old_contents: """
  Horizontal boxplot with observations
  ====================================
  
  _thumb: .7, .37
  """
  import numpy as np
  import seaborn as sns
  import matplotlib.pyplot as plt
  sns.set(style="ticks")
  
  # Initialize the figure
  f, ax = plt.subplots(figsize=(7, 6))
  ax.set_xscale("log")
  
  # Load the example planets dataset
  planets = sns.load_dataset("planets")
  
  # Plot the orbital period with horizontal boxes
  sns.boxplot(x="distance", y="method", data=planets,
              whis=np.inf, palette="vlag")
  
  # Add in points to show each observation
  sns.swarmplot(x="distance", y="method", data=planets,
                size=2, color=".3", linewidth=0)
  
  
  # Make the quantitative axis logarithmic
  ax.xaxis.grid(True)
  ax.set(ylabel="")
  sns.despine(trim=True, left=True)
  
new_contents: """
  Horizontal boxplot with observations
  ====================================
  
  _thumb: .7, .37
  """
  import numpy as np
  import seaborn as sns
  import matplotlib.pyplot as plt
  
  sns.set(style="ticks")
  
  # Initialize the figure with a logarithmic x axis
  f, ax = plt.subplots(figsize=(7, 6))
  ax.set_xscale("log")
  
  # Load the example planets dataset
  planets = sns.load_dataset("planets")
  
  # Plot the orbital period with horizontal boxes
  sns.boxplot(x="distance", y="method", data=planets,
              whis=np.inf, palette="vlag")
  
  # Add in points to show each observation
  sns.swarmplot(x="distance", y="method", data=planets,
                size=2, color=".3", linewidth=0)
  
  # Tweak the visual presentation
  ax.xaxis.grid(True)
  ax.set(ylabel="")
  sns.despine(trim=True, left=True)
  
subject: Fix comments in horizontal boxplot example