat-belt wearing rate (%)
## 49      2013    Front seat                Europe Seat-belt wearing rate (%)
## 50      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 51      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 52      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 53      2013    Front seat                Europe Seat-belt wearing rate (%)
## 54      2013     Rear seat                Europe Seat-belt wearing rate (%)
## 55      2013 All occupants                Europe Seat-belt wearing rate (%)
## 56      2013     Rear seat              Americas Seat-belt wearing rate (%)
## 57      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 58      2013    Front seat                Europe Seat-belt wearing rate (%)
## 59      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 60      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 61      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 62      2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 63      2013    Front seat                Europe Seat-belt wearing rate (%)
## 64      2013 All occupants                Europe Seat-belt wearing rate (%)
## 65      2013 All occupants              Americas Seat-belt wearing rate (%)
## 66      2013    Front seat              Americas Seat-belt wearing rate (%)
## 67      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 68      2013 All occupants                Europe Seat-belt wearing rate (%)
## 69      2013    Front seat                Europe Seat-belt wearing rate (%)
## 70      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 71      2013    Front seat                Africa Seat-belt wearing rate (%)
## 72      2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 73      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 74      2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 75      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 76      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 77      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 78      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 79      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 80      2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 81      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 82      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 83      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 84      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 85      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 86      2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 87      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 88      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 89      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 90      2013  Drivers only                Europe Seat-belt wearing rate (%)
## 91      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 92      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 93      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 94      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 95      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 96      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 97      2013  Drivers only              Americas Seat-belt wearing rate (%)
## 98      2013  Drivers only                Africa Seat-belt wearing rate (%)
## 99      2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 100     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 101     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 102     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 103     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 104     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 105     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 106     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 107     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 108     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 109     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 110     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 111     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 112     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 113     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 114     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 115     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 116     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 117     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 118     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 119     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 120     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 121     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 122     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 123     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 124     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 125     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 126     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 127     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 128     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 129     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 130     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 131     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 132     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 133     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 134     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 135     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 136     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 137     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 138     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 139     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 140     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 141     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 142     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 143     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 144     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 145     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 146     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 147     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 148     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 149     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 150     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 151     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 152     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 153     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 154     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 155     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 156     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 157     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 158     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 159     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 160     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 161     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 162     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 163     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 164     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 165     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 166     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 167     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 168     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 169     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 170     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 171     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 172     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 173     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 174     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 175     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 176     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 177     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 178     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 179     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 180     2013    Front seat              Americas Seat-belt wearing rate (%)
## 181     2013    Front seat                Europe Seat-belt wearing rate (%)
## 182     2013    Front seat                Europe Seat-belt wearing rate (%)
## 183     2013    Front seat              Americas Seat-belt wearing rate (%)
## 184     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 185     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 186     2013    Front seat              Americas Seat-belt wearing rate (%)
## 187     2013    Front seat                Europe Seat-belt wearing rate (%)
## 188     2013    Front seat              Americas Seat-belt wearing rate (%)
## 189     2013    Front seat                Africa Seat-belt wearing rate (%)
## 190     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 191     2013    Front seat              Americas Seat-belt wearing rate (%)
## 192     2013    Front seat                Africa Seat-belt wearing rate (%)
## 193     2013    Front seat                Europe Seat-belt wearing rate (%)
## 194     2013    Front seat                Africa Seat-belt wearing rate (%)
## 195     2013    Front seat                Africa Seat-belt wearing rate (%)
## 196     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 197     2013    Front seat                Africa Seat-belt wearing rate (%)
## 198     2013    Front seat                Africa Seat-belt wearing rate (%)
## 199     2013    Front seat                Africa Seat-belt wearing rate (%)
## 200     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 201     2013    Front seat              Americas Seat-belt wearing rate (%)
## 202     2013    Front seat                Africa Seat-belt wearing rate (%)
## 203     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 204     2013    Front seat                Africa Seat-belt wearing rate (%)
## 205     2013    Front seat                Africa Seat-belt wearing rate (%)
## 206     2013    Front seat                Europe Seat-belt wearing rate (%)
## 207     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 208     2013    Front seat              Americas Seat-belt wearing rate (%)
## 209     2013    Front seat              Americas Seat-belt wearing rate (%)
## 210     2013    Front seat              Americas Seat-belt wearing rate (%)
## 211     2013    Front seat                Africa Seat-belt wearing rate (%)
## 212     