Skip to content

Instantly share code, notes, and snippets.

@shuuji3
Created August 26, 2022 03:15
Show Gist options
  • Save shuuji3/658041823916c0c3c6556411129c02e9 to your computer and use it in GitHub Desktop.
Save shuuji3/658041823916c0c3c6556411129c02e9 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 93,
"id": "e271d0f2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Jan</th>\n",
" <th>Feb</th>\n",
" <th>Mar</th>\n",
" <th>Apr</th>\n",
" <th>May</th>\n",
" <th>Jun</th>\n",
" <th>Jul</th>\n",
" <th>Aug</th>\n",
" <th>Sep</th>\n",
" <th>Oct</th>\n",
" <th>Nov</th>\n",
" <th>Dec</th>\n",
" <th>Annual</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1875</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>22.3 ]</td>\n",
" <td>26.0 )</td>\n",
" <td>24.9</td>\n",
" <td>21.5</td>\n",
" <td>15.3</td>\n",
" <td>9.7 )</td>\n",
" <td>4.6</td>\n",
" <td>17.0 ]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1876</th>\n",
" <td>1.6</td>\n",
" <td>3.4 )</td>\n",
" <td>8.1</td>\n",
" <td>12.2</td>\n",
" <td>17.0</td>\n",
" <td>18.5</td>\n",
" <td>24.3</td>\n",
" <td>26.6</td>\n",
" <td>22.6 )</td>\n",
" <td>14.8 )</td>\n",
" <td>9.1</td>\n",
" <td>4.8</td>\n",
" <td>13.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1877</th>\n",
" <td>3.2</td>\n",
" <td>3.6</td>\n",
" <td>6.2</td>\n",
" <td>13.6</td>\n",
" <td>16.5</td>\n",
" <td>22.0</td>\n",
" <td>26.5</td>\n",
" <td>25.9</td>\n",
" <td>21.3</td>\n",
" <td>15.9</td>\n",
" <td>9.6</td>\n",
" <td>5.8</td>\n",
" <td>14.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1878</th>\n",
" <td>2.3</td>\n",
" <td>2.5</td>\n",
" <td>7.2</td>\n",
" <td>11.5</td>\n",
" <td>18.3</td>\n",
" <td>20.0</td>\n",
" <td>26.0</td>\n",
" <td>24.6</td>\n",
" <td>22.8</td>\n",
" <td>15.8</td>\n",
" <td>9.7</td>\n",
" <td>5.1</td>\n",
" <td>13.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1879</th>\n",
" <td>3.2</td>\n",
" <td>5.4</td>\n",
" <td>8.0</td>\n",
" <td>12.6</td>\n",
" <td>18.0</td>\n",
" <td>21.4 )</td>\n",
" <td>26.1</td>\n",
" <td>26.6</td>\n",
" <td>21.3</td>\n",
" <td>15.0</td>\n",
" <td>9.7</td>\n",
" <td>8.0</td>\n",
" <td>14.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018</th>\n",
" <td>4.7</td>\n",
" <td>5.4</td>\n",
" <td>11.5</td>\n",
" <td>17.0</td>\n",
" <td>19.8</td>\n",
" <td>22.4</td>\n",
" <td>28.3</td>\n",
" <td>28.1</td>\n",
" <td>22.9</td>\n",
" <td>19.1</td>\n",
" <td>14.0</td>\n",
" <td>8.3</td>\n",
" <td>16.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <td>5.6</td>\n",
" <td>7.2</td>\n",
" <td>10.6</td>\n",
" <td>13.6</td>\n",
" <td>20.0</td>\n",
" <td>21.8</td>\n",
" <td>24.1</td>\n",
" <td>28.4</td>\n",
" <td>25.1</td>\n",
" <td>19.4</td>\n",
" <td>13.1</td>\n",
" <td>8.5</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020</th>\n",
" <td>7.1</td>\n",
" <td>8.3</td>\n",
" <td>10.7</td>\n",
" <td>12.8</td>\n",
" <td>19.5</td>\n",
" <td>23.2</td>\n",
" <td>24.3</td>\n",
" <td>29.1</td>\n",
" <td>24.2</td>\n",
" <td>17.5</td>\n",
" <td>14.0</td>\n",
" <td>7.7</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021</th>\n",
" <td>5.4</td>\n",
" <td>8.5</td>\n",
" <td>12.8</td>\n",
" <td>15.1</td>\n",
" <td>19.6</td>\n",
" <td>22.7</td>\n",
" <td>25.9</td>\n",
" <td>27.4</td>\n",
" <td>22.3</td>\n",
" <td>18.2</td>\n",
" <td>13.7</td>\n",
" <td>7.9</td>\n",
" <td>16.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022</th>\n",
" <td>4.9</td>\n",
" <td>5.2</td>\n",
" <td>10.9</td>\n",
" <td>15.3</td>\n",
" <td>18.8</td>\n",
" <td>23.0</td>\n",
" <td>27.4</td>\n",
" <td>28.1 ]</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>15.1 ]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>148 rows × 13 columns</p>\n",
"</div>"
],
"text/plain": [
" Jan Feb Mar Apr May Jun Jul Aug Sep Oct \\\n",
"Year \n",
"1875 NaN NaN NaN NaN NaN 22.3 ] 26.0 ) 24.9 21.5 15.3 \n",
"1876 1.6 3.4 ) 8.1 12.2 17.0 18.5 24.3 26.6 22.6 ) 14.8 ) \n",
"1877 3.2 3.6 6.2 13.6 16.5 22.0 26.5 25.9 21.3 15.9 \n",
"1878 2.3 2.5 7.2 11.5 18.3 20.0 26.0 24.6 22.8 15.8 \n",
"1879 3.2 5.4 8.0 12.6 18.0 21.4 ) 26.1 26.6 21.3 15.0 \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"2018 4.7 5.4 11.5 17.0 19.8 22.4 28.3 28.1 22.9 19.1 \n",
"2019 5.6 7.2 10.6 13.6 20.0 21.8 24.1 28.4 25.1 19.4 \n",
"2020 7.1 8.3 10.7 12.8 19.5 23.2 24.3 29.1 24.2 17.5 \n",
"2021 5.4 8.5 12.8 15.1 19.6 22.7 25.9 27.4 22.3 18.2 \n",
"2022 4.9 5.2 10.9 15.3 18.8 23.0 27.4 28.1 ] NaN NaN \n",
"\n",
" Nov Dec Annual \n",
"Year \n",
"1875 9.7 ) 4.6 17.0 ] \n",
"1876 9.1 4.8 13.6 \n",
"1877 9.6 5.8 14.2 \n",
"1878 9.7 5.1 13.8 \n",
"1879 9.7 8.0 14.6 \n",
"... ... ... ... \n",
"2018 14.0 8.3 16.8 \n",
"2019 13.1 8.5 16.5 \n",
"2020 14.0 7.7 16.5 \n",
"2021 13.7 7.9 16.6 \n",
"2022 NaN NaN 15.1 ] \n",
"\n",
"[148 rows x 13 columns]"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_html('https://www.data.jma.go.jp/obd/stats/etrn/view/monthly_s3_en.php?block_no=47662&view=1')[1]\n",
"df.set_index('Year', inplace=True)\n",
"df.plot()\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "2c8bf2b2",
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"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": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment