From ba6f42049fb49f79fded21cc80a54900d97bf9e4 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 4 Jan 2025 09:34:25 +0100 Subject: [PATCH 1/9] Add draft of JN for numpy - array, datatime --- numpy_datetime.ipynb | 75 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 75 insertions(+) create mode 100755 numpy_datetime.ipynb diff --git a/numpy_datetime.ipynb b/numpy_datetime.ipynb new file mode 100755 index 0000000..4452313 --- /dev/null +++ b/numpy_datetime.ipynb @@ -0,0 +1,75 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "32fadb57-786d-4979-9e6a-d8a7225063f2", + "metadata": {}, + "outputs": [], + "source": [ + "import pygmt\n", + "import datetime\n", + "import numpy as np\n", + "\n", + "\n", + "# Data retrieved from https://star-history.com/#GenericMappingTools/pygmt&Date 2024/12/01\n", + "dates_pygmt = np.array(\n", + " [\"2017-03-30\", \"2017-08-05\", \"2018-05-24\", \"2019-01-11\", \"2019-12-10\", \"2020-05-18\",\n", + " \"2020-12-29\", \"2021-06-22\", \"2021-12-01\", \"2022-03-06\", \"2022-07-26\", \"2023-02-16\",\n", + " \"2023-09-11\", \"2023-11-11\", \"2024-05-11\", \"2024-12-01\"], dtype=np.datetime64\n", + ")\n", + "stars_pygmt = np.array([\n", + " 0, 30, 90, 150, 210, 240, 300, 360, 420, 450, 510, 570, 630, 660, 720, 769]\n", + ")\n", + "\n", + "# Data retrieved from https://star-history.com/#GenericMappingTools/gmt&Date 2024/12/01\n", + "dates_gmt = np.array(\n", + " [\"2018-08-13\", \"2019-01-04\", \"2019-03-01\", \"2019-07-27\", \"2019-11-29\", \"2020-03-13\",\n", + " \"2020-07-08\", \"2020-09-26\", \"2021-03-15\", \"2021-09-13\", \"2022-02-16\", \"2022-08-23\",\n", + " \"2023-04-13\", \"2023-11-17\", \"2024-05-29\", \"2024-12-01\"], dtype=np.datetime64\n", + ")\n", + "stars_gmt = np.array([\n", + " 0, 60, 120, 180, 240, 300, 360, 390, 450, 510, 570, 630, 690, 750, 810, 864]\n", + ")\n", + "\n", + "\n", + "fig = pygmt.Figure()\n", + "fig.basemap(\n", + " projection=\"X12c/6c\",\n", + " region=[datetime.date(2017, 1, 1), datetime.date(2025, 6, 30), 0, 900],\n", + " frame=[\"x+lyear\", \"y+lGitHub stars\"],\n", + ")\n", + "\n", + "fig.plot(x=dates_gmt, y=stars_gmt, pen=\"238/86/52\", no_clip=True)\n", + "fig.plot(x=dates_gmt, y=stars_gmt, style=\"c0.23c\", fill=\"238/86/52\", no_clip=True, label=\"GMT\")\n", + "\n", + "fig.plot(x=dates_pygmt, y=stars_pygmt, pen=\"63/124/173\", no_clip=True)\n", + "fig.plot(x=dates_pygmt, y=stars_pygmt, style=\"c0.23c\", fill=\"63/124/173\", no_clip=True, label=\"PyGMT\")\n", + "\n", + "fig.legend(position=\"jBR\")\n", + "fig.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c0b903b238f2d6f343ed7be1e012249cce4c070f Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 4 Jan 2025 09:35:41 +0100 Subject: [PATCH 2/9] Include output figure --- numpy_datetime.ipynb | 19 +++++++++++++++++-- 1 file changed, 17 insertions(+), 2 deletions(-) diff --git a/numpy_datetime.ipynb b/numpy_datetime.ipynb index 4452313..084161f 100755 --- a/numpy_datetime.ipynb +++ b/numpy_datetime.ipynb @@ -2,10 +2,25 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "32fadb57-786d-4979-9e6a-d8a7225063f2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "import pygmt\n", "import datetime\n", From 248a5bd4fa489bd2762014333f43ce703836f497 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 4 Jan 2025 09:36:47 +0100 Subject: [PATCH 3/9] Reduce resolution of output image in JN --- numpy_datetime.