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February 16, 2022 12:31
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K-Means Clustering.ipynb
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"colab": { | |
"name": "K-Means Clustering.ipynb", | |
"provenance": [], | |
"authorship_tag": "ABX9TyN1hwQ9UG0klgX+U1JTSQw9", | |
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"name": "python3", | |
"display_name": "Python 3" | |
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"name": "python" | |
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"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
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"source": [ | |
"<a href=\"https://colab.research.google.com/gist/sayak2k1maruti/de70b74a7d3fae63fed85ed0f0d67fa2/k-means-clustering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***K-means clustering*** 😎🎆\n", | |
"" | |
], | |
"metadata": { | |
"id": "Cp_svs3IZhkP" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Importing all modules*** 🙂" | |
], | |
"metadata": { | |
"id": "9sCfZuPgP9ze" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"id": "cTvSJ8jTvHGI" | |
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"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from google.colab import files" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Downloading Data from [Irish Dataset](https://archive.ics.uci.edu/ml/datasets/iris)*** " | |
], | |
"metadata": { | |
"id": "c_-2SgN4QdNQ" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"! wget \"https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data\"" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
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"id": "j1Y6tMQAvNoH", | |
"outputId": "60952478-a0a8-42fb-a3cf-169f81881576" | |
}, | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"--2022-02-16 12:30:23-- https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data\n", | |
"Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", | |
"Connecting to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:443... connected.\n", | |
"HTTP request sent, awaiting response... 200 OK\n", | |
"Length: 4551 (4.4K) [application/x-httpd-php]\n", | |
"Saving to: ‘iris.data.5’\n", | |
"\n", | |
"iris.data.5 100%[===================>] 4.44K --.-KB/s in 0s \n", | |
"\n", | |
"2022-02-16 12:30:24 (129 MB/s) - ‘iris.data.5’ saved [4551/4551]\n", | |
"\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Understanding the dataset*** 🤓" | |
], | |
"metadata": { | |
"id": "Q--yfYZRRjvP" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"dataset = pd.read_csv(\"iris.data\")\n", | |
"attributes = [\"Sepal Length\",\"Sepal Width\",\"Petal Length\",\"Petal Width\",\"Class\"]\n", | |
"dataset.columns = attributes\n", | |
"dataset.head()" | |
], | |
"metadata": { | |
"id": "yrcbwSEave8n", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 206 | |
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"outputId": "471b1da8-cbe2-4b20-eaaf-aec21197ea61" | |
}, | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
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"\n", | |
" <div id=\"df-a6f58f72-4d8f-4f9c-a119-c6e2536532b5\">\n", | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Sepal Length</th>\n", | |
" <th>Sepal Width</th>\n", | |
" <th>Petal Length</th>\n", | |
" <th>Petal Width</th>\n", | |
" <th>Class</th>\n", | |
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" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>4.9</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1.4</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>4.7</td>\n", | |
" <td>3.2</td>\n", | |
" <td>1.3</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>4.6</td>\n", | |
" <td>3.1</td>\n", | |
" <td>1.5</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>5.0</td>\n", | |
" <td>3.6</td>\n", | |
" <td>1.4</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>5.4</td>\n", | |
" <td>3.9</td>\n", | |
" <td>1.7</td>\n", | |
" <td>0.4</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
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"text/plain": [ | |
" Sepal Length Sepal Width Petal Length Petal Width Class\n", | |
"0 4.9 3.0 1.4 0.2 Iris-setosa\n", | |
"1 4.7 3.2 1.3 0.2 Iris-setosa\n", | |
"2 4.6 3.1 1.5 0.2 Iris-setosa\n", | |
"3 5.0 3.6 1.4 0.2 Iris-setosa\n", | |
"4 5.4 3.9 1.7 0.4 Iris-setosa" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 3 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## ***Plotting for more clarification of Data*** 😎\n", | |
"\n", | |
"\n", | |
"\n", | |
"* Sepal width Vs Sepal Length scattered plot\n", | |
"* Petal width Vs Petal Length scattered plot \n", | |
"\n", | |
"\n", | |
"\n" | |
], | |
"metadata": { | |
"id": "VHnUi0sGR8J1" | |
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{ | |
"cell_type": "code", | |
"source": [ | |
"figure, axes = plt.subplots(nrows=1, ncols=2, figsize=(15, 6))\n", | |
"dataset.plot(kind = \"scatter\",x = attributes[0] , y = attributes[1],ax = axes[0])\n", | |
"dataset.plot(kind = \"scatter\",x = attributes[2] , y = attributes[3],ax = axes[1])\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 390 | |
}, | |
"id": "PqrKdQc50p6W", | |
"outputId": "5fe441f4-550d-4294-df9a-69693dc61456" | |
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"execution_count": 4, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1080x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Casting pandas data frame to numpy array*** 😃" | |
], | |
"metadata": { | |
"id": "4PQZce4iSXO8" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"data = dataset.to_numpy() #Casting Pandas dataframe to numpy\n", | |
"target_class = data[:,4] \n", | |
"data = np.delete(data,4,1) #Dropping Class column from numpy array\n", | |
"N = data.shape[0] #Total number of data\n", | |
"K = 3 #Number of Clusters\n", | |
"\n", | |
"data[0:5,:]" | |
], | |
"metadata": { | |
"id": "bZksVcuZv58u", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "0faeedfb-3a08-48c0-ea95-cfd75e211218" | |
}, | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"array([[4.9, 3.0, 1.4, 0.2],\n", | |
" [4.7, 3.2, 1.3, 0.2],\n", | |
" [4.6, 3.1, 1.5, 0.2],\n", | |
" [5.0, 3.6, 1.4, 0.2],\n", | |
" [5.4, 3.9, 1.7, 0.4]], dtype=object)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 5 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Setting a random seed to get same result on every run*** 🙂" | |
], | |
"metadata": { | |
"id": "cyQNraaRZUMS" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"seed = 679578\n", | |
"np.random.seed(seed)" | |
], | |
"metadata": { | |
"id": "fxjZ-JnaZNt5" | |
}, | |
"execution_count": 6, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Defining all functions used in code*** 😓" | |
], | |
"metadata": { | |
"id": "ECj6rktpSsik" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Function to calculate Euclidean distance b/w two vectors\n", | |
"def euclidean(A,B):\n", | |
" return (sum((A - B)**2))**.5\n", | |
"\n", | |
"# Function to update euclidean distances of each rows with centroids\n", | |
"def update_distances(data , distFromCentroid ,centroids,N ,K):\n", | |
" for i in range(0,N):\n", | |
" for j in range(0,K):\n", | |
" distFromCentroid[i,j] = euclidean(centroids[j],data[i])\n", | |
"\n", | |
"\n", | |
"# K-Means Clusterification\n", | |
"def k_Means_clusterification(data ,distFromCentroid ,centroids,N,K):\n", | |