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 213     2013    Front seat                Africa Seat-belt wearing rate (%)
## 214     2013    Front seat                Africa Seat-belt wearing rate (%)
## 215     2013    Front seat                Africa Seat-belt wearing rate (%)
## 216     2013    Front seat                Africa Seat-belt wearing rate (%)
## 217     2013    Front seat              Americas Seat-belt wearing rate (%)
## 218     2013    Front seat              Americas Seat-belt wearing rate (%)
## 219     2013    Front seat                Europe Seat-belt wearing rate (%)
## 220     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 221     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 222     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 223     2013    Front seat                Europe Seat-belt wearing rate (%)
## 224     2013    Front seat                Africa Seat-belt wearing rate (%)
## 225     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 226     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 227     2013    Front seat                Europe Seat-belt wearing rate (%)
## 228     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 229     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 230     2013    Front seat                Africa Seat-belt wearing rate (%)
## 231     2013    Front seat                Africa Seat-belt wearing rate (%)
## 232     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 233     2013    Front seat                Europe Seat-belt wearing rate (%)
## 234     2013    Front seat                Africa Seat-belt wearing rate (%)
## 235     2013    Front seat                Africa Seat-belt wearing rate (%)
## 236     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 237     2013    Front seat                Africa Seat-belt wearing rate (%)
## 238     2013    Front seat                Europe Seat-belt wearing rate (%)
## 239     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 240     2013    Front seat                Africa Seat-belt wearing rate (%)
## 241     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 242     2013    Front seat                Europe Seat-belt wearing rate (%)
## 243     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 244     2013    Front seat                Africa Seat-belt wearing rate (%)
## 245     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 246     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 247     2013    Front seat              Americas Seat-belt wearing rate (%)
## 248     2013    Front seat                Africa Seat-belt wearing rate (%)
## 249     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 250     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 251     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 252     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 253     2013    Front seat              Americas Seat-belt wearing rate (%)
## 254     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 255     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 256     2013    Front seat                Europe Seat-belt wearing rate (%)
## 257     2013    Front seat                Africa Seat-belt wearing rate (%)
## 258     2013    Front seat              Americas Seat-belt wearing rate (%)
## 259     2013    Front seat              Americas Seat-belt wearing rate (%)
## 260     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 261     2013    Front seat                Africa Seat-belt wearing rate (%)
## 262     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 263     2013    Front seat                Africa Seat-belt wearing rate (%)
## 264     2013    Front seat                Africa Seat-belt wearing rate (%)
## 265     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 266     2013    Front seat                Europe Seat-belt wearing rate (%)
## 267     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 268     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 269     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 270     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 271     2013    Front seat                Africa Seat-belt wearing rate (%)
## 272     2013    Front seat                Europe Seat-belt wearing rate (%)
## 273     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 274     2013    Front seat                Africa Seat-belt wearing rate (%)
## 275     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 276     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 277     2013    Front seat                Europe Seat-belt wearing rate (%)
## 278     2013    Front seat                Africa Seat-belt wearing rate (%)
## 279     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 280     2013    Front seat                Africa Seat-belt wearing rate (%)
## 281     2013    Front seat                Europe Seat-belt wearing rate (%)
## 282     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 283     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 284     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 285     2013    Front seat                Africa Seat-belt wearing rate (%)
## 286     2013    Front seat                Africa Seat-belt wearing rate (%)
## 287     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 288     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 289     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 290     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 291     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 292     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 293     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 294     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 295     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 296     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 297     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 298     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 299     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 300     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 301     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 302     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 303     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 304     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 305     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 306     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 307     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 308     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 309     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 310     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 311     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 312     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 313     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 314     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 315     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 316     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 317     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 318     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 319     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 320     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 321     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 322     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 323     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 324     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 325     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 326     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 327     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 328     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 329     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 330     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 331     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 332     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 333     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 334     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 335     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 336     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 337     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 338     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 339     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 340     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 341     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 342     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 343     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 344     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 345     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 346     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 347     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 348     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 349     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 350     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 351     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 352     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 353     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 354     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 355     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 356     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 357     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 358     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 359     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 360     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 361     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 362     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 363     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 364     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 365     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 366     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 367     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 368     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 369     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 370     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 371     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 372     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 373     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 374     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 375     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 376     