File:Distribution of Number of Species per Genus in all plant genera.png

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Distribution_of_Number_of_Species_per_Genus_in_all_plant_genera.png(570 × 457 pixels, file size: 22 KB, MIME type: image/png)

Summary

Description
English: Distribution of species across various genera. Each point represents a bin of a certain range of species count.

Data from World Flora Online Plant List June 2023. https://zenodo.org/record/8079052 To reproduce, download the `classification.csv` file, then run ```python import pandas as pd import matplotlib.pyplot as plt import numpy as np

  1. Open the file with 'utf-8' encoding and 'replace' error handling

with open('classification.csv', 'r', encoding='latin1') as file:

   df = pd.read_csv(file, delimiter='\t')
  1. Group by 'genus' and count the number of species in each genus

genus_counts = df['genus'].value_counts()

  1. Get histogram data

counts, bin_edges = np.histogram(np.log10(genus_counts), bins=100)

  1. Get bin centers

bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.

  1. Create scatter plot

fig, ax = plt.subplots() ax.scatter(10**bin_centers, counts, s=5)

  1. Set log scale for y-axis

ax.set_yscale('log') ax.set_xscale('log')

  1. Set labels

ax.set_xlabel('Number of Species in Genus') ax.set_ylabel('Number of Genera') ax.set_title('Distribution of Number of Species per Genus')

plt.grid() plt.show()

```
Date
Source Own work
Author Cosmia Nebula

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current07:03, 14 July 2023Thumbnail for version as of 07:03, 14 July 2023570 × 457 (22 KB)Cosmia NebulaUploaded while editing "Udny Yule" on en.wikipedia.org
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