Skip to content

Instantly share code, notes, and snippets.

@MikeTrizna

MikeTrizna/re-ordering_fish_confusion_matrix.ipynb

Created April 29, 2021 20:22
Show Gist options
  • Save MikeTrizna/61c430192250c3244d69bd875d2be929 to your computer and use it in GitHub Desktop.
Save MikeTrizna/61c430192250c3244d69bd875d2be929 to your computer and use it in GitHub Desktop.
Download ZIP
re-ordering fish confusion matrix
Display the source blob
Display the rendered blob
Raw
re-ordering_fish_confusion_matrix.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['svg.fonttype'] = 'none'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>Ancistrus</th>\n",
" <th>Apistogramma</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Bryconops</th>\n",
" <th>Bujurquina</th>\n",
" <th>Bunocephalus</th>\n",
" <th>Characidium</th>\n",
" <th>Charax</th>\n",
" <th>Copella</th>\n",
" <th>...</th>\n",
" <th>Phenacogaster</th>\n",
" <th>Pimelodella</th>\n",
" <th>Prochilodus</th>\n",
" <th>Pygocentrus</th>\n",
" <th>Pyrrhulina</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Tatia</th>\n",
" <th>Tetragonopterus</th>\n",
" <th>Tyttocharax</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Ancistrus Apistogramma Astyanax Bario Bryconops Bujurquina \\\n",
"0 15 0 0 0 0 0 \n",
"1 0 11 0 0 0 0 \n",
"2 0 0 29 0 0 0 \n",
"3 0 0 0 14 0 0 \n",
"4 0 0 0 0 14 0 \n",
"\n",
" Bunocephalus Characidium Charax Copella ... Phenacogaster \\\n",
"0 0 0 0 0 ... 0 \n",
"1 0 0 0 0 ... 0 \n",
"2 0 0 0 0 ... 0 \n",
"3 0 0 0 0 ... 0 \n",
"4 0 0 0 0 ... 0 \n",
"\n",
" Pimelodella Prochilodus Pygocentrus Pyrrhulina Rineloricaria Sorubim \\\n",
"0 0 0 0 0 0 0 \n",
"1 0 0 0 0 0 0 \n",
"2 0 0 0 0 0 0 \n",
"3 0 0 0 0 0 0 \n",
"4 0 0 0 0 0 0 \n",
"\n",
" Tatia Tetragonopterus Tyttocharax \n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_df = pd.read_csv('PeruFish.csv', index_col=0)\n",
"confusion_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>Ancistrus</th>\n",
" <th>Apistogramma</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Bryconops</th>\n",
" <th>Bujurquina</th>\n",
" <th>Bunocephalus</th>\n",
" <th>Characidium</th>\n",
" <th>Charax</th>\n",
" <th>Copella</th>\n",
" <th>...</th>\n",
" <th>Phenacogaster</th>\n",
" <th>Pimelodella</th>\n",
" <th>Prochilodus</th>\n",
" <th>Pygocentrus</th>\n",
" <th>Pyrrhulina</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Tatia</th>\n",
" <th>Tetragonopterus</th>\n",
" <th>Tyttocharax</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Ancistrus</th>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Apistogramma</th>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Astyanax</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bario</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bryconops</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Ancistrus Apistogramma Astyanax Bario Bryconops Bujurquina \\\n",
"Ancistrus 15 0 0 0 0 0 \n",
"Apistogramma 0 11 0 0 0 0 \n",
"Astyanax 0 0 29 0 0 0 \n",
"Bario 0 0 0 14 0 0 \n",
"Bryconops 0 0 0 0 14 0 \n",
"\n",
" Bunocephalus Characidium Charax Copella ... Phenacogaster \\\n",
"Ancistrus 0 0 0 0 ... 0 \n",
"Apistogramma 0 0 0 0 ... 0 \n",
"Astyanax 0 0 0 0 ... 0 \n",
"Bario 0 0 0 0 ... 0 \n",
"Bryconops 0 0 0 0 ... 0 \n",
"\n",
" Pimelodella Prochilodus Pygocentrus Pyrrhulina \\\n",
"Ancistrus 0 0 0 0 \n",
"Apistogramma 0 0 0 0 \n",
"Astyanax 0 0 0 0 \n",
"Bario 0 0 0 0 \n",
"Bryconops 0 0 0 0 \n",
"\n",
" Rineloricaria Sorubim Tatia Tetragonopterus Tyttocharax \n",
"Ancistrus 0 0 0 0 0 \n",
"Apistogramma 0 0 0 0 0 \n",
"Astyanax 0 0 0 0 0 \n",
"Bario 0 0 0 0 0 \n",
"Bryconops 0 0 0 0 0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_df.index = confusion_df.columns\n",
"confusion_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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>Ancistrus</th>\n",
" <th>Apistogramma</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Bryconops</th>\n",
" <th>Bujurquina</th>\n",
" <th>Bunocephalus</th>\n",
" <th>Characidium</th>\n",
" <th>Charax</th>\n",
" <th>Copella</th>\n",
" <th>...</th>\n",
" <th>Phenacogaster</th>\n",
" <th>Pimelodella</th>\n",
" <th>Prochilodus</th>\n",
" <th>Pygocentrus</th>\n",
" <th>Pyrrhulina</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Tatia</th>\n",
" <th>Tetragonopterus</th>\n",
" <th>Tyttocharax</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Ancistrus</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Apistogramma</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Astyanax</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.966667</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bario</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bryconops</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Ancistrus Apistogramma Astyanax Bario Bryconops Bujurquina \\\n",
"Ancistrus 1.0 0.0 0.000000 0.0 0.0 0.0 \n",
"Apistogramma 0.0 1.0 0.000000 0.0 0.0 0.0 \n",
"Astyanax 0.0 0.0 0.966667 0.0 0.0 0.0 \n",
"Bario 0.0 0.0 0.000000 1.0 0.0 0.0 \n",
"Bryconops 0.0 0.0 0.000000 0.0 1.0 0.0 \n",
"\n",
" Bunocephalus Characidium Charax Copella ... Phenacogaster \\\n",
"Ancistrus 0.0 0.0 0.0 0.0 ... 0.0 \n",
"Apistogramma 0.0 0.0 0.0 0.0 ... 0.0 \n",
"Astyanax 0.0 0.0 0.0 0.0 ... 0.0 \n",
"Bario 0.0 0.0 0.0 0.0 ... 0.0 \n",
"Bryconops 0.0 0.0 0.0 0.0 ... 0.0 \n",
"\n",
" Pimelodella Prochilodus Pygocentrus Pyrrhulina \\\n",
"Ancistrus 0.0 0.0 0.0 0.0 \n",
"Apistogramma 0.0 0.0 0.0 0.0 \n",
"Astyanax 0.0 0.0 0.0 0.0 \n",
"Bario 0.0 0.0 0.0 0.0 \n",
"Bryconops 0.0 0.0 0.0 0.0 \n",
"\n",
" Rineloricaria Sorubim Tatia Tetragonopterus Tyttocharax \n",
"Ancistrus 0.0 0.0 0.0 0.0 0.0 \n",
"Apistogramma 0.0 0.0 0.0 0.0 0.0 \n",
"Astyanax 0.0 0.0 0.0 0.0 0.0 \n",
"Bario 0.0 0.0 0.0 0.0 0.0 \n",
"Bryconops 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"normalized = confusion_df.div(confusion_df.sum(axis=1), axis=0)\n",
"normalized.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>Class</th>\n",
" <th>Order</th>\n",
" <th>Family</th>\n",
" <th>Subfamily</th>\n",
" <th>CF_Order</th>\n",
" <th>CF_Genus</th>\n",
" <th>Genus</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Chaetodontidae</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Tetragonopterus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Characinae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Charax</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Iguanodectidae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Bryconops</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Stethaprioninae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Astyanax</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Stethaprioninae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Bario</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class Order Family Subfamily CF_Order \\\n",
