https://johnmackintosh.com/blog/datatable/ 2023-03-21T11:41:24+00:00 https://johnmackintosh.com/blog/dplyr/ 2022-02-12T15:06:53+00:00 https://johnmackintosh.com/blog/excel/ 2023-08-15T22:33:17+00:00 https://johnmackintosh.com/blog/ggplot2/ 2022-02-12T15:07:38+00:00 https://johnmackintosh.com/blog/msword/ 2023-03-21T12:00:02+00:00 https://johnmackintosh.com/blog/powerbi/ 2021-10-13T21:34:21+00:00 https://johnmackintosh.com/blog/purrr/ 2023-03-03T09:03:07+00:00 https://johnmackintosh.com/blog/quality-improvement/ 2023-03-21T11:36:19+00:00 https://johnmackintosh.com/blog/rstats/ 2021-10-13T21:35:18+00:00 https://johnmackintosh.com/blog/sql/ 2023-03-03T09:05:00+00:00 https://johnmackintosh.com/tag-automation/ 2023-03-12T21:55:46+00:00 https://johnmackintosh.com/tag-datatable/ 2023-03-21T11:41:52+00:00 https://johnmackintosh.com/tag-deprivation/ 2023-03-12T21:56:24+00:00 https://johnmackintosh.com/tag-dplyr/ 2023-03-12T00:43:55+00:00 https://johnmackintosh.com/tag-edinburgh/ 2023-03-12T21:57:22+00:00 https://johnmackintosh.com/tag-excel/ 2023-08-15T22:32:43+00:00 https://johnmackintosh.com/tag-flextable/ 2023-03-21T11:55:05+00:00 https://johnmackintosh.com/tag-forecast/ 2023-03-12T21:58:30+00:00 https://johnmackintosh.com/tag-genius/ 2023-03-12T21:59:16+00:00 https://johnmackintosh.com/tag-ggalt/ 2023-03-12T21:59:44+00:00 https://johnmackintosh.com/tag-gganimate/ 2023-03-12T22:00:00+00:00 https://johnmackintosh.com/tag-ggextra/ 2023-03-12T22:00:23+00:00 https://johnmackintosh.com/tag-ggplot2/ 2023-03-12T22:00:40+00:00 https://johnmackintosh.com/tag-glasgow/ 2023-03-14T14:42:06+00:00 https://johnmackintosh.com/tag-glue/ 2023-03-14T14:42:32+00:00 https://johnmackintosh.com/tag-highland/ 2023-03-14T14:43:31+00:00 https://johnmackintosh.com/tag-julia/ 2023-03-21T17:06:23+00:00 https://johnmackintosh.com/tag-mapping/ 2023-03-12T22:07:10+00:00 https://johnmackintosh.com/tag-metallica/ 2023-03-12T22:07:44+00:00 https://johnmackintosh.com/tag-msoffice/ 2023-03-12T22:07:58+00:00 https://johnmackintosh.com/tag-music/ 2023-03-12T22:08:15+00:00 https://johnmackintosh.com/tag-nhs/ 2023-03-14T14:44:32+00:00 https://johnmackintosh.com/tag-officedown/ 2023-03-21T11:56:42+00:00 https://johnmackintosh.com/tag-officer/ 2023-03-21T11:57:15+00:00 https://johnmackintosh.com/tag-parameterised-query/ 2023-03-21T11:34:21+00:00 https://johnmackintosh.com/tag-popular/ 2023-03-12T22:10:07+00:00 https://johnmackintosh.com/tag-powerbi/ 2023-08-15T22:33:52+00:00 https://johnmackintosh.com/tag-purrr/ 2023-03-12T22:11:19+00:00 https://johnmackintosh.com/tag-quality-improvement/ 2023-03-14T14:45:00+00:00 https://johnmackintosh.com/tag-rbloggers/ 2023-03-12T22:11:40+00:00 https://johnmackintosh.com/tag-readr/ 2023-03-14T14:45:17+00:00 https://johnmackintosh.com/tag-rio/ 2023-03-14T14:45:35+00:00 https://johnmackintosh.com/tag-rmarkdown/ 2023-03-14T14:45:51+00:00 https://johnmackintosh.com/tag-rstats/ 2023-03-12T22:13:44+00:00 https://johnmackintosh.com/tag-scheduling/ 2023-03-12T22:12:00+00:00 https://johnmackintosh.com/tag-scotland/ 2023-03-14T14:46:10+00:00 https://johnmackintosh.com/tag-sentiment-analysis/ 2023-03-14T14:46:23+00:00 https://johnmackintosh.com/tag-shiny/ 