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/numpy_datetime.ipynb b/numpy_datetime.ipynb index 084161f..68af268 100755 --- a/numpy_datetime.ipynb +++ b/numpy_datetime.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "32fadb57-786d-4979-9e6a-d8a7225063f2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -62,7 +62,7 @@ "fig.plot(x=dates_pygmt, y=stars_pygmt, style=\"c0.23c\", fill=\"63/124/173\", no_clip=True, label=\"PyGMT\")\n", "\n", "fig.legend(position=\"jBR\")\n", - "fig.show()" + "fig.show(dpi=150)" ] } ], From 414c8b812469a3c18235aa01e77bcc2196905461 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 5 Jan 2025 18:40:21 +0100 Subject: [PATCH 4/9] Include GMT.jl --- numpy_datetime.ipynb | 120 ++++++++++++++++++++++++++++++++++--------- 1 file changed, 96 insertions(+), 24 deletions(-) diff --git a/numpy_datetime.ipynb b/numpy_datetime.ipynb index 68af268..2bfca6e 100755 --- a/numpy_datetime.ipynb +++ b/numpy_datetime.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "id": "32fadb57-786d-4979-9e6a-d8a7225063f2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -22,47 +22,119 @@ } ], "source": [ - "import pygmt\n", "import datetime\n", + "\n", "import numpy as np\n", + "import pygmt\n", "\n", + "# Data retrieved from https://star-history.com/#GenericMappingTools/gmt&Date\n", + "# last access 2024-12-01\n", + "dates_gmt = np.array(\n", + " [\n", + " \"2018-08-13\",\n", + " \"2019-01-04\",\n", + " \"2019-03-01\",\n", + " \"2019-07-27\",\n", + " \"2019-11-29\",\n", + " \"2020-03-13\",\n", + " \"2020-07-08\",\n", + " \"2020-09-26\",\n", + " \"2021-03-15\",\n", + " \"2021-09-13\",\n", + " \"2022-02-16\",\n", + " \"2022-08-23\",\n", + " \"2023-04-13\",\n", + " \"2023-11-17\",\n", + " \"2024-05-29\",\n", + " \"2024-12-01\",\n", + " ],\n", + " dtype=np.datetime64,\n", + ")\n", + "stars_gmt = np.array(\n", + " [0, 60, 120, 180, 240, 300, 360, 390, 450, 510, 570, 630, 690, 750, 810, 864]\n", + ")\n", + "color_gmt = \"238/86/52\" # GMT red\n", "\n", - "# Data retrieved from https://star-history.com/#GenericMappingTools/pygmt&Date 2024/12/01\n", - "dates_pygmt = np.array(\n", - " [\"2017-03-30\", \"2017-08-05\", \"2018-05-24\", \"2019-01-11\", \"2019-12-10\", \"2020-05-18\",\n", - " \"2020-12-29\", \"2021-06-22\", \"2021-12-01\", \"2022-03-06\", \"2022-07-26\", \"2023-02-16\",\n", - " \"2023-09-11\", \"2023-11-11\", \"2024-05-11\", \"2024-12-01\"], dtype=np.datetime64\n", + "# Data retrieved from https://star-history.com/#GenericMappingTools/GMT.jl&Date\n", + "# last access 2025-01-05\n", + "dates_jl = np.array(\n", + " [\n", + " \"2016-02-25\",\n", + " \"2018-03-12\",\n", + " \"2018-11-19\",\n", + " \"2019-07-10\",\n", + " \"2020-01-11\",\n", + " \"2020-05-05\",\n", + " \"2020-11-01\",\n", + " \"2021-04-05\",\n", + " \"2021-09-26\",\n", + " \"2021-12-15\",\n", + " \"2022-03-08\",\n", + " \"2022-09-07\",\n", + " \"2023-06-27\",\n", + " \"2023-11-13\",\n", + " \"2024-03-14\",\n", + " \"2024-11-01\",\n", + " \"2025-01-05\",\n", + " ],\n", + " dtype=np.datetime64,\n", ")\n", - "stars_pygmt = np.array([\n", - " 0, 30, 90, 150, 210, 240, 300, 360, 420, 450, 510, 570, 630, 660, 720, 769]\n", + "stars_jl = np.array(\n", + " [1, 14, 27, 40, 53, 66, 79, 92, 105, 118, 131, 144, 157, 170, 183, 196, 199]\n", ")\n", + "color_jl = \"170/121/193\" # Julia purple\n", "\n", - "# Data retrieved from https://star-history.com/#GenericMappingTools/gmt&Date 2024/12/01\n", - "dates_gmt = np.array(\n", - " [\"2018-08-13\", \"2019-01-04\", \"2019-03-01\", \"2019-07-27\", \"2019-11-29\", \"2020-03-13\",\n", - " \"2020-07-08\", \"2020-09-26\", \"2021-03-15\", \"2021-09-13\", \"2022-02-16\", \"2022-08-23\",\n", - " \"2023-04-13\", \"2023-11-17\", \"2024-05-29\", \"2024-12-01\"], dtype=np.datetime64\n", + "# Data retrieved from https://star-history.com/#GenericMappingTools/pygmt&Date\n", + "# last access 2024-12-01\n", + "dates_py = np.array(\n", + " [\n", + " \"2017-03-30\",\n", + " \"2017-08-05\",\n", + " \"2018-05-24\",\n", + " \"2019-01-11\",\n", + " \"2019-12-10\",\n", + " \"2020-05-18\",\n", + " \"2020-12-29\",\n", + " \"2021-06-22\",\n", + " \"2021-12-01\",\n", + " \"2022-03-06\",\n", + " \"2022-07-26\",\n", + " \"2023-02-16\",\n", + " \"2023-09-11\",\n", + " \"2023-11-11\",\n", + " \"2024-05-11\",\n", + " \"2024-12-01\",\n", + " ],\n", + " dtype=np.datetime64,\n", ")\n", - "stars_gmt = np.array([\n", - " 0, 60, 120, 180, 240, 300, 360, 390, 450, 510, 570, 630, 690, 750, 810, 864]\n", + "stars_py = np.array(\n", + " [0, 30, 90, 150, 210, 240, 300, 360, 420, 450, 510, 570, 630, 660, 720, 769]\n", ")\n", + "color_py = \"63/124/173\" # Python blue\n", "\n", "\n", + "# -----------------------------------------------------------------------------\n", "fig = pygmt.Figure()\n", "fig.basemap(\n", " projection=\"X12c/6c\",\n", - " region=[datetime.date(2017, 1, 1), datetime.date(2025, 6, 30), 0, 900],\n", + " region=[datetime.date(2016, 1, 1), datetime.date(2025, 6, 30), 0, 900],\n", " frame=[\"x+lyear\", \"y+lGitHub stars\"],\n", ")\n", "\n", - "fig.plot(x=dates_gmt, y=stars_gmt, pen=\"238/86/52\", no_clip=True)\n", - "fig.plot(x=dates_gmt, y=stars_gmt, style=\"c0.23c\", fill=\"238/86/52\", no_clip=True, label=\"GMT\")\n", + "args_dots = {\"style\": \"c0.2c\", \"no_clip\": True}\n", + "args_dots = {\"style\": \"a0.35c\", \"no_clip\": True}\n", + "\n", + "fig.plot(x=dates_gmt, y=stars_gmt, pen=color_gmt, no_clip=True)\n", + "fig.plot(x=dates_gmt, y=stars_gmt, fill=color_gmt, label=\"GMT\", **args_dots)\n", + "\n", + "fig.plot(x=dates_jl, y=stars_jl, pen=color_jl, no_clip=True)\n", + "fig.plot(x=dates_jl, y=stars_jl, fill=color_jl, label=\"GMT.jl\", **args_dots)\n", "\n", - "fig.plot(x=dates_pygmt, y=stars_pygmt, pen=\"63/124/173\", no_clip=True)\n", - "fig.plot(x=dates_pygmt, y=stars_pygmt, style=\"c0.23c\", fill=\"63/124/173\", no_clip=True, label=\"PyGMT\")\n", + "fig.plot(x=dates_py, y=stars_py, pen=color_py, no_clip=True)\n", + "fig.plot(x=dates_py, y=stars_py, fill=color_py, label=\"PyGMT\", **args_dots)\n", "\n", - "fig.legend(position=\"jBR\")\n", - "fig.show(dpi=150)" + "fig.legend(position=\"jLT\")\n", + "fig.show()" ] } ], From