|
71 | 71 | "id": "72eea5119410473aa328ad9291626812", |
72 | 72 | "metadata": { |
73 | 73 | "execution": { |
74 | | - "iopub.execute_input": "2026-08-18T20:28:37.420687Z", |
75 | | - "iopub.status.busy": "2026-08-18T20:28:37.420548Z", |
76 | | - "iopub.status.idle": "2026-08-18T20:28:48.574330Z", |
77 | | - "shell.execute_reply": "2026-08-18T20:28:48.573679Z" |
| 74 | + "iopub.execute_input": "2026-08-19T03:27:06.525812Z", |
| 75 | + "iopub.status.busy": "2026-08-19T03:27:06.525675Z", |
| 76 | + "iopub.status.idle": "2026-08-19T03:27:17.136245Z", |
| 77 | + "shell.execute_reply": "2026-08-19T03:27:17.135628Z" |
78 | 78 | } |
79 | 79 | }, |
80 | 80 | "outputs": [ |
|
125 | 125 | "source": [ |
126 | 126 | "## 1. The default — per-channel min/max\n", |
127 | 127 | "\n", |
128 | | - "With no `norm`, every channel is scaled independently to its own min and max. This is the historical default." |
| 128 | + "With no `norm`, every channel is scaled independently to its own min and max. This is the historical default.\n", |
| 129 | + "\n", |
| 130 | + "`blobs_image` has three channels, so with the default colormap they are composited into a single\n", |
| 131 | + "RGB image — channel 0 → red, 1 → green, 2 → blue." |
129 | 132 | ] |
130 | 133 | }, |
131 | 134 | { |
|
134 | 137 | "id": "10185d26023b46108eb7d9f57d49d2b3", |
135 | 138 | "metadata": { |
136 | 139 | "execution": { |
137 | | - "iopub.execute_input": "2026-08-18T20:28:48.576243Z", |
138 | | - "iopub.status.busy": "2026-08-18T20:28:48.575796Z", |
139 | | - "iopub.status.idle": "2026-08-18T20:28:49.449727Z", |
140 | | - "shell.execute_reply": "2026-08-18T20:28:49.449061Z" |
| 140 | + "iopub.execute_input": "2026-08-19T03:27:17.138118Z", |
| 141 | + "iopub.status.busy": "2026-08-19T03:27:17.137720Z", |
| 142 | + "iopub.status.idle": "2026-08-19T03:27:17.636015Z", |
| 143 | + "shell.execute_reply": "2026-08-19T03:27:17.635446Z" |
141 | 144 | } |
142 | 145 | }, |
143 | 146 | "outputs": [ |
|
173 | 176 | "id": "7623eae2785240b9bd12b16a66d81610", |
174 | 177 | "metadata": { |
175 | 178 | "execution": { |
176 | | - "iopub.execute_input": "2026-08-18T20:28:49.451178Z", |
177 | | - "iopub.status.busy": "2026-08-18T20:28:49.451051Z", |
178 | | - "iopub.status.idle": "2026-08-18T20:28:49.749636Z", |
179 | | - "shell.execute_reply": "2026-08-18T20:28:49.749171Z" |
| 179 | + "iopub.execute_input": "2026-08-19T03:27:17.637827Z", |
| 180 | + "iopub.status.busy": "2026-08-19T03:27:17.637698Z", |
| 181 | + "iopub.status.idle": "2026-08-19T03:27:17.941547Z", |
| 182 | + "shell.execute_reply": "2026-08-19T03:27:17.940795Z" |
180 | 183 | } |
181 | 184 | }, |
182 | 185 | "outputs": [ |
|
203 | 206 | "## 3. Clipping — what happens outside `[vmin, vmax]`\n", |
204 | 207 | "\n", |
205 | 208 | "With `clip=False` (the default), values below `vmin` or above `vmax` are drawn in the colormap's **under/over**\n", |
206 | | - "colors. With `clip=True`, they are clamped to the ends instead. We use a cmap with distinct under/over colors\n", |
| 209 | + "colors (the special colors a colormap shows for values past each end, set via `set_under` / `set_over`). With `clip=True`, they are clamped to the ends instead. We use a cmap with distinct under/over colors\n", |
207 | 210 | "to make the difference obvious.\n", |
208 | 211 | "\n", |
209 | 212 | "First, `clip=False` — out-of-range pixels show magenta (under) and red (over):" |
|
