├── .Rbuildignore ├── hideOutput.script ├── .gitignore ├── user-2018-tutorial-workbook_cache └── html │ ├── VIM2_4dd523981da2cc42e449e089475ab4a2.rdb │ ├── ecolo-ecolo_c7fe4a20e0d2aebb8f76839501d67c0d.rdb │ ├── gg-miss-var_9feed10be1e988a0bc4b97424d28d229.rdb │ ├── libmissMDA_20fbca4bf0bb1a5178eb2b54df321bed.rdb │ ├── naniar-upset_cca7571e59861f4506c8125380c4fc2d.rdb │ ├── packages_fb44e83b09437b44120352596a5e5293.rdb │ ├── vis-miss-don_ae4046c1776823d689d9978db345b224.rdb │ ├── VIM-marginplot_1847a1016cc3b060d008dfdb1ad69937.rdb │ ├── VIM-matrixplot_1b3ef1efc2c50a1c97c4d3d1ba5293c1.rdb │ ├── don-density-t9-na_f9c83e1163af64448910a1162f26d65e.rdb │ ├── don-maxO3-dens_3aad54901f324e40f1672c11f48e0546.rdb │ ├── ecolo-gg-miss-var_20b9838ddc5f4843c51644fc4b5c9c2e.rdb │ ├── glimpse-shadow_297fa54b886ef510f6fa2063b70a692f.rdb │ ├── naniar-geom-point_e3e52ea9ed20634397bb4a542894c2eb.rdb │ ├── unnamed-chunk-10_44fed8d270061df3f2f5206162eb4297.rdb │ ├── unnamed-chunk-12_5fc5fc5df2f97fe35392aea74a7481ca.rdb │ ├── unnamed-chunk-13_070aeb43008bca3b49a6155e434f9711.rdb │ ├── unnamed-chunk-14_18d70f155f8089b332787c34c768d961.rdb │ ├── unnamed-chunk-16_bf2efb8ea7b52b81c34cfd1c00c4881b.rdb │ ├── unnamed-chunk-1_1efa7d4bd2b4da8c9ac2f29118c15a00.rdb │ ├── unnamed-chunk-23_0b98d9f2c27529439d5f88c6dd1272a7.rdb │ ├── unnamed-chunk-24_6f1727d4fc8d38b7150e94202382d214.rdb │ ├── unnamed-chunk-2_74561756c2366da75f9613e47cccbb0d.rdb │ ├── unnamed-chunk-3_368e6f1317aea5d7142c427af8525859.rdb │ ├── unnamed-chunk-4_1368a2d7809ebfeb519e70cc9ad2389a.rdb │ ├── unnamed-chunk-5_2136b77034e23bee8cd2aada9921d30f.rdb │ ├── unnamed-chunk-6_c5e334d27a21e3cbf82b4d25c29a3541.rdb │ ├── unnamed-chunk-8_24cbaba7188348286896b8f54f5620bc.rdb │ ├── unnamed-chunk-9_206e62a207743f8786b08120905f401f.rdb │ ├── don-arrange-vis-miss_0c2c4594e422c54813c01f30dcd2ec66.rdb │ ├── don-gg-miss-var-pct_2ddeaee709e9369cb4b4624c1559850d.rdb │ ├── don-miss-summaries_5659eaf95ded95df5d12c71b9a9671cb.rdb │ ├── don-miss-var-summary_2398fc580ea65dec72bffb85cee62b65.rdb │ ├── don-miss-var-table_ec18736aab4fc227af0d269d33c575f4.rdb │ ├── don-shadow-maxO3-na_68c08c7769a660a0c4caeda494c51c45.rdb │ ├── don-vis-miss-cluster_3d50b3787ec5c7b150c12e728077482c.rdb │ ├── ecolo-gg-miss-upset_92b4cde4371215ac429fd1e2cfac24fb.rdb │ ├── ecolo-miss-case-table_f244ec5103aa590fd634a41180b2338c.rdb │ ├── naniar-geom-miss-point_175f6bb8eb6e97632b81d444b59f6529.rdb │ ├── naniar-gg-miss-case_a7030d4c8c1371c82f90ddeddc8305c4.rdb │ ├── don-geom-miss-facet-wrap_83a20097d269c53ee6bb61004290a965.rdb │ ├── don-shadow-group-by-summaries_4791d0dc1f1dacb7af198b0d127eaae6.rdb │ ├── VIM2_4dd523981da2cc42e449e089475ab4a2.rdx │ ├── VIM_bb4d42772f2bc01b7cb7b11b97ad4481.RData │ ├── VIM_bb4d42772f2bc01b7cb7b11b97ad4481.rdb │ ├── VIM_bb4d42772f2bc01b7cb7b11b97ad4481.rdx │ ├── data_b98fa8aa510b6c1a95c546f833d5694a.rdb │ ├── data_b98fa8aa510b6c1a95c546f833d5694a.rdx │ ├── miss_8ff27f36d85b0c4d55d888972e54c595.rdb │ ├── miss_8ff27f36d85b0c4d55d888972e54c595.rdx │ ├── VIM2_4dd523981da2cc42e449e089475ab4a2.RData │ ├── data_b98fa8aa510b6c1a95c546f833d5694a.RData │ ├── missMDA_d2611ca7e6b6fd64a165954cb47715cb.rdb │ ├── missMDA_d2611ca7e6b6fd64a165954cb47715cb.rdx │ ├── miss_8ff27f36d85b0c4d55d888972e54c595.RData │ ├── libmissMDA_20fbca4bf0bb1a5178eb2b54df321bed.rdx │ ├── missMDA_d2611ca7e6b6fd64a165954cb47715cb.RData │ ├── packages_fb44e83b09437b44120352596a5e5293.RData │ ├── packages_fb44e83b09437b44120352596a5e5293.rdx │ ├── ecolo-ecolo_c7fe4a20e0d2aebb8f76839501d67c0d.rdx │ ├── gg-miss-var_9feed10be1e988a0bc4b97424d28d229.rdx │ ├── libmissMDA_20fbca4bf0bb1a5178eb2b54df321bed.RData │ ├── naniar-upset_cca7571e59861f4506c8125380c4fc2d.rdx │ ├── vis-miss-don_ae4046c1776823d689d9978db345b224.rdx │ ├── VIM-marginplot_1847a1016cc3b060d008dfdb1ad69937.rdx │ ├── VIM-matrixplot_1b3ef1efc2c50a1c97c4d3d1ba5293c1.rdx │ ├── don-maxO3-dens_3aad54901f324e40f1672c11f48e0546.rdx │ ├── ecolo-ecolo_c7fe4a20e0d2aebb8f76839501d67c0d.RData │ ├── gg-miss-var_9feed10be1e988a0bc4b97424d28d229.RData │ ├── glimpse-shadow_297fa54b886ef510f6fa2063b70a692f.rdx │ ├── naniar-upset_cca7571e59861f4506c8125380c4fc2d.RData │ ├── unnamed-chunk-1_1efa7d4bd2b4da8c9ac2f29118c15a00.rdx │ ├── unnamed-chunk-2_74561756c2366da75f9613e47cccbb0d.rdx │ ├── unnamed-chunk-3_368e6f1317aea5d7142c427af8525859.rdx │ ├── unnamed-chunk-4_1368a2d7809ebfeb519e70cc9ad2389a.rdx │ ├── unnamed-chunk-5_2136b77034e23bee8cd2aada9921d30f.rdx │ ├── unnamed-chunk-6_c5e334d27a21e3cbf82b4d25c29a3541.rdx │ ├── unnamed-chunk-7_0efede4afc2494c632c4d81257db87ea.rdb │ ├── unnamed-chunk-7_0efede4afc2494c632c4d81257db87ea.rdx │ ├── unnamed-chunk-8_24cbaba7188348286896b8f54f5620bc.rdx │ ├── unnamed-chunk-9_206e62a207743f8786b08120905f401f.rdx │ ├── vis-miss-don_ae4046c1776823d689d9978db345b224.RData │ ├── VIM-marginplot_1847a1016cc3b060d008dfdb1ad69937.RData │ ├── VIM-matrixplot_1b3ef1efc2c50a1c97c4d3d1ba5293c1.RData │ ├── don-density-t9-na_f9c83e1163af64448910a1162f26d65e.rdx │ ├── don-maxO3-dens_3aad54901f324e40f1672c11f48e0546.RData │ ├── ecolo-gg-miss-var_20b9838ddc5f4843c51644fc4b5c9c2e.rdx │ ├── glimpse-shadow_297fa54b886ef510f6fa2063b70a692f.RData │ ├── naniar-geom-point_e3e52ea9ed20634397bb4a542894c2eb.rdx │ ├── unnamed-chunk-10_44fed8d270061df3f2f5206162eb4297.rdx │ ├── unnamed-chunk-11_aeef6efa61d90557dbe0bf8ac91aace2.rdb │ ├── unnamed-chunk-11_aeef6efa61d90557dbe0bf8ac91aace2.rdx │ ├── unnamed-chunk-12_5fc5fc5df2f97fe35392aea74a7481ca.rdx │ ├── unnamed-chunk-13_070aeb43008bca3b49a6155e434f9711.rdx │ ├── unnamed-chunk-14_18d70f155f8089b332787c34c768d961.rdx │ ├── unnamed-chunk-15_dbf18041ee3b108c5546cb9084d3e939.rdb │ ├── unnamed-chunk-15_dbf18041ee3b108c5546cb9084d3e939.rdx │ ├── unnamed-chunk-16_bf2efb8ea7b52b81c34cfd1c00c4881b.rdx │ ├── unnamed-chunk-17_e15250e4e3fd064d94d8d9852cc16e0d.rdb │ ├── unnamed-chunk-17_e15250e4e3fd064d94d8d9852cc16e0d.rdx │ ├── unnamed-chunk-18_df113709ebc3e69379d64a46b992d6bd.rdb │ ├── unnamed-chunk-18_df113709ebc3e69379d64a46b992d6bd.rdx │ ├── unnamed-chunk-19_0a95df39d6221b59826b3ab2f9534920.rdb │ ├── unnamed-chunk-19_0a95df39d6221b59826b3ab2f9534920.rdx │ ├── unnamed-chunk-1_1efa7d4bd2b4da8c9ac2f29118c15a00.RData │ ├── unnamed-chunk-20_186b9101be07799f34b886302afb3d3a.rdb │ ├── unnamed-chunk-20_186b9101be07799f34b886302afb3d3a.rdx │ ├── unnamed-chunk-21_80af936a98587e8ee36e001666f23dad.rdb │ ├── unnamed-chunk-21_80af936a98587e8ee36e001666f23dad.rdx │ ├── unnamed-chunk-22_c18d85e7b0bd86955e76173dc66ac736.rdb │ ├── unnamed-chunk-22_c18d85e7b0bd86955e76173dc66ac736.rdx │ ├── unnamed-chunk-23_0b98d9f2c27529439d5f88c6dd1272a7.rdx │ ├── unnamed-chunk-24_6f1727d4fc8d38b7150e94202382d214.rdx │ ├── unnamed-chunk-25_2c296230230a617d4a6184cdd37fa89e.rdb │ ├── unnamed-chunk-25_2c296230230a617d4a6184cdd37fa89e.rdx │ ├── unnamed-chunk-26_e7d3e8cdcc60bc0fc179a844b5484740.rdb │ ├── unnamed-chunk-26_e7d3e8cdcc60bc0fc179a844b5484740.rdx │ ├── unnamed-chunk-27_8c7e1430edb0d52d78518d81dd2a1264.rdb │ ├── unnamed-chunk-27_8c7e1430edb0d52d78518d81dd2a1264.rdx │ ├── unnamed-chunk-28_25cd12db2498823afd46cef3cd4e4d5c.rdb │ ├── unnamed-chunk-28_25cd12db2498823afd46cef3cd4e4d5c.rdx │ ├── unnamed-chunk-29_556054bf4aeebd282d5c7b25956fdfb7.rdb │ ├── unnamed-chunk-29_556054bf4aeebd282d5c7b25956fdfb7.rdx │ ├── unnamed-chunk-2_74561756c2366da75f9613e47cccbb0d.RData │ ├── unnamed-chunk-30_247423921422805803a874a348d776c8.rdb │ ├── unnamed-chunk-30_247423921422805803a874a348d776c8.rdx │ ├── unnamed-chunk-31_0e5e269676653a262662415c8ac61349.rdb │ ├── unnamed-chunk-31_0e5e269676653a262662415c8ac61349.rdx │ ├── unnamed-chunk-32_5b92074610f183037db6d25cc2f01fc6.rdb │ ├── unnamed-chunk-32_5b92074610f183037db6d25cc2f01fc6.rdx │ ├── unnamed-chunk-33_928d6c0264626e422257ccc50a13f804.rdb │ ├── unnamed-chunk-33_928d6c0264626e422257ccc50a13f804.rdx │ ├── unnamed-chunk-34_906e8383b6f72b406c7a10b2b3d17829.rdb │ ├── unnamed-chunk-34_906e8383b6f72b406c7a10b2b3d17829.rdx │ ├── unnamed-chunk-35_3caf5cc5bea2774899f610c6f4bca78e.rdb │ ├── unnamed-chunk-35_3caf5cc5bea2774899f610c6f4bca78e.rdx │ ├── unnamed-chunk-36_561ac32872a7f441048e3af811407a32.rdb │ ├── unnamed-chunk-36_561ac32872a7f441048e3af811407a32.rdx │ ├── unnamed-chunk-37_d729b522c6e21f13f280463846f6f966.rdb │ ├── unnamed-chunk-37_d729b522c6e21f13f280463846f6f966.rdx │ ├── unnamed-chunk-3_368e6f1317aea5d7142c427af8525859.RData │ ├── unnamed-chunk-4_1368a2d7809ebfeb519e70cc9ad2389a.RData │ ├── unnamed-chunk-5_2136b77034e23bee8cd2aada9921d30f.RData │ ├── unnamed-chunk-6_c5e334d27a21e3cbf82b4d25c29a3541.RData │ ├── unnamed-chunk-7_0efede4afc2494c632c4d81257db87ea.RData │ ├── unnamed-chunk-8_24cbaba7188348286896b8f54f5620bc.RData │ ├── unnamed-chunk-9_206e62a207743f8786b08120905f401f.RData │ ├── don-arrange-vis-miss_0c2c4594e422c54813c01f30dcd2ec66.rdx │ ├── don-density-t9-na_f9c83e1163af64448910a1162f26d65e.RData │ ├── don-gg-miss-var-pct_2ddeaee709e9369cb4b4624c1559850d.rdx │ ├── don-miss-summaries_5659eaf95ded95df5d12c71b9a9671cb.RData │ ├── don-miss-summaries_5659eaf95ded95df5d12c71b9a9671cb.rdx │ ├── don-miss-var-summary_2398fc580ea65dec72bffb85cee62b65.rdx │ ├── don-miss-var-table_ec18736aab4fc227af0d269d33c575f4.RData │ ├── don-miss-var-table_ec18736aab4fc227af0d269d33c575f4.rdx │ ├── don-shadow-maxO3-na_68c08c7769a660a0c4caeda494c51c45.rdx │ ├── don-vis-miss-cluster_3d50b3787ec5c7b150c12e728077482c.rdx │ ├── ecolo-gg-miss-upset_92b4cde4371215ac429fd1e2cfac24fb.rdx │ ├── ecolo-gg-miss-var_20b9838ddc5f4843c51644fc4b5c9c2e.RData │ ├── naniar-geom-point_e3e52ea9ed20634397bb4a542894c2eb.RData │ ├── naniar-gg-miss-case_a7030d4c8c1371c82f90ddeddc8305c4.rdx │ ├── unnamed-chunk-10_44fed8d270061df3f2f5206162eb4297.RData │ ├── unnamed-chunk-11_aeef6efa61d90557dbe0bf8ac91aace2.RData │ ├── unnamed-chunk-12_5fc5fc5df2f97fe35392aea74a7481ca.RData │ ├── unnamed-chunk-13_070aeb43008bca3b49a6155e434f9711.RData │ ├── unnamed-chunk-14_18d70f155f8089b332787c34c768d961.RData │ ├── unnamed-chunk-15_dbf18041ee3b108c5546cb9084d3e939.RData │ ├── unnamed-chunk-16_bf2efb8ea7b52b81c34cfd1c00c4881b.RData │ ├── unnamed-chunk-17_e15250e4e3fd064d94d8d9852cc16e0d.RData │ ├── unnamed-chunk-18_df113709ebc3e69379d64a46b992d6bd.RData │ ├── unnamed-chunk-19_0a95df39d6221b59826b3ab2f9534920.RData │ ├── unnamed-chunk-20_186b9101be07799f34b886302afb3d3a.RData │ ├── unnamed-chunk-21_80af936a98587e8ee36e001666f23dad.RData │ ├── unnamed-chunk-22_c18d85e7b0bd86955e76173dc66ac736.RData │ ├── unnamed-chunk-23_0b98d9f2c27529439d5f88c6dd1272a7.RData │ ├── unnamed-chunk-24_6f1727d4fc8d38b7150e94202382d214.RData │ ├── unnamed-chunk-25_2c296230230a617d4a6184cdd37fa89e.RData │ ├── unnamed-chunk-26_e7d3e8cdcc60bc0fc179a844b5484740.RData │ ├── unnamed-chunk-27_8c7e1430edb0d52d78518d81dd2a1264.RData │ ├── unnamed-chunk-28_25cd12db2498823afd46cef3cd4e4d5c.RData │ ├── unnamed-chunk-29_556054bf4aeebd282d5c7b25956fdfb7.RData │ ├── unnamed-chunk-30_247423921422805803a874a348d776c8.RData │ ├── unnamed-chunk-31_0e5e269676653a262662415c8ac61349.RData │ ├── unnamed-chunk-32_5b92074610f183037db6d25cc2f01fc6.RData │ ├── unnamed-chunk-33_928d6c0264626e422257ccc50a13f804.RData │ ├── unnamed-chunk-34_906e8383b6f72b406c7a10b2b3d17829.RData │ ├── unnamed-chunk-35_3caf5cc5bea2774899f610c6f4bca78e.RData │ ├── unnamed-chunk-36_561ac32872a7f441048e3af811407a32.RData │ ├── unnamed-chunk-37_d729b522c6e21f13f280463846f6f966.RData │ ├── don-arrange-vis-miss_0c2c4594e422c54813c01f30dcd2ec66.RData │ ├── don-gg-miss-var-pct_2ddeaee709e9369cb4b4624c1559850d.RData │ ├── don-miss-var-summary_2398fc580ea65dec72bffb85cee62b65.RData │ ├── don-shadow-maxO3-na_68c08c7769a660a0c4caeda494c51c45.RData │ ├── don-vis-miss-cluster_3d50b3787ec5c7b150c12e728077482c.RData │ ├── ecolo-gg-miss-upset_92b4cde4371215ac429fd1e2cfac24fb.RData │ ├── ecolo-miss-case-table_f244ec5103aa590fd634a41180b2338c.rdx │ ├── naniar-geom-miss-point_175f6bb8eb6e97632b81d444b59f6529.rdx │ ├── naniar-gg-miss-case_a7030d4c8c1371c82f90ddeddc8305c4.RData │ ├── don-geom-miss-facet-wrap_83a20097d269c53ee6bb61004290a965.rdx │ ├── ecolo-miss-case-table_f244ec5103aa590fd634a41180b2338c.RData │ ├── naniar-geom-miss-point_175f6bb8eb6e97632b81d444b59f6529.RData │ ├── don-geom-miss-facet-wrap_83a20097d269c53ee6bb61004290a965.RData │ ├── don-shadow-group-by-summaries_4791d0dc1f1dacb7af198b0d127eaae6.rdx │ ├── don-shadow-group-by-summaries_4791d0dc1f1dacb7af198b0d127eaae6.RData │ ├── __packages │ ├── __objects │ └── __globals ├── slides └── nick-intro-talk │ ├── UseR2018-intro-to-naniar_cache │ └── html │ │ ├── logos_fa4a0d1d5996ed8628dce1fe7f44b4ce.rdb │ │ ├── n-miss_f35e1d35ac0d4e40693d788d68fdce0c.rdb │ │ ├── vis-dat_7ea08a5fc9325d6aa51b223b475e266c.rdb │ │ ├── complex-miss_f0c84a722b8a4bc3c9e6796e0fdff5cb.rdb │ │ ├── gg-miss-case_80ceecedffd4655420ad4d6a5735dc17.rdb │ │ ├── gg-miss-var_3ea47cdd44c9c98ef68ace1c6a744237.rdb │ │ ├── hex-naniar1_eeda810d206ab9f167848b4e31851e18.rdb │ │ ├── hex-naniar2_5e8585890c48e5caae2e071661b04d42.rdb │ │ ├── hex-visdat_53585151186d4812e1adf2767d1b8b25.rdb │ │ ├── learn-more_683ebde9944b8378595549cefa259f99.rdb │ │ ├── n-complete_a50007502035a80b1e5665a288b4d816.rdb │ │ ├── show-data_7b6e237ba4fdcb77fb0c9fe493c15660.rdb │ │ ├── str-data_2e18f0650ded8445e5fd4099e409509f.rdb │ │ ├── sum-is-na_390e4c5b191c58d76cb406f2f444aec6.rdb │ │ ├── sum-not-na_e0fed87633823626bdbed3fbed8c2b7e.rdb │ │ ├── explore-two-vars_665da69987a2cfcc03f97d0148c0af45.rdb │ │ ├── gg-miss-var-facet_6a2534bf88cc2647e8c5e5cf4274847e.rdb │ │ ├── ggmissing-facet_b4de2b25c7b0e66018dad3270f48806a.rdb │ │ ├── miss-case-group_26550c8c77208f1060af02559b2c721f.rdb │ │ ├── miss-case-summary_be28da8a04bd1bfb6241adcfbf671f90.rdb │ │ ├── miss-var-table_635b302b55b94859645b436778d61cff.rdb │ │ ├── other-friends_f910815a49460ebf71282afe4012676c.rdb │ │ ├── print-bad-ggplot_7e95e905c107bb4689188bcac3f9bae9.rdb │ │ ├── shadow-plot-2_ea2db213a1586e352560ff9b5b602e14.rdb │ │ ├── shadow-plot-no-na_4ab764cb4888f234d2a867ce4495329f.rdb │ │ ├── show-ggplot-code_14b442abad628a6a2c0b0cc578e94137.rdb │ │ ├── tidy-data-pic_72b724721501b76b7a2df6a4959ace15.rdb │ │ ├── tidy-data-shadow_cf2d6cddf53c941fc005acbcf7ccab43.rdb │ │ ├── tidy-missing-data_9bd38a621548ac1ac5ac312852e791f6.rdb │ │ ├── vis-dat-clean_b44024c347278cb448610dd8fe989c95.rdb │ │ ├── vis-miss-vanilla_26f8a170f6b9b6eb7915f47d46cf1340.rdb │ │ ├── xaringan-themer_141911b8c4ee9c2517ac099a768a236b.rdb │ │ ├── bind-shadow-glimpse_5c66dec7b38306f3ddd15c3e11fb5e2e.rdb │ │ ├── gg-miss-case-facet_9446a1e0ff396a6ee3d8dac08a5db321.rdb │ │ ├── miss-var-summary-group_b684319989510bbc6550d823c01a0bc2.rdb │ │ ├── miss-var-summary-intro_5187149cf12b97bf1149c44a45d538c1.rdb │ │ ├── sf-final-miss-mech_04d8d359ba846ee15d2dbbbce020e525.rdb │ │ ├── sf-intro-temp-data_00ad982812597917f41f896ed169156e.rdb │ │ ├── show-geom-miss-point_e5b62c0b492c39f7841a2bda46f39115.rdb │ │ ├── show-initial-values_116c23752d3e1206274a8456ee65f3c2.rdb │ │ ├── show-shadow-shift-code_08ecb933bba704f426c63106ea18e9ed.rdb │ │ ├── show-shadow-shift-fun_522c252b18486ccec7c89b252123a009.rdb │ │ ├── show-shadow-values_6049cf1873e750537493964fe549b533.rdb │ │ ├── __packages │ │ ├── logos_fa4a0d1d5996ed8628dce1fe7f44b4ce.rdx │ │ ├── logos_fa4a0d1d5996ed8628dce1fe7f44b4ce.RData │ │ ├── n-miss_f35e1d35ac0d4e40693d788d68fdce0c.rdx │ │ ├── vis-dat_7ea08a5fc9325d6aa51b223b475e266c.rdx │ │ ├── hex-visdat_53585151186d4812e1adf2767d1b8b25.rdx │ │ ├── learn-more_683ebde9944b8378595549cefa259f99.rdx │ │ ├── n-complete_a50007502035a80b1e5665a288b4d816.rdx │ │ ├── n-miss_f35e1d35ac0d4e40693d788d68fdce0c.RData │ │ ├── show-data_7b6e237ba4fdcb77fb0c9fe493c15660.rdx │ │ ├── str-data_2e18f0650ded8445e5fd4099e409509f.RData │ │ ├── str-data_2e18f0650ded8445e5fd4099e409509f.rdx │ │ ├── sum-is-na_390e4c5b191c58d76cb406f2f444aec6.rdx │ │ ├── sum-not-na_e0fed87633823626bdbed3fbed8c2b7e.rdx │ │ ├── vis-dat_7ea08a5fc9325d6aa51b223b475e266c.RData │ │ ├── complex-miss_f0c84a722b8a4bc3c9e6796e0fdff5cb.rdx │ │ ├── gg-miss-case_80ceecedffd4655420ad4d6a5735dc17.rdx │ │ ├── gg-miss-var_3ea47cdd44c9c98ef68ace1c6a744237.rdx │ │ ├── hex-naniar1_eeda810d206ab9f167848b4e31851e18.rdx │ │ ├── hex-naniar2_5e8585890c48e5caae2e071661b04d42.rdx │ │ ├── hex-visdat_53585151186d4812e1adf2767d1b8b25.RData │ │ ├── learn-more_683ebde9944b8378595549cefa259f99.RData │ │ ├── n-complete_a50007502035a80b1e5665a288b4d816.RData │ │ ├── show-data_7b6e237ba4fdcb77fb0c9fe493c15660.RData │ │ ├── sum-is-na_390e4c5b191c58d76cb406f2f444aec6.RData │ │ ├── sum-not-na_e0fed87633823626bdbed3fbed8c2b7e.RData │ │ ├── complex-miss_f0c84a722b8a4bc3c9e6796e0fdff5cb.RData │ │ ├── gg-miss-case_80ceecedffd4655420ad4d6a5735dc17.RData │ │ ├── gg-miss-var_3ea47cdd44c9c98ef68ace1c6a744237.RData │ │ ├── ggmissing-facet_b4de2b25c7b0e66018dad3270f48806a.rdx │ │ ├── hex-naniar1_eeda810d206ab9f167848b4e31851e18.RData │ │ ├── hex-naniar2_5e8585890c48e5caae2e071661b04d42.RData │ │ ├── miss-case-group_26550c8c77208f1060af02559b2c721f.rdx │ │ ├── miss-var-table_635b302b55b94859645b436778d61cff.rdx │ │ ├── other-friends_f910815a49460ebf71282afe4012676c.RData │ │ ├── other-friends_f910815a49460ebf71282afe4012676c.rdx │ │ ├── shadow-plot-2_ea2db213a1586e352560ff9b5b602e14.RData │ │ ├── shadow-plot-2_ea2db213a1586e352560ff9b5b602e14.rdx │ │ ├── tidy-data-pic_72b724721501b76b7a2df6a4959ace15.RData │ │ ├── tidy-data-pic_72b724721501b76b7a2df6a4959ace15.rdx │ │ ├── vis-dat-clean_b44024c347278cb448610dd8fe989c95.RData │ │ ├── vis-dat-clean_b44024c347278cb448610dd8fe989c95.rdx │ │ ├── xaringan-themer_141911b8c4ee9c2517ac099a768a236b.rdx │ │ ├── explore-two-vars_665da69987a2cfcc03f97d0148c0af45.rdx │ │ ├── gg-miss-var-facet_6a2534bf88cc2647e8c5e5cf4274847e.rdx │ │ ├── ggmissing-facet_b4de2b25c7b0e66018dad3270f48806a.RData │ │ ├── miss-case-group_26550c8c77208f1060af02559b2c721f.RData │ │ ├── miss-case-summary_be28da8a04bd1bfb6241adcfbf671f90.rdx │ │ ├── miss-var-table_635b302b55b94859645b436778d61cff.RData │ │ ├── print-bad-ggplot_7e95e905c107bb4689188bcac3f9bae9.rdx │ │ ├── shadow-plot-no-na_4ab764cb4888f234d2a867ce4495329f.rdx │ │ ├── show-ggplot-code_14b442abad628a6a2c0b0cc578e94137.rdx │ │ ├── tidy-data-shadow_cf2d6cddf53c941fc005acbcf7ccab43.rdx │ │ ├── tidy-missing-data_9bd38a621548ac1ac5ac312852e791f6.rdx │ │ ├── vis-miss-vanilla_26f8a170f6b9b6eb7915f47d46cf1340.rdx │ │ ├── xaringan-themer_141911b8c4ee9c2517ac099a768a236b.RData │ │ ├── bind-shadow-glimpse_5c66dec7b38306f3ddd15c3e11fb5e2e.rdx │ │ ├── explore-two-vars_665da69987a2cfcc03f97d0148c0af45.RData │ │ ├── gg-miss-case-facet_9446a1e0ff396a6ee3d8dac08a5db321.RData │ │ ├── gg-miss-case-facet_9446a1e0ff396a6ee3d8dac08a5db321.rdx │ │ ├── gg-miss-var-facet_6a2534bf88cc2647e8c5e5cf4274847e.RData │ │ ├── miss-case-summary_be28da8a04bd1bfb6241adcfbf671f90.RData │ │ ├── print-bad-ggplot_7e95e905c107bb4689188bcac3f9bae9.RData │ │ ├── sf-final-miss-mech_04d8d359ba846ee15d2dbbbce020e525.RData │ │ ├── sf-final-miss-mech_04d8d359ba846ee15d2dbbbce020e525.rdx │ │ ├── sf-intro-temp-data_00ad982812597917f41f896ed169156e.RData │ │ ├── sf-intro-temp-data_00ad982812597917f41f896ed169156e.rdx │ │ ├── shadow-plot-no-na_4ab764cb4888f234d2a867ce4495329f.RData │ │ ├── show-geom-miss-point_e5b62c0b492c39f7841a2bda46f39115.rdx │ │ ├── show-ggplot-code_14b442abad628a6a2c0b0cc578e94137.RData │ │ ├── show-initial-values_116c23752d3e1206274a8456ee65f3c2.rdx │ │ ├── show-shadow-values_6049cf1873e750537493964fe549b533.RData │ │ ├── show-shadow-values_6049cf1873e750537493964fe549b533.rdx │ │ ├── tidy-data-shadow_cf2d6cddf53c941fc005acbcf7ccab43.RData │ │ ├── tidy-missing-data_9bd38a621548ac1ac5ac312852e791f6.RData │ │ ├── vis-miss-vanilla_26f8a170f6b9b6eb7915f47d46cf1340.RData │ │ ├── bind-shadow-glimpse_5c66dec7b38306f3ddd15c3e11fb5e2e.RData │ │ ├── miss-var-summary-group_b684319989510bbc6550d823c01a0bc2.rdx │ │ ├── miss-var-summary-intro_5187149cf12b97bf1149c44a45d538c1.rdx │ │ ├── show-geom-miss-point_e5b62c0b492c39f7841a2bda46f39115.RData │ │ ├── show-initial-values_116c23752d3e1206274a8456ee65f3c2.RData │ │ ├── show-shadow-shift-code_08ecb933bba704f426c63106ea18e9ed.rdx │ │ ├── show-shadow-shift-fun_522c252b18486ccec7c89b252123a009.rdx │ │ ├── miss-var-summary-group_b684319989510bbc6550d823c01a0bc2.RData │ │ ├── miss-var-summary-intro_5187149cf12b97bf1149c44a45d538c1.RData │ │ ├── show-shadow-shift-code_08ecb933bba704f426c63106ea18e9ed.RData │ │ └── show-shadow-shift-fun_522c252b18486ccec7c89b252123a009.RData │ ├── data │ ├── dat_sf_raw.rds │ ├── dat_sf_clean.rds │ └── dat_sf_unclean.rds │ ├── hex-visdat-and-naniar.png │ ├── libs │ └── font-awesome │ │ ├── less │ │ ├── _screen-reader.less │ │ ├── _fixed-width.less │ │ ├── _core.less │ │ ├── _animated.less │ │ ├── _list.less │ │ ├── _bordered-pulled.less │ │ ├── fontawesome.less │ │ ├── _larger.less │ │ ├── _stacked.less │ │ ├── _rotated-flipped.less │ │ ├── fa-brands.less │ │ ├── fa-solid.less │ │ ├── fa-regular.less │ │ └── _mixins.less │ │ ├── scss │ │ ├── _fixed-width.scss │ │ ├── _screen-reader.scss │ │ ├── _core.scss │ │ ├── _animated.scss │ │ ├── _list.scss │ │ ├── _larger.scss │ │ ├── fontawesome.scss │ │ ├── _bordered-pulled.scss │ │ ├── _stacked.scss │ │ ├── fa-brands.scss │ │ ├── fa-regular.scss │ │ ├── fa-solid.scss │ │ ├── _rotated-flipped.scss │ │ └── _mixins.scss │ │ └── webfonts │ │ ├── fa-solid-900.eot │ │ ├── fa-solid-900.ttf │ │ ├── fa-brands-400.eot │ │ ├── fa-brands-400.ttf │ │ ├── fa-brands-400.woff │ │ ├── fa-regular-400.eot │ │ ├── fa-regular-400.ttf │ │ ├── fa-solid-900.woff │ │ ├── fa-solid-900.woff2 │ │ ├── fa-brands-400.woff2 │ │ ├── fa-regular-400.woff │ │ └── fa-regular-400.woff2 │ ├── UseR2018-intro-to-naniar_files │ └── figure-html │ │ ├── vis-dat-1.png │ │ ├── gg-miss-var-1.png │ │ ├── gg-miss-case-1.png │ │ ├── shadow-plot-2-1.png │ │ ├── vis-dat-clean-1.png │ │ ├── explore-two-vars-1.png │ │ ├── ggmissing-facet-1.png │ │ ├── print-bad-ggplot-1.png │ │ ├── vis-miss-vanilla-1.png │ │ ├── gg-miss-case-facet-1.png │ │ ├── gg-miss-var-facet-1.png │ │ ├── sf-final-miss-mech-1.png │ │ ├── sf-intro-temp-data-1.png │ │ ├── shadow-plot-no-na-1.png │ │ └── show-geom-miss-point-1.png │ ├── User2018-intro-to-visualisation-with-naniar.Rproj │ ├── data-raw │ ├── create-san-fran-weather.R │ └── manip-sf-weather.R │ ├── inst │ └── notes.md │ ├── xaringan-themer.css │ ├── UseR2018-intro-to-naniar.Rmd │ └── UseR2018-intro-to-naniar.html ├── useR2018Tutorial.pdf ├── user-2018-tutorial-workbook_files └── figure-html │ ├── VIM-1.png │ ├── miss-1.png │ ├── missMDA-1.png │ ├── missMDA-2.png │ ├── missMDA-3.png │ ├── ecolo-ecolo-1.png │ ├── ecolo-ecolo-2.png │ ├── gg-miss-var-1.png │ ├── VIM-marginplot-1.png │ ├── VIM-matrixplot-1.png │ ├── don-maxO3-dens-1.png │ ├── naniar-upset-1.png │ ├── vis-miss-don-1.png │ ├── unnamed-chunk-12-1.png │ ├── unnamed-chunk-13-1.png │ ├── unnamed-chunk-14-1.png │ ├── unnamed-chunk-14-2.png │ ├── unnamed-chunk-25-1.png │ ├── unnamed-chunk-25-2.png │ ├── unnamed-chunk-25-3.png │ ├── unnamed-chunk-25-4.png │ ├── unnamed-chunk-26-1.png │ ├── unnamed-chunk-26-2.png │ ├── unnamed-chunk-26-3.png │ ├── unnamed-chunk-26-4.png │ ├── unnamed-chunk-26-5.png │ ├── unnamed-chunk-28-1.png │ ├── unnamed-chunk-28-2.png │ ├── unnamed-chunk-28-3.png │ ├── unnamed-chunk-30-1.png │ ├── unnamed-chunk-30-2.png │ ├── unnamed-chunk-30-3.png │ ├── unnamed-chunk-30-4.png │ ├── unnamed-chunk-30-5.png │ ├── unnamed-chunk-30-6.png │ ├── unnamed-chunk-30-7.png │ ├── unnamed-chunk-30-8.png │ ├── unnamed-chunk-31-1.png │ ├── unnamed-chunk-31-2.png │ ├── unnamed-chunk-31-3.png │ ├── unnamed-chunk-36-1.png │ ├── unnamed-chunk-36-2.png │ ├── unnamed-chunk-36-3.png │ ├── unnamed-chunk-37-1.png │ ├── unnamed-chunk-37-2.png │ ├── don-density-t9-na-1.png │ ├── don-gg-miss-var-pct-1.png │ ├── don-shadow-maxO3-na-1.png │ ├── ecolo-gg-miss-upset-1.png │ ├── ecolo-gg-miss-var-1.png │ ├── ecolo-gg-miss-var-2.png │ ├── naniar-geom-point-1.png │ ├── naniar-gg-miss-case-1.png │ ├── don-arrange-vis-miss-1.png │ ├── don-arrange-vis-miss-2.png │ ├── don-arrange-vis-miss-3.png │ ├── don-vis-miss-cluster-1.png │ ├── don-geom-miss-facet-wrap-1.png │ └── naniar-geom-miss-point-1.png ├── README.md ├── user2018-missing-data-tutorial.Rproj ├── README.Rmd ├── hideOutput.css ├── hideOutput_ori.js ├── hideOutput.js └── ozoneNA.csv /.Rbuildignore: -------------------------------------------------------------------------------- 1 | ^README\.Rmd$ -------------------------------------------------------------------------------- /hideOutput.script: 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SaveWorkspace: Default 5 | AlwaysSaveHistory: Default 6 | 7 | EnableCodeIndexing: Yes 8 | UseSpacesForTab: Yes 9 | NumSpacesForTab: 2 10 | Encoding: UTF-8 11 | 12 | RnwWeave: knitr 13 | LaTeX: pdfLaTeX 14 | 15 | AutoAppendNewline: Yes 16 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_core.less: -------------------------------------------------------------------------------- 1 | // Base Class Definition 2 | // ------------------------- 3 | 4 | .@{fa-css-prefix}, .fas, .far, .fal, .fab { 5 | -moz-osx-font-smoothing: grayscale; 6 | -webkit-font-smoothing: antialiased; 7 | display: inline-block; 8 | font-style: normal; 9 | font-variant: normal; 10 | text-rendering: auto; 11 | line-height: 1; 12 | } 13 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_core.scss: -------------------------------------------------------------------------------- 1 | // Base Class Definition 2 | // ------------------------- 3 | 4 | .#{$fa-css-prefix}, 5 | .fas, 6 | .far, 7 | .fal, 8 | .fab { 9 | -moz-osx-font-smoothing: grayscale; 10 | -webkit-font-smoothing: antialiased; 11 | display: inline-block; 12 | font-style: normal; 13 | font-variant: normal; 14 | text-rendering: auto; 15 | line-height: 1; 16 | } 17 | -------------------------------------------------------------------------------- /README.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | output: github_document 3 | --- 4 | 5 | 6 | 7 | ```{r setup, include = FALSE} 8 | knitr::opts_chunk$set( 9 | collapse = TRUE, 10 | comment = "#>" 11 | ) 12 | ``` 13 | # user2018-repo 14 | 15 | This is the repo for the Missing Data Tutorial at UseR! 2018 16 | 17 | You will find all of the materials for the tutorial at this github repo. 18 | -------------------------------------------------------------------------------- /user-2018-tutorial-workbook_cache/html/__packages: -------------------------------------------------------------------------------- 1 | base 2 | knitr 3 | rgl 4 | colorspace 5 | data.table 6 | VIM 7 | FactoMineR 8 | missMDA 9 | naniar 10 | tidyverse 11 | ggplot2 12 | tibble 13 | tidyr 14 | readr 15 | purrr 16 | dplyr 17 | stringr 18 | forcats 19 | bindrcpp 20 | visdat 21 | Rcpp 22 | Amelia 23 | lattice 24 | mice 25 | randomForest 26 | foreach 27 | iterators 28 | itertools 29 | missForest 30 | denoiseR 31 | UpSetR 32 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_animated.less: -------------------------------------------------------------------------------- 1 | // Animated Icons 2 | // -------------------------- 3 | 4 | .@{fa-css-prefix}-spin { 5 | animation: fa-spin 2s infinite linear; 6 | } 7 | 8 | .@{fa-css-prefix}-pulse { 9 | animation: fa-spin 1s infinite steps(8); 10 | } 11 | 12 | @keyframes fa-spin { 13 | 0% { 14 | transform: rotate(0deg); 15 | } 16 | 100% { 17 | transform: rotate(360deg); 18 | } 19 | } 20 | -------------------------------------------------------------------------------- /hideOutput.css: -------------------------------------------------------------------------------- 1 | .showopt { 2 | background-color: #004c93; 3 | color: #FFFFFF; 4 | width: 100px; 5 | height: 20px; 6 | text-align: center; 7 | vertical-align: middle !important; 8 | font-family: sans-serif; 9 | border-radius: 8px; 10 | float: right; 11 | } 12 | 13 | .showopt:hover { 14 | background-color: #dfe4f2; 15 | color: #004c93; 16 | } 17 | 18 | pre.plot { 19 | background-color: white !important; 20 | } 21 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_animated.scss: -------------------------------------------------------------------------------- 1 | // Animated Icons 2 | // -------------------------- 3 | 4 | .#{$fa-css-prefix}-spin { 5 | animation: fa-spin 2s infinite linear; 6 | } 7 | 8 | .#{$fa-css-prefix}-pulse { 9 | animation: fa-spin 1s infinite steps(8); 10 | } 11 | 12 | @keyframes fa-spin { 13 | 0% { 14 | transform: rotate(0deg); 15 | } 16 | 17 | 100% { 18 | transform: rotate(360deg); 19 | } 20 | } 21 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_list.less: -------------------------------------------------------------------------------- 1 | // List Icons 2 | // ------------------------- 3 | 4 | .@{fa-css-prefix}-ul { 5 | list-style-type: none; 6 | margin-left: @fa-li-width * 5/4; 7 | padding-left: 0; 8 | 9 | > li { position: relative; } 10 | } 11 | 12 | .