c73b38bf8fc4cca662d4ceffd45270dc58dbf531 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 5 Jan 2025 18:44:12 +0100 Subject: [PATCH 5/9] Add CSV files [temporary for reference] --- star_history_2024121_gmt.csv | 17 +++++++++++++++++ star_history_2024121_pygmt.csv | 17 +++++++++++++++++ star_history_20250105_gmtjl.csv | 18 ++++++++++++++++++ 3 files changed, 52 insertions(+) create mode 100755 star_history_2024121_gmt.csv create mode 100755 star_history_2024121_pygmt.csv create mode 100755 star_history_20250105_gmtjl.csv diff --git a/star_history_2024121_gmt.csv b/star_history_2024121_gmt.csv new file mode 100755 index 0000000..e2385c5 --- /dev/null +++ b/star_history_2024121_gmt.csv @@ -0,0 +1,17 @@ +Repository,Date,Stars +GenericMappingTools/gmt,Mon Aug 13 2018 04:28:37 GMT+0200 (Mitteleuropäische Sommerzeit),0 +GenericMappingTools/gmt,Fri Jan 04 2019 14:37:11 GMT+0100 (Mitteleuropäische Normalzeit),60 +GenericMappingTools/gmt,Fri Mar 01 2019 00:16:39 GMT+0100 (Mitteleuropäische Normalzeit),120 +GenericMappingTools/gmt,Sat Jul 27 2019 20:49:03 GMT+0200 (Mitteleuropäische Sommerzeit),180 +GenericMappingTools/gmt,Wed Nov 27 2019 10:37:17 GMT+0100 (Mitteleuropäische Normalzeit),240 +GenericMappingTools/gmt,Fri Mar 13 2020 09:00:52 GMT+0100 (Mitteleuropäische Normalzeit),300 +GenericMappingTools/gmt,Wed Jul 08 2020 07:11:03 GMT+0200 (Mitteleuropäische Sommerzeit),360 +GenericMappingTools/gmt,Sat Sep 26 2020 10:50:10 GMT+0200 (Mitteleuropäische Sommerzeit),390 +GenericMappingTools/gmt,Mon Mar 15 2021 20:40:17 GMT+0100 (Mitteleuropäische Normalzeit),450 +GenericMappingTools/gmt,Mon Sep 13 2021 05:07:09 GMT+0200 (Mitteleuropäische Sommerzeit),510 +GenericMappingTools/gmt,Wed Feb 16 2022 20:06:07 GMT+0100 (Mitteleuropäische Normalzeit),570 +GenericMappingTools/gmt,Tue Aug 23 2022 09:57:25 GMT+0200 (Mitteleuropäische Sommerzeit),630 +GenericMappingTools/gmt,Thu Apr 13 2023 11:50:55 GMT+0200 (Mitteleuropäische Sommerzeit),690 +GenericMappingTools/gmt,Fri Nov 17 2023 21:39:49 GMT+0100 (Mitteleuropäische Normalzeit),750 +GenericMappingTools/gmt,Wed May 29 2024 11:51:14 GMT+0200 (Mitteleuropäische Sommerzeit),810 +GenericMappingTools/gmt,Sun Dec 01 2024 14:28:14 GMT+0100 (Mitteleuropäische Normalzeit),864 diff --git a/star_history_2024121_pygmt.csv b/star_history_2024121_pygmt.csv new file mode 100755 index 0000000..286eb4f --- /dev/null +++ b/star_history_2024121_pygmt.csv @@ -0,0 +1,17 @@ +Repository,Date,Stars +GenericMappingTools/pygmt,Thu Mar 30 2017 18:55:38 GMT+0200 (Mitteleuropäische Sommerzeit),0 +GenericMappingTools/pygmt,Sat Aug 05 2017 21:04:13 GMT+0200 (Mitteleuropäische Sommerzeit),30 +GenericMappingTools/pygmt,Thu May 24 2018 23:39:25 GMT+0200 (Mitteleuropäische Sommerzeit),90 +GenericMappingTools/pygmt,Fri Jan 11 2019 02:33:14 GMT+0100 (Mitteleuropäische Normalzeit),150 +GenericMappingTools/pygmt,Tue Dec 10 2019 05:45:03 GMT+0100 (Mitteleuropäische Normalzeit),210 +GenericMappingTools/pygmt,Mon May 18 2020 12:13:40 GMT+0200 (Mitteleuropäische Sommerzeit),240 +GenericMappingTools/pygmt,Tue Dec 29 2020 08:31:55 GMT+0100 (Mitteleuropäische