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 377     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 378     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 379     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 380     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 381     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 382     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 383     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 384     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 385     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 386     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 387     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 388     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 389     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 390     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 391     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 392     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 393     2013     Rear seat       South-East Asia Seat-belt wearing rate (%)
## 394     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 395     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 396     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 397     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 398     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 399     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 400     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 401     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 402     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 403     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 404     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 405     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 406     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 407     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 408     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 409     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 410     2013 All occupants                Europe Seat-belt wearing rate (%)
## 411     2013 All occupants                Africa Seat-belt wearing rate (%)
## 412     2013 All occupants              Americas Seat-belt wearing rate (%)
## 413     2013 All occupants                Europe Seat-belt wearing rate (%)
## 414     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 415     2013 All occupants                Europe Seat-belt wearing rate (%)
## 416     2013 All occupants              Americas Seat-belt wearing rate (%)
## 417     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 418     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 419     2013 All occupants              Americas Seat-belt wearing rate (%)
## 420     2013 All occupants                Europe Seat-belt wearing rate (%)
## 421     2013 All occupants                Europe Seat-belt wearing rate (%)
## 422     2013 All occupants                Africa Seat-belt wearing rate (%)
## 423     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 424     2013 All occupants              Americas Seat-belt wearing rate (%)
## 425     2013 All occupants                Europe Seat-belt wearing rate (%)
## 426     2013 All occupants                Africa Seat-belt wearing rate (%)
## 427     2013 All occupants              Americas Seat-belt wearing rate (%)
## 428     2013 All occupants                Africa Seat-belt wearing rate (%)
## 429     2013 All occupants                Africa Seat-belt wearing rate (%)
## 430     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 431     2013 All occupants                Africa Seat-belt wearing rate (%)
## 432     2013 All occupants                Africa Seat-belt wearing rate (%)
## 433     2013 All occupants                Africa Seat-belt wearing rate (%)
## 434     2013 All occupants              Americas Seat-belt wearing rate (%)
## 435     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 436     2013 All occupants              Americas Seat-belt wearing rate (%)
## 437     2013 All occupants                Africa Seat-belt wearing rate (%)
## 438     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 439     2013 All occupants              Americas Seat-belt wearing rate (%)
## 440     2013 All occupants                Africa Seat-belt wearing rate (%)
## 441     2013 All occupants                Europe Seat-belt wearing rate (%)
## 442     2013 All occupants                Europe Seat-belt wearing rate (%)
## 443     2013 All occupants                Africa Seat-belt wearing rate (%)
## 444     2013 All occupants                Europe Seat-belt wearing rate (%)
## 445     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 446     2013 All occupants              Americas Seat-belt wearing rate (%)
## 447     2013 All occupants              Americas Seat-belt wearing rate (%)
## 448     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 449     2013 All occupants              Americas Seat-belt wearing rate (%)
## 450     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 451     2013 All occupants                Europe Seat-belt wearing rate (%)
## 452     2013 All occupants                Africa Seat-belt wearing rate (%)
## 453     2013 All occupants                Africa Seat-belt wearing rate (%)
## 454     2013 All occupants                Europe Seat-belt wearing rate (%)
## 455     2013 All occupants                Africa Seat-belt wearing rate (%)
## 456     2013 All occupants              Americas Seat-belt wearing rate (%)
## 457     2013 All occupants                Africa Seat-belt wearing rate (%)
## 458     2013 All occupants                Africa Seat-belt wearing rate (%)
## 459     2013 All occupants              Americas Seat-belt wearing rate (%)
## 460     2013 All occupants              Americas Seat-belt wearing rate (%)
## 461     2013 All occupants                Europe Seat-belt wearing rate (%)
## 462     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 463     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 464     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 465     2013 All occupants                Europe Seat-belt wearing rate (%)
## 466     2013 All occupants                Europe Seat-belt wearing rate (%)
## 467     2013 All occupants              Americas Seat-belt wearing rate (%)
## 468     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 469     2013 All occupants                Europe Seat-belt wearing rate (%)
## 470     2013 All occupants                Africa Seat-belt wearing rate (%)
## 471     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 472     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 473     2013 All occupants                Europe Seat-belt wearing rate (%)
## 474     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 475     2013 All occupants                Europe Seat-belt wearing rate (%)
## 476     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 477     2013 All occupants                Africa Seat-belt wearing rate (%)
## 478     2013 All occupants                Africa Seat-belt wearing rate (%)
## 479     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 480     2013 All occupants                Europe Seat-belt wearing rate (%)
## 481     2013 All occupants                Africa Seat-belt wearing rate (%)
## 482     2013 All occupants                Africa Seat-belt wearing rate (%)
## 483     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 484     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 485     2013 All occupants                Africa Seat-belt wearing rate (%)
## 486     2013 All occupants                Europe Seat-belt wearing rate (%)
## 487     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 488     2013 All occupants                Africa Seat-belt wearing rate (%)
## 489     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 490     2013 All occupants                Europe Seat-belt wearing rate (%)
## 491     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 492     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 493     2013 All occupants                Africa Seat-belt wearing rate (%)
## 494     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 495     2013 All occupants                Africa Seat-belt wearing rate (%)
## 496     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 497     2013 All occupants              Americas Seat-belt wearing rate (%)
## 498     2013 All occupants                Africa Seat-belt wearing rate (%)
## 499     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 500     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 501     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 502     2013 All occupants              Americas Seat-belt wearing rate (%)
## 503     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 504     2013 All occupants              Americas Seat-belt wearing rate (%)
## 505     2013 All occupants              Americas Seat-belt wearing rate (%)
## 506     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 507     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 508     2013 All occupants                Europe Seat-belt wearing rate (%)
## 509     2013 All occupants                Europe Seat-belt wearing rate (%)
## 510     2013 All occupants                Europe Seat-belt wearing rate (%)
## 511     2013 All occupants                Africa Seat-belt wearing rate (%)
## 512     2013 All occupants              Americas Seat-belt wearing rate (%)
## 513     2013 All occupants              Americas Seat-belt wearing rate (%)
## 514     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 515     2013 All occupants                Africa Seat-belt wearing rate (%)
## 516     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 517     2013 All occupants                Africa Seat-belt wearing rate (%)
## 518     2013 All occupants                Africa Seat-belt wearing rate (%)
## 519     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 520     2013 All occupants                Europe Seat-belt wearing rate (%)
## 521     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 522     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 523     2013 All occupants                Africa Seat-belt wearing rate (%)
## 524     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 525     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 526     2013 All occupants              Americas Seat-belt wearing rate (%)
## 527     2013 All occupants                Africa Seat-belt wearing rate (%)
## 528     2013 All occupants                Europe Seat-belt wearing rate (%)
## 529     2013 All occupants                Europe