@{fa-css-prefix}-li { 13 | left: -@fa-li-width; 14 | position: absolute; 15 | text-align: center; 16 | width: @fa-li-width; 17 | line-height: inherit; 18 | } 19 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_list.scss: -------------------------------------------------------------------------------- 1 | // List Icons 2 | // ------------------------- 3 | 4 | .#{$fa-css-prefix}-ul { 5 | list-style-type: none; 6 | margin-left: $fa-li-width * 5/4; 7 | padding-left: 0; 8 | 9 | > li { position: relative; } 10 | } 11 | 12 | .#{$fa-css-prefix}-li { 13 | left: -$fa-li-width; 14 | position: absolute; 15 | text-align: center; 16 | width: $fa-li-width; 17 | line-height: inherit; 18 | } 19 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_larger.scss: -------------------------------------------------------------------------------- 1 | // Icon Sizes 2 | // ------------------------- 3 | 4 | // makes the font 33% larger relative to the icon container 5 | .#{$fa-css-prefix}-lg { 6 | font-size: (4em / 3); 7 | line-height: (3em / 4); 8 | vertical-align: -.0667em; 9 | } 10 | 11 | .#{$fa-css-prefix}-xs { 12 | font-size: .75em; 13 | } 14 | 15 | .#{$fa-css-prefix}-sm { 16 | font-size: .875em; 17 | } 18 | 19 | @for $i from 1 through 10 { 20 | .#{$fa-css-prefix}-#{$i}x { 21 | font-size: $i * 1em; 22 | } 23 | } 24 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_bordered-pulled.less: -------------------------------------------------------------------------------- 1 | // Bordered & Pulled 2 | // ------------------------- 3 | 4 | .@{fa-css-prefix}-border { 5 | border-radius: .1em; 6 | border: solid .08em @fa-border-color; 7 | padding: .2em .25em .15em; 8 | } 9 | 10 | .@{fa-css-prefix}-pull-left { float: left; } 11 | .@{fa-css-prefix}-pull-right { float: right; } 12 | 13 | .@{fa-css-prefix}, .fas, .far, .fal, .fab { 14 | &.@{fa-css-prefix}-pull-left { margin-right: .3em; } 15 | &.@{fa-css-prefix}-pull-right { margin-left: .3em; } 16 | } 17 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/fontawesome.scss: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import 'variables'; 6 | @import 'mixins'; 7 | @import 'core'; 8 | @import 'larger'; 9 | @import 'fixed-width'; 10 | @import 'list'; 11 | @import 'bordered-pulled'; 12 | @import 'animated'; 13 | @import 'rotated-flipped'; 14 | @import 'stacked'; 15 | @import 'icons'; 16 | @import 'screen-reader'; 17 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_bordered-pulled.scss: -------------------------------------------------------------------------------- 1 | // Bordered & Pulled 2 | // ------------------------- 3 | 4 | .#{$fa-css-prefix}-border { 5 | border: solid .08em $fa-border-color; 6 | border-radius: .1em; 7 | padding: .2em .25em .15em; 8 | } 9 | 10 | .#{$fa-css-prefix}-pull-left { float: left; } 11 | .#{$fa-css-prefix}-pull-right { float: right; } 12 | 13 | .#{$fa-css-prefix}, 14 | .fas, 15 | .far, 16 | .fal, 17 | .fab { 18 | &.#{$fa-css-prefix}-pull-left { margin-right: .3em; } 19 | &.#{$fa-css-prefix}-pull-right { margin-left: .3em; } 20 | } 21 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/fontawesome.less: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import "_variables.less"; 6 | @import "_mixins.less"; 7 | @import "_core.less"; 8 | @import "_larger.less"; 9 | @import "_fixed-width.less"; 10 | @import "_list.less"; 11 | @import "_bordered-pulled.less"; 12 | @import "_animated.less"; 13 | @import "_rotated-flipped.less"; 14 | @import "_stacked.less"; 15 | @import "_icons.less"; 16 | @import "_screen-reader.less"; 17 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_larger.less: -------------------------------------------------------------------------------- 1 | // Icon Sizes 2 | // ------------------------- 3 | 4 | .larger(@factor) when (@factor > 0) { 5 | .larger((@factor - 1)); 6 | 7 | .@{fa-css-prefix}-@{factor}x { 8 | font-size: (@factor * 1em); 9 | } 10 | } 11 | 12 | /* makes the font 33% larger relative to the icon container */ 13 | .@{fa-css-prefix}-lg { 14 | font-size: (4em / 3); 15 | line-height: (3em / 4); 16 | vertical-align: -.0667em; 17 | } 18 | 19 | .@{fa-css-prefix}-xs { 20 | font-size: .75em; 21 | } 22 | 23 | .@{fa-css-prefix}-sm { 24 | font-size: .875em; 25 | } 26 | 27 | .larger(10); 28 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_stacked.less: -------------------------------------------------------------------------------- 1 | // Stacked Icons 2 | // ------------------------- 3 | 4 | .@{fa-css-prefix}-stack { 5 | display: inline-block; 6 | height: 2em; 7 | line-height: 2em; 8 | position: relative; 9 | vertical-align: middle; 10 | width: 2em; 11 | } 12 | 13 | .@{fa-css-prefix}-stack-1x, .@{fa-css-prefix}-stack-2x { 14 | left: 0; 15 | position: absolute; 16 | text-align: center; 17 | width: 100%; 18 | } 19 | 20 | .@{fa-css-prefix}-stack-1x { line-height: inherit; } 21 | .@{fa-css-prefix}-stack-2x { font-size: 2em; } 22 | .@{fa-css-prefix}-inverse { color: @fa-inverse; } 23 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_stacked.scss: -------------------------------------------------------------------------------- 1 | // Stacked Icons 2 | // ------------------------- 3 | 4 | .#{$fa-css-prefix}-stack { 5 | display: inline-block; 6 | height: 2em; 7 | line-height: 2em; 8 | position: relative; 9 | vertical-align: middle; 10 | width: 2em; 11 | } 12 | 13 | .#{$fa-css-prefix}-stack-1x, 14 | .#{$fa-css-prefix}-stack-2x { 15 | left: 0; 16 | position: absolute; 17 | text-align: center; 18 | width: 100%; 19 | } 20 | 21 | .#{$fa-css-prefix}-stack-1x { 22 | line-height: inherit; 23 | } 24 | 25 | .#{$fa-css-prefix}-stack-2x { 26 | font-size: 2em; 27 | } 28 | 29 | .#{$fa-css-prefix}-inverse { 30 | color: $fa-inverse; 31 | } 32 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/data-raw/create-san-fran-weather.R: -------------------------------------------------------------------------------- 1 | library(GSODR) 2 | # https://ropensci.github.io/GSODR/articles/GSODR.html#using-nearest_stations 3 | 4 | sf_loc <- ggmap::geocode("201 3rd Street, San Francisco") 5 | 6 | sf_stations <- nearest_stations(LAT = sf_loc$lat, 7 | LON = sf_loc$lon, 8 | distance = 10) 9 | 10 | dat_sf_raw <- get_GSOD(years = c(2017,2018), station = sf_stations) 11 | 12 | str(dat_sf_raw) 13 | 14 | 15 | dat_sf_raw %>% 16 | leaflet() %>% 17 | addTiles() %>% 18 | addCircles(~LON, 19 | ~LAT) %>% 20 | addCircles(lng = -122.3999, 21 | lat = 37.78502) 22 | 23 | 24 | readr::write_rds(dat_sf_raw, path = "data/dat_sf_raw.rds") 25 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_rotated-flipped.less: -------------------------------------------------------------------------------- 1 | // Rotated & Flipped Icons 2 | // ------------------------- 3 | 4 | .@{fa-css-prefix}-rotate-90 { .fa-icon-rotate(90deg, 1); } 5 | .@{fa-css-prefix}-rotate-180 { .fa-icon-rotate(180deg, 2); } 6 | .@{fa-css-prefix}-rotate-270 { .fa-icon-rotate(270deg, 3); } 7 | 8 | .@{fa-css-prefix}-flip-horizontal { .fa-icon-flip(-1, 1, 0); } 9 | .@{fa-css-prefix}-flip-vertical { .fa-icon-flip(1, -1, 2); } 10 | .@{fa-css-prefix}-flip-horizontal.@{fa-css-prefix}-flip-vertical { .fa-icon-flip(-1, -1, 2); } 11 | 12 | // Hook for IE8-9 13 | // ------------------------- 14 | 15 | :root { 16 | .@{fa-css-prefix}-rotate-90, 17 | .@{fa-css-prefix}-rotate-180, 18 | .@{fa-css-prefix}-rotate-270, 19 | .@{fa-css-prefix}-flip-horizontal, 20 | .@{fa-css-prefix}-flip-vertical { 21 | filter: none; 22 | } 23 | } 24 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/fa-brands.scss: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import 'variables'; 6 | 7 | @font-face { 8 | font-family: 'Font Awesome 5 Brands'; 9 | font-style: normal; 10 | font-weight: normal; 11 | src: url('#{$fa-font-path}/fa-brands-400.eot'); 12 | src: url('#{$fa-font-path}/fa-brands-400.eot?#iefix') format('embedded-opentype'), 13 | url('#{$fa-font-path}/fa-brands-400.woff2') format('woff2'), 14 | url('#{$fa-font-path}/fa-brands-400.woff') format('woff'), 15 | url('#{$fa-font-path}/fa-brands-400.ttf') format('truetype'), 16 | url('#{$fa-font-path}/fa-brands-400.svg#fontawesome') format('svg'); 17 | } 18 | 19 | .fab { 20 | font-family: 'Font Awesome 5 Brands'; 21 | } 22 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/fa-brands.less: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import "_variables.less"; 6 | 7 | @font-face { 8 | font-family: 'Font Awesome 5 Brands'; 9 | font-style: normal; 10 | font-weight: normal; 11 | src: url('@{fa-font-path}/fa-brands-400.eot'); 12 | src: url('@{fa-font-path}/fa-brands-400.eot?#iefix') format('embedded-opentype'), 13 | url('@{fa-font-path}/fa-brands-400.woff2') format('woff2'), 14 | url('@{fa-font-path}/fa-brands-400.woff') format('woff'), 15 | url('@{fa-font-path}/fa-brands-400.ttf') format('truetype'), 16 | url('@{fa-font-path}/fa-brands-400.svg#fontawesome') format('svg'); 17 | } 18 | 19 | .fab { 20 | font-family: 'Font Awesome 5 Brands'; 21 | } 22 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/fa-regular.scss: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import 'variables'; 6 | 7 | @font-face { 8 | font-family: 'Font Awesome 5 Free'; 9 | font-style: normal; 10 | font-weight: 400; 11 | src: url('#{$fa-font-path}/fa-regular-400.eot'); 12 | src: url('#{$fa-font-path}/fa-regular-400.eot?