{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "3PxmvV3_AfJF"
},
"source": [
"# matplotlib tutorial (8) nitta@tsuda.ac.jp\n",
"\n",
"# Chapter 8: Axis specification (2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "33AWbnXSHoGZ"
},
"source": [
"## 8-1: Axis sharing (sharex, sharey)\n",
"\n",
"WHen arranging multiple Axes
objects, the axis scale labels may overlap.\n",
"In such cases, the y-axis and x-axis scale labels can be shared for easy viewing.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 374
},
"executionInfo": {
"elapsed": 618,
"status": "ok",
"timestamp": 1648475086287,
"user": {
"displayName": "Yoshihisa Nitta",
"photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
"userId": "15888006800030996813"
},
"user_tz": -540
},
"id": "hbi36aHQAPc3",
"outputId": "d0edbe67-79ac-4152-d52d-c3b3acddc52e"
},
"outputs": [
{
"data": {
"image/png": 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\n",
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