" \n", | |
" update_distances(data , distFromCentroid ,centroids,N ,K)\n", | |
"\n", | |
" new_centroids = np.array([data[0]*0 for i in range(0,K)]) \n", | |
" count = np.array([0 for i in range(0,K)]) \n", | |
" #Count traks number of elements in each clusters\n", | |
"\n", | |
" rearrange_count = 0 #Total number of rearranging whil updating according to new centroid\n", | |
" \n", | |
" for i in range(0,N):\n", | |
"\n", | |
" new_class = distFromCentroid[i].argmin() #New cluster class from updated distances\n", | |
" \n", | |
" count[new_class] += 1 #count of respective cluster += 1\n", | |
" new_centroids[new_class] += data[i] #\n", | |
" \n", | |
" if (new_class != predicted_class[i]):\n", | |
" #if cluster class changes\n", | |
" rearrange_count += 1\n", | |
" predicted_class[i] = new_class\n", | |
"\n", | |
" for i in range(0,K):\n", | |
" if count[i] != 0:\n", | |
" centroids[i] = new_centroids[i]/count[i] \n", | |
" #new centroids = mean of each element of a cluster\n", | |
" return rearrange_count\n", | |
"\n", | |
"\n", | |
"# Function to calculate accuracy\n", | |
"def clac_accuracy(predicted_class,target_class,class_names):\n", | |
" count = 0;\n", | |
" for i in range(0,N):\n", | |
" if (class_names[predicted_class[i]] == target_class[i]):\n", | |
" count += 1\n", | |
" return count/N" | |
], | |
"metadata": { | |
"id": "RxbQxJ_P6kDV" | |
}, | |
"execution_count": 7, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"" | |
], | |
"metadata": { | |
"id": "OSd6sqM-3n3U" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Training our Model*** 😎😎" | |
], | |
"metadata": { | |
"id": "UKHjYXyeVwWQ" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"iteration = 100 #Total numbers of iteration for getting optimal clusters\n", | |
" #i.e., we will run our algo for a number of times to get best result\n", | |
"\n", | |
"optimal_distFromCentroid = None\n", | |
"optimal_predicted_class = None\n", | |
"optimal_centroids = None\n", | |
"optimal_accuracy = -100000\n", | |
"\n", | |
"#Training\n", | |
"for run in range(1,iteration+1):\n", | |
"\n", | |
" distFromCentroid = np.zeros([N , K]) #initialisation of matrix\n", | |
" predicted_class = np.zeros(N,dtype = 'int') #initialisation of matrix\n", | |
" \n", | |
" #Choosing K number of centroids randomly from data\n", | |
" centroids = np.array([data[int(np.random.random() * N)] for i in range(0,K)])\n", | |
"\n", | |
" #Main Loop (Runs while rearrange_count = 0)\n", | |
" while k_Means_clusterification(data ,distFromCentroid ,centroids,N,K) != 0:\n", | |
" pass\n", | |
" \n", | |
" # Getting String class names from raw data \n", | |
" '''call_names , maps String class name (of original dataset) \n", | |
" with int cluster number (derived from our model)\n", | |
" '''\n", | |
" class_names = [target_class[distFromCentroid[:,i].argmin()] for i in range(0,K)]\n", | |
" \n", | |
" #Getting Accuracy\n", | |
" accuracy = clac_accuracy(predicted_class,target_class,class_names)\n", | |
" print(f\"Accuracy after iteration {run} -> {accuracy}\")\n", | |
" \n", | |
" #Finding Optimal (Accuracy = Maximum)\n", | |
" if accuracy > optimal_accuracy:\n", | |
" optimal_distFromCentroid = distFromCentroid\n", | |
" optimal_centroids = centroids\n", | |
" optimal_predicted_class = predicted_class\n", | |
" optimal_accuracy = accuracy\n", | |
"\n", | |
"class_names = [target_class[distFromCentroid[:,i].argmin()] for i in range(0,K)]\n", | |
"print(\"\\n\\n----------------------------------------------\")\n", | |
"print(f\"\\tOptimal Accuracy -> {optimal_accuracy}\")" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "CPLVvu1jES06", | |
"outputId": "bcc56a91-02ab-4901-aca8-c9d1c871aa2d" | |
}, | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Accuracy after iteration 1 -> 0.8926174496644296\n", | |
"Accuracy after iteration 2 -> 0.8926174496644296\n", | |
"Accuracy after iteration 3 -> 0.6644295302013423\n", | |
"Accuracy after iteration 4 -> 0.8926174496644296\n", | |
"Accuracy after iteration 5 -> 0.8926174496644296\n", | |
"Accuracy after iteration 6 -> 0.6644295302013423\n", | |
"Accuracy after iteration 7 -> 0.8859060402684564\n", | |
"Accuracy after iteration 8 -> 0.8926174496644296\n", | |
"Accuracy after iteration 9 -> 0.8926174496644296\n", | |
"Accuracy after iteration 10 -> 0.8859060402684564\n", | |
"Accuracy after iteration 11 -> 0.6644295302013423\n", | |
"Accuracy after iteration 12 -> 0.8859060402684564\n", | |
"Accuracy after iteration 13 -> 0.6644295302013423\n", | |
"Accuracy after iteration 14 -> 0.8926174496644296\n", | |
"Accuracy after iteration 15 -> 0.6644295302013423\n", | |
"Accuracy after iteration 16 -> 0.8859060402684564\n", | |
"Accuracy after iteration 17 -> 0.8859060402684564\n", | |
"Accuracy after iteration 18 -> 0.8859060402684564\n", | |
"Accuracy after iteration 19 -> 0.8926174496644296\n", | |
"Accuracy after iteration 20 -> 0.8859060402684564\n", | |
"Accuracy after iteration 21 -> 0.8859060402684564\n", | |
"Accuracy after iteration 22 -> 0.8859060402684564\n", | |
"Accuracy after iteration 23 -> 0.8859060402684564\n", | |
"Accuracy after iteration 24 -> 0.8926174496644296\n", | |
"Accuracy after iteration 25 -> 0.6644295302013423\n", | |
"Accuracy after iteration 26 -> 0.6644295302013423\n", | |
"Accuracy after iteration 27 -> 0.8859060402684564\n", | |
"Accuracy after iteration 28 -> 0.8859060402684564\n", | |
"Accuracy after iteration 29 -> 0.6644295302013423\n", | |
"Accuracy after iteration 30 -> 0.8926174496644296\n", | |
"Accuracy after iteration 31 -> 0.6644295302013423\n", | |
"Accuracy after iteration 32 -> 0.8859060402684564\n", | |
"Accuracy after iteration 33 -> 0.8926174496644296\n", | |
"Accuracy after iteration 34 -> 0.8859060402684564\n", | |
"Accuracy after iteration 35 -> 0.8926174496644296\n", | |
"Accuracy after iteration 36 -> 0.6644295302013423\n", | |
"Accuracy after iteration 37 -> 0.8859060402684564\n", | |
"Accuracy after iteration 38 -> 0.8859060402684564\n", | |
"Accuracy after iteration 39 -> 0.8859060402684564\n", | |
"Accuracy after iteration 40 -> 0.8859060402684564\n", | |
"Accuracy after iteration 41 -> 0.8926174496644296\n", | |
"Accuracy after iteration 42 -> 0.8859060402684564\n", | |
"Accuracy after iteration 43 -> 0.8926174496644296\n", | |
"Accuracy after iteration 44 -> 0.6644295302013423\n", | |
"Accuracy after iteration 45 -> 0.6644295302013423\n", | |
"Accuracy after iteration 46 -> 0.8859060402684564\n", | |
"Accuracy after iteration 47 -> 0.6644295302013423\n", | |
"Accuracy after iteration 48 -> 0.8926174496644296\n", | |
"Accuracy after iteration 49 -> 0.8859060402684564\n", | |
"Accuracy after iteration 50 -> 0.6644295302013423\n", | |
"Accuracy after iteration 51 -> 0.8926174496644296\n", | |
"Accuracy after iteration 52 -> 0.8926174496644296\n", | |
"Accuracy after iteration 53 -> 0.8859060402684564\n", | |
"Accuracy after iteration 54 -> 0.6644295302013423\n", | |
"Accuracy after iteration 55 -> 0.8859060402684564\n", | |
"Accuracy after iteration 56 -> 0.8859060402684564\n", | |
"Accuracy after iteration 57 -> 0.6644295302013423\n", | |
"Accuracy after iteration 58 -> 0.8859060402684564\n", | |
"Accuracy after iteration 59 -> 0.8926174496644296\n", | |
"Accuracy after iteration 60 -> 0.8859060402684564\n", | |
"Accuracy after iteration 61 -> 0.8859060402684564\n", | |
"Accuracy after iteration 62 -> 0.8859060402684564\n", | |