#iefix') format('embedded-opentype'), 13 | url('#{$fa-font-path}/fa-regular-400.woff2') format('woff2'), 14 | url('#{$fa-font-path}/fa-regular-400.woff') format('woff'), 15 | url('#{$fa-font-path}/fa-regular-400.ttf') format('truetype'), 16 | url('#{$fa-font-path}/fa-regular-400.svg#fontawesome') format('svg'); 17 | } 18 | 19 | .far { 20 | font-family: 'Font Awesome 5 Free'; 21 | font-weight: 400; 22 | } 23 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/fa-solid.scss: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import 'variables'; 6 | 7 | @font-face { 8 | font-family: 'Font Awesome 5 Free'; 9 | font-style: normal; 10 | font-weight: 900; 11 | src: url('#{$fa-font-path}/fa-solid-900.eot'); 12 | src: url('#{$fa-font-path}/fa-solid-900.eot?#iefix') format('embedded-opentype'), 13 | url('#{$fa-font-path}/fa-solid-900.woff2') format('woff2'), 14 | url('#{$fa-font-path}/fa-solid-900.woff') format('woff'), 15 | url('#{$fa-font-path}/fa-solid-900.ttf') format('truetype'), 16 | url('#{$fa-font-path}/fa-solid-900.svg#fontawesome') format('svg'); 17 | } 18 | 19 | .fa, 20 | .fas { 21 | font-family: 'Font Awesome 5 Free'; 22 | font-weight: 900; 23 | } 24 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/fa-solid.less: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import "_variables.less"; 6 | 7 | @font-face { 8 | font-family: 'Font Awesome 5 Free'; 9 | font-style: normal; 10 | font-weight: 900; 11 | src: url('@{fa-font-path}/fa-solid-900.eot'); 12 | src: url('@{fa-font-path}/fa-solid-900.eot?#iefix') format('embedded-opentype'), 13 | url('@{fa-font-path}/fa-solid-900.woff2') format('woff2'), 14 | url('@{fa-font-path}/fa-solid-900.woff') format('woff'), 15 | url('@{fa-font-path}/fa-solid-900.ttf') format('truetype'), 16 | url('@{fa-font-path}/fa-solid-900.svg#fontawesome') format('svg'); 17 | } 18 | 19 | .fa, 20 | .fas { 21 | font-family: 'Font Awesome 5 Free'; 22 | font-weight: 900; 23 | } 24 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/fa-regular.less: -------------------------------------------------------------------------------- 1 | /*! 2 | * Font Awesome Free 5.0.12 by @fontawesome - https://fontawesome.com 3 | * License - https://fontawesome.com/license (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) 4 | */ 5 | @import "_variables.less"; 6 | 7 | @font-face { 8 | font-family: 'Font Awesome 5 Free'; 9 | font-style: normal; 10 | font-weight: 400; 11 | src: url('@{fa-font-path}/fa-regular-400.eot'); 12 | src: url('@{fa-font-path}/fa-regular-400.eot?#iefix') format('embedded-opentype'), 13 | url('@{fa-font-path}/fa-regular-400.woff2') format('woff2'), 14 | url('@{fa-font-path}/fa-regular-400.woff') format('woff'), 15 | url('@{fa-font-path}/fa-regular-400.ttf') format('truetype'), 16 | url('@{fa-font-path}/fa-regular-400.svg#fontawesome') format('svg'); 17 | } 18 | 19 | .far { 20 | font-family: 'Font Awesome 5 Free'; 21 | font-weight: 400; 22 | } 23 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_rotated-flipped.scss: -------------------------------------------------------------------------------- 1 | // Rotated & Flipped Icons 2 | // ------------------------- 3 | 4 | .#{$fa-css-prefix}-rotate-90 { @include fa-icon-rotate(90deg, 1); } 5 | .#{$fa-css-prefix}-rotate-180 { @include fa-icon-rotate(180deg, 2); } 6 | .#{$fa-css-prefix}-rotate-270 { @include fa-icon-rotate(270deg, 3); } 7 | 8 | .#{$fa-css-prefix}-flip-horizontal { @include fa-icon-flip(-1, 1, 0); } 9 | .#{$fa-css-prefix}-flip-vertical { @include fa-icon-flip(1, -1, 2); } 10 | .#{$fa-css-prefix}-flip-horizontal.#{$fa-css-prefix}-flip-vertical { @include fa-icon-flip(-1, -1, 2); } 11 | 12 | // Hook for IE8-9 13 | // ------------------------- 14 | 15 | :root { 16 | .#{$fa-css-prefix}-rotate-90, 17 | .#{$fa-css-prefix}-rotate-180, 18 | .#{$fa-css-prefix}-rotate-270, 19 | .#{$fa-css-prefix}-flip-horizontal, 20 | .#{$fa-css-prefix}-flip-vertical { 21 | filter: none; 22 | } 23 | } 24 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/less/_mixins.less: -------------------------------------------------------------------------------- 1 | // Mixins 2 | // -------------------------- 3 | 4 | .fa-icon() { 5 | -moz-osx-font-smoothing: grayscale; 6 | -webkit-font-smoothing: antialiased; 7 | display: inline-block; 8 | font-style: normal; 9 | font-variant: normal; 10 | font-weight: normal; 11 | line-height: 1; 12 | vertical-align: -.125em; 13 | } 14 | 15 | .fa-icon-rotate(@degrees, @rotation) { 16 | -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=@{rotation})"; 17 | transform: rotate(@degrees); 18 | } 19 | 20 | .fa-icon-flip(@horiz, @vert, @rotation) { 21 | -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=@{rotation}, mirror=1)"; 22 | transform: scale(@horiz, @vert); 23 | } 24 | 25 | 26 | // Only display content to screen readers. A la Bootstrap 4. 27 | // 28 | // See: http://a11yproject.com/posts/how-to-hide-content/ 29 | 30 | .sr-only() { 31 | border: 0; 32 | clip: rect(0,0,0,0); 33 | height: 1px; 34 | margin: -1px; 35 | overflow: hidden; 36 | padding: 0; 37 | position: absolute; 38 | width: 1px; 39 | } 40 | 41 | // Use in conjunction with .sr-only to only display content when it's focused. 42 | // 43 | // Useful for "Skip to main content" links; see http://www.w3.org/TR/2013/NOTE-WCAG20-TECHS-20130905/G1 44 | // 45 | // Credit: HTML5 Boilerplate 46 | 47 | .sr-only-focusable() { 48 | &:active, 49 | &:focus { 50 | clip: auto; 51 | height: auto; 52 | margin: 0; 53 | overflow: visible; 54 | position: static; 55 | width: auto; 56 | } 57 | } 58 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/libs/font-awesome/scss/_mixins.scss: -------------------------------------------------------------------------------- 1 | // Mixins 2 | // -------------------------- 3 | 4 | @mixin fa-icon { 5 | -webkit-font-smoothing: antialiased; 6 | -moz-osx-font-smoothing: grayscale; 7 | display: inline-block; 8 | font-style: normal; 9 | font-variant: normal; 10 | font-weight: normal; 11 | line-height: 1; 12 | vertical-align: -.125em; 13 | } 14 | 15 | @mixin fa-icon-rotate($degrees, $rotation) { 16 | -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=#{$rotation})"; 17 | transform: rotate($degrees); 18 | } 19 | 20 | @mixin fa-icon-flip($horiz, $vert, $rotation) { 21 | -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=#{$rotation}, mirror=1)"; 22 | transform: scale($horiz, $vert); 23 | } 24 | 25 | 26 | // Only display content to screen readers. A la Bootstrap 4. 27 | // 28 | // See: http://a11yproject.com/posts/how-to-hide-content/ 29 | 30 | @mixin sr-only { 31 | border: 0; 32 | clip: rect(0, 0, 0, 0); 33 | height: 1px; 34 | margin: -1px; 35 | overflow: hidden; 36 | padding: 0; 37 | position: absolute; 38 | width: 1px; 39 | } 40 | 41 | // Use in conjunction with .sr-only to only display content when it's focused. 42 | // 43 | // Useful for "Skip to main content" links; see http://www.w3.org/TR/2013/NOTE-WCAG20-TECHS-20130905/G1 44 | // 45 | // Credit: HTML5 Boilerplate 46 | 47 | @mixin sr-only-focusable { 48 | &:active, 49 | &:focus { 50 | clip: auto; 51 | height: auto; 52 | margin: 0; 53 | overflow: visible; 54 | position: static; 55 | width: auto; 56 | } 57 | } 58 | -------------------------------------------------------------------------------- /hideOutput_ori.js: -------------------------------------------------------------------------------- 1 | $(document).ready(function() { 2 | 3 | $chunks = $('.fold'); 4 | 5 | $chunks.each(function () { 6 | 7 | // add button to source code chunks 8 | if ( $(this).hasClass('s') ) { 9 | $('pre.r', this).prepend("
Show Source

"); 10 | $('pre.r', this).children('code').attr('class', 'folded'); 11 | } 12 | 13 | // add button to output chunks 14 | if ( $(this).hasClass('o') ) { 15 | $('pre:not(.r)', this).has('code').prepend("
Show Output

"); 16 | $('pre:not(.r)', this).children('code:not(r)').addClass('folded'); 17 | 18 | // add button to plots 19 | $(this).find('img').wrap('
');
20 |       $('pre.plot', this).prepend("
Show Plot

"); 21 | $('pre.plot', this).children('img').addClass('folded'); 22 | 23 | // add button to table 24 | $(this).find('table').wrap('
');
25 |       $('pre.table', this).prepend("
Show Table

"); 26 | $('pre.table', this).children('table').addClass('folded'); 27 | 28 | } 29 | }); 30 | 31 | // hide all chunks when document is loaded 32 | $('.folded').css('display', 'none') 33 | 34 | // function to toggle the visibility 35 | $('.showopt').click(function() { 36 | var label = $(this).html(); 37 | if (label.indexOf("Show") >= 0) { 38 | $(this).html(label.replace("Show", "Hide")); 39 | } else { 40 | $(this).html(label.replace("Hide", "Show")); 41 | } 42 | $(this).siblings('code, img, table').slideToggle('fast', 'swing'); 43 | }); 44 | }); 45 | -------------------------------------------------------------------------------- /hideOutput.js: -------------------------------------------------------------------------------- 1 | $(document).ready(function() { 2 | 3 | $chunks = $('.hiddensolution'); 4 | $chunks.wrap('
'); 5 | $chunks.before("
Show Solution

"); 6 | $chunks.find('pre.r').find("code").addClass("foldedloc"); 7 | $chunks.find('pre:not(.r)').find("code").addClass("foldedloc"); 8 | $chunks.find("img").addClass("foldedloc"); 9 | $chunks.find("p").addClass("foldedloc"); 10 | $chunks.find("table").addClass("foldedloc"); 11 | $chunks.find(".html-widget").addClass("foldedloc"); 12 | 13 | 14 | $chunks = $('.hiddencode'); 15 | $chunks.wrap('
'); 16 | $chunks.before("
Show Code

"); 17 | $chunks.find('pre.r').find("code").wrap(''); 18 | 19 | $chunks = $('.hiddenoutput'); 20 | $chunks.wrap('
'); 21 | $chunks.before("
Show Output