215 | 218 | "id": "b118ea5561624da68c537baed56e602f", |
216 | 219 | "metadata": { |
217 | 220 | "execution": { |
218 | | - "iopub.execute_input": "2026-08-18T20:28:49.751429Z", |
219 | | - "iopub.status.busy": "2026-08-18T20:28:49.751310Z", |
220 | | - "iopub.status.idle": "2026-08-18T20:28:50.044237Z", |
221 | | - "shell.execute_reply": "2026-08-18T20:28:50.043729Z" |
| 221 | + "iopub.execute_input": "2026-08-19T03:27:17.943396Z", |
| 222 | + "iopub.status.busy": "2026-08-19T03:27:17.943254Z", |
| 223 | + "iopub.status.idle": "2026-08-19T03:27:18.251735Z", |
| 224 | + "shell.execute_reply": "2026-08-19T03:27:18.251205Z" |
222 | 225 | } |
223 | 226 | }, |
224 | 227 | "outputs": [ |
|
255 | 258 | "id": "504fb2a444614c0babb325280ed9130a", |
256 | 259 | "metadata": { |
257 | 260 | "execution": { |
258 | | - "iopub.execute_input": "2026-08-18T20:28:50.045966Z", |
259 | | - "iopub.status.busy": "2026-08-18T20:28:50.045841Z", |
260 | | - "iopub.status.idle": "2026-08-18T20:28:50.337591Z", |
261 | | - "shell.execute_reply": "2026-08-18T20:28:50.337086Z" |
| 261 | + "iopub.execute_input": "2026-08-19T03:27:18.253470Z", |
| 262 | + "iopub.status.busy": "2026-08-19T03:27:18.253361Z", |
| 263 | + "iopub.status.idle": "2026-08-19T03:27:18.554196Z", |
| 264 | + "shell.execute_reply": "2026-08-19T03:27:18.553558Z" |
262 | 265 | } |
263 | 266 | }, |
264 | 267 | "outputs": [ |
|
284 | 287 | "source": [ |
285 | 288 | "## 4. Logarithmic scaling — `LogNorm`\n", |
286 | 289 | "\n", |
287 | | - "For data spanning orders of magnitude. `spatialdata-plot` guards the log domain: limits autoscale from the\n", |
288 | | - "**strictly-positive** values only, so a non-positive `vmin` never raises a late \"Invalid vmin or vmax\"." |
| 290 | + "For data spanning orders of magnitude. On the non-image renderers (shapes, points, labels),\n", |
| 291 | + "`spatialdata-plot` resolves `LogNorm` limits from the **strictly-positive** data and falls back to a valid\n", |
| 292 | + "domain when none exist, so a non-positive `vmin` never raises a late \"Invalid vmin or vmax\". On images,\n", |
| 293 | + "as below, `LogNorm` is applied directly by matplotlib." |
289 | 294 | ] |
290 | 295 | }, |
291 | 296 | { |
|
294 | 299 | "id": "b43b363d81ae4b689946ece5c682cd59", |
295 | 300 | "metadata": { |
296 | 301 | "execution": { |
297 | | - "iopub.execute_input": "2026-08-18T20:28:50.339208Z", |
298 | | - "iopub.status.busy": "2026-08-18T20:28:50.339081Z", |
299 | | - "iopub.status.idle": "2026-08-18T20:28:50.890720Z", |
300 | | - "shell.execute_reply": "2026-08-18T20:28:50.890160Z" |
| 302 | + "iopub.execute_input": "2026-08-19T03:27:18.555637Z", |
| 303 | + "iopub.status.busy": "2026-08-19T03:27:18.555530Z", |
| 304 | + "iopub.status.idle": "2026-08-19T03:27:19.131506Z", |
| 305 | + "shell.execute_reply": "2026-08-19T03:27:19.130942Z" |
301 | 306 | } |
302 | 307 | }, |
303 | 308 | "outputs": [ |
|
333 | 338 | "id": "c3933fab20d04ec698c2621248eb3be0", |
334 | 339 | "metadata": { |
335 | 340 | "execution": { |
336 | | - "iopub.execute_input": "2026-08-18T20:28:50.892412Z", |
337 | | - "iopub.status.busy": "2026-08-18T20:28:50.892286Z", |
338 | | - "iopub.status.idle": "2026-08-18T20:28:51.205309Z", |
339 | | - "shell.execute_reply": "2026-08-18T20:28:51.204851Z" |
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| 342 | + "iopub.status.busy": "2026-08-19T03:27:19.133053Z", |
