nbconvert - MasaruのIT＆マーケティングBLOG | Info Tech & Marketing BLOG by Masaru / Cross the cliffs of the times Fri, 09 Apr 2021 15:56:56 +0000 ja hourly 1 https://wordpress.org/?v=5.8 191177362 Jupyter NotebookのセルをWordPressに貼り付ける /2021/04/10/jupyter-notebook%e3%81%ae%e3%82%bb%e3%83%ab%e3%82%92wordpress%e3%81%ab%e8%b2%bc%e3%82%8a%e4%bb%98%e3%81%91%e3%82%8b/?utm_source=rss&utm_medium=rss&utm_campaign=jupyter-notebook%25e3%2581%25ae%25e3%2582%25bb%25e3%2583%25ab%25e3%2582%2592wordpress%25e3%2581%25ab%25e8%25b2%25bc%25e3%2582%258a%25e4%25bb%2598%25e3%2581%2591%25e3%2582%258b /2021/04/10/jupyter-notebook%e3%81%ae%e3%82%bb%e3%83%ab%e3%82%92wordpress%e3%81%ab%e8%b2%bc%e3%82%8a%e4%bb%98%e3%81%91%e3%82%8b/#respond Fri, 09 Apr 2021 15:21:30 +0000 /?p=318 手作業でJupyter NotebookをWordPressに転記するのはツライ…… 　ということでコピペする方法を探してみたところ、nbconvertを使う方法が良さそうです。 　生成されたHTMLから該当セルをWeb… 続きを読む Jupyter NotebookのセルをWordPressに貼り付ける

The post Jupyter NotebookのセルをWordPressに貼り付ける first appeared on MasaruのIT＆マーケティングBLOG | Info Tech & Marketing BLOG by Masaru.

]]> 手作業でJupyter NotebookをWordPressに転記するのはツライ……

　ということでコピペする方法を探してみたところ、nbconvertを使う方法が良さそうです。

$ jupyter nbconvert --to html --template basic gstore-cust-revenue-prediction.ipynb

　生成されたHTMLから該当セルをWebブラウザーのインスペクター(F12キーを押下)でコピーし、WordPressのカスタムHTMLブロックに貼り込みます。

<div class="input">
<div class="prompt input_prompt">In [7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span><span class="o">,</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span><span class="o">,</span> <span class="nn">os</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">json</span><span class="o">,</span> <span class="nn">re</span><span class="o">,</span> <span class="nn">gc</span>                              <span class="c1">#garbage collector</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">LabelEncoder</span>
<span class="kn">from</span> <span class="nn">ast</span> <span class="kn">import</span> <span class="n">literal_eval</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">KFold</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">mean_squared_error</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">GridSearchCV</span> <span class="c1">#Experimented hyperparams a bit with this</span>

<span class="kn">from</span> <span class="nn">catboost</span> <span class="kn">import</span> <span class="n">CatBoostRegressor</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBRegressor</span>
<span class="kn">import</span> <span class="nn">lightgbm</span> <span class="k">as</span> <span class="nn">lgb</span>