2023-03-12T00:42:14+00:00 https://johnmackintosh.com/tag-simd/ 2023-03-14T14:46:40+00:00 https://johnmackintosh.com/tag-skimr/ 2023-03-14T14:46:54+00:00 https://johnmackintosh.com/tag-spc/ 2023-03-14T14:47:12+00:00 https://johnmackintosh.com/tag-sql/ 2023-03-12T22:14:30+00:00 https://johnmackintosh.com/tag-textmining/ 2023-03-14T14:47:27+00:00 https://johnmackintosh.com/tag-tidy-evaluation/ 2023-03-14T14:47:39+00:00 https://johnmackintosh.com/tag-tidyr/ 2023-03-12T22:15:09+00:00 https://johnmackintosh.com/tag-tidytext/ 2023-03-12T22:25:46+00:00 https://johnmackintosh.com/tag-tidyverse/ 2023-03-12T22:26:01+00:00 https://johnmackintosh.com/tag-tmap/ 2023-03-14T14:48:04+00:00 https://johnmackintosh.com/tag-vscode/ 2023-03-12T22:26:18+00:00 https://johnmackintosh.com/tag-word/ 2023-03-21T11:55:53+00:00 https://johnmackintosh.com/tag-wrapr/ 2023-03-14T14:48:18+00:00 https://johnmackintosh.com/blog/2016-04-04-ggextra-is-extra-handy/ 2022-02-12T19:59:59+00:00 https://johnmackintosh.com/blog/2016-05-22-dumbells/ 2022-06-01T09:42:47+00:00 https://johnmackintosh.com/blog/2016-11-14-f-for-forecast/ 2022-06-01T22:22:05+00:00 https://johnmackintosh.com/blog/2016-11-27-calendar-heatmaps/ 2023-03-12T08:33:54+00:00 https://johnmackintosh.com/blog/2016-12-01-the-hourly-heatmap/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2017-01-15-taming-wild-spreadsheets/ 2022-02-13T21:03:23+00:00 https://johnmackintosh.com/blog/2017-04-04-the-run-chart-ing-man/ 2022-09-27T13:02:59+00:00 https://johnmackintosh.com/blog/2017-08-22-simply-mapping/ 2023-03-12T08:39:47+00:00 https://johnmackintosh.com/blog/2017-09-01-easy-maps-with-tmap/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2017-10-26-it's-a-dirty-job/ 2023-12-06T00:31:17+00:00 https://johnmackintosh.com/blog/2017-12-21-flow/ 2023-03-12T08:42:16+00:00 https://johnmackintosh.com/blog/2017-12-30-time-to-shine/ 2022-06-01T22:22:05+00:00 https://johnmackintosh.com/blog/2018-01-20-data-driven-diy/ 2022-02-14T20:35:10+00:00 https://johnmackintosh.com/blog/2018-01-29-hardwired-for-tidy-text/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2018-02-03-enter-sadman/ 2023-03-12T08:44:58+00:00 https://johnmackintosh.com/blog/2018-02-19-theory-free-tidyeval/ 2022-02-14T20:35:10+00:00 https://johnmackintosh.com/blog/2018-03-04-no-strings-attached/ 2022-02-14T20:35:10+00:00 https://johnmackintosh.com/blog/2018-03-31-backed-by-data/ 2023-03-21T11:27:01+00:00 https://johnmackintosh.com/blog/2018-05-13-apha-scotland-it-s-a-thing/ 2022-04-06T21:51:23+00:00 https://johnmackintosh.com/blog/2018-05-31-dplyr-for-the-win/ 2022-04-06T21:50:45+00:00 https://johnmackintosh.com/blog/2018-06-03-even-simpler-sql/ 2022-04-06T21:50:17+00:00 https://johnmackintosh.com/blog/2018-07-04-tidily-evaluated-ggplot2/ 2022-04-06T21:49:38+00:00 https://johnmackintosh.com/blog/2018-07-05-more-tidy-evaluation-with-ggplot2/ 2022-04-06T21:49:05+00:00 https://johnmackintosh.com/blog/2018-08-11-mid-table-mediocrity/ 2022-04-06T21:45:46+00:00 https://johnmackintosh.com/blog/2018-09-23-where-am-i/ 2023-03-21T11:28:34+00:00 https://johnmackintosh.com/blog/2018-10-31-thoughts-on-the-nhs-r-conference/ 