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@Bwhiz
Created February 23, 2022 11:33
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{
"cells": [
{
"cell_type": "markdown",
"id": "0f7ed2ac",
"metadata": {},
"source": [
"## Investigating the use of the [galaxy zoo challenge](https://www.kaggle.com/c/galaxy-zoo-the-galaxy-challenge/overview) Image dataset for an image classification task."
]
},
{
"cell_type": "markdown",
"id": "b3c1d355",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"id": "29ba5914",
"metadata": {},
"source": [
"### Importing needed packages"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5883025c",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import os\n",
"from kneed import KneeLocator\n",
"from sklearn.cluster import KMeans\n",
"sns.set()\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "2646a003",
"metadata": {},
"source": [
"I'm working from the directory housing the csv file that holds the galaxy ids as well as the 37 morphologies alongside the proability distribution."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c8fbf56e",
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv('training_solutions_rev1.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "38a55da0",
"metadata": {},
"outputs": [],
"source": [
"pd.set_option(\"display.max_columns\",1000)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "be4127cc",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>GalaxyID</th>\n",
" <th>Class1.1</th>\n",
" <th>Class1.2</th>\n",
" <th>Class1.3</th>\n",
" <th>Class2.1</th>\n",
" <th>Class2.2</th>\n",
" <th>Class3.1</th>\n",
" <th>Class3.2</th>\n",
" <th>Class4.1</th>\n",
" <th>Class4.2</th>\n",
" <th>Class5.1</th>\n",
" <th>Class5.2</th>\n",
" <th>Class5.3</th>\n",
" <th>Class5.4</th>\n",
" <th>Class6.1</th>\n",
" <th>Class6.2</th>\n",
" <th>Class7.1</th>\n",
" <th>Class7.2</th>\n",
" <th>Class7.3</th>\n",
" <th>Class8.1</th>\n",
" <th>Class8.2</th>\n",
" <th>Class8.3</th>\n",
" <th>Class8.4</th>\n",
" <th>Class8.5</th>\n",
" <th>Class8.6</th>\n",
" <th>Class8.7</th>\n",
" <th>Class9.1</th>\n",
" <th>Class9.2</th>\n",
" <th>Class9.3</th>\n",
" <th>Class10.1</th>\n",
" <th>Class10.2</th>\n",
" <th>Class10.3</th>\n",
" <th>Class11.1</th>\n",
" <th>Class11.2</th>\n",
" <th>Class11.3</th>\n",
" <th>Class11.4</th>\n",
" <th>Class11.5</th>\n",
" <th>Class11.6</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>100008</td>\n",
" <td>0.383147</td>\n",
" <td>0.616853</td>\n",
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" <td>0.578401</td>\n",
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" <td>0.000000</td>\n",
" <td>0.054453</td>\n",
" <td>0.945547</td>\n",
" <td>0.201463</td>\n",
" <td>0.181684</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.027227</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.0</td>\n",
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" <td>0.092886</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.325512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>100023</td>\n",
" <td>0.327001</td>\n",
" <td>0.663777</td>\n",
" <td>0.009222</td>\n",
" <td>0.031178</td>\n",
" <td>0.632599</td>\n",
" <td>0.467370</td>\n",
" <td>0.165229</td>\n",
" <td>0.591328</td>\n",
" <td>0.041271</td>\n",
" <td>0.0</td>\n",
" <td>0.236781</td>\n",
" <td>0.160941</td>\n",
" <td>0.234877</td>\n",
" <td>0.189149</td>\n",
" <td>0.810851</td>\n",
" <td>0.000000</td>\n",
" <td>0.135082</td>\n",
" <td>0.191919</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.140353</td>\n",
" <td>0.000000</td>\n",
" <td>0.048796</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.012414</td>\n",
" <td>0.0</td>\n",
" <td>0.018764</td>\n",
" <td>0.000000</td>\n",
" <td>0.131378</td>\n",
" <td>0.459950</td>\n",
" <td>0.000000</td>\n",
" <td>0.591328</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>100053</td>\n",
" <td>0.765717</td>\n",
" <td>0.177352</td>\n",
" <td>0.056931</td>\n",
" <td>0.000000</td>\n",
" <td>0.177352</td>\n",
" <td>0.000000</td>\n",
" <td>0.177352</td>\n",
" <td>0.000000</td>\n",
" <td>0.177352</td>\n",
" <td>0.0</td>\n",
" <td>0.117790</td>\n",
" <td>0.059562</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.741864</td>\n",
" <td>0.023853</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
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" <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",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>100078</td>\n",
" <td>0.693377</td>\n",
" <td>0.238564</td>\n",
" <td>0.068059</td>\n",
" <td>0.000000</td>\n",
" <td>0.238564</td>\n",
" <td>0.109493</td>\n",
" <td>0.129071</td>\n",
" <td>0.189098</td>\n",
" <td>0.049466</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.113284</td>\n",
" <td>0.125280</td>\n",
" <td>0.320398</td>\n",
" <td>0.679602</td>\n",
" <td>0.408599</td>\n",
" <td>0.284778</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.096119</td>\n",
" <td>0.096119</td>\n",
" <td>0.000000</td>\n",
" <td>0.128159</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.094549</td>\n",
" <td>0.000000</td>\n",
" <td>0.094549</td>\n",
" <td>0.189098</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",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>100090</td>\n",
" <td>0.933839</td>\n",
" <td>0.000000</td>\n",
" <td>0.066161</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.029383</td>\n",
" <td>0.970617</td>\n",
" <td>0.494587</td>\n",
" <td>0.439252</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.029383</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
