import altair as alt
import pandas as pd
import vega_datasets
@@ -353,23 +353,23 @@ Comet charts in Python
-
+
diff --git a/.nojekyll b/.nojekyll index 4652fa3..63ad609 100644 --- a/.nojekyll +++ b/.nojekyll @@ -1 +1 @@ -8a94139a \ No newline at end of file +30008ad3 \ No newline at end of file diff --git a/blog/better-altair-theme.out.ipynb b/blog/better-altair-theme.out.ipynb index 7b5c888..b031d68 100644 --- a/blog/better-altair-theme.out.ipynb +++ b/blog/better-altair-theme.out.ipynb @@ -25,7 +25,7 @@ "Let’s start and see how Altair’s default theme renders a scatterplot,\n", "bar chart and line chart." ], - "id": "c1a040c1-f77d-4fc0-a7e3-097decf9cc91" + "id": "6dc79eb8-1049-4893-8e46-9e20fe4bfd1e" }, { "cell_type": "code", @@ -59,7 +59,7 @@ "the axis not go all the way to zero, so the charts is focused on the\n", "actual datapoints." ], - "id": "c31b6d3c-60dd-4f4e-9352-5fe677e1dc2c" + "id": "f7227e3f-7e61-462f-8edf-13c2b16f5b25" }, { "cell_type": "code", @@ -169,7 +169,7 @@ "Or to figure out that the y-axis title reads `wheat`? Surely there must\n", "be a better way." ], - "id": "9675d91a-db98-413f-be2b-5918f85e252b" + "id": "415c7542-7207-496b-ae37-c18e43524ff4" }, { "cell_type": "code", @@ -273,7 +273,7 @@ "the line in the legend? I actually had a hard time distinguishing Amazon\n", "and Google, as the red and orange are very alike to my eyes." ], - "id": "8515c337-00a1-444e-a21a-5e5621bed3d1" + "id": "6a66c7d8-d633-4ccd-9602-8f3c2d44f624" }, { "cell_type": "code", @@ -426,7 +426,7 @@ "image/webp": 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w8pshuwggV99wRzWPB04wahAkVEZ90pDhq4xe6Z6lNJb/2mAPVu+i6fER4beq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\nDm1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Lym/0uMsjTAMVzV3sk8syPzAmBjCuKuaVV9Vfbq/ZvqFfr1Hnf9NYyVFTxzCPxyTa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\nAAEAAAB4BQAAA6AEAAEAAAC8AwAAAAAAAA==\n" } }, - "id": "66589786-3a69-445d-86ac-8bb6090dbde2" + "id": "066535fd-88e8-46c8-ac91-9eb39f00c0f3" }, { "cell_type": "code", @@ -444,7 +444,7 @@ "source": [ "To download the fonts used in the template:" ], - "id": "601ee23b-a5a3-4ae2-a631-b00b153e922c" + "id": "f0cad7ff-067a-44c2-b5b0-761d4704de56" }, { "cell_type": "code", @@ -486,7 +486,7 @@ "with which you can not only add a title, but also add multiple subtitles\n", "lines which you pass as a list." ], - "id": "519028de-aa16-4fb8-ae1d-2936b657c997" + "id": "4db4340c-385b-446d-9521-224d9a05d768" }, { "cell_type": "code", @@ -591,7 +591,7 @@ "`alt.mark_text()` we can easily add footnotes as well, in this case to\n", "provide references to the claim." ], - "id": "f9ebf9ca-68d4-4b59-9c46-fcd5bb652cbd" + "id": "6d2b39bc-7f85-403c-b666-e579c0fa70e4" }, { "cell_type": "code", @@ -708,7 +708,7 @@ "legend) using Altair’s theming engine. Here’s a first shot by\n", "implementing it manually." ], - "id": "843b511e-3338-4d25-9aa6-9e88e777314e" + "id": "284cf4d6-1c81-43bc-a333-00d8617a4d4f" }, { "cell_type": "code", @@ -832,7 +832,7 @@ "theme, re-using\n", "[feedzai’s](https://github.com/feedzai/feedzai-altair-theme) code." ], - "id": "532608ba-0e6f-4f10-9011-89f6d4eebaad" + "id": "4c9107db-df93-4375-8068-3fbed04e2d16" } ], "nbformat": 4, diff --git a/blog/comet-chart.html b/blog/comet-chart.html index f3dc1be..01509b9 100644 --- a/blog/comet-chart.html +++ b/blog/comet-chart.html @@ -276,7 +276,7 @@
Zan Armstrong’s comet chart has been on my list of hobby projects for a while now. I think it is an elegant solution to visualize statistical mix effects and address Simpson’s paradox, and particularly useful when working with longitudinal data involving different sub-populations. Recently I found a good excuse to spend some time to actually use it as part of a exploratory data analysis on a project.
Since I mostly work in Python and have recently fallen in love with Altair — for the same reasons as Fernando explains here — I wondered how the comet chart could be implemented using the grammar of interactive graphics. It took me a while to figure out how to actually plot the comets. In a previous version, I had drawn glyphs using Bokeh. While Altair allows you to plot any SVG path in a graph, this felt a bit hacky and not quite in line with the philosophy of using a grammar of graphics.
Thankfully Mattijn was quick to suggest using trail-marks, after which it was almost as easy as pie. So here’s an example using a dataset of 20,000 flights for 59 destination airports.
-import altair as alt
import pandas as pd
import vega_datasets
@@ -353,23 +353,23 @@ Comet charts in Python
-
+