Seat-belt wearing rate (%)
## 530     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 531     2013 All occupants                Europe Seat-belt wearing rate (%)
## 532     2013 All occupants       South-East Asia Seat-belt wearing rate (%)
## 533     2013 All occupants                Africa Seat-belt wearing rate (%)
## 534     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 535     2013 All occupants              Americas Seat-belt wearing rate (%)
## 536     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 537     2013 All occupants                Europe Seat-belt wearing rate (%)
## 538     2013 All occupants                Europe Seat-belt wearing rate (%)
## 539     2013 All occupants                Africa Seat-belt wearing rate (%)
## 540     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 541     2013 All occupants                Africa Seat-belt wearing rate (%)
## 542     2013 All occupants                Europe Seat-belt wearing rate (%)
## 543     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 544     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 545     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 546     2013 All occupants                Africa Seat-belt wearing rate (%)
## 547     2013 All occupants                Africa Seat-belt wearing rate (%)
## 548     2013 All occupants                Europe Seat-belt wearing rate (%)
## 549     2013  Drivers only       Western Pacific Seat-belt wearing rate (%)
## 550     2013 All occupants                Africa Seat-belt wearing rate (%)
## 551     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 552     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 553     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 554     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 555     2013     Rear seat Eastern Mediterranean Seat-belt wearing rate (%)
## 556     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 557     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 558     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 559     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 560     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 561     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 562     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 563     2013    Front seat                Europe Seat-belt wearing rate (%)
## 564     2013    Front seat                Europe Seat-belt wearing rate (%)
## 565     2013     Rear seat                Africa Seat-belt wearing rate (%)
## 566     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 567     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 568     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 569     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 570     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 571     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 572     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 573     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 574     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 575     2013 All occupants                Africa Seat-belt wearing rate (%)
## 576     2013    Front seat                Africa Seat-belt wearing rate (%)
## 577     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 578     2013    Front seat              Americas Seat-belt wearing rate (%)
## 579     2013 All occupants              Americas Seat-belt wearing rate (%)
## 580     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 581     2013    Front seat                Africa Seat-belt wearing rate (%)
## 582     2013    Front seat                Europe Seat-belt wearing rate (%)
## 583     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 584     2013 All occupants                Europe Seat-belt wearing rate (%)
## 585     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 586     2013 All occupants                Europe Seat-belt wearing rate (%)
## 587     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 588     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 589     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 590     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 591     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 592     2013 All occupants                Africa Seat-belt wearing rate (%)
## 593     2013 All occupants Eastern Mediterranean Seat-belt wearing rate (%)
## 594     2013 All occupants                Africa Seat-belt wearing rate (%)
## 595     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 596     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 597     2013    Front seat              Americas Seat-belt wearing rate (%)
## 598     2013    Front seat       South-East Asia Seat-belt wearing rate (%)
## 599     2013    Front seat                Africa Seat-belt wearing rate (%)
## 600     2013  Drivers only       South-East Asia Seat-belt wearing rate (%)
## 601     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 602     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 603     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 604     2013    Front seat                Africa Seat-belt wearing rate (%)
## 605     2013    Front seat                Europe Seat-belt wearing rate (%)
## 606     2013    Front seat                Europe Seat-belt wearing rate (%)
## 607     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 608     2013 All occupants                Africa Seat-belt wearing rate (%)
## 609     2013 All occupants              Americas Seat-belt wearing rate (%)
## 610     2013 All occupants                Europe Seat-belt wearing rate (%)
## 611     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 612     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 613     2013    Front seat              Americas Seat-belt wearing rate (%)
## 614     2013    Front seat                Europe Seat-belt wearing rate (%)
## 615     2013    Front seat                Europe Seat-belt wearing rate (%)
## 616     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 617     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 618     2013    Front seat              Americas Seat-belt wearing rate (%)
## 619     2013    Front seat              Americas Seat-belt wearing rate (%)
## 620     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 621     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 622     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 623     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 624     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 625     2013    Front seat                Europe Seat-belt wearing rate (%)
## 626     2013    Front seat                Europe Seat-belt wearing rate (%)
## 627     2013     Rear seat              Americas Seat-belt wearing rate (%)
## 628     2013 All occupants                Europe Seat-belt wearing rate (%)
## 629     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 630     2013 All occupants                Europe Seat-belt wearing rate (%)
## 631     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 632     2013    Front seat                Europe Seat-belt wearing rate (%)
## 633     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 634     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 635     2013    Front seat              Americas Seat-belt wearing rate (%)
## 636     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 637     2013    Front seat                Europe Seat-belt wearing rate (%)
## 638     2013 All occupants                Europe Seat-belt wearing rate (%)
## 639     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 640     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 641     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 642     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 643     2013    Front seat                Europe Seat-belt wearing rate (%)
## 644     2013    Front seat              Americas Seat-belt wearing rate (%)
## 645     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 646     2013 All occupants                Europe Seat-belt wearing rate (%)
## 647     2013 All occupants                Europe Seat-belt wearing rate (%)
## 648     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 649     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 650     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 651     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 652     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 653     2013    Front seat                Europe Seat-belt wearing rate (%)
## 654     2013    Front seat              Americas Seat-belt wearing rate (%)
## 655     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 656     2013 All occupants                Europe Seat-belt wearing rate (%)
## 657     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 658     2013    Front seat              Americas Seat-belt wearing rate (%)
## 659     2013    Front seat Eastern Mediterranean Seat-belt wearing rate (%)
## 660     2013    Front seat                Europe Seat-belt wearing rate (%)
## 661     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 662     2013 All occupants                Europe Seat-belt wearing rate (%)
## 663     2013 All occupants                Europe Seat-belt wearing rate (%)
## 664     2013 All occupants              Americas Seat-belt wearing rate (%)
## 665     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 666     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 667     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 668     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 669     2013    Front seat                Africa Seat-belt wearing rate (%)
## 670     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 671     2013 All occupants                Europe Seat-belt wearing rate (%)
## 672     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 673     2013    Front seat                Europe Seat-belt wearing rate (%)
## 674     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 675     2013  Drivers only                Africa Seat-belt wearing rate (%)
## 676     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 677     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 678     2013    Front seat                Africa Seat-belt wearing rate (%)
## 679     2013    Front seat                Africa Seat-belt wearing rate (%)
## 680     2013    Front seat              Americas Seat-belt wearing rate (%)
## 681     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 682     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 683     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 684     2013    Front seat                Europe Seat-belt wearing rate (%)
## 685     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 686     2013 All occupants                Europe Seat-belt wearing rate (%)
## 687     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 688     2013    Front seat                Europe Seat-belt wearing rate (%)
## 689     2013    Front seat                Europe Seat-belt wearing rate (%)
## 690     2013  Drivers only              Americas Seat-belt wearing rate (%)
## 691     2013    Front seat                Europe Seat-belt wearing rate (%)
## 692     2013    Front seat                Europe Seat-belt wearing rate (%)
## 693     2013    Front seat                Europe Seat-belt wearing rate (%)
## 694     2013    Front seat              Americas Seat-belt wearing rate (%)
## 695     2013 All occupants                Europe Seat-belt wearing rate (%)
## 696     2013    Front seat                Europe Seat-belt wearing rate (%)
## 697     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 698     2013    Front seat                Europe Seat-belt wearing rate (%)
## 699     2013     Rear seat       Western Pacific Seat-belt wearing rate (%)
## 700     2013 All occupants       Western Pacific Seat-belt wearing rate (%)
## 701     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 702     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 703     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 704     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 705     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 706     2013  Drivers only Eastern Mediterranean Seat-belt wearing rate (%)
## 707     2013    Front seat       Western Pacific Seat-belt wearing rate (%)
## 708     2013     Rear seat                Europe Seat-belt wearing rate (%)
## 709     2013 All occupants                Europe Seat-belt wearing rate (%)
## 710     2013 All occupants                Europe Seat-belt wearing rate (%)
## 711     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 712     2013    Front seat                Europe Seat-belt wearing rate (%)
## 713     2013    Front seat                Europe Seat-belt wearing rate (%)
## 714     2013 All occupants                Europe Seat-belt wearing rate (%)
## 715     2013  Drivers only                Europe Seat-belt wearing rate (%)
## 716     2013    Front seat                Europe Seat-belt wearing rate (%)
##            value                                                   comments
## 1            0.2                                                       <NA>
## 2            3.1                                                       <NA>
## 3            3.4                                                       <NA>
## 4            4.9                                                       <NA>
## 5           12.5                                                       <NA>
## 6           12.6                                                       <NA>
## 7           13.4                                                       <NA>
## 8           13.7                                                       <NA>
## 9           17.5                                                       <NA>
## 10          17.6                                                       <NA>
## 11          19.4                                                       <NA>
## 12            26                                         Only in Bangalore.
## 13          31.5                                                       <NA>
## 14          35.6                                                       <NA>
## 15          35.9                                                       <NA>
## 16          36.7                                                       <NA>
## 17          37.1                                                       <NA>
## 18          37.3                                                       <NA>
## 19          38.6                                                       <NA>
## 20          42.1                                                       <NA>
## 21          42.4                                                       <NA>
## 22          43.6                                                       <NA>
## 23          55.6                                                       <NA>
## 24          55.6                                                       <NA>
## 25          56.2                                                       <NA>
## 26          56.3                                                       <NA>
## 27          57.3                                                       <NA>
## 28          57.5                                                       <NA>
## 29          58.4                                                       <NA>
## 30          61.8                                                       <NA>
## 31          62.4                                                       <NA>
## 32          63.8                                                       <NA>
## 33          65.5                                                       <NA>
## 34          65.8                                                       <NA>
## 35          66.2                                                       <NA>
## 36          68.2                    On expressways. % lower on other roads.
## 37          69.9                                                       <NA>
## 38          69.9                                                       <NA>
## 39          73.2                                                       <NA>
## 40          74.7                                                       <NA>
## 41          76.7                                                       <NA>
## 42          79.7                                                       <NA>
## 43          80.6                                                       <NA>
## 44          81.6                                                       <NA>
## 45          82.8                                                       <NA>
## 46          84.4                                                       <NA>
## 47          85.9                                                       <NA>
## 48          85.9                                                       <NA>
## 49          86.4                                                       <NA>
## 50          86.5                                                       <NA>
## 51          86.7                                                       <NA>
## 52          87.2                                                       <NA>
## 53          87.3                                                       <NA>
## 54          88.2                                                       <NA>
## 55          88.3                                                       <NA>
## 56          89.2                                                       <NA>
## 57          90.3                                                       <NA>
## 58          90.5                                                       <NA>
## 59          93.1                                                       <NA>
## 60          93.8                                                       <NA>
## 61          94.1                                                       <NA>
## 62          94.2                    On expressways. % lower on other roads.
## 63          94.5                                                       <NA>
## 64          94.8                                                       <NA>
## 65          95.3                                                       <NA>
## 66          95.5                                                       <NA>
## 67          95.7                                                       <NA>
## 68          95.8                                                       <NA>
## 69          96.6                                                       <NA>
## 70          96.9                                                       <NA>
## 71          97.4                                                       <NA>
## 72          97.9                    On expressways. % lower on other roads.
## 73          99.4                    On expressways. % lower on other roads.
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## 548 94.4 - 95.6                                                        <NA>
## 549  95.0 - 97.0                                                       <NA>
## 550           <1                                                       <NA>
## 551          1.0                                                       <NA>
## 552         10.0                                                       <NA>
## 553         10.0                                                       <NA>
## 554         10.0                                                       <NA>
## 555         10.0                                                       <NA>
## 556         10.0                                                       <NA>
## 557         10.0                                                       <NA>
## 558         10.0                                                       <NA>
## 559         10.0                                                       <NA>
## 560  13.7 - 18.5                                                       <NA>
## 561         14.0                                                       <NA>
## 562         15.0                                                       <NA>
## 563         16.0                                                       <NA>
## 564    17.9/52.0 52.0% for Republic of Srpska and 17.9% for Federation FB&H
## 565          2.0                                                       <NA>
## 566         20.0                                                       <NA>
## 567         23.0                                                       <NA>
## 568         24.0                                                       <NA>
## 569         24.0                                                       <NA>
## 570  24.5 / 50.0           50.0% for Republic of Srpska and 24.5% for  FB&H
## 571         26.0                                                       <NA>
## 572         26.0                                                       <NA>
## 573    3.1 - 3.8                                                       <NA>
## 574         30.0                                                       <NA>
## 575         30.0                                                       <NA>
## 576         31.0                                                       <NA>
## 577         33.0                                                       <NA>
## 578         37.0                                                       <NA>
## 579         38.0                                                       <NA>
## 580          