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| 344 | + "shell.execute_reply": "2026-08-19T03:27:19.454261Z" |
340 | 345 | } |
341 | 346 | }, |
342 | 347 | "outputs": [ |
|
361 | 366 | "id": "4dd4641cc4064e0191573fe9c69df29b", |
362 | 367 | "metadata": { |
363 | 368 | "execution": { |
364 | | - "iopub.execute_input": "2026-08-18T20:28:51.207123Z", |
365 | | - "iopub.status.busy": "2026-08-18T20:28:51.206996Z", |
366 | | - "iopub.status.idle": "2026-08-18T20:28:51.584866Z", |
367 | | - "shell.execute_reply": "2026-08-18T20:28:51.584316Z" |
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| 372 | + "shell.execute_reply": "2026-08-19T03:27:19.842303Z" |
368 | 373 | } |
369 | 374 | }, |
370 | 375 | "outputs": [ |
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407 | 412 | "id": "3ed186c9a28b402fb0bc4494df01f08d", |
408 | 413 | "metadata": { |
409 | 414 | "execution": { |
410 | | - "iopub.execute_input": "2026-08-18T20:28:51.586724Z", |
411 | | - "iopub.status.busy": "2026-08-18T20:28:51.586602Z", |
412 | | - "iopub.status.idle": "2026-08-18T20:28:51.879653Z", |
413 | | - "shell.execute_reply": "2026-08-18T20:28:51.879176Z" |
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| 418 | + "shell.execute_reply": "2026-08-19T03:27:20.143732Z" |
414 | 419 | } |
415 | 420 | }, |
416 | 421 | "outputs": [ |
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443 | 448 | "id": "379cbbc1e968416e875cc15c1202d7eb", |
444 | 449 | "metadata": { |
445 | 450 | "execution": { |
446 | | - "iopub.execute_input": "2026-08-18T20:28:51.881382Z", |
447 | | - "iopub.status.busy": "2026-08-18T20:28:51.881261Z", |
448 | | - "iopub.status.idle": "2026-08-18T20:28:52.200023Z", |
449 | | - "shell.execute_reply": "2026-08-18T20:28:52.199442Z" |
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450 | 455 | } |
451 | 456 | }, |
452 | 457 | "outputs": [ |
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482 | 487 | "id": "db7b79bc585a40fcaf58bf750017e135", |
483 | 488 | "metadata": { |
484 | 489 | "execution": { |
485 | | - "iopub.execute_input": "2026-08-18T20:28:52.201748Z", |
486 | | - "iopub.status.busy": "2026-08-18T20:28:52.201630Z", |
487 | | - "iopub.status.idle": "2026-08-18T20:28:52.458391Z", |
488 | | - "shell.execute_reply": "2026-08-18T20:28:52.457659Z" |
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489 | 494 | } |
490 | 495 | }, |
491 | 496 | "outputs": [ |
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511 | 516 | "id": "916684f9a58a4a2aa5f864670399430d", |
512 | 517 | "metadata": { |
513 | 518 | "execution": { |
514 | | - "iopub.execute_input": "2026-08-18T20:28:52.460096Z", |
515 | | - "iopub.status.busy": "2026-08-18T20:28:52.459987Z", |
516 | | - "iopub.status.idle": "2026-08-18T20:28:52.770054Z", |
517 | | - "shell.execute_reply": "2026-08-18T20:28:52.769391Z" |
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518 | 523 | } |
519 | 524 | }, |
520 | 525 | "outputs": [ |
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560 | 565 | "id": "33b0902fd34d4ace834912fa1002cf8e", |
561 | 566 | "metadata": { |
562 | 567 | "execution": { |
563 | | - "iopub.execute_input": "2026-08-18T20:28:52.771939Z", |
564 | | - "iopub.status.busy": "2026-08-18T20:28:52.771811Z", |
565 | | - "iopub.status.idle": "2026-08-18T20:28:53.078033Z", |
566 | | - "shell.execute_reply": "2026-08-18T20:28:53.077502Z" |
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567 | 572 | } |
568 | 573 | }, |
569 | 574 | "outputs": [ |