2022-04-06T21:38:10+00:00 https://johnmackintosh.com/blog/2019-01-06-gganimation-for-the-nation/ 2022-06-01T22:22:05+00:00 https://johnmackintosh.com/blog/2019-02-28-first-look-at-mapping-and-splitting-in-dplyr/ 2021-08-09T21:39:42+00:00 https://johnmackintosh.com/blog/2019-06-30-datatable-by-a-dummy/ 2024-02-02T22:48:28+00:00 https://johnmackintosh.com/blog/2019-12-03-Plotting-NHSRDatasets-with-runcharter/ 2023-05-19T22:45:33+00:00 https://johnmackintosh.com/blog/2020-01-27-flexible-datatable-functions/ 2023-03-21T11:44:19+00:00 https://johnmackintosh.com/blog/2020-04-04-fast-flexible-census-tables/ 2023-03-21T11:45:21+00:00 https://johnmackintosh.com/blog/2020-07-17-simd-revisited/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2020-08-11-quick-hit/ 2023-03-21T11:45:38+00:00 https://johnmackintosh.com/blog/2020-09-30-rmedicine/ 2023-03-12T08:09:58+00:00 https://johnmackintosh.com/blog/2020-10-02-metallicart/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2020-10-06-the-day-after/ 2021-11-02T21:47:45+00:00 https://johnmackintosh.com/blog/2020-10-25-network-plots/ 2023-03-12T00:36:36+00:00 https://johnmackintosh.com/blog/2020-11-02-indefensible/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2020-11-23-nhsrcommunity3/ 2023-03-12T08:08:06+00:00 https://johnmackintosh.com/blog/2020-11-25-collapse/ 2023-03-21T11:46:17+00:00 https://johnmackintosh.com/blog/2020-12-11-coalesce/ 2023-03-21T10:55:05+00:00 https://johnmackintosh.com/blog/powerbi/2021-01-31-preppin/ 2023-03-21T11:46:40+00:00 https://johnmackintosh.com/blog/powerbi/2021-02-11-scheduled-refresh/ 2023-03-12T08:06:29+00:00 https://johnmackintosh.com/blog/2021-03-22-some-data-table-tips/ 2023-03-21T11:46:57+00:00 https://johnmackintosh.com/blog/2021-03-26-popthemes/ 2023-03-12T07:56:40+00:00 https://johnmackintosh.com/blog/2021-08-09-code-redux-with-dplyr-and-datatable/ 2023-03-21T11:47:19+00:00 https://johnmackintosh.com/blog/2021-08-12-well-well-well-my-excel/ 2025-08-26T06:55:47+00:00 https://johnmackintosh.com/blog/2021-09-17-hotel-occupancy/ 2023-03-21T11:47:43+00:00 https://johnmackintosh.com/blog/2021-10-05-fwf/ 2023-03-12T08:03:23+00:00 https://johnmackintosh.com/blog/2021-10-20-interpolation/ 2023-03-21T11:35:20+00:00 https://johnmackintosh.com/blog/2021-11-01-scheduling/ 2023-04-26T08:07:11+00:00 https://johnmackintosh.com/blog/2021-11-20-cusumcharter/ 2023-03-21T11:48:21+00:00 https://johnmackintosh.com/blog/2021-11-23-cran-success/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2022-01-04-bobclouds/ 2022-10-06T17:30:01+00:00 https://johnmackintosh.com/blog/2022-01-05-reactable/ 2022-12-19T12:25:11+00:00 https://johnmackintosh.com/blog/2022-01-25-energy-network/ 2023-03-21T12:18:42+00:00 https://johnmackintosh.com/blog/2022-01-31-master-of-sentiments/ 2023-03-21T11:49:57+00:00 https://johnmackintosh.com/blog/2022-02-03-inverness-streetmap/ 2022-04-06T20:29:08+00:00 https://johnmackintosh.com/blog/2022-02-08-separate-sql/ 2022-04-06T20:28:32+00:00 https://johnmackintosh.com/blog/2022-03-08-julia/ 2022-03-08T22:42:44+00:00 https://johnmackintosh.com/blog/2022-03-13-dual-axis/ 2024-10-25T21:00:37+00:00 https://johnmackintosh.com/blog/2022-04-06-sql-schema-query/ 