"0 Actinopterygii Characiformes Chaetodontidae NaN 1.0 \n",
"1 Actinopterygii Characiformes Characidae Characinae 1.0 \n",
"2 Actinopterygii Characiformes Characidae Iguanodectidae 1.0 \n",
"3 Actinopterygii Characiformes Characidae Stethaprioninae 1.0 \n",
"4 Actinopterygii Characiformes Characidae Stethaprioninae 1.0 \n",
"\n",
" CF_Genus Genus \n",
"0 NaN Tetragonopterus \n",
"1 NaN Charax \n",
"2 NaN Bryconops \n",
"3 NaN Astyanax \n",
"4 NaN Bario "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"taxon_order = pd.read_excel('Taxonmic Order PeruFish.xlsx')\n",
"taxon_order = taxon_order.dropna(how='all')\n",
"taxon_order.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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>Class</th>\n",
" <th>Order</th>\n",
" <th>Family</th>\n",
" <th>Subfamily</th>\n",
" <th>CF_Order</th>\n",
" <th>CF_Genus</th>\n",
" <th>Genus</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Chaetodontidae</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Tetragonopterus</td>\n",
" <td>Chaetodontidae, , Tetragonopterus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Characinae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Charax</td>\n",
" <td>Characidae, Characinae, Charax</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Iguanodectidae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Bryconops</td>\n",
" <td>Characidae, Iguanodectidae, Bryconops</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Stethaprioninae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Astyanax</td>\n",
" <td>Characidae, Stethaprioninae, Astyanax</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Actinopterygii</td>\n",
" <td>Characiformes</td>\n",
" <td>Characidae</td>\n",
" <td>Stethaprioninae</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>Bario</td>\n",
" <td>Characidae, Stethaprioninae, Bario</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class Order Family Subfamily CF_Order \\\n",
"0 Actinopterygii Characiformes Chaetodontidae NaN 1.0 \n",
"1 Actinopterygii Characiformes Characidae Characinae 1.0 \n",
"2 Actinopterygii Characiformes Characidae Iguanodectidae 1.0 \n",
"3 Actinopterygii Characiformes Characidae Stethaprioninae 1.0 \n",
"4 Actinopterygii Characiformes Characidae Stethaprioninae 1.0 \n",
"\n",
" CF_Genus Genus label \n",
"0 NaN Tetragonopterus Chaetodontidae, , Tetragonopterus \n",
"1 NaN Charax Characidae, Characinae, Charax \n",
"2 NaN Bryconops Characidae, Iguanodectidae, Bryconops \n",
"3 NaN Astyanax Characidae, Stethaprioninae, Astyanax \n",
"4 NaN Bario Characidae, Stethaprioninae, Bario "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"taxon_order['label'] = taxon_order['Family'] + ', ' \\\n",
" + taxon_order['Subfamily'].fillna('') + ', ' \\\n",
" + taxon_order['Genus']\n",
"taxon_order.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"rename_dict = taxon_order.set_index('Genus')['label'].to_dict()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Tetragonopterus', 'Charax', 'Bryconops', 'Astyanax', 'Bario', 'Hemigrammus', 'Hyphessobrycon', 'Moenkhausia', 'Creagrutus', 'Knodus', 'Tyttocharax', 'Characidium', 'Phenacogaster', 'Curimata', 'Erythrinus', 'Gasteropelecus', 'Copella', 'Pyrrhulina', 'Prochilodus', 'Pygocentrus', 'Gymnotus', 'Bunocephalus', 'Tatia', 'Corydoras', 'Doras', 'Pimelodella', 'Otocinclus', 'Oxyropsis', 'Ancistrus', 'Rineloricaria', 'Sorubim', 'Apistogramma', 'Bujurquina']\n",