<span class="k">for</span> <span class="n">dirname</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">filenames</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="s1">'/home/masaru/data/kaggle_google_analytics'</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">filename</span> <span class="ow">in</span> <span class="n">filenames</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="n">filename</span><span class="p">))</span>
        <span class="k">pass</span>
<span class="n">gc</span><span class="o">.</span><span class="n">enable</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="s1">'whitegrid'</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">'deep'</span><span class="p">,</span><span class="n">font_scale</span><span class="o">=</span><span class="mf">1.1</span><span class="p">,</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">'figure.figsize'</span><span class="p">:[</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">]})</span>
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">'float_format'</span><span class="p">,</span> <span class="s1">'</span><span class="si">{:f}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">)</span>     <span class="c1">#to display full numbers in dataframe and not just exponentiated form </span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>/home/masaru/data/kaggle_google_analytics/test_v2.csv
/home/masaru/data/kaggle_google_analytics/submission.csv
/home/masaru/data/kaggle_google_analytics/deep-learning-keras-ga-revenue-prediction.ipynb
/home/masaru/data/kaggle_google_analytics/gstore-cust-revenue-prediction.ipynb
/home/masaru/data/kaggle_google_analytics/ga-customer-revenue-prediction.zip
/home/masaru/data/kaggle_google_analytics/test.csv
/home/masaru/data/kaggle_google_analytics/sample_submission_v2.csv
/home/masaru/data/kaggle_google_analytics/GoogleAnalytics_Customer_Revenue_EDA_and_Prediction.ipynb
/home/masaru/data/kaggle_google_analytics/sample_submission.csv
/home/masaru/data/kaggle_google_analytics/train_v2.csv
/home/masaru/data/kaggle_google_analytics/train.csv
/home/masaru/data/kaggle_google_analytics/.ipynb_checkpoints/gstore-cust-revenue-prediction-checkpoint.ipynb
/home/masaru/data/kaggle_google_analytics/.ipynb_checkpoints/GoogleAnalytics_Customer_Revenue_EDA_and_Prediction-checkpoint.ipynb
</pre>
</div>
</div>

</div>
</div>

WordPressのテーマにNotebook用のCSSを追加する

　続いて、WordPressの『外観⇒カスタマイズ⇒追加CSS』でJupyter Notebookセル用のCSSを追加します(リンク先ページのソースを参照のこと)。

In [7]:
import numpy as np, pandas as pd, os, matplotlib.pyplot as plt, seaborn as sns
import json, re, gc                              #garbage collector
from sklearn.preprocessing import LabelEncoder
from ast import literal_eval
from sklearn.model_selection import KFold
from sklearn.metrics import mean_squared_error
from sklearn.model_selection import GridSearchCV #Experimented hyperparams a bit with this

from catboost import CatBoostRegressor
from xgboost import XGBRegressor
import lightgbm as lgb

for dirname, _, filenames in os.walk('/home/masaru/data/kaggle_google_analytics'):
    for filename in filenames:
        print(os.path.join(dirname, filename))
        pass
gc.enable()
sns.set(style='whitegrid',palette='deep',font_scale=1.1,rc={'figure.figsize':[8,6]})
pd.set_option('float_format', '{:f}'.format)     #to display full numbers in dataframe and not just exponentiated form 

/home/masaru/data/kaggle_google_analytics/test_v2.csv
/home/masaru/data/kaggle_google_analytics/submission.csv
/home/masaru/data/kaggle_google_analytics/deep-learning-keras-ga-revenue-prediction.ipynb
/home/masaru/data/kaggle_google_analytics/gstore-cust-revenue-prediction.ipynb
/home/masaru/data/kaggle_google_analytics/ga-customer-revenue-prediction.zip
/home/masaru/data/kaggle_google_analytics/test.csv
/home/masaru/data/kaggle_google_analytics/sample_submission_v2.csv
/home/masaru/data/kaggle_google_analytics/GoogleAnalytics_Customer_Revenue_EDA_and_Prediction.ipynb
/home/masaru/data/kaggle_google_analytics/sample_submission.csv
/home/masaru/data/kaggle_google_analytics/train_v2.csv
/home/masaru/data/kaggle_google_analytics/train.csv
/home/masaru/data/kaggle_google_analytics/.ipynb_checkpoints/gstore-cust-revenue-prediction-checkpoint.ipynb
/home/masaru/data/kaggle_google_analytics/.ipynb_checkpoints/GoogleAnalytics_Customer_Revenue_EDA_and_Prediction-checkpoint.ipynb

　無事、表示出来ました。

The post Jupyter NotebookのセルをWordPressに貼り付ける first appeared on MasaruのIT＆マーケティングBLOG | Info Tech & Marketing BLOG by Masaru.

]]> /2021/04/10/jupyter-notebook%e3%81%ae%e3%82%bb%e3%83%ab%e3%82%92wordpress%e3%81%ab%e8%b2%bc%e3%82%8a%e4%bb%98%e3%81%91%e3%82%8b/feed/ 0 318