4.0                                                       <NA>
## 581         40.0                                                       <NA>
## 582  40.0 - 50.0                                                       <NA>
## 583         42.0                                                       <NA>
## 584         45.0                                                       <NA>
## 585         46.0                                                       <NA>
## 586         48.0                                                       <NA>
## 587          5.0                                                       <NA>
## 588          5.0                                                       <NA>
## 589     5.0/14.8  5.0% for Republic of Srpska and 14.8% for Federation FB&H
## 590         50.0                                                       <NA>
## 591         50.0                                                       <NA>
## 592         50.0                                                       <NA>
## 593         50.0                                                       <NA>
## 594         50.0                                                       <NA>
## 595         51.0                                                       <NA>
## 596         53.0                                                       <NA>
## 597         54.0                                                       <NA>
## 598         54.0                                                       <NA>
## 599         55.0                                                       <NA>
## 600         58.0                                                       <NA>
## 601         59.0                                                       <NA>
## 602         60.0                                                       <NA>
## 603         60.0                                                       <NA>
## 604         60.0                                                       <NA>
## 605         60.0                                                       <NA>
## 606         60.0                                                       <NA>
## 607         60.0                                                       <NA>
## 608         60.0                                                       <NA>
## 609         60.0                                                       <NA>
## 610         60.0                                                       <NA>
## 611  60.0 - 70.0                                                       <NA>
## 612         61.0                                                       <NA>
## 613         61.0                                                       <NA>
## 614         64.0                                                       <NA>
## 615         65.0                                                       <NA>
## 616         65.0                                                       <NA>
## 617         65.0                                                       <NA>
## 618         66.0                                                       <NA>
## 619         66.0                                                       <NA>
## 620  69.0 - 94.0                                                       <NA>
## 621         70.0                                                       <NA>
## 622         70.0                                                       <NA>
## 623         70.0                                                       <NA>
## 624         70.0                                                       <NA>
## 625         70.0                                                       <NA>
## 626         70.0                                                       <NA>
## 627         70.0                                                       <NA>
## 628         70.0                                                       <NA>
## 629         72.0                                                       <NA>
## 630         72.0                                                       <NA>
## 631         74.0                                                       <NA>
## 632         74.0                                                       <NA>
## 633         74.0                                                       <NA>
## 634         77.0                                                       <NA>
## 635         77.0                                                       <NA>
## 636         77.0                                                       <NA>
## 637         78.0                                                       <NA>
## 638         79.0                                                       <NA>
## 639         80.0                                                       <NA>
## 640         80.0                                                       <NA>
## 641         80.0                                                       <NA>
## 642         80.0                                                       <NA>
## 643         80.0                                                       <NA>
## 644         80.0                                                       <NA>
## 645         80.0                                                       <NA>
## 646         80.0                                                       <NA>
## 647         80.0                                                       <NA>
## 648         81.0                                                       <NA>
## 649         81.0                                                       <NA>
## 650         82.0                                                       <NA>
## 651         82.0                                                       <NA>
## 652         83.0                                                       <NA>
## 653         84.0                                                       <NA>
## 654         84.0                                                       <NA>
## 655         84.0                                                       <NA>
## 656         84.0                                                       <NA>
## 657         85.0                                                       <NA>
## 658         85.0                                                       <NA>
## 659         85.0                                                       <NA>
## 660         86.0                                                       <NA>
## 661         86.0                                                       <NA>
## 662         86.0                                                       <NA>
## 663         86.0                                                       <NA>
## 664         86.0                                                       <NA>
## 665         87.0                                                       <NA>
## 666         87.0                                                       <NA>
## 667         87.0                                                       <NA>
## 668         87.0                                                       <NA>
## 669         87.0                                                       <NA>
## 670         87.0                                                       <NA>
## 671         88.0                                                       <NA>
## 672   88.0/ 95.0               88% (Great Britain), 95% (Northern Ireland) 
## 673         89.0                                                       <NA>
## 674         89.0                                                       <NA>
## 675         90.0                                                       <NA>
## 676         90.0                                                       <NA>
## 677         90.0                                                       <NA>
## 678         90.0                                                       <NA>
## 679         90.0                                                       <NA>
## 680         90.0                                                       <NA>
## 681         90.0                                                       <NA>
## 682   90.0/ 98.0                90% (Great Britain), 98% (Northern Ireland)
## 683         91.0                                                       <NA>
## 684  91.0 - 92.0                                                       <NA>
## 685         92.0                                                       <NA>
## 686         93.0                                                       <NA>
## 687         94.0                                                       <NA>
## 688         94.0                                                       <NA>
## 689 94.0 - 95.5                                                        <NA>
## 690         95.0                                                       <NA>
## 691         95.0                                                       <NA>
## 692         95.0                                                       <NA>
## 693         95.0                                                       <NA>
## 694         95.0                                                       <NA>
## 695         95.0                                                       <NA>
## 696   95.0/ 98.0               95% (Great Britain), 98% (Northern Ireland) 
## 697         96.0                                                       <NA>
## 698         96.0                                                       <NA>
## 699         96.0                                                       <NA>
## 700         96.0                                                       <NA>
## 701 96.0 -  97.0                                                       <NA>
## 702 96.3 - 96.9                                                        <NA>
## 703         97.0                                                       <NA>
## 704         97.0                                                       <NA>
## 705         97.0                                                       <NA>
## 706         97.0                                                       <NA>
## 707         97.0                                                       <NA>
## 708         97.0                                                       <NA>
## 709         97.0                                                       <NA>
## 710         97.0                                                       <NA>
## 711         98.0                                                       <NA>
## 712         98.0                                                       <NA>
## 713         98.0                                                       <NA>
## 714         98.0                                   98% for Northern Ireland
## 715         99.0                                                       <NA>
## 716         99.0                                                       <NA>
names(sb_facts)
## [1] "dim"      "Value"    "Comments"

Still not what I expected. I did see something about simplify and flatten. Maybe that means something I want.

seatbelt_flatten <- fromJSON("https://apps.who.int/gho/athena/data/GHO/RS_212.json?profile=simple&filter=COUNTRY:*;SEATTYPE:*", flatten = TRUE)
  
str(seatbelt_flatten$fact)
## 'data.frame':    716 obs. of  8 variables:
##  $ Value           : chr  "0.2" "3.1" "3.4" "4.9" ...
##  $ Comments        : chr  NA NA NA NA ...
##  $ dim.PUBLISHSTATE: chr  "Published" "Published" "Published" "Published" ...
##  $ dim.COUNTRY     : chr  "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##  $ dim.YEAR        : chr  "2013" "2013" "2013" "2013" ...
##  $ dim.SEATTYPE    : chr  "Rear seat" "Rear seat" "Rear seat" "Front seat" ...
##  $ dim.REGION      : chr  "Africa" "Europe" "Americas" "Africa" ...
##  $ dim.GHO         : chr  "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" ...

Ok still a bit confused but seemingly having 2 diminesion but better. Seems like I have 8 variables now in $fact part. Going to rename to make easier and attempt to clean.

seatbelt_1 <- seatbelt_flatten$fact

str(seatbelt_1)
## 'data.frame':    716 obs. of  8 variables:
##  $ Value           : chr  "0.2" "3.1" "3.4" "4.9" ...
##  $ Comments        : chr  NA NA NA NA ...
##  $ dim.PUBLISHSTATE: chr  "Published" "Published" "Published" "Published" ...
##  $ dim.COUNTRY     : chr  "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##  $ dim.YEAR        : chr  "2013" "2013" "2013" "2013" ...
##  $ dim.SEATTYPE    : chr  "Rear seat" "Rear seat" "Rear seat" "Front seat" ...
##  $ dim.REGION      : chr  "Africa" "Europe" "Americas" "Africa" ...
##  $ dim.GHO         : chr  "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" ...
seatbelt_1 <- clean_names(seatbelt_1)
colnames(seatbelt_1)
## [1] "value"            "comments"         "dim_publishstate" "dim_country"     
## [5] "dim_year"         "dim_seattype"     "dim_region"       "dim_gho"