"33\n"
]
}
],
"source": [
"genera_list = taxon_order['Genus'].tolist()\n",
"print(genera_list)\n",
"print(len(genera_list))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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>Tetragonopterus</th>\n",
" <th>Charax</th>\n",
" <th>Bryconops</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Hemigrammus</th>\n",
" <th>Hyphessobrycon</th>\n",
" <th>Moenkhausia</th>\n",
" <th>Creagrutus</th>\n",
" <th>Knodus</th>\n",
" <th>...</th>\n",
" <th>Corydoras</th>\n",
" <th>Doras</th>\n",
" <th>Pimelodella</th>\n",
" <th>Otocinclus</th>\n",
" <th>Oxyropsis</th>\n",
" <th>Ancistrus</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Apistogramma</th>\n",
" <th>Bujurquina</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Tetragonopterus</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Charax</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bryconops</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Astyanax</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.966667</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.033333</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bario</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Tetragonopterus Charax Bryconops Astyanax Bario \\\n",
"Tetragonopterus 1.0 0.0 0.0 0.000000 0.0 \n",
"Charax 0.0 1.0 0.0 0.000000 0.0 \n",
"Bryconops 0.0 0.0 1.0 0.000000 0.0 \n",
"Astyanax 0.0 0.0 0.0 0.966667 0.0 \n",
"Bario 0.0 0.0 0.0 0.000000 1.0 \n",
"\n",
" Hemigrammus Hyphessobrycon Moenkhausia Creagrutus Knodus \\\n",
"Tetragonopterus 0.0 0.0 0.000000 0.0 0.0 \n",
"Charax 0.0 0.0 0.000000 0.0 0.0 \n",
"Bryconops 0.0 0.0 0.000000 0.0 0.0 \n",
"Astyanax 0.0 0.0 0.033333 0.0 0.0 \n",
"Bario 0.0 0.0 0.000000 0.0 0.0 \n",
"\n",
" ... Corydoras Doras Pimelodella Otocinclus Oxyropsis \\\n",
"Tetragonopterus ... 0.0 0.0 0.0 0.0 0.0 \n",
"Charax ... 0.0 0.0 0.0 0.0 0.0 \n",
"Bryconops ... 0.0 0.0 0.0 0.0 0.0 \n",
"Astyanax ... 0.0 0.0 0.0 0.0 0.0 \n",
"Bario ... 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" Ancistrus Rineloricaria Sorubim Apistogramma Bujurquina \n",
"Tetragonopterus 0.0 0.0 0.0 0.0 0.0 \n",
"Charax 0.0 0.0 0.0 0.0 0.0 \n",
"Bryconops 0.0 0.0 0.0 0.0 0.0 \n",
"Astyanax 0.0 0.0 0.0 0.0 0.0 \n",
"Bario 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"normalized_reordered = normalized.loc[genera_list, genera_list]\n",
"normalized_reordered.head()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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>Tetragonopterus</th>\n",
" <th>Charax</th>\n",
" <th>Bryconops</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Hemigrammus</th>\n",
" <th>Hyphessobrycon</th>\n",
" <th>Moenkhausia</th>\n",
" <th>Creagrutus</th>\n",
" <th>Knodus</th>\n",
" <th>...</th>\n",
" <th>Corydoras</th>\n",
" <th>Doras</th>\n",
" <th>Pimelodella</th>\n",
" <th>Otocinclus</th>\n",
" <th>Oxyropsis</th>\n",
" <th>Ancistrus</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Apistogramma</th>\n",
" <th>Bujurquina</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Tetragonopterus</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Charax</th>\n",
" <td>0</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bryconops</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Astyanax</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bario</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Tetragonopterus Charax Bryconops Astyanax Bario \\\n",
"Tetragonopterus 10 0 0 0 0 \n",
"Charax 0 23 0 0 0 \n",
"Bryconops 0 0 14 0 0 \n",
"Astyanax 0 0 0 29 0 \n",
"Bario 0 0 0 0 14 \n",
"\n",
" Hemigrammus Hyphessobrycon Moenkhausia Creagrutus Knodus \\\n",
"Tetragonopterus 0 0 0 0 0 \n",
"Charax 0 0 0 0 0 \n",
"Bryconops 0 0 0 0 0 \n",
"Astyanax 0 0 1 0 0 \n",
"Bario 0 0 0 0 0 \n",
"\n",
" ... Corydoras Doras Pimelodella Otocinclus Oxyropsis \\\n",
"Tetragonopterus ... 0 0 0 0 0 \n",
"Charax ... 0 0 0 0 0 \n",
"Bryconops ... 0 0 0 0 0 \n",
"Astyanax ... 0 0 0 0 0 \n",
"Bario ... 0 0 0 0 0 \n",
"\n",
" Ancistrus Rineloricaria Sorubim Apistogramma Bujurquina \n",
"Tetragonopterus 0 0 0 0 0 \n",
"Charax 0 0 0 0 0 \n",
"Bryconops 0 0 0 0 0 \n",
"Astyanax 0 0 0 0 0 \n",
"Bario 0 0 0 0 0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"original_reordered = confusion_df.loc[genera_list, genera_list]\n",
"original_reordered.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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>Tetragonopterus</th>\n",
" <th>Charax</th>\n",
" <th>Bryconops</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Hemigrammus</th>\n",
" <th>Hyphessobrycon</th>\n",
" <th>Moenkhausia</th>\n",
" <th>Creagrutus</th>\n",
" <th>Knodus</th>\n",
" <th>...</th>\n",
" <th>Corydoras</th>\n",
" <th>Doras</th>\n",
" <th>Pimelodella</th>\n",
" <th>Otocinclus</th>\n",
" <th>Oxyropsis</th>\n",
" <th>Ancistrus</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Apistogramma</th>\n",
" <th>Bujurquina</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Chaetodontidae, , Tetragonopterus</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Characinae, Charax</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Iguanodectidae, Bryconops</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Stethaprioninae, Astyanax</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.966667</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.033333</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Stethaprioninae, Bario</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Tetragonopterus Charax Bryconops \\\n",
"Chaetodontidae, , Tetragonopterus 1.0 0.0 0.0 \n",
"Characidae, Characinae, Charax 0.0 1.0 0.0 \n",
"Characidae, Iguanodectidae, Bryconops 0.0 0.0 1.0 \n",
"Characidae, Stethaprioninae, Astyanax 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Bario 0.0 0.0 0.0 \n",
"\n",
" Astyanax Bario Hemigrammus \\\n",
"Chaetodontidae, , Tetragonopterus 0.000000 0.0 0.0 \n",
"Characidae, Characinae, Charax 0.000000 0.0 0.0 \n",
"Characidae, Iguanodectidae, Bryconops 0.000000 0.0 0.0 \n",
"Characidae, Stethaprioninae, Astyanax 0.966667 0.0 0.0 \n",
"Characidae, Stethaprioninae, Bario 0.000000 1.0 0.0 \n",
"\n",
" Hyphessobrycon Moenkhausia \\\n",
"Chaetodontidae, , Tetragonopterus 0.0 0.000000 \n",
"Characidae, Characinae, Charax 0.0 0.000000 \n",
"Characidae, Iguanodectidae, Bryconops 0.0 0.000000 \n",
"Characidae, Stethaprioninae, Astyanax 0.0 0.033333 \n",
"Characidae, Stethaprioninae, Bario 0.0 0.000000 \n",
"\n",
" Creagrutus Knodus ... Corydoras \\\n",