"); 22 | $chunks.find('pre:not(.r)').find("code").addClass("foldedloc"); 23 | $chunks.find("img").addClass("foldedloc"); 24 | $chunks.find("table").addClass("foldedloc"); 25 | $chunks.find(".html-widget").addClass("foldedloc"); 26 | 27 | // hide all chunks when document is loaded 28 | $('.foldedloc').css('display', 'none') 29 | 30 | // function to toggle the visibility 31 | $('.showopt').click(function() { 32 | var label = $(this).html(); 33 | if (label.indexOf("Show") >= 0) { 34 | $(this).html(label.replace("Show", "Hide")); 35 | } else { 36 | $(this).html(label.replace("Hide", "Show")); 37 | } 38 | $(this).siblings().find('.foldedloc').slideToggle('fast','swing') 39 | }); 40 | 41 | }); 42 | -------------------------------------------------------------------------------- /user-2018-tutorial-workbook_cache/html/__objects: -------------------------------------------------------------------------------- 1 | unnamed-chunk-1 2 | data don ozo WindDirection 3 | packages 4 | unnamed-chunk-2 5 | don-miss-summaries 6 | don-miss-var-summary 7 | don-miss-var-table 8 | vis-miss-don 9 | don-vis-miss-cluster 10 | don-arrange-vis-miss 11 | gg-miss-var 12 | don-gg-miss-var-pct 13 | naniar-gg-miss-case 14 | naniar-upset 15 | naniar-geom-miss-point 16 | don-geom-miss-facet-wrap 17 | glimpse-shadow 18 | don-maxO3-dens 19 | don-density-t9-na 20 | don-shadow-maxO3-na 21 | don-shadow-group-by-summaries 22 | unnamed-chunk-3 23 | miss data_miss res.mca 24 | libmissMDA 25 | unnamed-chunk-4 26 | missMDA imp nb res.comp res.pca 27 | unnamed-chunk-5 28 | unnamed-chunk-6 29 | unnamed-chunk-7 res.amelia 30 | unnamed-chunk-8 31 | unnamed-chunk-9 32 | unnamed-chunk-10 33 | unnamed-chunk-11 res.MIPCA 34 | unnamed-chunk-12 35 | unnamed-chunk-13 36 | unnamed-chunk-14 37 | unnamed-chunk-15 fitamelia resamelia 38 | unnamed-chunk-16 39 | unnamed-chunk-17 fitMIPCA res.MIPCA 40 | unnamed-chunk-18 poolamelia poolMIPCA 41 | unnamed-chunk-19 don2 reg 42 | unnamed-chunk-20 fitamelia fitMIPCA poolamelia poolMIPCA 43 | unnamed-chunk-21 Ecolo 44 | unnamed-chunk-22 biome Ecolo ind 45 | unnamed-chunk-23 46 | unnamed-chunk-24 47 | ecolo-ecolo 48 | ecolo-gg-miss-var 49 | ecolo-gg-miss-upset 50 | ecolo-miss-case-table 51 | unnamed-chunk-25 mis.ind resMCA 52 | unnamed-chunk-26 imp res.comp res.pca 53 | unnamed-chunk-27 health healthNA 54 | unnamed-chunk-28 res.mcaNA 55 | unnamed-chunk-29 res.impute 56 | unnamed-chunk-30 res.mca 57 | unnamed-chunk-31 res.famd res.impute res.ncp vnf 58 | unnamed-chunk-32 res.rf 59 | unnamed-chunk-33 x.impmi x.impmimca 60 | unnamed-chunk-34 lm.mice.out pool.mice 61 | unnamed-chunk-35 fit imp res.pool 62 | unnamed-chunk-36 i res.imp res.mfa year impactfactor 63 | VIM res 64 | VIM2 65 | VIM-matrixplot 66 | VIM-marginplot 67 | unnamed-chunk-37 res 68 | naniar-geom-point 69 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/inst/notes.md: -------------------------------------------------------------------------------- 1 | Notes for the GENENTECH talk. 2 | 3 | - Tell more of a story about the data, and show a photo of SF, and some weather instruments. 4 | 5 | Once I reveal the missingness mechanism, introduce the gifs: 6 | 7 | - doppelganger on a plane 8 | - frisbee in a basketball hoop 9 | - cricket in a bin 10 | - golf ball openinng a beer bottle. 11 | 12 | Then, say that working with missing data is like: 13 | 14 | dart throw 15 | 16 | And I want it to be this pit of success: 17 | 18 | insert slide from Hadley 19 | 20 | which would look like this: 21 | 22 | - something awesome and successful. 23 | 24 | So, my point is that, before you discuss the ideas of an ideal analysis, you should be thinking about how to answer questions like: 25 | 26 | 1. Start looking at missing data 27 | 1. Explore different reasons for why data is missing 28 | 29 | Whilst ensuring that the things you use are: 30 | 31 | 1. Easy to use 32 | 1. Quick to remember 33 | 1. Complement existing tools 34 | 35 | Other things to include: 36 | 37 | - gif of naniar 38 | - #34 re-work the shadow shift, and show the data visualisation, then the data? 39 | - #41 introduce imputation (before this, summarise point two, we can explore missing 40 | - #42 discuss simputation 41 | 42 | 43 | I want to add: 44 | * `replace_with_na` 45 | 46 | Include future work 47 | 48 | * more `geom_miss` 49 | * tidy multiple imputation 50 | * graphical inference from `nullabor`. 51 | 52 | * add icons for twitter, github, emails. 53 | 54 | Minor formatting notes: 55 | 56 | - use a different colour scheme than white text on blue 57 | - images and gifs should be full screen 58 | - make code chunks bigger text 59 | 60 | Gifs to include: 61 | 62 | https://njtierney.updog.co/gifs/table-cloth-pull.gif 63 | https://njtierney.updog.co/gifs/narnia-golf-beer.gif 64 | https://njtierney.updog.co/gifs/narnia-dart-throw.gif 65 | https://njtierney.updog.co/gifs/giphy-tumblr.gif 66 | https://njtierney.updog.co/gifs/dag-reflex-blanket.gif 67 | https://njtierney.updog.co/gifs/auss-cricket-funny.mp4 68 | https://njtierney.updog.co/gifs/dad-reflex-dog.gif 69 | 70 | https://twitter.com/AmazingGlFS/status/959514759770136578 71 | https://twitter.com/AmazingGlFS/status/955212662895513600 72 | https://twitter.com/AmazingGlFS/status/954078942327173120 73 | https://twitter.com/AmazingGlFS/status/951951172742647815 74 | https://twitter.com/AmazingGlFS/status/947918352533639170 75 | https://twitter.com/AmazingGlFS/status/947602517189365760 76 | 77 | > Shine a light, cast a shadow. 78 | 79 | https://unsplash.com/photos/hvvRg72aXCw 80 | https://unsplash.com/photos/JfreQ9ybG50 81 | https://unsplash.com/photos/T7RHJ3c6s7Q 82 | 83 | https://giphy.com/gifs/movie-disney-dancing-lM5DSg9zab9E4 84 | https://giphy.com/gifs/VcfoWoh5JxNV6 85 | https://giphy.com/gifs/wVAKL3V8D71cs 86 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/data-raw/manip-sf-weather.R: -------------------------------------------------------------------------------- 1 | dat_sf_raw <- readr::read_rds("data/dat_sf_raw.rds") 2 | 3 | library(tidyverse) 4 | library(lubridate) 5 | library(leaflet) 6 | library(naniar) 7 | 8 | # can I get, date, wind, temperature, rain? 9 | 10 | dat_sf_raw %>% visdat::vis_miss() 11 | 12 | dat_sf_raw %>% 13 | filter(STN_NAME == "SAN FRANCISCO") %>% 14 | select(LAT,LON) %>% 15 | slice(1) 16 | 17 | dat_sf_raw %>% 18 | filter(STN_NAME == "SAN FRANCISCO") %>% 19 | leaflet() %>% 20 | addTiles() %>% 21 | addCircles(~LON, 22 | ~LAT) %>% 23 | addCircles(lng = -122.3999, 24 | lat = 37.78502) 25 | 26 | dat_sf <- dat_sf_raw %>% 27 | select(STN_NAME, 28 | YEARMODA, 29 | MIN, 30 | MAX, 31 | TEMP, 32 | MXSPD) %>% 33 | filter(STN_NAME == "SAN FRANCISCO") %>% 34 | # drop station name 35 | select(-STN_NAME) %>% 36 | # fix names 37 | janitor::clean_names() %>% 38 | rename(date = yearmoda, 39 | temp_avg = temp, 40 | temp_min = min, 41 | temp_max = max, 42 | wind_speed_max = mxspd) 43 | 44 | dat_sf %>% 45 | ggplot(aes(x = temp_avg, 46 | y = wind_speed_max)) + 47 | geom_point() 48 | 49 | ggplot(dat_sf, 50 | aes(x = date, 51 | y = wind_speed_max)) + 52 | geom_line() + 53 | geom_hline(yintercept = 8) 54 | 55 | dat_sf_na <- dat_sf %>% mutate(high_wind = wind_speed_max >= 8) 56 | 57 | # set things to NA quickly 58 | dat_sf_na[dat_sf_na$high_wind,"temp_avg"] <- NA 59 | dat_sf_na[dat_sf_na$high_wind,"temp_max"] <- NA 60 | dat_sf_na[dat_sf_na$high_wind,"temp_min"] <- NA 61 | 62 | # drop high_wind 63 | dat_sf_na[["high_wind"]] <- NULL 64 | 65 | dat_sf_na %>% 66 | ggplot(aes(x = temp_avg, 67 | y = wind_speed_max)) + 68 | geom_point() 69 | 70 | dat_sf_na %>% 71 | ggplot(aes(x = temp_avg, 72 | y = wind_speed_max)) + 73 | geom_miss_point() 74 | 75 | dat_sf_2018 76 | 77 | visdat::vis_miss(dat_sf_na) 78 | 79 | # add a bit more messyness 80 | # dat_sf_messy <- 81 | 82 | dat_sf_clean <- dat_sf_na %>% 83 | mutate(na_id = sample(x = c(TRUE,FALSE), 84 | size = n(), 85 | replace = TRUE, 86 | prob = c(0.05,.95)), 87 | wind_speed_max = if_else(na_id, 88 | true = NA_real_, 89 | false = wind_speed_max)) %>% 90 | # drop missing indicator 91 | select(-na_id) %>% 92 | # add a month column 93 | mutate(month = lubridate::month(date)) %>% 94 | select(date, month, everything()) 95 | 96 | dat_sf_unclean <- dat_sf_clean %>% 97 | mutate_if(is.numeric, as.character) 98 | 99 | # save the data 100 | 101 | readr::write_rds(dat_sf_clean, "data/dat_sf_clean.rds") 102 | readr::write_rds(dat_sf_unclean, "data/dat_sf_unclean.rds") 103 | -------------------------------------------------------------------------------- /user-2018-tutorial-workbook_cache/html/__globals: -------------------------------------------------------------------------------- 1 | unnamed-chunk-1 install.packages library devtools install_github 2 | data ozo read.table WindDirection don summary head dim 3 | packages library VIM FactoMineR missMDA 4 | unnamed-chunk-2 dim na.omit don 5 | don-miss-summaries library naniar tidyverse pct_miss don n_miss n_complete pct_complete 6 | don-miss-var-summary miss_var_summary don miss_case_summary 7 | don-miss-var-table miss_var_table don miss_case_table 8 | vis-miss-don library visdat vis_miss don 9 | don-vis-miss-cluster vis_miss don 10 | don-arrange-vis-miss don %>% arrange maxO3 vis_miss T12 maxO3v 11 | gg-miss-var library naniar gg_miss_var don 12 | don-gg-miss-var-pct library tidyverse gg_miss_var don ylim 13 | naniar-gg-miss-case gg_miss_case don 14 | naniar-upset library UpSetR don %>% as_shadow_upset upset 15 | naniar-geom-miss-point ggplot don aes T9 maxO3 geom_miss_point 16 | don-geom-miss-facet-wrap ggplot don aes T9 maxO3 geom_miss_point facet_wrap ozo WindDirection theme_dark 17 | glimpse-shadow don %>% bind_shadow glimpse 18 | don-maxO3-dens ggplot don aes maxO3 