2023-07-26T14:55:09+00:00 https://johnmackintosh.com/blog/2022-04-28-purrr-sql/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2022-06-14-dbexplorer/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2022-08-30-lapply/ 2023-03-21T11:51:27+00:00 https://johnmackintosh.com/blog/2022-09-21-word-up/ 2023-03-23T08:20:29+00:00 https://johnmackintosh.com/blog/2022-09-22-picture/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2022-12-14-targets/ 2023-01-26T12:14:02+00:00 https://johnmackintosh.com/blog/2023-01-26-headlines/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2023-02-04-vsc/ 2024-07-11T12:45:45+00:00 https://johnmackintosh.com/blog/2023-08-10-excel-lambda-intro/ 2023-08-17T07:33:35+00:00 https://johnmackintosh.com/blog/2023-10-07-checks-and-tests/ 2023-10-09T08:57:36+00:00 https://johnmackintosh.com/blog/2023-12-06-ph-profiles/ 2023-12-12T16:55:12+00:00 https://johnmackintosh.com/blog/2023-12-22-non-equi-joins/ 2023-12-22T20:11:04+00:00 https://johnmackintosh.com/blog/2024-01-03-dot-I/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/blog/2024-02-03-more-dot-I/ 2025-02-02T13:19:00+00:00 https://johnmackintosh.com/blog/2024-02-05-dt-programming/ 2024-02-06T23:58:05+00:00 https://johnmackintosh.com/blog/rstats/2024-12-22-tidying-text-files/ 2025-01-15T17:02:51+00:00 https://johnmackintosh.com/blog/2025-01-01-once-more/ 2025-01-02T10:39:27+00:00 https://johnmackintosh.com/blog/2025-04-04-base-r-pyramids/ 2025-04-05T07:54:37+00:00 https://johnmackintosh.com/blog/2025-04-09-website/ 2025-04-09T22:16:18+00:00 https://johnmackintosh.com/projects/qlik-process-control/ 2023-09-07T07:58:39+00:00 https://johnmackintosh.com/projects/patientcounter/ 2023-03-14T14:50:55+00:00 https://johnmackintosh.com/projects/cusumcharter/ 2023-03-14T14:50:36+00:00 https://johnmackintosh.com/projects/powerbi-spc/ 2024-05-23T06:02:40+00:00 https://johnmackintosh.com/projects/rockthemes/ 2023-03-14T14:52:01+00:00 https://johnmackintosh.com/projects/runcharter/ 2023-03-14T14:52:26+00:00 https://johnmackintosh.com/projects/spccharter/ 2023-03-14T14:52:40+00:00 https://johnmackintosh.com/projects/simd-2020/ 2023-09-07T08:03:46+00:00 https://johnmackintosh.com/about/ 2025-03-28T14:43:45+00:00 https://johnmackintosh.com/home/ 2023-03-21T14:53:14+00:00 https://johnmackintosh.com/blog/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/ 2024-03-06T11:41:24+00:00 https://johnmackintosh.com/offline.html 2020-07-28T22:41:43+00:00 https://johnmackintosh.com/posts/ 2020-07-28T22:41:43+00:00 https://johnmackintosh.com/projects/ 2023-09-07T07:39:45+00:00 https://johnmackintosh.com/tags/ 2022-01-02T16:25:32+00:00 https://johnmackintosh.com/talks/ 2023-03-21T10:57:16+00:00 https://johnmackintosh.com/blog/2/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/3/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/4/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/5/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/6/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/7/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/8/ 2023-01-04T13:40:26+00:00 https://johnmackintosh.com/blog/9/ 2023-01-04T13:40:26+00:00