"Chaetodontidae, , Tetragonopterus 0.0 0.0 ... 0.0 \n",
"Characidae, Characinae, Charax 0.0 0.0 ... 0.0 \n",
"Characidae, Iguanodectidae, Bryconops 0.0 0.0 ... 0.0 \n",
"Characidae, Stethaprioninae, Astyanax 0.0 0.0 ... 0.0 \n",
"Characidae, Stethaprioninae, Bario 0.0 0.0 ... 0.0 \n",
"\n",
" Doras Pimelodella Otocinclus \\\n",
"Chaetodontidae, , Tetragonopterus 0.0 0.0 0.0 \n",
"Characidae, Characinae, Charax 0.0 0.0 0.0 \n",
"Characidae, Iguanodectidae, Bryconops 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Astyanax 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Bario 0.0 0.0 0.0 \n",
"\n",
" Oxyropsis Ancistrus Rineloricaria \\\n",
"Chaetodontidae, , Tetragonopterus 0.0 0.0 0.0 \n",
"Characidae, Characinae, Charax 0.0 0.0 0.0 \n",
"Characidae, Iguanodectidae, Bryconops 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Astyanax 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Bario 0.0 0.0 0.0 \n",
"\n",
" Sorubim Apistogramma Bujurquina \n",
"Chaetodontidae, , Tetragonopterus 0.0 0.0 0.0 \n",
"Characidae, Characinae, Charax 0.0 0.0 0.0 \n",
"Characidae, Iguanodectidae, Bryconops 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Astyanax 0.0 0.0 0.0 \n",
"Characidae, Stethaprioninae, Bario 0.0 0.0 0.0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"norm_renamed = normalized_reordered.rename(index=rename_dict)\n",
"norm_renamed.head()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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>Tetragonopterus</th>\n",
" <th>Charax</th>\n",
" <th>Bryconops</th>\n",
" <th>Astyanax</th>\n",
" <th>Bario</th>\n",
" <th>Hemigrammus</th>\n",
" <th>Hyphessobrycon</th>\n",
" <th>Moenkhausia</th>\n",
" <th>Creagrutus</th>\n",
" <th>Knodus</th>\n",
" <th>...</th>\n",
" <th>Corydoras</th>\n",
" <th>Doras</th>\n",
" <th>Pimelodella</th>\n",
" <th>Otocinclus</th>\n",
" <th>Oxyropsis</th>\n",
" <th>Ancistrus</th>\n",
" <th>Rineloricaria</th>\n",
" <th>Sorubim</th>\n",
" <th>Apistogramma</th>\n",
" <th>Bujurquina</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Chaetodontidae, , Tetragonopterus</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Characinae, Charax</th>\n",
" <td>0</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Iguanodectidae, Bryconops</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Stethaprioninae, Astyanax</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Characidae, Stethaprioninae, Bario</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" Tetragonopterus Charax Bryconops \\\n",
"Chaetodontidae, , Tetragonopterus 10 0 0 \n",
"Characidae, Characinae, Charax 0 23 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 14 \n",
"Characidae, Stethaprioninae, Astyanax 0 0 0 \n",
"Characidae, Stethaprioninae, Bario 0 0 0 \n",
"\n",
" Astyanax Bario Hemigrammus \\\n",
"Chaetodontidae, , Tetragonopterus 0 0 0 \n",
"Characidae, Characinae, Charax 0 0 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 0 \n",
"Characidae, Stethaprioninae, Astyanax 29 0 0 \n",
"Characidae, Stethaprioninae, Bario 0 14 0 \n",
"\n",
" Hyphessobrycon Moenkhausia \\\n",
"Chaetodontidae, , Tetragonopterus 0 0 \n",
"Characidae, Characinae, Charax 0 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 \n",
"Characidae, Stethaprioninae, Astyanax 0 1 \n",
"Characidae, Stethaprioninae, Bario 0 0 \n",
"\n",
" Creagrutus Knodus ... Corydoras \\\n",