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" <td>0.0</td>\n",
" <td>0.0</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GalaxyID Class1.1 Class1.2 Class1.3 Class2.1 Class2.2 Class3.1 \\\n",
"0 100008 0.383147 0.616853 0.000000 0.000000 0.616853 0.038452 \n",
"1 100023 0.327001 0.663777 0.009222 0.031178 0.632599 0.467370 \n",
"2 100053 0.765717 0.177352 0.056931 0.000000 0.177352 0.000000 \n",
"3 100078 0.693377 0.238564 0.068059 0.000000 0.238564 0.109493 \n",
"4 100090 0.933839 0.000000 0.066161 0.000000 0.000000 0.000000 \n",
"\n",
" Class3.2 Class4.1 Class4.2 Class5.1 Class5.2 Class5.3 Class5.4 \\\n",
"0 0.578401 0.418398 0.198455 0.0 0.104752 0.512101 0.000000 \n",
"1 0.165229 0.591328 0.041271 0.0 0.236781 0.160941 0.234877 \n",
"2 0.177352 0.000000 0.177352 0.0 0.117790 0.059562 0.000000 \n",
"3 0.129071 0.189098 0.049466 0.0 0.000000 0.113284 0.125280 \n",
"4 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.000000 \n",
"\n",
" Class6.1 Class6.2 Class7.1 Class7.2 Class7.3 Class8.1 Class8.2 \\\n",
"0 0.054453 0.945547 0.201463 0.181684 0.000000 0.0 0.027227 \n",
"1 0.189149 0.810851 0.000000 0.135082 0.191919 0.0 0.000000 \n",
"2 0.000000 1.000000 0.000000 0.741864 0.023853 0.0 0.000000 \n",
"3 0.320398 0.679602 0.408599 0.284778 0.000000 0.0 0.000000 \n",
"4 0.029383 0.970617 0.494587 0.439252 0.000000 0.0 0.000000 \n",
"\n",
" Class8.3 Class8.4 Class8.5 Class8.6 Class8.7 Class9.1 Class9.2 \\\n",
"0 0.000000 0.027227 0.000000 0.000000 0.0 0.000000 0.0 \n",
"1 0.140353 0.000000 0.048796 0.000000 0.0 0.012414 0.0 \n",
"2 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.0 \n",
"3 0.096119 0.096119 0.000000 0.128159 0.0 0.000000 0.0 \n",
"4 0.000000 0.000000 0.000000 0.029383 0.0 0.000000 0.0 \n",
"\n",
" Class9.3 Class10.1 Class10.2 Class10.3 Class11.1 Class11.2 Class11.3 \\\n",
"0 0.000000 0.279952 0.138445 0.000000 0.000000 0.092886 0.0 \n",
"1 0.018764 0.000000 0.131378 0.459950 0.000000 0.591328 0.0 \n",
"2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 \n",
"3 0.000000 0.094549 0.000000 0.094549 0.189098 0.000000 0.0 \n",
"4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 \n",
"\n",
" Class11.4 Class11.5 Class11.6 \n",
"0 0.0 0.0 0.325512 \n",
"1 0.0 0.0 0.000000 \n",
"2 0.0 0.0 0.000000 \n",
"3 0.0 0.0 0.000000 \n",
"4 0.0 0.0 0.000000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"id": "3cd0fbc1",
"metadata": {},
"source": [
"Visualizing how the probabilities in the first 9 rows are distributed over their given indices (which obviously corresponds to the columns): "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9a763f3b",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8))\n",
"\n",
"for i in range(9):\n",
" ax=plt.subplot(3,3,i+1)\n",
" ax.set_title(f'row - {i+1}')\n",
" ax.set_xlabel('Index')\n",
" ax.set_ylabel('Probability')\n",
" ax.plot(data.iloc[i,1:].values)\n",
" \n",
" plt.subplots_adjust(wspace=0.8, hspace= 1) #to adjust the spacing between the subplots"
]
},
{
"cell_type": "markdown",
"id": "d4eeca38",
"metadata": {},
"source": [
"We can observe Certain features were notable over others ,as shown below:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1f1dc82c",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data.iloc[0,1:].values);"
]
},
{
"cell_type": "markdown",
"id": "8b910414",
"metadata": {},
"source": [
"while some galaxies had more than one prominent feature as shown below:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2634b09b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data.iloc[8,1:].values);"
]
},
{
"cell_type": "markdown",
"id": "31807fb0",
"metadata": {},
"source": [
"Therefore assigning the feature with the most predicted value by the participants as the defining feature of that galaxy might be quite inaccurate, so let's see how many galaxies had closely valued prominent features.\n",
"(I'm making the assumption that most galaxies in this dataset would have at most 2 closely valued prominent feature)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f83b3366",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['GalaxyID', 'Class1.1', 'Class1.2', 'Class1.3', 'Class2.1', 'Class2.2',\n",
" 'Class3.1', 'Class3.2', 'Class4.1', 'Class4.2', 'Class5.1', 'Class5.2',\n",
" 'Class5.3', 'Class5.4', 'Class6.1', 'Class6.2', 'Class7.1', 'Class7.2',\n",
" 'Class7.3', 'Class8.1', 'Class8.2', 'Class8.3', 'Class8.4', 'Class8.5',\n",
" 'Class8.6', 'Class8.7', 'Class9.1', 'Class9.2', 'Class9.3', 'Class10.1',\n",
" 'Class10.2', 'Class10.3', 'Class11.1', 'Class11.2', 'Class11.3',\n",
" 'Class11.4', 'Class11.5', 'Class11.6'],\n",
" dtype='object')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.columns"
]
},
{
"cell_type": "markdown",
"id": "6c2f3888",
"metadata": {},
"source": [
"lets create a **copy** of the original dataset so we won't lose the **GalaxyID** column during analysis"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "79bad17c",
"metadata": {},
"outputs": [],
"source": [
"file = data.copy()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "198d944c",
"metadata": {
"scrolled": true
},
"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>GalaxyID</th>\n",
" <th>Class1.1</th>\n",
" <th>Class1.2</th>\n",
" <th>Class1.3</th>\n",
" <th>Class2.1</th>\n",
" <th>Class2.2</th>\n",
" <th>Class3.1</th>\n",
" <th>Class3.2</th>\n",
" <th>Class4.1</th>\n",
" <th>Class4.2</th>\n",
" <th>Class5.1</th>\n",
" <th>Class5.2</th>\n",
" <th>Class5.3</th>\n",
" <th>Class5.4</th>\n",
" <th>Class6.1</th>\n",
" <th>Class6.2</th>\n",
" <th>Class7.1</th>\n",