Great. Names look better. But everything looks like a chr. I am going to coerece some cols. … I fell down a rabbit hole. I read some stuff on stackoverflow https://stackoverflow.com/questions/22772279/converting-multiple-columns-from-character-to-numeric-format-in-r

But also as totally unrelated to this analysis commentary. I like stackoverflow but I get anxious reading the comments sometime. The comments can be sooo snippy: https://stackoverflow.com/a/53857448/11484875 . Doesn’t seem very welcoming and I don’t have the confidence to post there, yet. I am so thankful for everyone that does though!

Ok back to analysis

This looks promising: df %>% mutate_at(‘x1’,as.numeric) %>% str()

Also lots about lapply

data[] <- lapply(data, function(x) type.convert(as.character(x), as.is = TRUE)) #change all vars to their best fitting data type

lapply(seatbelt_1, class)
## $value
## [1] "character"
## 
## $comments
## [1] "character"
## 
## $dim_publishstate
## [1] "character"
## 
## $dim_country
## [1] "character"
## 
## $dim_year
## [1] "character"
## 
## $dim_seattype
## [1] "character"
## 
## $dim_region
## [1] "character"
## 
## $dim_gho
## [1] "character"
  seatbelt_convert_1 <- lapply(seatbelt_1, function(x) type.convert(as.character(x), as.is = TRUE)) #change all vars to their best fitting data type
str(seatbelt_convert_1)
## List of 8
##  $ value           : chr [1:716] "0.2" "3.1" "3.4" "4.9" ...
##  $ comments        : chr [1:716] NA NA NA NA ...
##  $ dim_publishstate: chr [1:716] "Published" "Published" "Published" "Published" ...
##  $ dim_country     : chr [1:716] "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##  $ dim_year        : int [1:716] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 ...
##  $ dim_seattype    : chr [1:716] "Rear seat" "Rear seat" "Rear seat" "Front seat" ...
##  $ dim_region      : chr [1:716] "Africa" "Europe" "Americas" "Africa" ...
##  $ dim_gho         : chr [1:716] "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" "Seat-belt wearing rate (%)" ...

Nope

Try again # by specific columns: df %>% mutate_at(vars(x, y, z), ~as.numeric(as.character(.)))

seatbelt_convert_2 <- seatbelt_1 %>% mutate_at(vars(1,5), ~as.numeric(as.character(.))) %>% mutate_at(vars(3, 6, 7, 8), ~as.factor(as.character(.))) 
## Warning in ~as.numeric(as.character(.)): NAs introduced by coercion
str(seatbelt_convert_2)
## 'data.frame':    716 obs. of  8 variables:
##  $ value           : num  0.2 3.1 3.4 4.9 12.5 12.6 13.4 13.7 17.5 17.6 ...
##  $ comments        : chr  NA NA NA NA ...
##  $ dim_publishstate: Factor w/ 1 level "Published": 1 1 1 1 1 1 1 1 1 1 ...
##  $ dim_country     : chr  "Mauritius" "Serbia" "Ecuador" "Ghana" ...
##  $ dim_year        : num  2013 2013 2013 2013 2013 ...
##  $ dim_seattype    : Factor w/ 4 levels "All occupants",..: 4 4 4 3 4 4 4 2 4 2 ...
##  $ dim_region      : Factor w/ 6 levels "Africa","Americas",..: 1 4 2 1 6 2 4 3 4 1 ...
##  $ dim_gho         : Factor w/ 1 level "Seat-belt wearing rate (%)": 1 1 1 1 1 1 1 1 1 1 ...

Looks like that worked!!!

Okay these seems great. I don’t quite understand some of the piping behavior, but moving forward!!!

Time to plot!!! Lets look at counties in europe. still a lot, so just front seat rates and then exclude ones with NA

europe_seatbelt <-  filter(seatbelt_convert_2, dim_region=="Europe")

europe_seatbelt_front <- filter(europe_seatbelt, dim_seattype =="Front seat")

europe_seatbelt_final <- filter(europe_seatbelt_front,  !is.na(value))
europe_graph <- ggplot(europe_seatbelt_final) + aes(x = reorder(dim_country, value)) + aes(y = value) + geom_point()

europe_graph

I am so pleased!! I did not know about reorder until now!!!! I knew it must exist but hadn’t used it!

titles <- labs(title = "Who has their seatbelt on in Europe? (2013)", subtitle = "Exploring seatbelt use after falling into a Tweethole by @MaraAlexeev", x = "", y = "Front Seatbelt Use % -- Red line is 95%", caption = "Data from WHO")

europe_graph + titles

Ok to fix the country names and add color

europe_graph + titles + coord_flip() + scale_color_gradient() +
 theme_classic() + geom_hline(yintercept=95, linetype="dashed", color = "red") + scale_y_continuous(position = "right") + scale_x_discrete(position = "top") 

Omg. The plotted data look like a buckled seat belt!!!!!!!!