From a1a785867ce071337aca5ea54488e77d1b01887b Mon Sep 17 00:00:00 2001 From: Barbier--Darnal Joseph Date: Fri, 30 Aug 2024 12:09:40 +0200 Subject: [PATCH] try some stuff with plotly + fix post --- .../how-to-custom-title-matplotlib.ipynb | 35 +++++++++---------- 1 file changed, 17 insertions(+), 18 deletions(-) diff --git a/src/notebooks/how-to-custom-title-matplotlib.ipynb b/src/notebooks/how-to-custom-title-matplotlib.ipynb index 5a60f7d8f3..2af449b458 100644 --- a/src/notebooks/how-to-custom-title-matplotlib.ipynb +++ b/src/notebooks/how-to-custom-title-matplotlib.ipynb @@ -15,9 +15,9 @@ "- provide **additional** information\n", "- simply **explain** the data in more depth\n", "\n", - "However, it can be quite technicaly challenging to customize annotations in [matplotlib](https://python-graph-gallery.com/matplotlib/). \n", + "However, it can be quite technicaly challenging to customize annotations in [matplotlib](https://python-graph-gallery.com/matplotlib/).\n", "\n", - "Let's see how we can create nice annotations in a few examples." + "Let's see how we can create nice annotations in a few examples.\n" ] }, { @@ -31,19 +31,18 @@ "\n", "Keep in mind that it would have been possible to use the [flexitext package](https://github.com/tomicapretto/flexitext) that can do approximately the same thing.\n", "\n", - "And we will also need to load `matplotlib` and `numpy` libraries." + "And we will also need to load `matplotlib` and `numpy` libraries.\n" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, "id": "94ed1258", "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from highlight_text import fig_text, ax_text" + "from highlight_text import fig_text" ] }, { @@ -55,20 +54,20 @@ "\n", "With [matplotlib](https://python-graph-gallery.com/matplotlib/), the easiest way to combine a title and a subtitle is to use twice the `text()` function with different `y` values (position). However, it can be quite **tricky to align** them properly.\n", "\n", - "With `highlight_text`, we just have to pass **different properties** to our text to differentiate them to **quickly** create a title and a subtitle." + "With `highlight_text`, we just have to pass **different properties** to our text to differentiate them to **quickly** create a title and a subtitle.\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "id": "3b6f0b05", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -77,7 +76,7 @@ ], "source": [ "# create a simple plot\n", - "fig, ax = plt.subplots(figsize=(7,6))\n", + "fig, ax = plt.subplots(figsize=(7,6), dpi=250)\n", "ax.plot(\n", " [1, 2, 3, 4],\n", " [10, 11, 12, 13]\n", @@ -111,20 +110,20 @@ "source": [ "## Colors\n", "\n", - "The `highlight_text` package also allows to **color** a specific part of the text. This is a great way to add insight and make your chart more understandable." + "The `highlight_text` package also allows to **color** a specific part of the text. This is a great way to add insight and make your chart more understandable.\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "id": "23ae9d2d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -137,7 +136,7 @@ "dataset = 'master/static/data/iris.csv'\n", "iris = pd.read_csv('https://raw.githubusercontent.com/holtzy/The-Python-Graph-Gallery/'+dataset)\n", "\n", - "fig, ax = plt.subplots(figsize=(8, 6))\n", + "fig, ax = plt.subplots(figsize=(8, 6), dpi=250)\n", "colors = [\"#1B9E77\", \"#D95F02\", \"#7570B3\"]\n", "for species, color in zip(iris['species'].unique(), colors):\n", " subset = iris[iris['species'] == species]\n", @@ -167,7 +166,7 @@ "\n", "This post explains how to create **nice title** in [matplotlib](https://python-graph-gallery.com/matplotlib/).\n", "\n", - "You might be interested in [how to add math in annotations](https://python-graph-gallery.com/193-annotate-matplotlib-chart/) or [how to add an image in a plot](https://python-graph-gallery.com/513-add-logo-matplotlib/)" + "You might be interested in [how to add math in annotations](https://python-graph-gallery.com/193-annotate-matplotlib-chart/) or [how to add an image in a plot](https://python-graph-gallery.com/513-add-logo-matplotlib/)\n" ] } ], @@ -193,7 +192,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" + "version": "3.10.13" }, "seoDescription": "How to custom style and color in annotations in Matplotlib", "slug": "how-to-custom-title-matplotlib",