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600 | 605 | "id": "f5a1fa73e5044315a093ec459c9be902", |
601 | 606 | "metadata": { |
602 | 607 | "execution": { |
603 | | - "iopub.execute_input": "2026-08-18T20:28:53.079759Z", |
604 | | - "iopub.status.busy": "2026-08-18T20:28:53.079634Z", |
605 | | - "iopub.status.idle": "2026-08-18T20:28:55.137282Z", |
606 | | - "shell.execute_reply": "2026-08-18T20:28:55.136740Z" |
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607 | 612 | } |
608 | 613 | }, |
609 | 614 | "outputs": [ |
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629 | 634 | "id": "cdf66aed5cc84ca1b48e60bad68798a8", |
630 | 635 | "metadata": { |
631 | 636 | "execution": { |
632 | | - "iopub.execute_input": "2026-08-18T20:28:55.140305Z", |
633 | | - "iopub.status.busy": "2026-08-18T20:28:55.139930Z", |
634 | | - "iopub.status.idle": "2026-08-18T20:28:55.382857Z", |
635 | | - "shell.execute_reply": "2026-08-18T20:28:55.382321Z" |
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636 | 641 | } |
637 | 642 | }, |
638 | 643 | "outputs": [ |
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676 | 681 | "id": "0e382214b5f147d187d36a2058b9c724", |
677 | 682 | "metadata": { |
678 | 683 | "execution": { |
679 | | - "iopub.execute_input": "2026-08-18T20:28:55.384402Z", |
680 | | - "iopub.status.busy": "2026-08-18T20:28:55.384289Z", |
681 | | - "iopub.status.idle": "2026-08-18T20:28:55.545244Z", |
682 | | - "shell.execute_reply": "2026-08-18T20:28:55.544741Z" |
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683 | 688 | } |
684 | 689 | }, |
685 | 690 | "outputs": [ |
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704 | 709 | "id": "5b09d5ef5b5e4bb6ab9b829b10b6a29f", |
705 | 710 | "metadata": { |
706 | 711 | "execution": { |
707 | | - "iopub.execute_input": "2026-08-18T20:28:55.546687Z", |
708 | | - "iopub.status.busy": "2026-08-18T20:28:55.546563Z", |
709 | | - "iopub.status.idle": "2026-08-18T20:28:55.719287Z", |
710 | | - "shell.execute_reply": "2026-08-18T20:28:55.718703Z" |
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711 | 716 | } |
712 | 717 | }, |
713 | 718 | "outputs": [ |
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740 | 745 | "id": "46a27a456b804aa2a380d5edf15a5daf", |
741 | 746 | "metadata": { |
742 | 747 | "execution": { |
743 | | - "iopub.execute_input": "2026-08-18T20:28:55.720819Z", |
744 | | - "iopub.status.busy": "2026-08-18T20:28:55.720692Z", |
745 | | - "iopub.status.idle": "2026-08-18T20:28:55.930368Z", |
746 | | - "shell.execute_reply": "2026-08-18T20:28:55.929846Z" |
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747 | 752 | } |
748 | 753 | }, |
749 | 754 | "outputs": [ |
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776 | 781 | "id": "d6ca27006b894b04b6fc8b79396e2797", |
777 | 782 | "metadata": { |
778 | 783 | "execution": { |
779 | | - "iopub.execute_input": "2026-08-18T20:28:55.931901Z", |
780 | | - "iopub.status.busy": "2026-08-18T20:28:55.931781Z", |
781 | | - "iopub.status.idle": "2026-08-18T20:28:56.505322Z", |
782 | | - "shell.execute_reply": "2026-08-18T20:28:56.504859Z" |
| 784 | + "iopub.execute_input": "2026-08-19T03:27:23.365001Z", |
| 785 | + "iopub.status.busy": "2026-08-19T03:27:23.364875Z", |
| 786 | + "iopub.status.idle": "2026-08-19T03:27:23.734416Z", |
| 787 | + "shell.execute_reply": "2026-08-19T03:27:23.733810Z" |
783 | 788 | } |
784 | 789 | }, |