"Accuracy after iteration 63 -> 0.8859060402684564\n", | |
"Accuracy after iteration 64 -> 0.8859060402684564\n", | |
"Accuracy after iteration 65 -> 0.8859060402684564\n", | |
"Accuracy after iteration 66 -> 0.8859060402684564\n", | |
"Accuracy after iteration 67 -> 0.8859060402684564\n", | |
"Accuracy after iteration 68 -> 0.6644295302013423\n", | |
"Accuracy after iteration 69 -> 0.8859060402684564\n", | |
"Accuracy after iteration 70 -> 0.8926174496644296\n", | |
"Accuracy after iteration 71 -> 0.8926174496644296\n", | |
"Accuracy after iteration 72 -> 0.8859060402684564\n", | |
"Accuracy after iteration 73 -> 0.8859060402684564\n", | |
"Accuracy after iteration 74 -> 0.8926174496644296\n", | |
"Accuracy after iteration 75 -> 0.6644295302013423\n", | |
"Accuracy after iteration 76 -> 0.8859060402684564\n", | |
"Accuracy after iteration 77 -> 0.8926174496644296\n", | |
"Accuracy after iteration 78 -> 0.8926174496644296\n", | |
"Accuracy after iteration 79 -> 0.8926174496644296\n", | |
"Accuracy after iteration 80 -> 0.8859060402684564\n", | |
"Accuracy after iteration 81 -> 0.8859060402684564\n", | |
"Accuracy after iteration 82 -> 0.8859060402684564\n", | |
"Accuracy after iteration 83 -> 0.8926174496644296\n", | |
"Accuracy after iteration 84 -> 0.8859060402684564\n", | |
"Accuracy after iteration 85 -> 0.8859060402684564\n", | |
"Accuracy after iteration 86 -> 0.8859060402684564\n", | |
"Accuracy after iteration 87 -> 0.8859060402684564\n", | |
"Accuracy after iteration 88 -> 0.8859060402684564\n", | |
"Accuracy after iteration 89 -> 0.6644295302013423\n", | |
"Accuracy after iteration 90 -> 0.6644295302013423\n", | |
"Accuracy after iteration 91 -> 0.8859060402684564\n", | |
"Accuracy after iteration 92 -> 0.8859060402684564\n", | |
"Accuracy after iteration 93 -> 0.6644295302013423\n", | |
"Accuracy after iteration 94 -> 0.8926174496644296\n", | |
"Accuracy after iteration 95 -> 0.8859060402684564\n", | |
"Accuracy after iteration 96 -> 0.6644295302013423\n", | |
"Accuracy after iteration 97 -> 0.8926174496644296\n", | |
"Accuracy after iteration 98 -> 0.8926174496644296\n", | |
"Accuracy after iteration 99 -> 0.8926174496644296\n", | |
"Accuracy after iteration 100 -> 0.8859060402684564\n", | |
"\n", | |
"\n", | |
"----------------------------------------------\n", | |
"\tOptimal Accuracy -> 0.8926174496644296\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"\n", | |
":" | |
], | |
"metadata": { | |
"id": "cdDDDCGFBNTR" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Plotting our clusters for more Clarifications and visualisation*** 😎😇" | |
], | |
"metadata": { | |
"id": "2NplDUCQX8TR" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"plt.figure(figsize=(20,8) , dpi = 120)\n", | |
"\n", | |
"count = 1\n", | |
"for i in range(0,3):\n", | |
" for j in range(i+1,3+1):\n", | |
" plt.subplot(2,3,count)\n", | |
" plt.scatter(x = data[:,i],y = data[:,j],c=optimal_predicted_class,alpha = .5)\n", | |
" plt.scatter(optimal_centroids[:,i],optimal_centroids[:,j],s=500,c=\"red\",alpha=.1,marker='o')\n", | |
" plt.scatter(optimal_centroids[:,i],optimal_centroids[:,j],c=\"red\",alpha=1,marker='o')\n", | |
" plt.xlabel(attributes[i])\n", | |
" plt.ylabel(attributes[j])\n", | |
" count += 1\n", | |
"\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 674 | |
}, | |
"id": "lvFV4zm2PaUJ", | |
"outputId": "768709c5-6bec-4972-f599-fb2ddbc03eab" | |
}, | |
"execution_count": 9, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 2400x960 with 6 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Updating initial dataset with our model results*** " | |
], | |
"metadata": { | |
"id": "XT7elXW_YTN1" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"for i in range(0,K):\n", | |
" dataset[f\"distance_from_centroid_{i}\"] = optimal_distFromCentroid[:,i]\n", | |
"dataset[\"Predicted Class\"] = list(map(lambda index : class_names[int(index)],predicted_class))\n", | |
"\n", | |
"dataset" | |
], | |
"metadata": { | |
"id": "6M0k_KAQTuf7", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 423 | |
}, | |
"outputId": "5322720c-a2a9-42a1-c996-2750f67a4134" | |
}, | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div id=\"df-34e671d2-0012-4ce0-a476-d7221d4c64db\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <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>Sepal Length</th>\n", | |
" <th>Sepal Width</th>\n", | |
" <th>Petal Length</th>\n", | |
" <th>Petal Width</th>\n", | |
" <th>Class</th>\n", | |
" <th>distance_from_centroid_0</th>\n", | |
" <th>distance_from_centroid_1</th>\n", | |
" <th>distance_from_centroid_2</th>\n", | |
" <th>Predicted Class</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>4.9</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1.4</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" <td>3.398574</td>\n", | |
" <td>5.114943</td>\n", | |
" <td>0.436396</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>4.7</td>\n", | |
" <td>3.2</td>\n", | |
" <td>1.3</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" <td>3.569357</td>\n", | |
" <td>5.279355</td>\n", | |
" <td>0.410615</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>4.6</td>\n", | |
" <td>3.1</td>\n", | |
" <td>1.5</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" <td>3.422410</td>\n", | |
" <td>5.153590</td>\n", | |
" <td>0.516298</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>5.0</td>\n", | |
" <td>3.6</td>\n", | |
" <td>1.4</td>\n", | |
" <td>0.2</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" <td>3.467264</td>\n", | |
" <td>5.104334</td>\n", | |
" <td>0.200083</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>5.4</td>\n", | |
" <td>3.9</td>\n", | |
" <td>1.7</td>\n", | |
" <td>0.4</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" <td>3.146732</td>\n", | |
" <td>4.681488</td>\n", | |
" <td>0.685441</td>\n", | |
" <td>Iris-setosa</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>144</th>\n", | |
" <td>6.7</td>\n", | |
" <td>3.0</td>\n", | |
" <td>5.2</td>\n", | |
" <td>2.3</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" <td>1.449577</td>\n", | |
" <td>0.611739</td>\n", | |
" <td>4.606609</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>145</th>\n", | |
" <td>6.3</td>\n", | |
" <td>2.5</td>\n", | |
" <td>5.0</td>\n", | |
" <td>1.9</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" <td>0.897479</td>\n", | |
" <td>1.100724</td>\n", | |
" <td>4.213369</td>\n", | |
" <td>Iris-versicolor</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>146</th>\n", | |
" <td>6.5</td>\n", | |
" <td>3.0</td>\n", | |
" <td>5.2</td>\n", | |
" <td>2.0</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" <td>1.179933</td>\n", | |
" <td>0.653342</td>\n", | |
" <td>4.409016</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>147</th>\n", | |
" <td>6.2</td>\n", | |
" <td>3.4</td>\n", | |
" <td>5.4</td>\n", | |
" <td>2.3</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" <td>1.508893</td>\n", | |
" <td>0.835724</td>\n", | |
" <td>4.597363</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>148</th>\n", | |
" <td>5.9</td>\n", | |
" <td>3.0</td>\n", | |
" <td>5.1</td>\n", | |
" <td>1.8</td>\n", | |
" <td>Iris-virginica</td>\n", | |
" <td>0.834527</td>\n", | |
" <td>1.180550</td>\n", | |
" <td>4.074965</td>\n", | |
" <td>Iris-versicolor</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>149 rows × 9 columns</p>\n", | |