" <th>Class7.2</th>\n",
" <th>Class7.3</th>\n",
" <th>Class8.1</th>\n",
" <th>Class8.2</th>\n",
" <th>Class8.3</th>\n",
" <th>Class8.4</th>\n",
" <th>Class8.5</th>\n",
" <th>Class8.6</th>\n",
" <th>Class8.7</th>\n",
" <th>Class9.1</th>\n",
" <th>Class9.2</th>\n",
" <th>Class9.3</th>\n",
" <th>Class10.1</th>\n",
" <th>Class10.2</th>\n",
" <th>Class10.3</th>\n",
" <th>Class11.1</th>\n",
" <th>Class11.2</th>\n",
" <th>Class11.3</th>\n",
" <th>Class11.4</th>\n",
" <th>Class11.5</th>\n",
" <th>Class11.6</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>100008</td>\n",
" <td>0.383147</td>\n",
" <td>0.616853</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.616853</td>\n",
" <td>0.038452</td>\n",
" <td>0.578401</td>\n",
" <td>0.418398</td>\n",
" <td>0.198455</td>\n",
" <td>0.0</td>\n",
" <td>0.104752</td>\n",
" <td>0.512101</td>\n",
" <td>0.000000</td>\n",
" <td>0.054453</td>\n",
" <td>0.945547</td>\n",
" <td>0.201463</td>\n",
" <td>0.181684</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.027227</td>\n",
" <td>0.000000</td>\n",
" <td>0.027227</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.279952</td>\n",
" <td>0.138445</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.092886</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.325512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>100023</td>\n",
" <td>0.327001</td>\n",
" <td>0.663777</td>\n",
" <td>0.009222</td>\n",
" <td>0.031178</td>\n",
" <td>0.632599</td>\n",
" <td>0.467370</td>\n",
" <td>0.165229</td>\n",
" <td>0.591328</td>\n",
" <td>0.041271</td>\n",
" <td>0.0</td>\n",
" <td>0.236781</td>\n",
" <td>0.160941</td>\n",
" <td>0.234877</td>\n",
" <td>0.189149</td>\n",
" <td>0.810851</td>\n",
" <td>0.000000</td>\n",
" <td>0.135082</td>\n",
" <td>0.191919</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.140353</td>\n",
" <td>0.000000</td>\n",
" <td>0.048796</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.012414</td>\n",
" <td>0.0</td>\n",
" <td>0.018764</td>\n",
" <td>0.000000</td>\n",
" <td>0.131378</td>\n",
" <td>0.459950</td>\n",
" <td>0.000000</td>\n",
" <td>0.591328</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>100053</td>\n",
" <td>0.765717</td>\n",
" <td>0.177352</td>\n",
" <td>0.056931</td>\n",
" <td>0.000000</td>\n",
" <td>0.177352</td>\n",
" <td>0.000000</td>\n",
" <td>0.177352</td>\n",
" <td>0.000000</td>\n",
" <td>0.177352</td>\n",
" <td>0.0</td>\n",
" <td>0.117790</td>\n",
" <td>0.059562</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.741864</td>\n",
" <td>0.023853</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</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",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>100078</td>\n",
" <td>0.693377</td>\n",
" <td>0.238564</td>\n",
" <td>0.068059</td>\n",
" <td>0.000000</td>\n",
" <td>0.238564</td>\n",
" <td>0.109493</td>\n",
" <td>0.129071</td>\n",
" <td>0.189098</td>\n",
" <td>0.049466</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.113284</td>\n",
" <td>0.125280</td>\n",
" <td>0.320398</td>\n",
" <td>0.679602</td>\n",
" <td>0.408599</td>\n",
" <td>0.284778</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.096119</td>\n",
" <td>0.096119</td>\n",
" <td>0.000000</td>\n",
" <td>0.128159</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.094549</td>\n",
" <td>0.000000</td>\n",
" <td>0.094549</td>\n",
" <td>0.189098</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",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>100090</td>\n",
" <td>0.933839</td>\n",
" <td>0.000000</td>\n",
" <td>0.066161</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.029383</td>\n",
" <td>0.970617</td>\n",
" <td>0.494587</td>\n",
" <td>0.439252</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.029383</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GalaxyID Class1.1 Class1.2 Class1.3 Class2.1 Class2.2 Class3.1 \\\n",
"0 100008 0.383147 0.616853 0.000000 0.000000 0.616853 0.038452 \n",
"1 100023 0.327001 0.663777 0.009222 0.031178 0.632599 0.467370 \n",
"2 100053 0.765717 0.177352 0.056931 0.000000 0.177352 0.000000 \n",
"3 100078 0.693377 0.238564 0.068059 0.000000 0.238564 0.109493 \n",
"4 100090 0.933839 0.000000 0.066161 0.000000 0.000000 0.000000 \n",
"\n",
" Class3.2 Class4.1 Class4.2 Class5.1 Class5.2 Class5.3 Class5.4 \\\n",
"0 0.578401 0.418398 0.198455 0.0 0.104752 0.512101 0.000000 \n",
"1 0.165229 0.591328 0.041271 0.0 0.236781 0.160941 0.234877 \n",
"2 0.177352 0.000000 0.177352 0.0 0.117790 0.059562 0.000000 \n",
"3 0.129071 0.189098 0.049466 0.0 0.000000 0.113284 0.125280 \n",
"4 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.000000 \n",
"\n",
" Class6.1 Class6.2 Class7.1 Class7.2 Class7.3 Class8.1 Class8.2 \\\n",
"0 0.054453 0.945547 0.201463 0.181684 0.000000 0.0 0.027227 \n",
"1 0.189149 0.810851 0.000000 0.135082 0.191919 0.0 0.000000 \n",
"2 0.000000 1.000000 0.000000 0.741864 0.023853 0.0 0.000000 \n",
"3 0.320398 0.679602 0.408599 0.284778 0.000000 0.0 0.000000 \n",
"4 0.029383 0.970617 0.494587 0.439252 0.000000 0.0 0.000000 \n",
"\n",
" Class8.3 Class8.4 Class8.5 Class8.6 Class8.7 Class9.1 Class9.2 \\\n",
"0 0.000000 0.027227 0.000000 0.000000 0.0 0.000000 0.0 \n",
"1 0.140353 0.000000 0.048796 0.000000 0.0 0.012414 0.0 \n",
"2 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.0 \n",
"3 0.096119 0.096119 0.000000 0.128159 0.0 0.000000 0.0 \n",
"4 0.000000 0.000000 0.000000 0.029383 0.0 0.000000 0.0 \n",
"\n",
" Class9.3 Class10.1 Class10.2 Class10.3 Class11.1 Class11.2 Class11.3 \\\n",
"0 0.000000 0.279952 0.138445 0.000000 0.000000 0.092886 0.0 \n",
"1 0.018764 0.000000 0.131378 0.459950 0.000000 0.591328 0.0 \n",
"2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 \n",
"3 0.000000 0.094549 0.000000 0.094549 0.189098 0.000000 0.0 \n",
"4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 \n",
"\n",
" Class11.4 Class11.5 Class11.6 \n",
"0 0.0 0.0 0.325512 \n",
"1 0.0 0.0 0.000000 \n",
"2 0.0 0.0 0.000000 \n",
"3 0.0 0.0 0.000000 \n",
"4 0.0 0.0 0.000000 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"file.head()"
]
},
{
"cell_type": "markdown",
"id": "30a439a6",
"metadata": {},
"source": [
"dropping the **GalaxyID** column so we can concentrate on the 37 categories of features"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2ab2ee86",
"metadata": {},
"outputs": [],
"source": [
"file.drop('GalaxyID' , axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "84afb2e0",
"metadata": {},
"outputs": [],
"source": [
"no_of_galaxies_with_more_than_one_prominent_feature = 0\n",
"for i in range(len(file)):\n",
" if file.iloc[i,:].sort_values(ascending=False)[0] - file.iloc[i,:].sort_values(ascending=False)[1] <= 0.1:\n",
" no_of_galaxies_with_more_than_one_prominent_feature += 1"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "03eaa3a0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29064"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_of_galaxies_with_more_than_one_prominent_feature"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "91fb7b83",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.4719867485140797"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_of_galaxies_with_more_than_one_prominent_feature/len(file)"
]
},
{
"cell_type": "markdown",
"id": "b3c80a8c",
"metadata": {},
"source": [
"from above it can be seen we have about over 47% of galaxies having more than one prominent feature as decided by the participants. I tried laying my hands on the explanation of the 37 categories used in this dataset but all efforts proved abortive, for instance: \n",
"\n",
" \"Class7.1\": \"completely_round\"\n",
" \n",
" \"Class7.2\": \"in_between\",\n",
" \n",
" \"Class7.3\": \"cigar_shaped\",\n",
" \n",
" \"Class2.1\": \"on_edge\",\n",
" \n",
" \"Class4.1\": \"has_signs_of_spiral\",\n",
" \n",
" \"Class3.1\": \"spiral_barred\",\n",
" \n",
" \"Class3.2\": \"spiral\"\n",
" \n",
"The above was gotten from the competition's discussion [section](https://www.kaggle.com/c/galaxy-zoo-the-galaxy-challenge/discussion)"
]
},
{
"cell_type": "markdown",
"id": "f40c2a0f",
"metadata": {},
"source": [
"(Given that the full description of the classes weren't available , I couldn't investigate the cases with more than one prominent features and ascertain whether they were closely related or not).\n",
"\n",
"In light of the above limitations I decided to just stick to using the feature with the most probability value to define the given galaxy:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "29582dcc",
"metadata": {},
"outputs": [],
"source": [
"categorical_max = [] #This list would host the names of the morphology or feature with the highest value \n",
" #for each row (galaxy) "
]
},
{
"cell_type": "markdown",
"id": "79c16d37",
"metadata": {},
"source": [
"This code get's the index of the maximum value of each row grabs it's column name and then append it to *categorical_max*:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1f2b8ca9",
"metadata": {},
"outputs": [],
"source": [
"for i in range(len(file)):\n",
" categorical_max.append(file.columns[list(file.iloc[i].values).index(max(list(file.iloc[i].values)))])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d1d5517f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(categorical_max)==len(file)"
]
},
{
"cell_type": "markdown",
"id": "c08c5fea",
"metadata": {},
"source": [
"converting **categorical_max** to Series object for easier analysis"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "d491e524",
"metadata": {},
"outputs": [],
"source": [
"categorical_max = pd.Series(categorical_max)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "dda4250f",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"0 Class6.2\n",
"1 Class6.2\n",
"2 Class6.2\n",
"3 Class1.1\n",
"4 Class6.2\n",
" ... \n",
"61573 Class6.2\n",
"61574 Class1.1\n",
"61575 Class6.1\n",
"61576 Class1.2\n",
"61577 Class1.1\n",
"Name: categorical_max, Length: 61578, dtype: object"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"categorical_max.rename('categorical_max', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "f5e21316",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='categorical_max', ylabel='count'>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3ve8pLy9PF198sU6cOKH77rtPX3zxhfr166c1a9bI4XC0e44AAACACW1aI56bm6uKigp9+OGH+uCDDwL/nU1xcbHeeecdbdq0SYWFhfrggw+0detWZWVlqaCgQEVFRSorK9OuXbskSRkZGVq0aJG2b98uy7K0ceNGSVJOTo6Sk5Pldrs1dOhQFRQUSJLWrFmj6Ohobdu2TXfccYeWLVv2bb4PAAAAQKdqU4jn5eVp3Lhxuvfee5WWlqa0tDSlp6ef9TkOh0OZmZnq0aOHwsLCdNVVV6m8vFyDBg3SwIEDZbfb5XK55Ha7VVFRofr6eg0fPlySNHHiRLndbvl8Pu3du1fx8fEtxiVp586dcrlckqSkpCS99dZb8vl85/p9AAAAADrVWZemfK2oqEg7duxQZGRkm1/4Bz/4QeDX5eXlKioq0tSpU1ssH3E6nfJ4PPJ6vS3GHQ6HPB6Pjh49qoiICNnt9hbjklo8x263KyIiQkeOHGnXHAEAAABT2hTiUVFR5xy4n3zyiWbOnKn7779fdrtdBw8ebPF1m80my7JaPe9s42cSEtL2j0Xv3z+izduie3I4epueAgAAwBm1KcRHjRqllStX6pZbblHPnj0D49dee+1Zn1dSUqL09HRlZWUpMTFRe/bsUXV1deDrXq9XTqdTkZGRLcarqqrkdDrVr18/1dbWyu/3KzQ0NDAufXU3vbq6WpdddpmamppUW1urPn36tPnAa2pq1dzcOvTPhrDrXqqqTpqeAgAAuICFhNjOevO3TSH+2muvSVJgfbb01Z3pN99884zP+fLLLzVnzhytXr1ao0aNkiQNGzZMBw8e1KFDh3T55Zdr69atmjRpkgYMGKDw8HCVlJTo+uuvV2FhoWJiYhQWFqbo6GgVFRXJ5XIFxqWvPoWlsLBQs2bNUlFRkaKjoxUWFtaWwwEAAACMs1nftP6jAyxdulSvvvqqrrjiisDY5MmT9d3vfjfw8YWxsbFasGCBbDabPvroI2VnZ6uurk5DhgxRbm6uevTooYqKCmVmZqqmpkZRUVFatWqVLr30Uh07dkyZmZn64osv1Lt3b+Xl5enyyy9v8/zO9Y548vzn2vUcmPH8yhTuiAMAAKP+0R3xNoX4+vXrv3F8+vTp5z4zwwjx8xshDgAATOuQpSl//etfA79ubGxUSUlJi5+0CQAAAKB92hTif/9TNY8cOaL58+cHZUIAAADAhaDtn/f3N/r166eKioqOngsAAABwwWjTHfG/XSNuWZbKysrUv3//oE0KAAAAON+1e4249NUP+GFpCgAAAHDu2rVGvKKiQk1NTRo0aFBQJwUAAACc79oU4ocOHdI999wjr9er5uZm9e3bV7/5zW901VVXBXt+AAAAwHmpTf9Yc8mSJfr5z3+uvXv3qqSkRLNnz1ZOTk6w5wYAAACct9oU4jU1NbrtttsCjydNmqSjR48GbVIAAADA+a5NIe73+3Xs2LHA4yNHjgRrPgAAAMAFoU1rxO+88079x3/8h8aOHStJ2rZtm372s58FdWIAAADA+axNd8RjY2MlST6fTwcOHJDH49GYMWOCOjEAAADgfNamO+KZmZlKSUlRamqqGhoa9MILLygrK0tPPvlksOcHAAAAnJfadEf86NGjSk1NlSSFh4dr2rRpqqqqCurEAAAAgPNZm/+xpsfjCTyurq6WZVlBmxQAAABwvmvT0pRp06ZpwoQJuvnmm2Wz2VRcXMyPuAcAAAC+hTaF+O23366hQ4dq9+7dCg0N1X/+53/qn//5n4M9NwAAAOC81aYQl6TBgwdr8ODBwZwLAAAAcMFo0xpxAAAAAB2LEAcAAAAMIMQBAAAAAwhxAAAAwABCHAAAADCAEAcAAAAMIMQBAAAAAwhxAAAAwABCHAAAADCAEAcAAAAMIMQBAAAAA+ymJwAAwIWgT+8eCusZbnoaaCNffYOOnWw0PQ2c5whxAAA6QVjPcBWlTjc9DbTRuGfWS4Q4goylKQAAAIABhDgAAABgQNBDvLa2VklJSTp8+LAkacGCBYqLi9P48eM1fvx4vfHGG5Kk4uJiuVwuxcXFafXq1YHn79+/X5MmTVJ8fLwWLlyopqYmSVJlZaVSUlKUkJCg2bNnq66uLtiHAgAAAHSYoIZ4aWmppkyZovLy8sBYWVmZNmzYoM2bN2vz5s0aM2aM6uvrlZWVpYKCAhUVFamsrEy7du2SJGVkZGjRokXavn27LMvSxo0bJUk5OTlKTk6W2+3W0KFDVVBQEMxDAQAAADpUUEN848aNWrx4sZxOpyTp1KlTqqys1KJFi+RyuZSfn6/m5mbt27dPgwYN0sCBA2W32+VyueR2u1VRUaH6+noNHz5ckjRx4kS53W75fD7t3btX8fHxLcYBAACA7iKon5qybNmyFo9ramo0cuRILVmyRL169dLMmTP1yiuvqFevXnI4HIHtnE6nPB6PvF5vi3GHwyGPx6OjR48qIiJCdru9xTgAAADQXXTqxxcOHDhQa9euDTyeOnWqCgsLlZCQ0Gpbm80my7LaNd4e/ftHtGt7dD8OR2/TUwAAdGO8jyDYOjXEP/74Y5WXlweWlFiWJbvdrsjISFVXVwe283q9cjqdrcarqqrkdDrVr18/1dbWyu/3KzQ0NDDeHjU1tWpubh30Z8NvyO6lquqk6SkAQADvId0P7yP4tkJCbGe9+dupH19oWZaWL1+u48ePy+fz6aWXXtKYMWM0bNgwHTx4UIcOHZLf79fWrVsVExOjAQMGKDw8XCUlJZKkwsJCxcTEKCwsTNHR0SoqKmoxDgAAAHQXnXpHfPDgwbr77rs1ZcoUNTU1KS4uTklJSZKkFStWKC0tTQ0NDYqNjQ0sV8nLy1N2drbq6uo0ZMgQpaamSpIWL16szMxMrVu3TlFRUVq1alVnHgoAAADwrdisb1pwfQE416UpyfOfC9KM0JGeX5nCXykC6FIcjt78iPtuZNwz63kfwbfWpZamAAAAAPgKIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYQIgDAAAABhDiAAAAgAGEOAAAAGAAIQ4AAAAYENQQr62tVVJSkg4fPixJKi4ulsvlUlxcnFavXh3Ybv/+/Zo0aZLi4+O1cOFCNTU1SZIqKyuVkpKihIQEzZ49W3V1dZKkEydO6O6779bYsWOVkpKiqqqqYB4GAAAA0OGCFuKlpaWaMmWKysvLJUn19fXKyspSQUGBioqKVFZWpl27dkmSMjIytGjRIm3fvl2WZWnjxo2SpJycHCUnJ8vtdmvo0KEqKCiQJK1Zs0bR0dHatm2b7rjjDi1btixYhwEAAAAERdBCfOPGjVq8eLGcTqckad++fRo0aJAGDhwou90ul8slt9utiooK1dfXa/jw4ZKkiRMnyu12y+fzae/evYqPj28xLkk7d+6Uy+WSJCUlJemtt96Sz+cL1qEAAAAAHc4erBf++7vUXq9XDocj8NjpdMrj8bQadzgc8ng8Onr0qCIiImS321uM//1r2e12RURE6MiRI4qMjAzW4QAAAAAdKmgh/vcsy2o1ZrPZ2j1+JiEh7bu5379/RLu2R/fjcPQ2PQUAQDfG+wiCrdNCPDIyUtXV1YHHXq9XTqez1XhVVZWcTqf69eun2tpa+f1+hYaGBsalr+6mV1dX67LLLlNTU5Nqa2vVp0+fds2npqZWzc2tY/9s+A3ZvVRVnTQ9BQAI4D2k++F9BN9WSIjtrDd/O+3jC4cNG6aDBw/q0KFD8vv92rp1q2JiYjRgwACFh4erpKREklRYWKiYmBiFhYUpOjpaRUVFLcYlKTY2VoWFhZKkoqIiRUdHKywsrLMOBQAAAPjWOu2OeHh4uFasWKG0tDQ1NDQoNjZWCQkJkqS8vDxlZ2errq5OQ4YMUWpqqiRp8eLFyszM1Lp16xQVFaVVq1ZJkubOnavMzEwlJiaqd+/eysvL66zDAAAAADqEzfqmxdgXgHNdmpI8/7kgzQgd6fmVKfyVIoAuxeHoraLU6aangTYa98x63kfwrXWZpSkAAAAA/g8hDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYIDdxE5TU1NVU1Mju/2r3S9ZskSff/651q1bJ5/Pp2nTpiklJUWSVFxcrNzcXDU0NGjs2LGaN2+eJGn//v3Kzs5WbW2toqOjlZOTE3g9oDP1vbSH7D3CTU8DbdDU2KCjxxtNTwMAAEkGQtyyLB04cEA7d+4MhLPH49G8efP02muvqUePHpo8ebJGjBihyy+/XFlZWXr22WcVFRWlmTNnateuXYqNjVVGRoaWLl2q4cOHKysrSxs3blRycnJnHw4ge49wlaz8uelpoA2un/+UJEIcANA1dPrSlAMHDshms2nGjBm69dZbtWHDBhUXF2vkyJHq06ePevXqpfj4eLndbu3bt0+DBg3SwIEDZbfb5XK55Ha7VVFRofr6eg0fPlySNHHiRLnd7s4+FAAAAOCcdXqInzhxQqNGjdLatWv19NNP68UXX1RlZaUcDkdgG6fTKY/HI6/X26Zxh8Mhj8fTqccBAAAAfBudvjTluuuu03XXXSdJ6tWrl26//Xbl5uZq1qxZLbaz2WyyLKvV88823h79+0e0a3t0Pw5Hb9NTQBfEeQGgrbheINg6PcT/9Kc/yefzadSoUZK+WjM+YMAAVVdXB7bxer1yOp2KjIxs03hVVZWcTme75lFTU6vm5tZBfzb8huxeqqpOdsp+OC+6l846L4C/x7Wi++F6gW8rJMR21pu/nb405eTJk1q5cqUaGhpUW1urTZs26aGHHtJ7772nI0eO6PTp09qxY4diYmI0bNgwHTx4UIcOHZLf79fWrVsVExOjAQMGKDw8XCUlJZKkwsJCxcTEdPahAAAAAOes0++Ijx49WqWlpZowYYKam5uVnJys66+/XvPmzVNqaqp8Pp9uv/12/ehHP5IkrVixQmlpaWpoaFBsbKwSEhIkSXl5ecrOzlZdXZ2GDBmi1NTUzj4UAAAA4JwZ+eDtX/ziF/rFL37RYszlcsnlcrXadtSoUdqyZUur8cGDB+uVV14J1hQBAACAoOInawIAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhAiAMAAAAGEOIAAACAAYQ4AAAAYAAhDgAAABhg5Af6AMD57pJLwxXeo4fpaaANGhobdeJ4g+lpALgAEeIAEAThPXpo2vq5pqeBNnh6+iOSCHEAnY+lKQAAAIABhDgAAABgACEOAAAAGECIAwAAAAYQ4gAAAIABhDgAAABgACEOAAAAGECIAwAAAAYQ4gAAAIABhDgAAABgACEOAAAAGECIAwAAAAYQ4gAAAIABhDgAAABgACEOAAAAGECIAwAAAAYQ4gAAAIABhDgAAABgACEOAAAAGECIAwAAAAYQ4gAAAIABhDgAAABgACEOAAAAGNCtQ/z111/XuHHjNGbMGD333HOmpwMAAAC0md30BM6Vx+PR6tWr9dprr6lHjx6aPHmyRowYoe9///umpwYAAAD8Q932jnhxcbFGjhypPn36qFevXoqPj5fb7TY9LQAAAKBNuu0dca/XK4fDEXjsdDq1b9++Nj8/JMR2Tvv9p74Xn9Pz0PnO9f/xuehxSf9O2xe+nc48L/4pol+n7QvfTmedFxf9E9eK7qQzrxc4P/2jc8hmWZbVSXPpUI8//rhOnz6tefPmSZJefvll/eUvf9GSJUsMzwwAAAD4x7rt0pTIyEhVV1cHHnu9XjmdToMzAgAAANqu24b4jTfeqPfee09HjhzR6dOntWPHDsXExJieFgAAANAm3XaNeGRkpObNm6fU1FT5fD7dfvvt+tGPfmR6WgAAAECbdNs14gAAAEB31m2XpgAAAADdGSEOAAAAGECIAwAAAAYQ4gAAAIABhDgAAABgQLf9+MILVW1trR5++GHt3btXoaGhuuSSS5SZmana2lo99thjevbZZztkP16vV9nZ2fJ6verZs6fy8vJ0+eWXt9pmwYIFqq6uVkhIiObPn69Ro0Z1yP7RPp11XnztkUceUUhIiNLS0s64zbvvvqsnnnhC//Vf/9Wh+0bbdaXrxdc4L8zrStcL3ke6jq52XsyfP19HjhxRz549lZOTo2uuuaZD999VcEe8G2lubtaMGTN06aWXqrCwUJs3b9acOXM0Y8YMHTt2rEP3NX/+fI0ePVqFhYUaP3688vLyWm2zcuVKjR49Wps3b9bDDz+s++67T36/v0PngX+sM8+LkydPKisrS7/73e/OOp/f/e53+uUvf6nm5uYO3T/arqtdLzgvuoaudr3gfaRr6GrnxerVqxUfH68tW7bo3nvvVU5OTofOoSvhjng38v7778vr9So9PV0hIV/9GWrkyJHKzc1VXV1dYLs9e/Zo