geom_density 19 | don-density-t9-na don %>% bind_shadow ggplot aes maxO3 T9_NA geom_density 20 | don-shadow-maxO3-na don %>% bind_shadow ggplot aes T9 maxO3_NA geom_density 21 | don-shadow-group-by-summaries don %>% bind_shadow group_by maxO3_NA summarise_at vars T9 funs mean sd var min max 22 | unnamed-chunk-3 MCA 23 | miss data_miss data.frame is.na don apply x c res.mca MCA F plot 24 | libmissMDA library missMDA 25 | unnamed-chunk-4 estim_ncpPCA imputePCA 26 | missMDA nb estim_ncpPCA don ncp plot criterion res.comp imputePCA completeObs imp cbind.data.frame WindDirection res.pca PCA head ind coord 27 | unnamed-chunk-5 library Amelia 28 | unnamed-chunk-6 amelia 29 | unnamed-chunk-7 res.amelia amelia don 30 | unnamed-chunk-8 library mice 31 | unnamed-chunk-9 imp.mice mice don 32 | unnamed-chunk-10 MIPCA plot.MIPCA 33 | unnamed-chunk-11 res.MIPCA MIPCA don 34 | unnamed-chunk-12 compare.density res.amelia 35 | unnamed-chunk-13 overimpute res.amelia 36 | unnamed-chunk-14 plot res.MIPCA 37 | unnamed-chunk-15 resamelia lapply res.amelia imputations as.data.frame fitamelia lm 38 | unnamed-chunk-16 imp.mice mice don lm.mice.out with lm maxO3 T9 T12 T15 Ne9 Ne12 Ne15 Vx9 Vx12 Vx15 maxO3v 39 | unnamed-chunk-17 res.MIPCA lapply res.MI as.data.frame fitMIPCA lm 40 | unnamed-chunk-18 poolamelia pool as.mira fitamelia summary poolMIPCA fitMIPCA 41 | unnamed-chunk-19 don2 don reg lm maxO3 . any summary coeff colnames %in% names which.max 42 | unnamed-chunk-20 fitMIPCA lapply res.MIPCA lm poolMIPCA pool as.mira summary fitamelia resamelia poolamelia 43 | unnamed-chunk-21 Ecolo read.csv 44 | unnamed-chunk-22 ind which rowSums is.na Ecolo biome dim 45 | unnamed-chunk-23 sum is.na Ecolo nrow ncol 46 | unnamed-chunk-24 dim na.omit Ecolo 47 | ecolo-ecolo vis_miss Ecolo 48 | ecolo-gg-miss-var gg_miss_case Ecolo gg_miss_var 49 | ecolo-gg-miss-upset gg_miss_upset Ecolo 50 | ecolo-miss-case-table miss_case_table Ecolo miss_var_table 51 | unnamed-chunk-25 mis.ind matrix nrow Ecolo ncol is.na dimnames library FactoMineR resMCA MCA plot 52 | unnamed-chunk-26 library missMDA res.comp imputePCA Ecolo imp cbind.data.frame completeObs biome res.pca PCA plot 53 | unnamed-chunk-27 library FactoMineR health read.csv T dim summary healthNA 54 | unnamed-chunk-28 res.mcaNA MCA healthNA c 55 | unnamed-chunk-29 library missMDA res.impute imputeMCA healthNA c tab.disj apply sum comp health 56 | unnamed-chunk-30 res.mca MCA healthNA res.impute tab.disj plot c 57 | unnamed-chunk-31 data vnf MCA res.impute imputeMCA tab.disj comp res.ncp estim_ncpFAMD ozo res.famd imputeFAMD completeObs 58 | unnamed-chunk-32 library missForest res.rf ozo ximp 59 | unnamed-chunk-33 library mice x.impmi healthNA c x.impmimca MIMCA 60 | unnamed-chunk-34 lm.mice.out with x.impmi multinom Alcohol Pbsleep Fatigue Nightmare pool.mice pool summary 61 | unnamed-chunk-35 imp prelim x.impmimca healthNA c fit with multinom Alcohol Pbsleep Fatigue Nightmare res.pool pool summary 62 | unnamed-chunk-36 library denoiseR data impactfactor summary year i c seq res.imp imputeMFA rep res.mfa MFA completeObs paste F plot points ind coord text plot.MFA 63 | VIM res summary aggr don combinations 64 | VIM2 head res rev order 65 | VIM-matrixplot matrixplot don 66 | VIM-marginplot marginplot don c 67 | unnamed-chunk-37 library VIM aggr Ecolo res summary combinations 68 | naniar-geom-point ggplot don aes T9 maxO3 geom_point 69 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/xaringan-themer.css: -------------------------------------------------------------------------------- 1 | /* ------------------------------------------------------- 2 | * 3 | * !! 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"","maxO3","T9","T12","T15","Ne9","Ne12","Ne15","Vx9","Vx12","Vx15","maxO3v","WindDirection" 2 | "20010601",87,15.6,18.5,NA,4,4,8,0.6946,-1.7101,-0.6946,84,"North" 3 | "20010602",82,NA,NA,NA,5,5,7,-4.3301,-4,-3,87,"North" 4 | "20010603",92,15.3,17.6,19.5,2,NA,NA,2.9544,NA,0.5209,82,"East" 5 | "20010604",114,16.2,19.7,NA,1,1,0,NA,0.3473,-0.1736,92,"North" 6 | "20010605",94,NA,20.5,20.4,NA,NA,NA,-0.5,-2.9544,-4.3301,114,"West" 7 | "20010606",80,17.7,19.8,18.3,6,NA,7,-5.6382,-5,-6,94,"West" 8 | "20010607",79,16.8,15.6,14.9,7,8,NA,-4.3301,-1.8794,-3.7588,80,"West" 9 | "20010610",79,14.9,17.5,18.9,5,5,NA,0,-1.0419,-1.3892,99,"North" 10 | "20010611",101,16.1,19.6,21.4,2,NA,4,-0.766,-1.0261,-2.2981,79,"North" 11 | "20010612",106,18.3,NA,22.9,5,NA,NA,1.2856,-2.2981,-3.9392,101,"West" 12 | "20010613",101,17.3,19.3,20.2,7,7,3,-1.5,-1.5,-0.8682,106,"North" 13 | "20010614",90,17.6,20.3,17.4,NA,6,8,NA,-1.0419,-0.6946,101,"South" 14 | "20010615",72,NA,NA,NA,7,5,6,-0.8682,-2.7362,-6.8944,90,"South" 15 | "20010616",70,17.1,18.2,18,NA,7,NA,NA,-7.8785,-5.1962,72,"West" 16 | "20010617",83,15.4,NA,16.6,8,7,NA,-4.3301,-2.0521,-3,70,"North" 17 | "20010618",88,NA,19.1,NA,6,5,4,0.5209,-2.9544,-1.0261,83,"West" 18 | "20010620",NA,21,24.6,26.9,NA,NA,1,-0.342,NA,-0.684,121,"West" 19 | "20010621",NA,NA,NA,NA,NA,NA,NA,0,0.3473,-2.5712,NA,"North" 20 | "20010622",121,19.7,24.2,26.9,2,1,0,NA,NA,2,81,"East" 21 | "20010623",146,23.6,28.6,28.4,NA,NA,NA,1,-1.9284,-1.2155,121,"South" 22 | "20010624",121,20.4,25.2,27.7,1,0,0,NA,-0.5209,1.0261,146,"North" 23 | "20010625",146,NA,NA,NA,NA,0,0,2.9544,6.5778,NA,121,"East" 24 | "20010626",108,24,23.5,NA,4,4,0,-2.5712,-3.8567,-4.6985,146,"South" 25 | "20010627",83,19.7,22.9,24.8,NA,NA,NA,-2.5981,NA,NA,NA,"West" 26 | "20010628",NA,NA,NA,NA,NA,NA,NA,-5.6382,-3.8302,-4.5963,83,"West" 27 | "20010629",81,NA,NA,NA,3,4,4,-1.9284,-2.5712,-4.3301,57,"South" 28 | "20010630",67,NA,23.4,23.7,NA,NA,NA,-1.5321,-3.0642,-0.8682,81,"West" 29 | "20010701",70,NA,NA,NA,5,2,1,0.684,0,1.3681,67,"North" 30 | "20010702",106,NA,NA,NA,NA,0,1,2.8191,3.9392,3.4641,70,"East" 31 | "20010703",139,NA,30.1,31.9,NA,1,4,1.8794,2,1.3681,106,"South" 32 | "20010704",79,NA,NA,NA,NA,NA,NA,0.6946,-0.866,-1.0261,139,"West" 33 | "20010705",NA,16.8,18.2,22,8,8,6,0,0,1.2856,79,"South" 34 | "20010706",NA,20.8,NA,NA,NA,3,4,0,1.7101,NA,93,"North" 35 | "20010707",113,NA,18.2,22.7,NA,NA,NA,-3.7588,-3.9392,-4.6985,97,"West" 36 | "20010708",72,NA,21.2,23.9,7,NA,4,-2.5981,-3.9392,-3.7588,113,"West" 37 | "20010709",88,19.2,22,NA,NA,NA,NA,-1.9696,-3.0642,-4,72,"West" 38 | "20010710",77,19.4,20.7,22.5,7,8,NA,NA,-5.6382,-9,88,"West" 39 | "20010711",71,19.2,21,22.4,6,4,6,-7.8785,-6.8937,-6.8937,77,"West" 40 | "20010712",56,13.8,NA,18.5,8,8,6,1.5,-3.8302,-2.0521,71,"West" 41 | "20010713",45,NA,14.5,15.2,8,NA,8,0.684,4,NA,NA,"East" 42 | "20010714",67,15.6,18.6,NA,5,NA,5,-3.2139,NA,NA,45,"West" 43 | "20010715",NA,16.9,19.1,NA,5,NA,6,-2.2981,-3.7588,0,67,"West" 44 | "20010716",84,17.4,20.4,NA,3,NA,6,0,NA,-2.5981,67,"South" 45 | "20010717",63,NA,20.5,20.6,8,6,6,2,-5.3623,-6.1284,84,"West" 46 | "20010718",NA,NA,15.6,NA,NA,8,NA,NA,-3.8302,-4.3301,63,"West" 47 | "20010719",92,16.7,19.1,19.3,7,6,4,-2.0521,-4.4995,-2.7362,69,"North" 48 | "20010720",88,NA,20.3,NA,NA,NA,NA,NA,-3.4641,NA,92,"West" 49 | "20010721",66,18,NA,NA,8,6,5,-3,-3.5,NA,88,"South" 50 | "20010722",72,18.6,21.9,23.6,4,7,6,NA,-1.9696,NA,66,"West" 51 | "20010723",81,18.8,22.5,23.9,6,3,2,0.5209,-1,-2,NA,"North" 52 | "20010724",NA,19,22.5,24.1,NA,NA,NA,NA,-1.0261,0.5209,81,"North" 53 | "20010725",149,19.9,26.9,29,3,4,NA,NA,-0.9397,-0.6428,83,"West" 54 | "20010726",153,NA,NA,NA,1,NA,4,0.9397,1.5,NA,149,"North" 55 | "20010727",159,24,28.3,26.5,2,NA,7,-0.342,1.2856,-2,NA,"North" 56 | "20010728",149,23.3,27.6,28.8,4,NA,3,0.866,-1.5321,-0.1736,159,"West" 57 | "20010729",160,NA,NA,NA,NA,NA,NA,1.5321,NA,NA,149,"South" 58 | "20010730",156,24.9,30.5,32.2,0,1,4,-0.5,-1.8794,-1.2856,160,"West" 59 | "20010731",84,NA,26.3,27.8,NA,NA,2,-1.3681,NA,0,156,"North" 60 | "20010801",126,25.3,29.5,31.2,NA,4,4,3,3.7588,NA,84,"East" 61 | "20010802",116,21.3,23.8,22.1,7,7,8,0,-2.3941,-1.3892,126,"South" 62 | "20010803",77,20,18.2,23.6,5,7,6,-3.4641,-2.5981,-3.7588,116,"West" 63 | "20010804",63,18.7,20.6,20.3,6,NA,7,-5,-4.924,-5.6382,NA,"West" 64 | "20010805",NA,18.6,18.7,17.8,8,8,8,-4.6985,-2.5,-0.8682,63,"South" 65 | "20010806",65,19.2,23,22.7,8,7,7,-3.8302,-4.924,-5.6382,54,"West" 66 | "20010807",72,19.9,NA,20.4,7,7,8,-3,-4.5963,NA,65,"West" 67 | "20010808",60,18.7,21.4,21.7,7,7,7,-5.6382,-6.0622,-6.8937,72,"West" 68 | "20010809",70,18.4,17.1,NA,3,6,3,-5.9088,-3.2139,-4.4995,60,"North" 69 | "20010810",77,NA,NA,NA,4,5,NA,-1.9284,-1.0261,0.5209,70,"North" 70 | "20010811",98,NA,NA,NA,1,1,0,NA,-1.5321,-1,NA,"West" 71 | "20010812",111,NA,NA,NA,1,5,2,-1.0261,-3,-2.2981,98,"West" 72 | "20010813",75,NA,NA,NA,8,7,1,-0.866,0,0,NA,"North" 73 | "20010814",116,23.5,29.8,31.7,1,3,5,1.8794,1.3681,0.6946,75,"South" 74 | "20010815",109,20.8,23.7,26.6,8,5,4,-1.0261,-1.7101,-3.2139,116,"South" 75 | "20010819",67,18.8,NA,18.9,NA,NA,NA,NA,-5.3623,-2.5,86,"West" 76 | "20010820",76,NA,NA,24,NA,5,5,-3.0642,-2.2981,NA,67,"West" 77 | "20010821",113,20.6,24.8,27,NA,NA,NA,1.3681,0.8682,-2.2981,76,"South" 78 | "20010822",117,21.6,26.9,28.6,6,NA,4,1.5321,1.9284,1.9284,113,"South" 79 | "20010823",131,NA,28.4,30.1,5,3,3,0.1736,-1.9696,-1.9284,117,"West" 80 | "20010824",166,19.8,27.2,30.8,4,0,1,0.6428,-0.866,0.684,131,"West" 81 | "20010825",159,25,33.5,35.5,1,NA,1,1,0.6946,-1.7101,166,"South" 82 | "20010826",NA,20.1,22.9,27.6,8,8,6,1.2856,-1.7321,-0.684,NA,"West" 83 | "20010827",114,NA,NA,NA,7,4,5,3.0642,2.8191,1.3681,100,"East" 84 | "20010828",NA,21,24.4,NA,1,6,3,4,4,3.7588,114,"East" 85 | "20010829",NA,16.9,17.8,20.6,NA,NA,7,-2,-0.5209,1.8794,112,"North" 86 | "20010830",76,NA,18.6,18.7,7,7,7,-3.4641,-4,-1.7321,101,"West" 87 | "20010831",59,16.5,20.3,20.3,5,7,6,-4.3301,-5.3623,NA,76,"West" 88 | "20010901",78,17.7,20.2,21.5,NA,NA,NA,NA,0.5209,0,59,"North" 89 | "20010902",76,17.3,22.7,24.6,4,NA,6,-2.9544,-2.9544,-2,NA,"West" 90 | "20010903",55,15.3,16.8,19.2,8,7,5,-1.8794,NA,-2.3941,76,"West" 91 | "20010904",71,15.9,19.2,19.5,7,5,3,NA,NA,-1.3892,55,"North" 92 | "20010905",NA,16.2,18.9,19.3,2,5,6,-1.3681,-0.8682,NA,71,"North" 93 | "20010906",59,NA,NA,NA,7,7,7,NA,-1.9284,-1.7101,66,"North" 94 | "20010907",NA,NA,NA,NA,6,5,NA,-1.5,-3.4641,-3.0642,59,"West" 95 | "20010908",63,17.3,19.8,19.4,NA,NA,NA,-4.5963,-6.0622,-4.3301,68,"West" 96 | "20010912",NA,14.2,22.2,NA,5,NA,6,-0.866,-5,NA,62,"West" 97 | "20010913",74,15.8,18.7,19.1,NA,7,7,-4.5963,-6.8937,NA,78,"West" 98 | "20010914",71,15.2,17.9,18.6,NA,NA,NA,-1.0419,-1.3681,NA,74,"North" 99 | "20010915",69,17.1,17.7,17.5,6,7,8,-5.1962,-2.7362,-1.0419,71,"North" 100 | "20010916",71,15.4,NA,16.6,4,5,5,-3.8302,0,1.3892,69,"North" 101 | "20010917",60,NA,NA,NA,4,5,4,0,3.2139,0,71,"North" 102 | "20010918",42,NA,14.3,14.9,8,7,7,-2.5,-3.2139,-2.5,60,"North" 103 | "20010919",65,14.8,NA,15.9,7,NA,7,NA,-6.0622,-5.1962,42,"West" 104 | "20010920",71,15.5,18,17.4,7,7,6,-3.9392,-3.0642,0,65,"West" 105 | "20010921",96,11.3,NA,20.2,3,3,3,-0.1736,3.7588,3.8302,71,"East" 106 | "20010922",98,15.2,19.7,20.3,2,2,2,4,5,NA,96,"East" 107 | "20010923",92,NA,17.6,18.2,1,4,6,5.1962,5.1423,NA,98,"North" 108 | "20010924",76,13.3,17.7,17.7,NA,NA,NA,-0.9397,-0.766,-0.5,NA,"West" 109 | "20010925",NA,13.3,NA,17.8,3,5,NA,0,-1,-1.2856,76,"South" 110 | "20010927",77,16.2,20.8,NA,NA,NA,NA,-0.6946,-2,NA,71,"South" 111 | "20010928",99,NA,NA,NA,NA,NA,NA,1.5,0.8682,0.8682,NA,"South" 112 | "20010929",83,NA,NA,NA,NA,5,3,-4,-3.7588,-4,99,"West" 113 | "20010930",70,15.7,18.6,20.7,7,NA,7,NA,-1.0419,-4,83,"South" 114 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/UseR2018-intro-to-naniar.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "A brief introduction to missing data visualisation" 3 | subtitle: "UseR! 2018 - Brisbane" 4 | author: "Nicholas Tierney
Monash University
@nj_tierney" 5 | date: "Wednesday 12th July, 2018" 6 | output: 7 | xaringan::moon_reader: 8 | lib_dir: libs 9 | css: xaringan-themer.css 10 | nature: 11 | highlightStyle: github 12 | highlightLines: true 13 | countIncrementalSlides: false 14 | --- 15 | class: inverse, center, middle 16 | 17 | ```{r setup, include=FALSE} 18 | options(htmltools.dir.version = FALSE) 19 | 20 | knitr::opts_chunk$set(dev = "png", 21 | dpi = 300, 22 | fig.width = 6, 23 | fig.height = 4, 24 | out.width="80%", 25 | fig.align = "center", 26 | echo = TRUE, 27 | cache = TRUE) 28 | 29 | library(tidyverse) 30 | library(visdat) 31 | library(naniar) 32 | library(leaflet) 33 | library(ggplot2) 34 | 35 | # data prep ---- 36 | dat_sf_clean <- readr::read_rds("data/dat_sf_clean.rds") 37 | dat_sf_unclean <- readr::read_rds("data/dat_sf_unclean.rds") 38 | 39 | ``` 40 | 41 | 42 | ```{r xaringan-themer, include=FALSE} 43 | library(xaringanthemer) 44 | mono_accent( 45 | base_color = "#308bd2", 46 | header_font_google = google_font("Josefin Sans"), 47 | inverse_background_color = "#d29430", 48 | inverse_header_color = "white", 49 | text_bold_color = "#d24330", 50 | inverse_text_color = "white", 51 | text_font_google = google_font("Montserrat", "300", "300i"), 52 | code_font_family = "Fira Code", 53 | code_font_url = "https://cdn.rawgit.com/tonsky/FiraCode/1.204/distr/fira_code.css" 54 | ) 55 | ``` 56 | 57 | # Motivation 58 | 59 | ### Why would I want to deal with missing data? 60 | 61 | ??? 62 | 63 | I was handed a dataset in my PhD that had more than 65% of the data missing. 64 | We had to spend quite a bit of time exploring the missingness relationships and 65 | the whole process was very frustrating, this inspired me to develop methods for 66 | exploring missing data, which ended up being a substantial part of my thesis 67 | 68 | But today we are going to talk about some example weather data from Melbourne. 69 | 70 | --- 71 | class: center, middle 72 | # Example 73 | 74 | ### San Francisco weather data 75 | ### || Date | Wind | Temp || 76 | ### Using the R package: [`GSODR`](https://github.com/ropensci/gsodr) 77 | ### [(Global Surface Summary of the Day)](https://data.noaa.gov/dataset/global-surface-summary-of-the-day-gsod) 78 | 79 | ### Written by Adam Sparks 80 | 81 | ### github.com/ropensci/GSODR 82 | --- 83 | 84 | ```{r sf-intro-temp-data, out.width = "100%", echo = FALSE} 85 | # let's messy up the data 86 | ggplot(dat_sf_clean, 87 | aes(x = date, 88 | y = temp_avg)) + 89 | geom_line() 90 | 91 | ```` 92 | 93 | --- 94 | class: middle, center 95 | 96 | # Why data was missing 97 | 98 | ```{r sf-final-miss-mech, out.width = "90%", echo = FALSE} 99 | 100 | ggplot(dat_sf_clean, 101 | aes(x = wind_speed_max, 102 | y = temp_avg)) + 103 | geom_miss_point() 104 | 105 | ``` 106 | 107 | 108 | ??? 109 | 110 | So here we can create a graphic where we can see the data that are present are in blue, and the data that are missing are in red. What we see here then is that the data that are missing for air temperature are in red here, but are actually measured only beyond gust speeds of 8 kpmh 111 | 112 | So in cases of strong winds, the air temperature measurements break. Done. Dusted. 113 | 114 | --- 115 | class: inverse, center, middle 116 | 117 | .vvhugew[ 118 | Wait, What? 119 | ] 120 | 121 | ??? 122 | 123 | But, like all good explanations, this one is simple - but the process to get there, where we describe it, probably was not. 124 | 125 | In order to get to a position where you could generate this graphic, and show this data, you probably had to spend more time than you would have liked developing exploratory data analyses and models 126 | 127 | It might seem obvious to point out the precise mechanism for generating the missingness, but this is kind of difficult when there is a lot of missing data, or when there are many variables. 128 | 129 | --- 130 | class: center, middle 131 | background-color: #000000 132 | 133 | .vhugew[ 134 | What dealing with missing data looks like in a paper 135 | ] 136 | 137 | 138 | --- 139 | 140 | background-image: url(https://njtierney.updog.co/gifs/narnia-doppel.jpg) 141 | background-size: contain 142 | background-position: 50% 50% 143 | class: center, bottom, inverse 144 | 145 | --- 146 | 147 | background-image: url(https://njtierney.updog.co/gifs/narnia-golf-beer.gif) 148 | background-color: #000000 149 | background-size: contain 150 | background-position: 50% 50% 151 | class: center, bottom, inverse 152 | 153 | --- 154 | class: center, middle 155 | background-color: #000000 156 | 157 | .vhugew[ 158 | What dealing with missing data actually looks like 159 | ] 160 | 161 | --- 162 | 163 | background-image: url(https://njtierney.updog.co/gifs/narnia-dart-throw.gif) 164 | background-size: contain 165 | background-color: #000000 166 | background-position: 50% 50% 167 | class: center, bottom, inverse 168 | 169 | --- 170 | class:center, middle, inverse 171 | # Questions 172 | 173 | .vhugew[ 174 | 1. How to start looking at missing data 175 | 176 | 2. How to start exploring why data is missing 177 | ] 178 | 179 | --- 180 | class: center, middle, inverse 181 | # Design Principles 182 | 183 | .vhugew[ 184 | 185 | Easy to use 186 | 187 | Quick to remember 188 | 189 | Complement existing tools 190 | 191 | ] 192 | ??? 193 | 194 | There's also these two other principles: 195 | 196 | 1. Convenience - easy to remember and use 197 | 2. Design / Philosophy - easy to use and interact with other tools 198 | 199 | To look at these questions I am going to discuss some tools that I have built with Di Cook and Miles McBain, to facilitate the highlighting and exploration of missing values. 200 | 201 | I'll then move discuss the way that we can handle and manipulate missing data. 202 | 203 | I will then move to discuss the problems with current methods for exploring and visualising missings, and what we can do about it. 204 | 205 | --- 206 | class: inverse, middle, center 207 | 208 | # Learn more 209 | 210 | ```{r learn-more, echo = FALSE} 211 | knitr::include_graphics("https://njtierney.updog.co/img/hex-visdat-and-naniar.png") 212 | ``` 213 | 214 | .pull-left[ 215 | .center[ 216 | .hugew[ 217 | visdat.njtierney.com 218 | 219 | `r icon::fa("twitter")` nj_tierney 220 | ] 221 | ] 222 | ] 223 | 224 | .pull-right[ 225 | .center[ 226 | .hugew[ 227 | naniar.njtierney.com 228 | 229 | 230 | `r icon::fa("github")` njtierney 231 | ] 232 | ] 233 | ] 234 | 235 | 236 | 237 | 238 | --- 239 | ```{r logos, out.width = "60%", echo = FALSE} 240 | knitr::include_graphics("https://njtierney.updog.co/img/numbat-logo.png") 241 | knitr::include_graphics("https://njtierney.updog.co/img/monash-logo.png") 242 | knitr::include_graphics("https://njtierney.updog.co/img/ropensci-logo-long.png") 243 | ``` 244 | 245 | 246 | --- 247 | background-image: url(https://njtierney.updog.co/img/img_contrib.png) 248 | background-color: #000000 249 | background-size: contain 250 | background-position: 50% 50% 251 | class: center, bottom, inverse 252 | 253 | 254 | 255 | 256 | 257 | 258 | 259 | 260 | 261 | -------------------------------------------------------------------------------- /slides/nick-intro-talk/UseR2018-intro-to-naniar.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | A brief introduction to missing data visualisation 5 | 6 | 7 | 8 | 9 | 10 | 11 | 213 | 214 | 228 | 229 | 236 | 237 | 247 | 248 | 249 | --------------------------------------------------------------------------------