"</div>\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-34e671d2-0012-4ce0-a476-d7221d4c64db')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
" \n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
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" \n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" flex-wrap:wrap;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
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" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-34e671d2-0012-4ce0-a476-d7221d4c64db button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-34e671d2-0012-4ce0-a476-d7221d4c64db');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
" </script>\n", | |
" </div>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
" Sepal Length Sepal Width ... distance_from_centroid_2 Predicted Class\n", | |
"0 4.9 3.0 ... 0.436396 Iris-setosa\n", | |
"1 4.7 3.2 ... 0.410615 Iris-setosa\n", | |
"2 4.6 3.1 ... 0.516298 Iris-setosa\n", | |
"3 5.0 3.6 ... 0.200083 Iris-setosa\n", | |
"4 5.4 3.9 ... 0.685441 Iris-setosa\n", | |
".. ... ... ... ... ...\n", | |
"144 6.7 3.0 ... 4.606609 Iris-virginica\n", | |
"145 6.3 2.5 ... 4.213369 Iris-versicolor\n", | |
"146 6.5 3.0 ... 4.409016 Iris-virginica\n", | |
"147 6.2 3.4 ... 4.597363 Iris-virginica\n", | |
"148 5.9 3.0 ... 4.074965 Iris-versicolor\n", | |
"\n", | |
"[149 rows x 9 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 10 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# ***Code to download Final Result in local machine*** 🤠" | |
], | |
"metadata": { | |
"id": "T0ZJcgqeYgzD" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"dataset.to_csv(\"Irish_KMeans_Classification.csv\")\n", | |
"files.download(\"Irish_KMeans_Classification.csv\")" | |
], | |
"metadata": { | |
"id": "wcju4_gMgdNo", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 17 | |
}, | |
"outputId": "8057bb97-484b-4cb7-8d0b-c0e66bd8184e" | |
}, | |
"execution_count": 11, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"application/javascript": [ | |
"\n", | |
" async function download(id, filename, size) {\n", | |
" if (!google.colab.kernel.accessAllowed) {\n", | |
" return;\n", | |
" }\n", | |
" const div = document.createElement('div');\n", | |
" const label = document.createElement('label');\n", | |
" label.textContent = `Downloading \"${filename}\": `;\n", | |
" div.appendChild(label);\n", | |
" const progress = document.createElement('progress');\n", | |
" progress.max = size;\n", | |
" div.appendChild(progress);\n", | |
" document.body.appendChild(div);\n", | |
"\n", | |
" const buffers = [];\n", | |
" let downloaded = 0;\n", | |
"\n", | |
" const channel = await google.colab.kernel.comms.open(id);\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
"\n", | |
" for await (const message of channel.messages) {\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
" if (message.buffers) {\n", | |
" for (const buffer of message.buffers) {\n", | |
" buffers.push(buffer);\n", | |
" downloaded += buffer.byteLength;\n", | |
" progress.value = downloaded;\n", | |
" }\n", | |
" }\n", | |
" }\n", | |
" const blob = new Blob(buffers, {type: 'application/binary'});\n", | |
" const a = document.createElement('a');\n", | |
" a.href = window.URL.createObjectURL(blob);\n", | |
" a.download = filename;\n", | |
" div.appendChild(a);\n", | |
" a.click();\n", | |
" div.remove();\n", | |
" }\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"application/javascript": [ | |
"download(\"download_2009ac6d-6377-4d7e-91a8-1821c0f97b10\", \"Irish_KMeans_Classification.csv\", 15651)" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
] | |
}, | |
"metadata": {} | |
} | |
] | |
} | |
] | |
} |
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