9erVqq+v1/Hjx5WRkaGxY8fq9ddf11NPPaXQ0FBdfvnleuihh3T06FHdd999OnXqlEJCQpSdna0rrrhCH330kdavXy9JmjRp0jfeoYiLi9OIESMkSYMGDVJDQ4NOnTql3r17d8J3A1/rrPNi+PDhevPNN/Xd735X06dPP+N8PvvsM3322Wd68MEHO/wOCtquq10vOC+6hq52veB9pGvoaufFsmXLAr8+fPiwLrnkkuAdvGkWuo2nnnrKmjt37jd+bffu3dadd95pWZZlpaWlWZ9++qllWZZVXFxsJSUlWZZlWf/2b/9mVVdXW5ZlWatWrbI+/PBD69FHH7WefPLJwGs89dRT1p///Gfrtttus5YuXWq5XC5r5syZ1uHDh886t9/85jeB/aNzddZ58bfy8/Ot/Pz8s87rb/eNztdVrxecF2Z11euFZfE+YlJXPS/i4+OtoUOHWm+99dY5H1tXxx3xbiQkJERWG34Q6kMPPaQ//vGPcrvdKi0tDfxpdvTo0ZoyZYpuueUWxcfH65prrtGpU6eUlpam/fv3KzY2VnfeeafKysr04YcfKi0tTQsXLtTLL7+szMzMM97Fevrpp/XSSy9pw4YNHXq8aJvOOi/QvXTV6wXM6qrXC95HzOqq54Xb7db+/ft11113adu2berTp0+7X6OrY414NzJ06FB9+OGHrX6zrFq1qsVYcnKy9u3bp6FDh2rWrFmB8ezsbOXn56tPnz7KyMjQ5s2bdf311+v3v/+9brrpJhUVFWnWrFlyOBy6+OKLNXr0aElSUlKS9u3b941zWrlypV5++WU999xzioqKCsJR4x/prPMC3UtXvF7AvK54veB9xLyudl7s3LkzEPnXXHONvvOd7+iLL774lkfZNXFHvBuJjo5W//799dhjj+mee+5RaGio3n77bb322msaPHiwJOnYsWMqLy/X888/r/DwcD366KPy+/1qamrSuHHj9Oyzz2rmzJny+Xzav3+/Pv74YzmdTk2bNk0jRozQbbfdpiuuuEKRkZHatWuXYmNj9cc//lHXXnttq/k8/fTTev/99/XCCy+c3+u3urjOOi/QvXS16wW6hq52veB9pGvoaufFpk2bdPDgQU2fPl2ffvqpqqurdeWVVwbr8I0ixLsRm82mgoIC5ebmKikpSXa7XX379tUTTzyhkydPSpL69OmjO+64Q4mJiYqIiNDw4cNVX1+vxsZGpaena/r06erZs6cuueQS/frXv1Zzc7N+9atfadOmTQoNDdXixYslSY899pgWL16shx56SBEREVqxYoUk6YUXXgj8g461a9cqIiJCU6dODczxiSeeUGRkZOd/cy5gnXlenMnX58XcuXM745DRBl3pesF50XV0pesF7yNdR1c6L+bOnausrCxlZWVp06ZNCg8P18MPP6yLL764M74Vnc5mtWVREAAAAIAOxRpxAAAAwABCHAAAADCAEAcAAAAMIMQBAAAAAwhxAAAAwABCHAC6kX379umBBx7olH395S9/UXp6+jk//+qrr9aRI0c6cEYAcH4hxAGgG/n000/l8Xg6ZV8//OEPlZ+f3yn7AoALET/QBwAMe+WVV7R+/XqFhISob9++ys3N1fr161VaWqq6ujpZlqWlS5fqO9/5jvLz83Xy5EktWLBAubm5+u///m+tW7dOPp9PPXv21P3336/rrrtOp0+f1uLFi1VaWqrevXvr+9//viRpxYoV+uSTT7RkyRIdO3ZMNptNd911lyZMmKD3339fy5YtU69evXTq1CllZGTo17/+tbZu3aq6ujotXbpU//M//6PQ0FD99Kc/1bx581ReXq4lS5bo1KlT8nq9Gjx4sNasWaPw8PA2HfvUqVN17bXXavfu3aqpqVFqaqpqamq0Z88enT59WmvWrNHVV1+tP//5z3rooYfU2Nioqqoq3XjjjVq+fLl2796tuXPnasuWLXI4HPrZz36mESNG6N577w3m/zIA6BCEOAAY9NFHHykvL0+bNm1SVFSUnn76aT3wwAO6+OKL9dJLLykkJERPPPGEnnzyST3++ONKT0/X9u3blZubq/Lycq1evVrPPPOM+vbtq08++UTTp0/Xjh07tG7dOvn9fm3btk2nTp1ScnKyhgwZoqamJs2ePVvz589XXFycPB6P7rjjDg0aNEiS9Mknn+gPf/iDBgwYoPfffz8wz/z8fDU0NKioqEh+v1933XWX9uzZo507d2rChAkaP368fD6fJk6cqJ07dyo+Pr7N34OKigoVFhaqtLRU//7v/65169YpMzNTy5cv14YNG/Tggw/qmWeeUXp6ukaMGKG6ujrdcsstKisr08iRIzV58mRlZ2dr2LBh6tGjh+65554O//8EAMFAiAOAQe+9955uuukmRUVFSZKmTZumadOm6cCBA3rxxRf1xRdf6P333//GH+/87rvvyuv1atq0aYExm82mzz//XLt27dKCBQsUEhKiiIgI3Xbbbfr4449VXl6uhoYGxcXFSZIiIyMVFxent99+WyNGjFBUVJQGDBjQal/FxcVasGCBQkNDFRoaqg0bNkiSbrjhBr377rt68sknVV5eLq/Xq1OnTrXrezBmzBhJ0sCBAyVJN998syTpiiuu0J49eyR9dSf/rbfe0uOPP64DBw6ovr4+sJ+0tDRNmTJFL7zwgl5//XWFhLDqEkD3QIgDgEGhoaGy2WyBx/X19Xr11Vf19NNPa/r06brlllt05ZVXasuWLa2e29zcrFGjRmnNmjWBsS+//FJOp1N2u12WZQXGv47T5ubmVq9jWZaampokSb169frGedrt9hbz/PLLL9WzZ0/l5OTI7/dr7Nix+slPfqIvv/yyxX7bokePHi0eh4WFtdomJSVFgwcP1s0336yxY8eqtLQ0sJ+TJ0+qurpaNptNhw4dUr9+/dq1fwAwhdsGAGDQiBEj9N5778nr9UqSXnzxRb399tsaPXq0kpOT9cMf/lB/+MMf5Pf7JX0V7l9H88iRI/Xuu+/qs88+kyTt2rVLt956qxoaGhQbG6tXX31Vzc3NOn36tLZu3Sqbzabvfe97CgsL044dOyRJHo9H27dv14033njWeY4aNUqbNm1Sc3OzGhsblZ6err179+qdd97RnDlzNG7cONlsNpWWlgbm2lGOHz+usrIy3XfffYHlNJ9//nngDxVZWVm69dZblZubq/vuu08nT57s0P0DQLBwRxwADLr66quVkZGhn//855Ikh8OhOXPm6MEHH5TL5VJoaKiio6O1Y8cONTc367rrrtOaNWs0Z84crV27VkuWLNEvf/lLWZYlu92udevWqVevXpo5c6aWLFkil8ul3r17q3///urZs6fCwsJUUFCgpUuX6tFHH5Xf79ecOXM0cuTIFmvC/969996rZcuWafz48fL7/Ro3bpzi4uJUVVWlOXPm6NJLL9VFF12kG264QZ9//nmHfo8uvfRS3X333brtttvUp08f9e3bV//yL/+iQ4cO6cCBA/rf//1f5efnKywsTDfddJMWLVrU4m8JAKCrslnt/TtEAECX9/vf/14RERGKjY1Vc3Oz0tLS9K//+q9KTk42PTUAwP9HiAPAeeivf/2rHnjgAZ0+fVo+n08jRoxQVlbWN66/Dqbdu3crNzf3G7/29ZwA4EJFiAMAAAAG8I81AQAAAAMIcQAAAMAAQhwAAAAwgBAHAAAADCDEAQAAAAMIcQAAAMCA/wdIfhbTZaH1qQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"sns.countplot(categorical_max)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "81944294",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Class6.2 59.608951\n",
"Class1.2 25.885868\n",
"Class1.1 8.848940\n",
"Class6.1 5.635129\n",
"Class1.3 0.021111\n",
"Name: categorical_max, dtype: float64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"categorical_max.value_counts()/len(categorical_max)*100"
]
},
{
"cell_type": "markdown",
"id": "e427eb95",
"metadata": {},
"source": [
"From above it can be seen that we have 5 major distinct Morphology/Feature with Class6.2 occupying close to 60% of our data and class 1.3 occupying roughly 2% of the entire dataset"
]
},
{
"cell_type": "markdown",
"id": "2f1b7dc5",
"metadata": {},
"source": [
"### Let's try to see what these classes looks like:"
]
},
{
"cell_type": "markdown",
"id": "9d52b69f",
"metadata": {},
"source": [
"locating the path to which the image data is located"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "5b6872fa",
"metadata": {},
"outputs": [],
"source": [
"train_image_path = \"../images_training_rev1//images_training_rev1\""
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "a75cbaa3",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib.image import imread"
]
},
{
"cell_type": "markdown",
"id": "608e868c",
"metadata": {},
"source": [
"Let's view what the first image in the folder looks like:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "a6b05573",
"metadata": {},
"outputs": [],
"source": [
"train_image_1 = train_image_path+'/100008.jpg'"
]
},
{
"cell_type": "markdown",
"id": "c9948124",
"metadata": {},
"source": [
"**sns.set()** was casting gridlines over the image below , so i had to get rid of it's effect using the lines of codes below:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "e7c6d1f3",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "3a382185",