Normalzeit),300 +GenericMappingTools/pygmt,Tue Jun 22 2021 04:02:32 GMT+0200 (Mitteleuropäische Sommerzeit),360 +GenericMappingTools/pygmt,Wed Dec 01 2021 22:11:16 GMT+0100 (Mitteleuropäische Normalzeit),420 +GenericMappingTools/pygmt,Sun Mar 06 2022 05:54:30 GMT+0100 (Mitteleuropäische Normalzeit),450 +GenericMappingTools/pygmt,Tue Jul 26 2022 21:12:34 GMT+0200 (Mitteleuropäische Sommerzeit),510 +GenericMappingTools/pygmt,Thu Feb 16 2023 19:01:51 GMT+0100 (Mitteleuropäische Normalzeit),570 +GenericMappingTools/pygmt,Mon Sep 11 2023 19:42:26 GMT+0200 (Mitteleuropäische Sommerzeit),630 +GenericMappingTools/pygmt,Sat Nov 11 2023 20:13:05 GMT+0100 (Mitteleuropäische Normalzeit),660 +GenericMappingTools/pygmt,Sat May 11 2024 02:54:10 GMT+0200 (Mitteleuropäische Sommerzeit),720 +GenericMappingTools/pygmt,Sun Dec 01 2024 11:59:19 GMT+0100 (Mitteleuropäische Normalzeit),769 diff --git a/star_history_20250105_gmtjl.csv b/star_history_20250105_gmtjl.csv new file mode 100755 index 0000000..a2b7865 --- /dev/null +++ b/star_history_20250105_gmtjl.csv @@ -0,0 +1,18 @@ +Repository,Date,Stars +GenericMappingTools/GMT.jl,Thu Feb 25 2016 04:55:51 GMT+0100 (Mitteleuropäische Normalzeit),1 +GenericMappingTools/GMT.jl,Mon Mar 12 2018 16:47:02 GMT+0100 (Mitteleuropäische Normalzeit),14 +GenericMappingTools/GMT.jl,Mon Nov 19 2018 20:54:02 GMT+0100 (Mitteleuropäische Normalzeit),27 +GenericMappingTools/GMT.jl,Wed Jul 10 2019 05:38:53 GMT+0200 (Mitteleuropäische Sommerzeit),40 +GenericMappingTools/GMT.jl,Sat Jan 11 2020 14:44:39 GMT+0100 (Mitteleuropäische Normalzeit),53 +GenericMappingTools/GMT.jl,Tue May 05 2020 01:51:30 GMT+0200 (Mitteleuropäische Sommerzeit),66 +GenericMappingTools/GMT.jl,Sun Nov 01 2020 01:43:27 GMT+0100 (Mitteleuropäische Normalzeit),79 +GenericMappingTools/GMT.jl,Mon Apr 05 2021 13:30:29 GMT+0200 (Mitteleuropäische Sommerzeit),92 +GenericMappingTools/GMT.jl,Sun Sep 26 2021 08:04:30 GMT+0200 (Mitteleuropäische Sommerzeit),105 +GenericMappingTools/GMT.jl,Wed Dec 15 2021 23:23:39 GMT+0100 (Mitteleuropäische Normalzeit),118 +GenericMappingTools/GMT.jl,Tue Mar 08 2022 07:41:23 GMT+0100 (Mitteleuropäische Normalzeit),131 +GenericMappingTools/GMT.jl,Fri Oct 07 2022 09:28:14 GMT+0200 (Mitteleuropäische Sommerzeit),144 +GenericMappingTools/GMT.jl,Tue Jun 27 2023 01:48:17 GMT+0200 (Mitteleuropäische Sommerzeit),157 +GenericMappingTools/GMT.jl,Mon Nov 13 2023 05:20:11 GMT+0100 (Mitteleuropäische Normalzeit),170 +GenericMappingTools/GMT.jl,Thu Mar 14 2024 14:49:09 GMT+0100 (Mitteleuropäische Normalzeit),183 +GenericMappingTools/GMT.jl,Fri Nov 01 2024 19:08:07 GMT+0100 (Mitteleuropäische Normalzeit),196 +GenericMappingTools/GMT.jl,Sun Jan 05 2025 16:59:17 GMT+0100 (Mitteleuropäische Normalzeit),199 From b46752c860f783d1c28766b29acd511c6cabc0d5 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 5 Jan 2025 19:27:08 +0100 Subject: [PATCH 6/9] Adjust filename --- numpy_datetime.ipynb => pygmt_paper_numpy_datetime.