because…

"Classroom data are like teddy bears and real data are like a grizzley bear with salmon blood dripping out its mouth."

Jenny Bryan



"Up to 80% of data analysis is spent on the process of cleaning and preparing data."

cf. Wickham, 2014 and Dasu & Johnson, 2003



"Cannot emphasize enough how much time you save by putting analysis efforts into tidying data first."

Hilary Parker

Key Things to Remember

Tidy Data

1. One variable per column
2. One observation per row


##        userid age dob_day dob_year dob_month gender tenure friend_count
## 1     2094382  14      19     1999        11   male    266            0
## 2     1192601  14       2     1999        11 female      6            0
## 3     2083884  14      16     1999        11   male     13            0
## 4     1203168  14      25     1999        12 female     93            0
## 5     1733186  14       4     1999        12   male     82            0
## 6     1524765  14       1     1999        12   male     15            0
## 7     1136133  13      14     2000         1   male     12            0
## 8     1680361  13       4     2000         1 female      0            0
## 9     1365174  13       1     2000         1   male     81            0
## 10    1712567  13       2     2000         2   male    171            0
## 11    1612453  13      22     2000         2   male     98            0
## 12    2104073  13       1     2000         2   male     55            0
## 13    1918584  13       5     2000         3   male    106            0
## 14    1704433  13      21     2000         3   male     61            0
## 15    1932519  13      28     2000         3 female      0            0
## 16    1751722  13       7     2000         4 female     16            0
## 17    1470850  13      30     2000         5 female     34            0
## 18    1001768  13      23     2000         5 female     25            0
## 19    1537661  13      16     2000         5 female      4            0
## 20    1020296  13      13     2000         8   male      9            0
## 21    1472643  13      13     2000         9 female      9            0
## 22    2041297  13      22     2000         9 female     10            0
## 23    1514978  13       2     2000         9   male      0            0
## 24    1708962  15      17     1998        11   male     98            0
## 25    1098955  15       3     1998        11   male    100            0
## 26    1001243  15      11     1998        11   male     28            0
## 27    2113084  15      24     1998        11   male     52            0
## 28    2163454  15      15     1998        11   male      0            0
## 29    1670750  15      28     1998        12   male     24            0
## 30    1041376  15      11     1998        12   male     41            0
## 31    1762274  15      10     1998        12   male     17            0
## 32    1903650  14      16     1999         1   male    165            0
## 33    2087235  14      14     1999         1   male     15            0
## 34    1871735  14       1     1999         1 female    578            0
## 35    1459785  14       1     1999         1   male    478            0
## 36    1215208  14       1     1999         1   male    170            0
## 37    1255528  14      20     1999         2   male    266            0
## 38    1390333  14      19     1999         2   male    227            0
## 39    1570689  14      17     1999         2   male     13            0
## 40    1197377  14       1     1999         2   male    111            0
## 41    1472999  14      22     1999         3 female    201            0
## 42    1549614  14      16     1999         3   male    271            0
## 43    2056802  14      11     1999         3 female    145            0
## 44    2091823  14      21     1999         3   male     23            0
## 45    1302193  14      16     1999         3 female     21            0
## 46    1784528  14       8     1999         3   male      0            0
## 47    1842851  14      22     1999         4   male    258            0
## 48    1002019  14      30     1999         4 female    250            0
## 49    2188166  14      29     1999         4 female     22            0
## 50    1443541  14      21     1999         4   male     30            0
## 51    1927282  14       7     1999         5   male    242            0
## 52    1929885  14      14     1999         5 female     11            0
## 53    2188851  14      20     1999         5   male      0            0
## 54    1562606  14       8     1999         6 female     67            0
## 55    1599485  14       3     1999         6   male      0            0
## 56    2157419  14      19     1999         7   male     93            0
## 57    1264260  14      11     1999         7   male     18            0
## 58    1123633  14      28     1999         7   male     12            0
## 59    2045259  14      14     1999         7   male      6            0
## 60    1712642  14       9     1999         9   male    178            0
## 61    1304645  14       6     1999         9   male     24            0
## 62    1287843  14      14     1999         9   male     14            0
## 63    1094094  14      31     1999        10   male    214            0
## 64    1201176  14      17     1999        10   male     84            0
## 65    1717785  14      11     1999        10 female     27            0
## 66    1764393  14       2     1999        10 female      7            0
## 67    1483573  14      10     1999        10 female      4            0
## 68    2163813  16      20     1997        11   male     20            0
## 69    1435172  16       2     1997        12 female    256            0
## 70    1732320  16      17     1997        12   male     34            0
## 71    1866176  16      12     1997        12 female     22            0
## 72    1402504  16      16     1997        12   male     30            0
## 73    1469691  16       9     1997        12   male     17            0
## 74    1820036  15      25     1998         1   male    340            0
## 75    1922550  15       3     1998         1   male    338            0
## 76    1450870  15      20     1998         1   male    279            0
## 77    2044883  15      27     1998         1   male    179            0
## 78    2055501  15      11     1998         1   male     25            0
## 79    1574525  15      14     1998         1   male     10            0
## 80    1460963  15      23     1998         1   male      6            0
## 81    1648391  15       2     1998         2   male    503            0
## 82    2162779  15      19     1998         2   male    316            0
## 83    1105499  15       3     1998         2   male     90            0
## 84    1654852  15      18     1998         2   male    221            0
## 85    1665635  15      25     1998         2 female      3            0
## 86    2113685  15       7     1998         3   male    282            0
## 87    1772186  15       2     1998         3 female    193            0
## 88    1962161  15       2     1998         3   male     45            0
## 89    1605442  15      19     1998         3   male     24            0
## 90    2166096  15      12     1998         3   male      9            0
## 91    1777296  15      25     1998         4 female    547            0
## 92    1232281  15      21     1998         4   male     23            0
## 93    1328833  15      25     1998         4   male      7            0
## 94    1288621  15      15     1998         4   male      3            0
## 95    1129704  15       2     1998         5   male    347            0
## 96    1126847  15       5     1998         5   male     89            0
## 97    1056469  15      19     1998         5 female     56            0
## 98    2190921  15      17     1998         5   male     21            0
## 99    1496299  15      30     1998         6   male     63            0
## 100   1297545  15      14     1998         6 female     27            0
## 101   1314465  15       4     1998         6   male     14            0
## 102   1832374  15      20     1998         7   male     73            0
## 103   2164634  15       8     1998         7 female     20            0
## 104   1012962  15       6     1998         7   male      4            0
## 105   1294086  15      17     1998         8   male    661            0
## 106   1160530  15      22     1998         8 female    242            0
## 107   1859444  15      30     1998         8   male    223            0
## 108   1757068  15      22     1998         8   male     22            0
## 109   1998492  15      18     1998         8 female     11            0
## 110   1536686  15      18     1998         9   male     37            0
## 111   2070224  15      12     1998        10   male     18            0
## 112   1608131  15       1     1998        10   male     27            0
## 113   1483131  17       2     1996        11   male     21            0
## 114   1677748  17      10     1996        11 female     26            0
## 115   1703844  17      27     1996        11   male     12            0
## 116   1695626  17      20     1996        12   male    764            0
## 117   1054620  17      31     1996        12   male     22            0
## 118   1885663  16      16     1997         1 female    332            0
## 119   1174983  16       2     1997         1   male    290            0
## 120   1300831  16      26     1997         1   male     29            0
## 121   1106680  16      24     1997         1 female     71            0
## 122   1712570  16      17     1997         1   male      0            0
## 123   1505398  16       1     1997         1   male    108            0
## 124   2071007  16       1     1997         1   male     29            0
## 125   1387870  16      16     1997         2   male    264            0
## 126   1997182  16       4     1997         3   male    363            0
## 127   1409046  16       3     1997         3   male    152            0
## 128   1020864  16      15     1997         4   male    312            0
## 129   1662734  16      28     1997         4 female     66            0
## 130   1917166  16       3     1997         4 female     31            0
## 131   1689737  16      23     1997         4   male     21            0
## 132   1011372  16      16     1997         5 female    374            0
## 133   2191252  16      12     1997         5   male    223            0
## 134   2064115  16      17     1997         5   male      2            0
## 135   1449467  16       2     1997         6   male    163            0
## 136   1505097  16      12     1997         6   male    142            0
## 137   1306187  16       4     1997         6   male      9            0
## 138   1430230  16      22     1997         7   male    147            0
## 139   2126242  16      25     1997         7 female     52            0
## 140   1096123  16      17     1997         7   male      5            0
## 141   1733413  16      29     1997         8   male    589            0
## 142   2153790  16      24     1997         8   male    465            0
## 143   1639871  16      11     1997         8 female    390            0
## 144   1542192  16      15     1997         8 female    150            0
## 145   1664129  16      23     1997         8 female    192            0
## 146   1972405  16       5     1997         8   male     53            0
## 147   1063625  16       5     1997         8   male      5            0
## 148   1637546  16       9     1997         9   male    245            0
## 149   1941254  16      27     1997         9 female    145            0
## 150   1683116  16      15     1997        10 female    498            0
## 151   1930035  16       8     1997        10   male     81            0
## 152   2183422  16       7     1997        10 female     24            0
## 153   1935024  16      10     1997        10   male      3            0
## 154   1590837  18      30     1995        11   male    587            0
## 155   1124403  18      13     1995        11   male    577            0
## 156   1364002  18      27     1995        11   male     80            0
## 157   2113653  18       4     1995        11 female     15            0
## 158   1331161  18      27     1995        12   male    715            0
## 159   1806987  18       5     1995        12   male     64            0
## 160   2038590  18      17     1995        12 female    235            0
## 161   2167676  18       6     1995        12   male    201            0
## 162   2115759  18      13     1995        12   male     25            0
## 163   1392458  18      18     1995        12 female     19            0
## 164   2130453  18      16     1995        12 female      0            0
## 165   1787586  18       1     1995        12   male      0            0
## 166   1857274  17       2     1996         1 female    531            0
## 167   1217755  17       1     1996         1   male    465            0
## 168   1236697  17       1     1996         1   male      2            0
## 169   1305639  17       2     1996         3   male    146            0
## 170   1169785  17      11     1996         3   male     81            0
## 171   1338620  17      14     1996         3   male     13            0
## 172   1283356  17       8     1996         4   male    410            0
## 173   1189040  17      15     1996         4   male    364            0
## 174   2126886  17      17     1996         4   male    331            0
## 175   1418034  17       9     1996         4 female     14            0
## 176   2011449  17      18     1996         4   male     12            0
## 177   1765562  17       5     1996         4   male      0            0
## 178   1132306  17       1     1996         4   male     36            0
## 179   1829874  17      12     1996         5   male    175            0
## 180   1992636  17      13     1996         6   male    379            0
## 181   1745834  17      20     1996         6 female    172            0
## 182   2014775  17      11     1996         6   male     14            0
## 183   1258751  17       5     1996         7   male    671            0
## 184   1433135  17      16     1996         7   male    545            0
## 185   1608002  17       4     1996         7   male    388            0
## 186   1406080  17      19     1996         7   male    112            0
## 187   1436760  17       9     1996         8   male    166            0
## 188   1371735  17      11     1996         8   male     14            0
## 189   1134075  17       1     1996         8 female     14            0
## 190   1805783  17       8     1996         9   male     14            0
## 191   1863042  17      24     1996         9   male     29            0
## 192   1144392  17       9     1996        10 female    374            0
## 193   1397700  17      10     1996        10   male     51            0
## 194   1195181  17      14     1996        10   male      7            0
## 195   1195657  19      11     1994        11   male    152            0
## 196   1837868  19      11     1994        11   male    116            0
## 197   1499423  19      28     1994        11   male     33            0
## 198   1926687  19      12     1994        11 female     20            0
## 199   1684975  19      15     1994        11 female     39            0
## 200   1427988  19      19     1994        11   male      1            0
## 201   1466108  19      17     1994        12   male    304            0
## 202   1865261  19       6     1994        12   male    243            0
## 203   1997609  19       9     1994        12   male    223            0
## 204   1809067  19      21     1994        12   male     18            0
## 205   1771745  19       4     1994        12 female     10            0
## 206   1419434  18      10     1995         1   male    184            0
## 207   1217995  18      26     1995         1   male     23            0
## 208   1797921  18      10     1995         1   male     13            0
## 209   1926902  18      19     1995         1   male      5            0
## 210   1055143  18      16     1995         1   male     13            0
## 211   2135230  18       1     1995         1   male    532            0
## 212   2152684  18       1     1995         1   male    288            0
## 213   1829876  18       1     1995         1   male    112            0
## 214   2124960  18       1     1995         1 female     13            0
## 215   1233567  18       1     1995         1   male      6            0
## 216   1473866  18       1     1995         1 female      0            0
## 217   2137248  18      10     1995         2 female    368            0
## 218   1345501  18       2     1995         2   male      6            0
## 219   1391733  18      19     1995         2 female     10            0
## 220   1566554  18       4     1995         3   male    213            0
## 221   1355491  18      20     1995         3   male    218            0
## 222   1315805  18       9     1995         3   male    119            0
## 223   1279723  18      21     1995         3   male     20            0
## 224   1657516  18      16     1995         3   male     23            0
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## 227   1873685  18      17     1995         4 female    105            0
## 228   1697288  18      25     1995         4 female     27            0
## 229   1066015  18      30     1995         5   male    290            0
## 230   2014766  18      18     1995         5 female    244            0
## 231   1299611  18      16     1995         5   male    187            0
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## 233   2095653  18       2     1995         5 female     21            0
## 234   2156614  18       5     1995         5   male      7            0
## 235   1113350  18       8     1995         6   male    582            0
## 236   1925696  18       3     1995         6   male    380            0
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## 239   1213224  18      12     1995         6   male     16            0
## 240   1620718  18       1     1995         6   male      1            0
## 241   1740994  18       3     1995         7 female    336            0
## 242   1738708  18      14     1995         7   male    612            0
## 243   1602191  18      15     1995         7   male    100            0
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## 245   1826582  18      25     1995         7   male     24            0
## 246   1847360  18      12     1995         7 female     26            0
## 247   2072899  18       5     1995         7   male     22            0
## 248   1807988  18      20     1995         7   male     11            0
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## 256   2035530  18       9     1995        10 female    510            0
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## 259   2099593  20      14     1993        11   male    294            0
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