"metadata": {},
"outputs": [],
"source": [
"matplotlib.rc_file_defaults()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "f782bfb8",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1ec21c813c0>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(imread(train_image_1))"
]
},
{
"cell_type": "markdown",
"id": "d82b499e",
"metadata": {},
"source": [
"Concatenating *categorical_max* to our initial data , (we need the GalaxyID column to map images from the training file to the provided training solution file)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "cbaa14c1",
"metadata": {},
"outputs": [],
"source": [
"new_file = pd.concat([data,categorical_max],axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "f464c049",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['GalaxyID', 'Class1.1', 'Class1.2', 'Class1.3', 'Class2.1', 'Class2.2',\n",
" 'Class3.1', 'Class3.2', 'Class4.1', 'Class4.2', 'Class5.1', 'Class5.2',\n",
" 'Class5.3', 'Class5.4', 'Class6.1', 'Class6.2', 'Class7.1', 'Class7.2',\n",
" 'Class7.3', 'Class8.1', 'Class8.2', 'Class8.3', 'Class8.4', 'Class8.5',\n",
" 'Class8.6', 'Class8.7', 'Class9.1', 'Class9.2', 'Class9.3', 'Class10.1',\n",
" 'Class10.2', 'Class10.3', 'Class11.1', 'Class11.2', 'Class11.3',\n",
" 'Class11.4', 'Class11.5', 'Class11.6', 'categorical_max'],\n",
" dtype='object')"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_file.columns"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "5edb7a6f",
"metadata": {},
"outputs": [],
"source": [
"galaxy_and_category = new_file[['GalaxyID','categorical_max']]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "d279aec3",
"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>GalaxyID</th>\n",
" <th>categorical_max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>100008</td>\n",
" <td>Class6.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>100023</td>\n",
" <td>Class6.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>100053</td>\n",
" <td>Class6.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>100078</td>\n",
" <td>Class1.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>100090</td>\n",
" <td>Class6.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GalaxyID categorical_max\n",
"0 100008 Class6.2\n",
"1 100023 Class6.2\n",
"2 100053 Class6.2\n",
"3 100078 Class1.1\n",
"4 100090 Class6.2"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"galaxy_and_category.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "4afc5776",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"100078"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"galaxy_and_category[galaxy_and_category['categorical_max'] =='Class1.1'].iloc[0,0]"
]
},
{
"cell_type": "markdown",
"id": "5f5c7141",
"metadata": {},
"source": [
"The above corresponds to the first ID in the DataFrame , i.e '100078'"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "5d528019",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"array(['Class1.1', 'Class1.2', 'Class1.3', 'Class6.1', 'Class6.2'],\n",
" dtype=object)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.unique(categorical_max)"
]
},
{
"cell_type": "markdown",
"id": "e1b297a4",
"metadata": {},
"source": [
"The code block below grabs the first GalaxyID encountered for each of the classes in *categorical_max* for a random row so we can visualize what the classes in *categorical_max* looks like from our dataset."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "0ad0eaf1",
"metadata": {},
"outputs": [],
"source": [
"id_list = []\n",
"for i in np.unique(categorical_max):\n",
" id_list.append(str(galaxy_and_category[galaxy_and_category['categorical_max'] ==i].iloc[9,0]))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "4bf58487",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['101502', '100801', '858943', '101597', '100237']"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"id_list"
]
},
{
"cell_type": "markdown",
"id": "98da66d9",
"metadata": {},
"source": [
"Now we create the full path for the GalaxyIDs in *id_list*"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "61f1eecd",
"metadata": {},
"outputs": [],
"source": [
"sampled_images = [train_image_path+\"/\"+i+\".jpg\" for i in id_list ]"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "85c52a10",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['../images_training_rev1//images_training_rev1/101502.jpg',\n",
" '../images_training_rev1//images_training_rev1/100801.jpg',\n",
" '../images_training_rev1//images_training_rev1/858943.jpg',\n",
" '../images_training_rev1//images_training_rev1/101597.jpg',\n",
" '../images_training_rev1//images_training_rev1/100237.jpg']"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sampled_images"
]
},
{
"cell_type": "markdown",
"id": "f97fdeba",
"metadata": {},
"source": [
"*vectorized_images* would hold the array for the images converted by *imread()*"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "4b0c0df5",
"metadata": {},
"outputs": [],
"source": [
"vectorized_images = []"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "911c2621",
"metadata": {},
"outputs": [],
"source": [
"for i in sampled_images:\n",
" vectorized_images.append(imread(i))"
]
},
{
"cell_type": "markdown",
"id": "6a2e0223",
"metadata": {},
"source": [
"visualizing what each classes in categorical_max looks like:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "2cbd9127",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x600 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"\n",
"for i in range(len(np.unique(categorical_max))):\n",
" ax = plt.subplot(2,3,i+1, title=np.unique(categorical_max)[i])\n",
" pic = vectorized_images[list(np.unique(categorical_max)).index(np.unique(categorical_max)[i])]\n",
" ax.imshow(pic)\n",
" \n",
" plt.subplots_adjust(wspace=0.4, hspace= 0.4) "
]
},
{
"cell_type": "markdown",
"id": "ba1f2e46",
"metadata": {},
"source": [
" Class1.3 after many taking different row values appears to be a category for vague images not neccessarily related to the classes of galaxies we hope to classify. "
]
},
{
"cell_type": "markdown",
"id": "031b2e4c",
"metadata": {},
"source": [
"So, from the above analysis we are looking at **4** possible classes of galaxies in this dataset."
]
},
{
"cell_type": "markdown",
"id": "e3bbf5cb",
"metadata": {},
"source": [
"let's run a simple Kmeans clustering and see how many clusters using the **elbow method** that can be observed:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "4498d458",
"metadata": {},
"outputs": [],
"source": [
"file = file.fillna(0) #To fill missing values "
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "c16d93b1",
"metadata": {},
"outputs": [],
"source": [
"wcss = {}\n",
" \n",
"for k in range(2,10+1):\n",
" model = KMeans(n_clusters=k)\n",
" model.fit(file)\n",
" wcss[k] = model.inertia_"
]
},
{
"cell_type": "markdown",
"id": "9f2be00b",
"metadata": {},
"source": [
"We then try to locate the optimal k value using the **elbow method**:"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "e4493c58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.LineCollection at 0x1ec21ca2f80>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kn = KneeLocator([i for i in wcss.keys()],[i for i in wcss.values()], curve='convex', direction='decreasing')\n",
"plt.xlabel('no. of clusters')\n",
"plt.ylabel('sum of squared errors')\n",
"plt.plot([i for i in wcss.keys()],[i for i in wcss.values()], 'bx-')\n",
"plt.vlines(kn.knee, plt.ylim()[0], plt.ylim()[1], linestyles='dashed')"
]
},
{
"cell_type": "markdown",
"id": "a37044bc",
"metadata": {},
"source": [
"So we are looking at 5 possible clusters in this dataset which is likely related to the 5 classes we identified earlier, let's test that assumption:"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "62369264",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics.cluster import homogeneity_score,completeness_score, v_measure_score"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "0712b192",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"0 Class6.2\n",
"1 Class6.2\n",
"2 Class6.2\n",
"3 Class1.1\n",
"4 Class6.2\n",
" ... \n",
"61573 Class6.2\n",
"61574 Class1.1\n",
"61575 Class6.1\n",
"61576 Class1.2\n",
"61577 Class1.1\n",
"Name: categorical_max, Length: 61578, dtype: object"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"categorical_max"
]
},
{
"cell_type": "markdown",
"id": "70637d7c",
"metadata": {},
"source": [
"Instantiating with cluster value of **5** and fitting "
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "70884a30",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(n_clusters=5)"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = KMeans(n_clusters=5)\n",
"model.fit(file)"
]
},
{
"cell_type": "markdown",
"id": "1297ce17",
"metadata": {},
"source": [
"Now , I'd label encode *categorical_max* so we can compare with the cluster labels:"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "9972b789",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import LabelEncoder"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "e1ea9bd2",
"metadata": {},
"outputs": [],
"source": [
"assumed_labels = LabelEncoder().fit_transform(categorical_max)\n",
"kmeans_labels = model.labels_"
]
},
{
"cell_type": "markdown",
"id": "349fb649",
"metadata": {},
"source": [
"#### Moment of truth:"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "ecee08a1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Homogeneity : 0.4809189883845738\n"
]
}
],
"source": [
"print(f'Homogeneity : {homogeneity_score(assumed_labels,kmeans_labels)}')"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "0b8b8d2d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"completeness score : 0.3274798401872361\n"
]
}
],
"source": [
"print(f'completeness score : {completeness_score(assumed_labels,kmeans_labels)}')"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "65e9b783",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"v measure : 0.3896375598104855\n"
]
}
],
"source": [
"print(f'v measure : {v_measure_score(assumed_labels, kmeans_labels)}')"
]
},
{
"cell_type": "markdown",
"id": "1c2b5b20",
"metadata": {},
"source": [
"from the completeness score it can be seen using our hypothesis, not all data points that are members of a given class are the same elements of the same cluster , hence the completeness score of approx. **0.33**"
]
},
{
"cell_type": "markdown",
"id": "533c175c",
"metadata": {},
"source": [
"## Conclusion:\n",
"\n",
"In light of the analysis carried above ,using the approach of the morphology with the highest value per data point as the defining feature to label that galaxy or data point does not yield a confident criterion for classifying galaxies in this dataset and as such this dataset cannnot be used off the bat for an image classification task (by the above hypothesis)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d7a52b8a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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