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename numpy_datetime.ipynb => pygmt_paper_numpy_datetime.ipynb (100%) diff --git a/numpy_datetime.ipynb b/pygmt_paper_numpy_datetime.ipynb similarity index 100% rename from numpy_datetime.ipynb rename to pygmt_paper_numpy_datetime.ipynb From 2150e2a61c007d9da6c95661ca74691103d01749 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 5 Jan 2025 20:38:41 +0100 Subject: [PATCH 7/9] Reduce resolution of output image in JN --- pygmt_paper_numpy_datetime.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pygmt_paper_numpy_datetime.ipynb b/pygmt_paper_numpy_datetime.ipynb index 2bfca6e..6bca3ee 100755 --- a/pygmt_paper_numpy_datetime.ipynb +++ b/pygmt_paper_numpy_datetime.ipynb @@ -134,7 +134,7 @@ "fig.plot(x=dates_py, y=stars_py, fill=color_py, label=\"PyGMT\", **args_dots)\n", "\n", "fig.legend(position=\"jLT\")\n", - "fig.show()" + "fig.show(dpi=150)" ] } ], From e525ea6e434672a73e0fee84afe953b2f40fc6b8 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Tue, 11 Feb 2025 10:20:17 +0100 Subject: [PATCH 8/9] Fix date in filename --- star_history_2024121_gmt.csv => star_history_20241201_gmt.csv | 0 star_history_2024121_pygmt.csv => star_history_20241201_pygmt.csv | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename star_history_2024121_gmt.csv => star_history_20241201_gmt.csv (100%) rename star_history_2024121_pygmt.csv => star_history_20241201_pygmt.csv (100%) diff --git a/star_history_2024121_gmt.csv b/star_history_20241201_gmt.csv similarity index 100% rename from star_history_2024121_gmt.csv rename to star_history_20241201_gmt.csv diff --git a/star_history_2024121_pygmt.csv b/star_history_20241201_pygmt.csv similarity index 100% rename from star_history_2024121_pygmt.csv rename to star_history_20241201_pygmt.csv From 743478513a4d3c9c6e1e2e2e4683921a65c5d4eb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Yvonne=20Fr=C3=B6hlich?= Date: Wed, 23 Apr 2025 15:14:40 +0200 Subject: [PATCH 9/9] Add plot for aligned time series --- pygmt_paper_numpy_datetime.ipynb | 82 +++++++++++++++++++++++++++++--- 1 file changed, 76 insertions(+), 6 deletions(-) diff --git a/pygmt_paper_numpy_datetime.ipynb b/pygmt_paper_numpy_datetime.ipynb index 6bca3ee..3e36164 100755 --- a/pygmt_paper_numpy_datetime.ipynb +++ b/pygmt_paper_numpy_datetime.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "id": "32fadb57-786d-4979-9e6a-d8a7225063f2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -27,6 +27,7 @@ "import numpy as np\n", "import pygmt\n", "\n", + "# -----------------------------------------------------------------------------\n", "# Data retrieved from https://star-history.com/#GenericMappingTools/gmt&Date\n", "# last access 2024-12-01\n", "dates_gmt = np.array(\n", @@ -47,11 +48,12 @@ " \"2023-11-17\",\n", " \"2024-05-29\",\n", " \"2024-12-01\",\n", + " \"2025-04-23\",\n", " ],\n", " dtype=np.datetime64,\n", ")\n", "stars_gmt = np.array(\n", - " [0, 60, 120, 180, 240, 300, 360, 390, 450, 510, 570, 630, 690, 750, 810, 864]\n", + " [0, 60, 120, 180, 240, 300, 360, 390, 450, 510, 570, 630, 690, 750, 810, 864, 884]\n", ")\n", "color_gmt = \"238/86/52\" # GMT red\n", "\n", @@ -76,11 +78,12 @@ " \"2024-03-14\",\n", " \"2024-11-01\",\n", " \"2025-01-05\",\n", + " \"2025-04-23\",\n", " ],\n", " dtype=np.datetime64,\n", ")\n", "stars_jl = np.array(\n", - " [1, 