785 | 790 | "outputs": [ |
|
807 | 812 | "\n", |
808 | 813 | "On the **datashader** backend, contrast autoscales to the aggregated value range, **not** to a norm's\n", |
809 | 814 | "percentiles. Explicit `vmin`/`vmax` are still honored. For percentile-driven contrast on points, use the\n", |
810 | | - "default matplotlib backend." |
| 815 | + "default matplotlib backend.\n", |
| 816 | + "\n", |
| 817 | + "The cell below passes `PercentileNormalize(5, 95)`, but on datashader those percentile limits are\n", |
| 818 | + "ignored — the contrast follows the aggregate range instead." |
811 | 819 | ] |
812 | 820 | }, |
813 | 821 | { |
|
816 | 824 | "id": "84d5ab97d17b4c38ab41a2b065bbd0c0", |
817 | 825 | "metadata": { |
818 | 826 | "execution": { |
819 | | - "iopub.execute_input": "2026-08-18T20:28:56.507129Z", |
820 | | - "iopub.status.busy": "2026-08-18T20:28:56.506802Z", |
821 | | - "iopub.status.idle": "2026-08-18T20:28:58.669656Z", |
822 | | - "shell.execute_reply": "2026-08-18T20:28:58.669067Z" |
| 827 | + "iopub.execute_input": "2026-08-19T03:27:23.736132Z", |
| 828 | + "iopub.status.busy": "2026-08-19T03:27:23.735789Z", |
| 829 | + "iopub.status.idle": "2026-08-19T03:27:25.983316Z", |
| 830 | + "shell.execute_reply": "2026-08-19T03:27:25.982720Z" |
823 | 831 | } |
824 | 832 | }, |
825 | 833 | "outputs": [ |
|
835 | 843 | } |
836 | 844 | ], |
837 | 845 | "source": [ |
838 | | - "sdata.pl.render_points(\"blobs_points\", color=\"instance_id\", method=\"datashader\", norm=Normalize()).pl.show()" |
| 846 | + "sdata.pl.render_points(\"blobs_points\", color=\"instance_id\", method=\"datashader\", norm=PercentileNormalize(5, 95)).pl.show()" |
839 | 847 | ] |
840 | 848 | }, |
841 | 849 | { |
|
859 | 867 | }, |
860 | 868 | { |
861 | 869 | "cell_type": "code", |
862 | | - "execution_count": 22, |
| 870 | + "execution_count": 21, |
863 | 871 | "id": "015066fb96f841e5be1e03a9eaadc3b6", |
864 | 872 | "metadata": { |
865 | 873 | "execution": { |
866 | | - "iopub.execute_input": "2026-08-18T20:28:59.253659Z", |
867 | | - "iopub.status.busy": "2026-08-18T20:28:59.253536Z", |
868 | | - "iopub.status.idle": "2026-08-18T20:28:59.256245Z", |
869 | | - "shell.execute_reply": "2026-08-18T20:28:59.255764Z" |
| 874 | + "iopub.execute_input": "2026-08-19T03:27:25.984887Z", |
| 875 | + "iopub.status.busy": "2026-08-19T03:27:25.984762Z", |
| 876 | + "iopub.status.idle": "2026-08-19T03:27:25.987400Z", |
| 877 | + "shell.execute_reply": "2026-08-19T03:27:25.986972Z" |
870 | 878 | } |
871 | 879 | }, |
872 | 880 | "outputs": [ |
|
895 | 903 | }, |
896 | 904 | { |
897 | 905 | "cell_type": "code", |
898 | | - "execution_count": 23, |
| 906 | + "execution_count": 22, |
899 | 907 | "id": "9075f00cfa8d463f84130041b1e44ca7", |
900 | 908 | "metadata": { |
901 | 909 | "execution": { |
902 | | - "iopub.execute_input": "2026-08-18T20:28:59.257685Z", |
903 | | - "iopub.status.busy": "2026-08-18T20:28:59.257561Z", |
904 | | - "iopub.status.idle": "2026-08-18T20:28:59.260002Z", |
905 | | - "shell.execute_reply": "2026-08-18T20:28:59.259452Z" |
| 910 | + "iopub.execute_input": "2026-08-19T03:27:25.989054Z", |
| 911 | + "iopub.status.busy": "2026-08-19T03:27:25.988938Z", |
| 912 | + "iopub.status.idle": "2026-08-19T03:27:25.991305Z", |
| 913 | + "shell.execute_reply": "2026-08-19T03:27:25.990752Z" |
906 | 914 | } |
907 | 915 | }, |
908 | 916 | "outputs": [ |
|
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