Only The Best Tags</h> </div> ## 2.4 Compatibility with Jupyter [Watch Lesson 2.4](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_04_00) ### Jupyter Import/Export * Upload Jupyter Notebooks * Download Jupyter Notebooks ### Using Plotly #### Install Latest Plotly {:.input_area} ``` import plotly plotly.__version__ ``` {:.output .output_data_text} ``` '1.12.12' ``` {:.input_area} ``` !pip uninstall -q -y plotly !pip install plotly==3.6.0 ``` {:.output .output_stream} ``` Collecting plotly==3.6.0 [?25l Downloading https://files.pythonhosted.org/packages/4d/59/63a5a05532a67b1c49283e8b7885bbe55454a1eef8443e97a7479bb9964b/plotly-3.6.0.tar.gz (31.1MB)  100% |████████████████████████████████| 31.1MB 1.2MB/s [?25hRequirement already satisfied: decorator>=4.0.6 in /usr/local/lib/python3.6/dist-packages (from plotly==3.6.0) (4.3.2) Requirement already satisfied: nbformat>=4.2 in /usr/local/lib/python3.6/dist-packages (from plotly==3.6.0) (4.4.0) Requirement already satisfied: pytz in /usr/local/lib/python3.6/dist-packages (from plotly==3.6.0) (2018.9) Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from plotly==3.6.0) (2.18.4) Collecting retrying>=1.3.3 (from plotly==3.6.0) Downloading https://files.pythonhosted.org/packages/44/ef/beae4b4ef80902f22e3af073397f079c96969c69b2c7d52a57ea9ae61c9d/retrying-1.3.3.tar.gz Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from plotly==3.6.0) (1.11.0) Requirement already satisfied: jupyter-core in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2->plotly==3.6.0) (4.4.0) Requirement already satisfied: traitlets>=4.1 in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2->plotly==3.6.0) (4.3.2) Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2->plotly==3.6.0) (2.6.0) Requirement already satisfied: ipython-genutils in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2->plotly==3.6.0) (0.2.0) Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->plotly==3.6.0) (2018.11.29) Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->plotly==3.6.0) (1.22) Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->plotly==3.6.0) (3.0.4) Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->plotly==3.6.0) (2.6) Building wheels for collected packages: plotly, retrying Building wheel for plotly (setup.py) ... [?25ldone [?25h Stored in directory: /root/.cache/pip/wheels/67/0b/29/08c7f5caed2d1ac446db982ff607b326d49bfa0bd3a67ef8c7 Building wheel for retrying (setup.py) ... [?25ldone [?25h Stored in directory: /root/.cache/pip/wheels/d7/a9/33/acc7b709e2a35caa7d4cae442f6fe6fbf2c43f80823d46460c Successfully built plotly retrying Installing collected packages: retrying, plotly Successfully installed plotly-3.6.0 retrying-1.3.3 ``` {:.input_area} ``` import plotly plotly.__version__ ``` {:.output .output_data_text} ``` '3.6.0' ``` {:.input_area} ``` def enable_plotly_in_cell(): import IPython from plotly.offline import init_notebook_mode display(IPython.core.display.HTML(''' ''')) init_notebook_mode(connected=False) ``` #### Plot {:.input_area} ``` import pandas as pd df = pd.read_csv( "https://raw.githubusercontent.com/noahgift/food/master/data/features.en.openfoodfacts.org.products.csv") df.drop(["Unnamed: 0", "exceeded", "g_sum", "energy_100g"], axis=1, inplace=True) #drop two rows we don't need df = df.drop(df.index[[1,11877]]) #drop outlier df.rename(index=str, columns={"reconstructed_energy": "energy_100g"}, inplace=True) df.head() ```

	fat_100g	carbohydrates_100g	sugars_100g	proteins_100g	salt_100g	energy_100g	product
0	28.57	64.29	14.29	3.57	0.00000	2267.85	Banana Chips Sweetened (Whole)
2	57.14	17.86	3.57	17.86	1.22428	2835.70	Organic Salted Nut Mix
3	18.75	57.81	15.62	14.06	0.13970	1953.04	Organic Muesli
4	36.67	36.67	3.33	16.67	1.60782	2336.91	Zen Party Mix
5	18.18	60.00	21.82	14.55	0.02286	1976.37	Cinnamon Nut Granola

{:.input_area} ``` from sklearn.preprocessing import MinMaxScaler from sklearn.cluster import KMeans df_cluster_features = df.drop("product", axis=1) scaler = MinMaxScaler() scaler.fit(df_cluster_features) k_means = KMeans(n_clusters=3) kmeans = k_means.fit(scaler.transform(df_cluster_features)) df['cluster'] = kmeans.labels_ df.head() ```

	fat_100g	carbohydrates_100g	sugars_100g	proteins_100g	salt_100g	energy_100g	product	cluster
0	28.57	64.29	14.29	3.57	0.00000	2267.85	Banana Chips Sweetened (Whole)	0
2	57.14	17.86	3.57	17.86	1.22428	2835.70	Organic Salted Nut Mix	0
3	18.75	57.81	15.62	14.06	0.13970	1953.04	Organic Muesli	0
4	36.67	36.67	3.33	16.67	1.60782	2336.91	Zen Party Mix	0
5	18.18	60.00	21.82	14.55	0.02286	1976.37	Cinnamon Nut Granola	0

{:.input_area} ``` import plotly.offline as py import plotly.graph_objs as go from plotly.offline import init_notebook_mode enable_plotly_in_cell() trace1 = go.Scatter3d( x=df["fat_100g"], y=df["carbohydrates_100g"], z=df["proteins_100g"], mode='markers', text=df["product"], marker=dict( size=12, color=df["cluster"], # set color to an array/list of desired values colorscale='Viridis', # choose a colorscale opacity=0.8 ) ) #print(trace1) data = [trace1] layout = go.Layout( showlegend=False, title="Protein-Fat-Carb: Food Energy Types", scene = dict( xaxis = dict(title='X: Fat Content-100g'), yaxis = dict(title="Y: Carbohydrate Content-100g"), zaxis = dict(title="Z: Protein Content-100g"), ), width=1000, height=900, ) fig = go.Figure(data=data, layout=layout) py.iplot(fig, filename='3d-scatter-colorscale') ```

### Installing Software {:.input_area} ``` !pip install requests ``` {:.output .output_stream} ``` Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (2.18.4) Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests) (2.6) Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests) (3.0.4) Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests) (1.22) Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests) (2018.11.29) ``` {:.input_area} ``` !pip install -q requests ```