14, 27, 40, 53, 66, 79, 92, 105, 118, 131, 144, 157, 170, 183, 196, 199]\n", + " [1, 14, 27, 40, 53, 66, 79, 92, 105, 118, 131, 144, 157, 170, 183, 196, 199, 205]\n", ")\n", "color_jl = \"170/121/193\" # Julia purple\n", "\n", @@ -104,11 +107,12 @@ " \"2023-11-11\",\n", " \"2024-05-11\",\n", " \"2024-12-01\",\n", + " \"2025-04-23\",\n", " ],\n", " dtype=np.datetime64,\n", ")\n", "stars_py = np.array(\n", - " [0, 30, 90, 150, 210, 240, 300, 360, 420, 450, 510, 570, 630, 660, 720, 769]\n", + " [0, 30, 90, 150, 210, 240, 300, 360, 420, 450, 510, 570, 630, 660, 720, 769, 795]\n", ")\n", "color_py = \"63/124/173\" # Python blue\n", "\n", @@ -117,7 +121,7 @@ "fig = pygmt.Figure()\n", "fig.basemap(\n", " projection=\"X12c/6c\",\n", - " region=[datetime.date(2016, 1, 1), datetime.date(2025, 6, 30), 0, 900],\n", + " region=[datetime.date(2016, 1, 1), datetime.date(2025, 6, 30), 0, 1000],\n", " frame=[\"x+lyear\", \"y+lGitHub stars\"],\n", ")\n", "\n", @@ -136,6 +140,72 @@ "fig.legend(position=\"jLT\")\n", "fig.show(dpi=150)" ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "debc6828-daa4-4bc8-9659-8be3f67889fe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# -----------------------------------------------------------------------------\n", + "# Temporal alignment\n", + "\n", + "Ddates_pyjl = dates_py[0] - dates_jl[0] # Julia first on GitHub -> use as reference zero\n", + "Ddates_gmtjl = dates_gmt[0] - dates_jl[0]\n", + "\n", + "dates_py_offset = dates_py - Ddates_pyjl\n", + "dates_gmt_offset = dates_gmt - Ddates_gmtjl\n", + "\n", + "dates_jl_zero_days = dates_jl - dates_jl[0]\n", + "dates_py_zero_days = dates_py_offset - dates_jl[0]\n", + "dates_gmt_zero_days = dates_gmt_offset - dates_jl[0]\n", + "\n", + "dates_jl_zero_years = dates_jl_zero_days.astype(float) / 365 # otherwise only int years\n", + "dates_py_zero_years = dates_py_zero_days.astype(float) / 365 # no consideration of Schaltjahr\n", + "dates_gmt_zero_years = dates_gmt_zero_days.astype(float) / 365\n", + "\n", + "\n", + "# -----------------------------------------------------------------------------\n", + "fig = pygmt.Figure()\n", + "fig.basemap(\n", + " projection=\"X12c/6c\",\n", + " # region=[0, 3700, 0, 1000],\n", + " # frame=[\"x+lDays\", \"y+lGitHub stars\"],\n", + " region=[0, 10, 0, 1000],\n", + " frame=[\"x+lyears on GitHub\", \"y+lGitHub stars\"],\n", + ")\n", + "\n", + "args_dots = {\"style\": \"c0.2c\", \"no_clip\": True}\n", + "args_dots = {\"style\": \"a0.35c\", \"no_clip\": True}\n", + "\n", + "fig.plot(x=dates_gmt_zero_years, y=stars_gmt, pen=color_gmt, no_clip=True)\n", + "fig.plot(x=dates_gmt_zero_years, y=stars_gmt, fill=color_gmt, label=\"GMT\", **args_dots)\n", + "\n", + "fig.plot(x=dates_jl_zero_years, y=stars_jl, pen=color_jl, no_clip=True)\n", + "fig.plot(x=dates_jl_zero_years, y=stars_jl, fill=color_jl, label=\"GMT.jl\", **args_dots)\n", + "\n", + "fig.plot(x=dates_py_zero_years, y=stars_py, pen=color_py, no_clip=True)\n", + "fig.plot(x=dates_py_zero_years, y=stars_py, fill=color_py, label=\"PyGMT\", **args_dots)\n", + "\n", + "fig.legend(position=\"jLT\")\n", + "fig.show(dpi=150)" + ] } ], "metadata": {