"Chaetodontidae, , Tetragonopterus 0 0 ... 0 \n",
"Characidae, Characinae, Charax 0 0 ... 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 ... 0 \n",
"Characidae, Stethaprioninae, Astyanax 0 0 ... 0 \n",
"Characidae, Stethaprioninae, Bario 0 0 ... 0 \n",
"\n",
" Doras Pimelodella Otocinclus \\\n",
"Chaetodontidae, , Tetragonopterus 0 0 0 \n",
"Characidae, Characinae, Charax 0 0 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 0 \n",
"Characidae, Stethaprioninae, Astyanax 0 0 0 \n",
"Characidae, Stethaprioninae, Bario 0 0 0 \n",
"\n",
" Oxyropsis Ancistrus Rineloricaria \\\n",
"Chaetodontidae, , Tetragonopterus 0 0 0 \n",
"Characidae, Characinae, Charax 0 0 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 0 \n",
"Characidae, Stethaprioninae, Astyanax 0 0 0 \n",
"Characidae, Stethaprioninae, Bario 0 0 0 \n",
"\n",
" Sorubim Apistogramma Bujurquina \n",
"Chaetodontidae, , Tetragonopterus 0 0 0 \n",
"Characidae, Characinae, Charax 0 0 0 \n",
"Characidae, Iguanodectidae, Bryconops 0 0 0 \n",
"Characidae, Stethaprioninae, Astyanax 0 0 0 \n",
"Characidae, Stethaprioninae, Bario 0 0 0 \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"original_renamed = original_reordered.rename(index=rename_dict)\n",
"original_renamed.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1728x1440 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(24, 20)\n",
"\n",
"ax = sns.heatmap(normalized_reordered, cmap='viridis_r',\n",
" ax=ax)\n",
"\n",
"ax.set_title('Confusion Matrix')\n",
"ax.set_xlabel('Predicted Genus')\n",
"ax.set_ylabel('Actual Genus')\n",
"\n",
"for tick in ax.xaxis.get_major_ticks():\n",
" tick.label.set_style('italic')\n",
" tick.label.set_rotation(45)\n",
" tick.label.set_horizontalalignment('right')\n",
"\n",
"for tick in ax.yaxis.get_major_ticks():\n",
" tick.label.set_style('italic')\n",
" \n",
"fig.tight_layout()\n",
"fig.savefig('peru_fish_ordered_heatmap.png')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1728x1728 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(24, 24)\n",
"\n",
"ax = sns.heatmap(norm_renamed, cmap='viridis_r', cbar=False,\n",
" annot=True,\n",
" linewidths=0.01,\n",
" ax=ax)\n",
"\n",
"ax.set_title('Confusion Matrix')\n",
"ax.set_xlabel('Predicted Genus')\n",
"ax.set_ylabel('Actual Genus')\n",
"\n",
"for tick in ax.xaxis.get_major_ticks():\n",
" tick.label.set_style('italic')\n",
" tick.label.set_rotation(45)\n",
" tick.label.set_horizontalalignment('right')\n",
"\n",
"for tick in ax.yaxis.get_major_ticks():\n",
" tick.label.set_style('italic')\n",
" \n",
"fig.tight_layout()\n",
"fig.savefig('peru_fish_renamed_lines.png')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1728x1728 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(24, 24)\n",
"\n",
"ax = sns.heatmap(original_renamed, cmap='viridis_r', cbar=False,\n",
" annot=True,\n",
" linewidths=0.01,\n",
" ax=ax)\n",
"\n",
"ax.set_title('Confusion Matrix')\n",
"ax.set_xlabel('Predicted Genus')\n",
"ax.set_ylabel('Actual Genus')\n",
"\n",
"for tick in ax.xaxis.get_major_ticks():\n",
" tick.label.set_style('italic')\n",
" tick.label.set_rotation(45)\n",
" tick.label.set_horizontalalignment('right')\n",
"\n",
"for tick in ax.yaxis.get_major_ticks():\n",
" tick.label.set_style('italic')\n",
" \n",
"fig.tight_layout()\n",
"fig.savefig('peru_fish_renamed_lines.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment