{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a39d94dc",
   "metadata": {},
   "source": [
    "# Neural network can learn embeddings from feature-distributed clustering(FDC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2b3ae31",
   "metadata": {},
   "source": [
    "## Importing necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b93c51fa",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import umap.umap_ as umap\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34aeeef8",
   "metadata": {},
   "source": [
    "## Importing pre-processed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "269ac0b9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', 100)\n",
    "data=pd.read_csv('Preprocessed_DM_xx.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bdd56c6b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "data=data.sample(frac=1) #Shuffle the data set"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16a49871",
   "metadata": {},
   "source": [
    "## Feature engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a9bf56e",
   "metadata": {},
   "source": [
    "- Creating new feature called hypertension\n",
    "- Filtering unnecessary details "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "092fe100",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "HTN_indexes=data.loc[(data['Currently.taking.a.prescribed.medicine.to.lower.BP'] != 0) | (data['First.SYSTOLIC.reading'] >= 140) | (data['First.DIASTOLIC.reading'] >= 90) ].index.values\n",
    "HTN_cols=np.zeros(data.shape[0])\n",
    "HTN_cols[[HTN_indexes]]=1\n",
    "data['HTN']=HTN_cols\n",
    "data=data.drop([\"First.SYSTOLIC.reading\",\"First.DIASTOLIC.reading\",\"Currently.taking.a.prescribed.medicine.to.lower.BP\"], axis=1)\n",
    "data=data.reset_index(drop=True)\n",
    "data.columns\n",
    "data=data.drop([\"Hb_adjust_alt_smok\",\"Second.SYSTOLIC.reading\",\"Second.DIASTOLIC.reading\",\"Third.SYSTOLIC.reading\",\"Third.DIASTOLIC.reading\",\"Hb_status\",\"Glucose.level\",'SBP_status'], axis=1)\n",
    "data=data.loc[data['BMI'] != 99.99]\n",
    "data=data.loc[data['Hemoglobin.level..g.dl...1.decimal.'] != 99.99]\n",
    "data=data.loc[data['Currently.has.asthma'] != .5]\n",
    "data=data.loc[data['Currently.has.thyroid.disorder'] != .5]\n",
    "data=data.loc[data['Currently.has.heart.disease'] != .5]\n",
    "data=data.loc[data['Currently.has.cancer'] != .5]\n",
    "data=data.loc[data['DM_history'] == 1]\n",
    "data=data.loc[data['Type.of.caste.or.tribe.of.the.household.head'] != 0]\n",
    "data=data.loc[data['Time.to.get.to.water.source..minutes.'] != -1]\n",
    "data=data.drop([\"Unnamed: 0\",\"DM_status\",\"DM_history\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7a85dc4b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "i=[x for x in range(10125)]\n",
    "\n",
    "data.set_index(pd.Series(i), inplace=True) # Reset the index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3caa58d4",
   "metadata": {},
   "source": [
    "## Spliting features "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2599ffbc",
   "metadata": {},
   "source": [
    "Creating 2 new dataframes: \"data_disease\" with features related to disease and \"data_others\" with rest of the features\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1cf6bf26",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "data_disease= data[['Currently.has.asthma',\n",
    "       'Currently.has.thyroid.disorder', 'Currently.has.heart.disease',\n",
    "       'Currently.has.cancer', 'Suffers.from.TB','HTN']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ddac1113",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "data_others= data[['Drinks.alcohol', 'Smoking_stat','Has.refrigerator',\n",
    "       'Has.bicycle', 'Has.motorcycle.scooter', 'Has.car.truck', 'Owns.livestock..herds.or.farm.animals','Frequency.takes.milk.or.curd',\n",
    "       'Frequency.eats.pulses.or.beans',\n",
    "       'Frequency.eats.dark.green.leafy.vegetable', 'Frequency.eats.fruits',\n",
    "       'Frequency.eats.eggs', 'Frequency.eats.fish',\n",
    "       'Frequency.eats.chicken.or.meat', 'Frequency.eats.fried.food',\n",
    "       'Frequency.takes.aerated.drinks','Frequency.household.members.smoke.inside.the.house','Wealth.index',\n",
    "       'Highest.educational.level', 'Current.age','BMI','Hemoglobin.level..g.dl...1.decimal.','Time.to.get.to.water.source..minutes.', 'Household.head.s.religion', 'Sex', 'Type.of.place.of.residence', 'Household.structure',\n",
    "       'Type.of.caste.or.tribe.of.the.household.head','Type.of.cooking.fuel','Source.of.drinking.water']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc1a742f",
   "metadata": {},
   "source": [
    "## Function for dimension reduction using umap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "517c5a5c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def feature_clustering(UMAP_neb,min_dist_UMAP, metric, data, visual):\n",
    "    import umap.umap_ as umap\n",
    "    np.random.seed(42)\n",
    "    data_embedded = umap.UMAP(n_neighbors=UMAP_neb, min_dist=min_dist_UMAP, n_components=2, metric=metric, random_state=42).fit_transform(data)\n",
    "    data_embedded[:,0]=(data_embedded[:,0]- np.mean(data_embedded[:,0]))/np.std(data_embedded[:,0])\n",
    "    data_embedded[:,1]=(data_embedded[:,1]- np.mean(data_embedded[:,1]))/np.std(data_embedded[:,1])\n",
    "    result = pd.DataFrame(data = data_embedded , \n",
    "        columns = ['UMAP_0', 'UMAP_1'])\n",
    "    if visual==1:\n",
    "        sns.lmplot( x=\"UMAP_0\", y=\"UMAP_1\",data=result,fit_reg=False,legend=False,scatter_kws={\"s\": 3},palette=customPalette_set1) # specify the point size\n",
    "        #plt.savefig('clusters_umap_all.png', dpi=700, bbox_inches='tight')\n",
    "        plt.show()\n",
    "    else:\n",
    "        pass\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eeaa253f",
   "metadata": {},
   "source": [
    "## Dividing features\n",
    "- ord_list=ordinal features\n",
    "- cont_list=continueous features\n",
    "- nom_list=nominal features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cd115599",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "ord_list=['Drinks.alcohol', 'Smoking_stat','Has.refrigerator',\n",
    "       'Has.bicycle', 'Has.motorcycle.scooter', 'Has.car.truck', 'Owns.livestock..herds.or.farm.animals','Frequency.takes.milk.or.curd',\n",
    "       'Frequency.eats.pulses.or.beans',\n",
    "       'Frequency.eats.dark.green.leafy.vegetable', 'Frequency.eats.fruits',\n",
    "       'Frequency.eats.eggs', 'Frequency.eats.fish',\n",
    "       'Frequency.eats.chicken.or.meat', 'Frequency.eats.fried.food',\n",
    "       'Frequency.takes.aerated.drinks','Frequency.household.members.smoke.inside.the.house','Wealth.index',\n",
    "       'Highest.educational.level' ]\n",
    "cont_list=['Current.age','BMI','Hemoglobin.level..g.dl...1.decimal.','Time.to.get.to.water.source..minutes.']\n",
    "nom_list=['Household.head.s.religion', 'Sex', 'Type.of.place.of.residence', 'Household.structure',\n",
    "       'Type.of.caste.or.tribe.of.the.household.head','Type.of.cooking.fuel','Source.of.drinking.water']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2b687174",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3333333333333333"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from numba import jit\n",
    "from scipy.spatial import distance\n",
    "\n",
    "@jit(nopython=True)\n",
    "def modified_can(a,b):\n",
    "    return np.sqrt(np.sum(np.array([np.abs(1.0 - x) / (1.0 + np.abs(x)) for x in (np.abs(a-b) + 1.0)])))\n",
    "\n",
    "distance.canberra(1,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1f99efe",
   "metadata": {},
   "source": [
    "## Function for feature distributed clustering\n",
    "### Function parameters:\n",
    "- data=dataframe on which feature distributed clustering should be performed\n",
    "- cont_list=list of continueous features\n",
    "- nom_list=list of nominal features\n",
    "- ord_list=list of ordinal features\n",
    "- cont_metric=distance metric for continueous data\n",
    "- ord_metric=distance metric for ordinal data\n",
    "- nom_metric=distance metric for nominal data\n",
    "- drop_nominal=1(to drop nominal data) or 0(don't drop nominal data)\n",
    "- visual=1(to plot the data) or 0(don't plot the data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "91c81860",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def FDC(data,cont_list,nom_list,ord_list,cont_metric, ord_metric, nom_metric, drop_nominal, visual):\n",
    "    np.random.seed(42)\n",
    "    colors_set1 = [\"lightcoral\", \"lightseagreen\", \"mediumorchid\", \"orange\", \"burlywood\", \"cornflowerblue\", \"plum\", \"yellowgreen\"]\n",
    "    customPalette_set1 = sns.set_palette(sns.color_palette(colors_set1))\n",
    "    cont_df=data[cont_list]\n",
    "    nom_df=data[nom_list]\n",
    "    ord_df=data[ord_list]\n",
    "    cont_emb=feature_clustering(30,0.1, cont_metric, cont_df, 0) #Reducing continueous features into 2dim\n",
    "    ord_emb=feature_clustering(30,0.1, ord_metric, ord_df, 0) #Reducing ordinal features into 2dim\n",
    "    nom_emb=feature_clustering(30,0.1, nom_metric, nom_df, 0) #Reducing nominal features into 2dim\n",
    "    if drop_nominal==1:\n",
    "        result_concat=pd.concat([ord_emb, cont_emb, nom_emb.drop(['UMAP_1'],axis=1)],axis=1) #concatinating all reduced dimensions to get 5D embeddings(1D from nominal)\n",
    "    else:\n",
    "        result_concat=pd.concat([ord_emb, cont_emb, nom_emb],axis=1)\n",
    "    data_embedded = umap.UMAP(n_neighbors=30, min_dist=0.001, n_components=2, metric='euclidean', random_state=42).fit_transform(result_concat) #reducing 5D embeddings to 2D using UMAP\n",
    "    result_reduced = pd.DataFrame(data = data_embedded , \n",
    "        columns = ['UMAP_0', 'UMAP_1'])\n",
    "    \n",
    "    if visual==1:\n",
    "        sns.lmplot( x=\"UMAP_0\", y=\"UMAP_1\",data=result_reduced,fit_reg=False,legend=False,scatter_kws={\"s\": 3},palette=customPalette_set1) # specify the point size\n",
    "        plt.show()\n",
    "        #plt.savefig('clusters_umap_all.png', dpi=700, bbox_inches='tight')\n",
    "    else:\n",
    "        pass\n",
    "    return result_concat, result_reduced #returns both 5D and 2D embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "4684b06a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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   ],
   "source": [
    "# applying Feature Distributed Clustering(FDC) on entire 10125 data with all features except disease features\n",
    "entire_data_FDC_emb_five,entire_data_FDC_emb_two=FDC(data_others,cont_list,nom_list,ord_list,'euclidean',modified_can,'hamming',1,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14cd3472",
   "metadata": {},
   "source": [
    "## Agglomerative clustering for umap embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ae256ed3",
   "metadata": {
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   "source": [
    "def aglo_clustering(no_of_clusters, affinity, linkage, five_d_embedding, two_d_embedding,visual,pal):\n",
    "    np.random.seed(42)\n",
    "    from sklearn.cluster import AgglomerativeClustering\n",
    "    ag_cluster = AgglomerativeClustering(n_clusters=no_of_clusters,affinity=affinity,linkage=linkage)\n",
    "    clusters=ag_cluster.fit_predict(five_d_embedding)\n",
    "    (values,counts) = np.unique(clusters,return_counts=True)\n",
    "    two_d_embedding['Cluster'] = clusters\n",
    "    \n",
    "    if visual==1:\n",
    "        sns.lmplot( x=\"UMAP_0\", y=\"UMAP_1\",\n",
    "        data=two_d_embedding,\n",
    "        fit_reg=False, \n",
    "        legend=True,\n",
    "        hue='Cluster', # color by cluster\n",
    "        scatter_kws={\"s\": 3},palette=pal) # specify the point size\n",
    "        plt.savefig('agglo_ref_5dim.png', dpi=700, bbox_inches='tight')\n",
    "        plt.show()\n",
    "    else:\n",
    "        pass\n",
    "    return two_d_embedding.Cluster.to_list(),counts\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "615fc2c5",
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     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
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   ],
   "source": [
    "#setting color palette for visualization of clusters\n",
    "colors_set1 = ['lightcoral','cornflowerblue','orange','mediumorchid', 'lightseagreen','olive', 'chocolate','steelblue']\n",
    "customPalette_set1 = sns.set_palette(sns.color_palette(colors_set1))\n",
    "\n",
    "\n",
    "#Applying clustering algorithm on FDC embeddings from entire data\n",
    "entire_data_cluster_list,entire_data_cluster_counts=aglo_clustering(4, \"euclidean\", \"ward\",entire_data_FDC_emb_five,entire_data_FDC_emb_two,1,customPalette_set1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c0f54495",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3583, 2717, 2136, 1689], dtype=int64)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "entire_data_cluster_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4813f10a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Getting noise indices\n",
    "non_noise_indices= np.where(np.array(entire_data_cluster_list)!=-1)\n",
    "\n",
    "#Removing noise/outlires from FDC embeddings and from entire data\n",
    "entire_data_FDC_emb_five= entire_data_FDC_emb_five.iloc[non_noise_indices]\n",
    "entire_data_FDC_emb_two= entire_data_FDC_emb_two.iloc[non_noise_indices]\n",
    "entire_data_cluster_list= np.array(entire_data_cluster_list)[non_noise_indices]\n",
    "data_others= data_others.iloc[non_noise_indices]\n",
    "\n",
    "#Creating new cloumn for storing cluster labels \n",
    "data_others['cluster_labels']= entire_data_cluster_list\n",
    "\n",
    "#getting binary representation for cluster labels\n",
    "data_others= pd.get_dummies(data=data_others, columns=['cluster_labels'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2e010e69",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting column names of encoded cluster labels\n",
    "cluster_column_names=data_others.columns[-len(np.unique(entire_data_cluster_list)):].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ff573756",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cluster_labels_0',\n",
       " 'cluster_labels_1',\n",
       " 'cluster_labels_2',\n",
       " 'cluster_labels_3']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_column_names"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c89f6c6",
   "metadata": {},
   "source": [
    "## Dividing data set for experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b4236afe",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#75%  of entire data for training\n",
    "np.random.seed(42)\n",
    "data=data_others.sample(frac=0.75) # Training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "740f84cc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Another 25% of entire data for validation\n",
    "np.random.seed(42)\n",
    "data_val=data_others.drop(data.index) # Validation data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38251fbf",
   "metadata": {},
   "source": [
    "## Dividing training data into 3 folds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "84621acd",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#Dividing training data into three folds\n",
    "\n",
    "np.random.seed(42)\n",
    "df_1=data.sample(frac=0.33) #fold 1\n",
    "\n",
    "df=data.drop(df_1.index)\n",
    "df_2=df.sample(frac=0.51) #fold 2\n",
    "\n",
    "df_3=df.drop(df_2.index) #fold 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7a045f92",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "#Possible combinations of concating 2 folds for training and using remaining fold for testing\n",
    "training_folds=[pd.concat([df_1,df_2],axis=0), pd.concat([df_2,df_3],axis=0), pd.concat([df_3,df_1],axis=0)]\n",
    "testing_folds=[df_3,df_1,df_2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d8e7801",
   "metadata": {},
   "source": [
    "## Function for neural network\n",
    "### Function parameters:\n",
    "- n_features= dimension of input data\n",
    "- hidden_dim1= dimension of first hidden layer\n",
    "- hidden_dim2= dimension of second hidden layer\n",
    "- out_emb_size= dimension of output data\n",
    "- act1= first hidden layer activation function\n",
    "- act2= second hidden layer activation function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0891ac64",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def neural_network(n_features,hidden_dim1,hidden_dim2,out_emb_size,act1,act2,loss):\n",
    "    np.random.seed(42)\n",
    "    tf.random.set_seed(42)\n",
    "    model=keras.Sequential([\n",
    "         keras.layers.Dense(hidden_dim1,input_dim=n_features,activation=act1),\n",
    "         keras.layers.Dense(hidden_dim1,activation=act2),\n",
    "         keras.layers.Dense(out_emb_size)])\n",
    "    model.compile(optimizer=\"adam\" ,\n",
    "              loss=loss, \n",
    "              metrics=['mse'])\n",
    "    return model    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62e4715b",
   "metadata": {},
   "source": [
    "## Function for cluster incidence matrix\n",
    "- creating a matrix to evaluate the performance based on predicted cluster labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "54f886c5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def cluster_incidence_matrix_mod(cluster_list_new):\n",
    "    np.random.seed(42)\n",
    "    \n",
    "    matrix=np.zeros((len(cluster_list_new),len(cluster_list_new)))\n",
    "    for i in range(len(cluster_list_new)):\n",
    "        for j in range(len(cluster_list_new)):\n",
    "                if cluster_list_new[i]==cluster_list_new[j]:\n",
    "                    matrix[i,j]=1 \n",
    "                else:\n",
    "                    pass\n",
    "    \n",
    "    return matrix "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "69e45e48",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Function for decoding the encoded cluster labels\n",
    "def label_decoder(label_dataframe):\n",
    "    label_array=np.array(label_dataframe)\n",
    "    decoded_labels=[]\n",
    "    for i in label_array:\n",
    "        max_val=np.argmax(i)\n",
    "        decoded_labels.append(max_val)\n",
    "    return decoded_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fe9ea10e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cluster_wise_F1score(ref_list,pred_list):\n",
    "    F1_score_list=[]\n",
    "    Geometric_mean_list=[]\n",
    "    cluster_score_list=[]\n",
    "    for i in np.unique(ref_list):\n",
    "        indices=[j for j,val in enumerate(ref_list) if val==i]\n",
    "        true_positive=0\n",
    "        for index in indices:\n",
    "            if ref_list[index]==pred_list[index]:\n",
    "                true_positive+=1\n",
    "            else:\n",
    "                pass\n",
    "        if pred_list.count(i)==0:\n",
    "            precision=0\n",
    "        else:\n",
    "            precision=true_positive/pred_list.count(i)\n",
    "        if ref_list.count(i)==0:\n",
    "            recall=0\n",
    "        else:\n",
    "            recall=true_positive/ref_list.count(i)\n",
    "        if precision==0 and recall==0:\n",
    "            F1_score=0\n",
    "            GM=0\n",
    "            cluster_score=0\n",
    "        else:\n",
    "            F1_score=2*((precision * recall)/(precision + recall))\n",
    "            GM=np.sqrt(precision * recall)\n",
    "            cluster_score=recall*100\n",
    "        print(\"F1_Score of cluster \"+str(i)+\" is {}\".format(F1_score))\n",
    "        print(\"Geometric mean of cluster \"+str(i)+\" is {}\".format(GM))\n",
    "        print(\"Correctly predicted data points in cluster \"+str(i)+\" is {}%\".format(cluster_score))\n",
    "        print(\"\\n\")\n",
    "        F1_score_list.append(F1_score)\n",
    "        Geometric_mean_list.append(GM)\n",
    "        cluster_score_list.append(cluster_score)\n",
    "    print(\"average F1_Score of clusters is {}\".format(np.mean(F1_score_list)))\n",
    "    print(\"average Geometric mean of clusters is {}\".format(np.mean(Geometric_mean_list)))\n",
    "    print(\"Correctly predicted data points in clusters is {}%\".format(np.mean(cluster_score_list)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "23025105",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "colnames=[]\n",
    "for i in range(len(entire_data_FDC_emb_five.columns)):\n",
    "    colnames.append('c'+str(i+1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "62eb9ec9",
   "metadata": {
    "scrolled": false
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   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "Epoch 1/30\n",
      "638/638 [==============================] - 3s 3ms/step - loss: 0.7376 - mse: 0.7376\n",
      "Epoch 2/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.4387 - mse: 0.4387\n",
      "Epoch 3/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.3622 - mse: 0.3622\n",
      "Epoch 4/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.3286 - mse: 0.3286\n",
      "Epoch 5/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.3076 - mse: 0.3076\n",
      "Epoch 6/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2948 - mse: 0.2948\n",
      "Epoch 7/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2838 - mse: 0.2838\n",
      "Epoch 8/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2769 - mse: 0.2769\n",
      "Epoch 9/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2704 - mse: 0.2704\n",
      "Epoch 10/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2645 - mse: 0.2645\n",
      "Epoch 11/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2602 - mse: 0.2602\n",
      "Epoch 12/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2570 - mse: 0.2570\n",
      "Epoch 13/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.2522 - mse: 0.2522\n",
      "Epoch 14/30\n",
      "638/638 [==============================] - 2s 4ms/step - loss: 0.2489 - mse: 0.2489\n",
      "Epoch 15/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.2454 - mse: 0.2454\n",
      "Epoch 16/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.2421 - mse: 0.2421\n",
      "Epoch 17/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.2394 - mse: 0.2394\n",
      "Epoch 18/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2377 - mse: 0.2377\n",
      "Epoch 19/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2354 - mse: 0.2354\n",
      "Epoch 20/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2329 - mse: 0.2329\n",
      "Epoch 21/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2313 - mse: 0.2313\n",
      "Epoch 22/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2298 - mse: 0.2298\n",
      "Epoch 23/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.2271 - mse: 0.2271\n",
      "Epoch 24/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2241 - mse: 0.2241\n",
      "Epoch 25/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2216 - mse: 0.2216\n",
      "Epoch 26/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2196 - mse: 0.2196\n",
      "Epoch 27/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2171 - mse: 0.2171\n",
      "Epoch 28/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2150 - mse: 0.2150\n",
      "Epoch 29/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.2122 - mse: 0.2122\n",
      "Epoch 30/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.2090 - mse: 0.2090\n",
      "\n",
      "\n",
      "Training history across epochs for fold  1\n"
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      "Epoch 1/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.1630 - mse: 0.1630\n",
      "Epoch 2/30\n",
      "638/638 [==============================] - 2s 4ms/step - loss: 0.0880 - mse: 0.0880\n",
      "Epoch 3/30\n",
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      "Epoch 4/30\n",
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      "Epoch 5/30\n",
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      "Epoch 6/30\n",
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      "Epoch 7/30\n",
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      "Epoch 8/30\n",
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      "Epoch 9/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.0295 - mse: 0.0295\n",
      "Epoch 10/30\n",
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      "Epoch 11/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.0292 - mse: 0.0292\n",
      "Epoch 12/30\n",
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      "Epoch 13/30\n",
      "638/638 [==============================] - 3s 5ms/step - loss: 0.0287 - mse: 0.0287\n",
      "Epoch 14/30\n",
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      "Epoch 15/30\n",
      "638/638 [==============================] - 3s 4ms/step - loss: 0.0280 - mse: 0.0280\n",
      "Epoch 16/30\n",
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      "Epoch 17/30\n",
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      "Epoch 18/30\n",
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      "Epoch 19/30\n",
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      "Epoch 20/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0268 - mse: 0.0268\n",
      "Epoch 21/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0269 - mse: 0.0269\n",
      "Epoch 22/30\n",
      "638/638 [==============================] - 2s 4ms/step - loss: 0.0268 - mse: 0.0268\n",
      "Epoch 23/30\n",
      "638/638 [==============================] - 2s 4ms/step - loss: 0.0267 - mse: 0.0267\n",
      "Epoch 24/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 25/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0262 - mse: 0.0262\n",
      "Epoch 26/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 27/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0269 - mse: 0.0269\n",
      "Epoch 28/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0261 - mse: 0.0261\n",
      "Epoch 29/30\n",
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      "Epoch 30/30\n",
      "638/638 [==============================] - 2s 3ms/step - loss: 0.0258 - mse: 0.0258\n",
      "\n",
      "\n",
      "Training history across epochs for fold  1\n"
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      "F1_Score of cluster 0 is 0.9149999999999999\n",
      "Geometric mean of cluster 0 is 0.9169390841408199\n",
      "Correctly predicted data points in cluster 0 is 85.91549295774648%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.9496402877697842\n",
      "Geometric mean of cluster 1 is 0.950648497011486\n",
      "Correctly predicted data points in cluster 1 is 99.5475113122172%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.919815668202765\n",
      "Geometric mean of cluster 2 is 0.9199567329290165\n",
      "Correctly predicted data points in cluster 2 is 93.62101313320825%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.9769484083424809\n",
      "Geometric mean of cluster 3 is 0.9772080752417044\n",
      "Correctly predicted data points in cluster 3 is 100.0%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.9403510910787575\n",
      "average Geometric mean of clusters is 0.9411880973307567\n",
      "Correctly predicted data points in clusters is 94.77100435079298%\n",
      "Average percentage of patients belongs to the same cluster is: 88.46745353217644%\n",
      "\n",
      "\n",
      "Epoch 1/30\n",
      "636/636 [==============================] - 2s 2ms/step - loss: 0.7368 - mse: 0.7368\n",
      "Epoch 2/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.4379 - mse: 0.4379\n",
      "Epoch 3/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.3580 - mse: 0.3580\n",
      "Epoch 4/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.3246 - mse: 0.3246\n",
      "Epoch 5/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.3044 - mse: 0.3044\n",
      "Epoch 6/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2908 - mse: 0.2908\n",
      "Epoch 7/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2831 - mse: 0.2831\n",
      "Epoch 8/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2766 - mse: 0.2766\n",
      "Epoch 9/30\n",
      "636/636 [==============================] - 2s 2ms/step - loss: 0.2712 - mse: 0.2712\n",
      "Epoch 10/30\n",
      "636/636 [==============================] - 1s 2ms/step - loss: 0.2668 - mse: 0.2668\n",
      "Epoch 11/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.2624 - mse: 0.2624\n",
      "Epoch 12/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2572 - mse: 0.2572\n",
      "Epoch 13/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2514 - mse: 0.2514\n",
      "Epoch 14/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.2461 - mse: 0.2461\n",
      "Epoch 15/30\n",
      "636/636 [==============================] - 2s 3ms/step - loss: 0.2405 - mse: 0.2405\n",
      "Epoch 16/30\n",
      "636/636 [==============================] - 2s 3ms/step - loss: 0.2355 - mse: 0.2355\n",
      "Epoch 17/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2316 - mse: 0.2316\n",
      "Epoch 18/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.2271 - mse: 0.2271\n",
      "Epoch 19/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.2235 - mse: 0.2235\n",
      "Epoch 20/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.2200 - mse: 0.2200\n",
      "Epoch 21/30\n",
      "636/636 [==============================] - 2s 3ms/step - loss: 0.2170 - mse: 0.2170\n",
      "Epoch 22/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2148 - mse: 0.2148\n",
      "Epoch 23/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.2119 - mse: 0.2119\n",
      "Epoch 24/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.2083 - mse: 0.2083\n",
      "Epoch 25/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.2046 - mse: 0.2046\n",
      "Epoch 26/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.2013 - mse: 0.2013\n",
      "Epoch 27/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.1980 - mse: 0.1980\n",
      "Epoch 28/30\n",
      "636/636 [==============================] - 2s 3ms/step - loss: 0.1945 - mse: 0.1945\n",
      "Epoch 29/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.1892 - mse: 0.1892\n",
      "Epoch 30/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.1867 - mse: 0.1867\n",
      "\n",
      "\n",
      "Training history across epochs for fold  2\n"
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      "Epoch 1/30\n",
      "636/636 [==============================] - 2s 2ms/step - loss: 0.1639 - mse: 0.1639\n",
      "Epoch 2/30\n",
      "636/636 [==============================] - 1s 2ms/step - loss: 0.0948 - mse: 0.0948\n",
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      "Epoch 4/30\n",
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      "Epoch 5/30\n",
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      "Epoch 6/30\n",
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      "Epoch 7/30\n",
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      "Epoch 8/30\n",
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      "Epoch 9/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0292 - mse: 0.0292\n",
      "Epoch 10/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0286 - mse: 0.0286\n",
      "Epoch 11/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0281 - mse: 0.0281\n",
      "Epoch 12/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0280 - mse: 0.0280\n",
      "Epoch 13/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0277 - mse: 0.0277\n",
      "Epoch 14/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0270 - mse: 0.0270\n",
      "Epoch 15/30\n",
      "636/636 [==============================] - 3s 5ms/step - loss: 0.0272 - mse: 0.0272\n",
      "Epoch 16/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0275 - mse: 0.0275\n",
      "Epoch 17/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 18/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 19/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0263 - mse: 0.0263\n",
      "Epoch 20/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0268 - mse: 0.0268\n",
      "Epoch 21/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0260 - mse: 0.0260\n",
      "Epoch 22/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0262 - mse: 0.0262\n",
      "Epoch 23/30\n",
      "636/636 [==============================] - 2s 4ms/step - loss: 0.0260 - mse: 0.0260\n",
      "Epoch 24/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0260 - mse: 0.0260\n",
      "Epoch 25/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0259 - mse: 0.0259\n",
      "Epoch 26/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0258 - mse: 0.0258\n",
      "Epoch 27/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0261 - mse: 0.0261\n",
      "Epoch 28/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0261 - mse: 0.0261\n",
      "Epoch 29/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0256 - mse: 0.0256\n",
      "Epoch 30/30\n",
      "636/636 [==============================] - 3s 4ms/step - loss: 0.0251 - mse: 0.0251\n",
      "\n",
      "\n",
      "Training history across epochs for fold  2\n"
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      "F1_Score of cluster 0 is 0.9079025549613784\n",
      "Geometric mean of cluster 0 is 0.9102581432621443\n",
      "Correctly predicted data points in cluster 0 is 84.70066518847007%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.9483775811209441\n",
      "Geometric mean of cluster 1 is 0.9485798303500734\n",
      "Correctly predicted data points in cluster 1 is 96.83734939759037%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.9144434222631095\n",
      "Geometric mean of cluster 2 is 0.9161854577427196\n",
      "Correctly predicted data points in cluster 2 is 97.45098039215686%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.9706546275395034\n",
      "Geometric mean of cluster 3 is 0.9710728377111322\n",
      "Correctly predicted data points in cluster 3 is 100.0%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.9353445464712338\n",
      "average Geometric mean of clusters is 0.9365240672665174\n",
      "Correctly predicted data points in clusters is 94.74724874455433%\n",
      "Average percentage of patients belongs to the same cluster is: 87.49793799624592%\n",
      "\n",
      "\n",
      "Epoch 1/30\n",
      "625/625 [==============================] - 2s 2ms/step - loss: 0.7316 - mse: 0.7316\n",
      "Epoch 2/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.4436 - mse: 0.4436\n",
      "Epoch 3/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.3615 - mse: 0.3615\n",
      "Epoch 4/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.3260 - mse: 0.3260\n",
      "Epoch 5/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.3036 - mse: 0.3036\n",
      "Epoch 6/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2902 - mse: 0.2902\n",
      "Epoch 7/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2816 - mse: 0.2816\n",
      "Epoch 8/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2749 - mse: 0.2749\n",
      "Epoch 9/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.2710 - mse: 0.2710\n",
      "Epoch 10/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2663 - mse: 0.2663\n",
      "Epoch 11/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.2629 - mse: 0.2629\n",
      "Epoch 12/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.2577 - mse: 0.2577\n",
      "Epoch 13/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2523 - mse: 0.2523\n",
      "Epoch 14/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2459 - mse: 0.2459\n",
      "Epoch 15/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.2410 - mse: 0.2410\n",
      "Epoch 16/30\n",
      "625/625 [==============================] - 2s 2ms/step - loss: 0.2363 - mse: 0.2363\n",
      "Epoch 17/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.2309 - mse: 0.2309\n",
      "Epoch 18/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.2261 - mse: 0.2261\n",
      "Epoch 19/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.2232 - mse: 0.2232\n",
      "Epoch 20/30\n",
      "625/625 [==============================] - 2s 4ms/step - loss: 0.2183 - mse: 0.2183\n",
      "Epoch 21/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.2145 - mse: 0.2145\n",
      "Epoch 22/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.2108 - mse: 0.2108\n",
      "Epoch 23/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.2063 - mse: 0.2063\n",
      "Epoch 24/30\n",
      "625/625 [==============================] - 2s 4ms/step - loss: 0.2032 - mse: 0.2032\n",
      "Epoch 25/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.2006 - mse: 0.2006\n",
      "Epoch 26/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.1953 - mse: 0.1953\n",
      "Epoch 27/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.1913 - mse: 0.1913\n",
      "Epoch 28/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.1883 - mse: 0.1883\n",
      "Epoch 29/30\n",
      "625/625 [==============================] - 2s 4ms/step - loss: 0.1852 - mse: 0.1852\n",
      "Epoch 30/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.1820 - mse: 0.1820\n",
      "\n",
      "\n",
      "Training history across epochs for fold  3\n"
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      "Epoch 1/30\n",
      "625/625 [==============================] - 3s 3ms/step - loss: 0.1639 - mse: 0.1639\n",
      "Epoch 2/30\n",
      "625/625 [==============================] - 2s 4ms/step - loss: 0.0974 - mse: 0.0974\n",
      "Epoch 3/30\n",
      "625/625 [==============================] - 2s 4ms/step - loss: 0.0503 - mse: 0.0503\n",
      "Epoch 4/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.0348 - mse: 0.0348\n",
      "Epoch 5/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0316 - mse: 0.0316\n",
      "Epoch 6/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0297 - mse: 0.0297\n",
      "Epoch 7/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0291 - mse: 0.0291\n",
      "Epoch 8/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0284 - mse: 0.0284\n",
      "Epoch 9/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0281 - mse: 0.0281\n",
      "Epoch 10/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0277 - mse: 0.0277\n",
      "Epoch 11/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0273 - mse: 0.0273\n",
      "Epoch 12/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0270 - mse: 0.0270\n",
      "Epoch 13/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0266 - mse: 0.0266\n",
      "Epoch 14/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 15/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0264 - mse: 0.0264\n",
      "Epoch 16/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0266 - mse: 0.0266\n",
      "Epoch 17/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0260 - mse: 0.0260\n",
      "Epoch 18/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0257 - mse: 0.0257\n",
      "Epoch 19/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0257 - mse: 0.0257\n",
      "Epoch 20/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0257 - mse: 0.0257\n",
      "Epoch 21/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0256 - mse: 0.0256\n",
      "Epoch 22/30\n",
      "625/625 [==============================] - 2s 4ms/step - loss: 0.0254 - mse: 0.0254\n",
      "Epoch 23/30\n",
      "625/625 [==============================] - 2s 2ms/step - loss: 0.0253 - mse: 0.0253\n",
      "Epoch 24/30\n",
      "625/625 [==============================] - 2s 2ms/step - loss: 0.0252 - mse: 0.0252\n",
      "Epoch 25/30\n",
      "625/625 [==============================] - 2s 3ms/step - loss: 0.0250 - mse: 0.0250\n",
      "Epoch 26/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.0254 - mse: 0.0254\n",
      "Epoch 27/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.0253 - mse: 0.0253\n",
      "Epoch 28/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.0253 - mse: 0.0253\n",
      "Epoch 29/30\n",
      "625/625 [==============================] - 3s 5ms/step - loss: 0.0246 - mse: 0.0246\n",
      "Epoch 30/30\n",
      "625/625 [==============================] - 3s 4ms/step - loss: 0.0248 - mse: 0.0248\n",
      "\n",
      "\n",
      "Training history across epochs for fold  3\n"
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      "82/82 [==============================] - 0s 1ms/step\n",
      "82/82 [==============================] - 0s 2ms/step\n",
      "Vizualization for FDC for training fold (shown in dark hue) 3and predicted clusters from neural network on testing fold (shown in corresponding light hues) 3\n"
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      "F1_Score of cluster 0 is 0.8982109808760025\n",
      "Geometric mean of cluster 0 is 0.9008935104932763\n",
      "Correctly predicted data points in cluster 0 is 83.39060710194731%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.9487516425755584\n",
      "Geometric mean of cluster 1 is 0.9493058602103536\n",
      "Correctly predicted data points in cluster 1 is 98.2312925170068%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.9219143576826196\n",
      "Geometric mean of cluster 2 is 0.9228285433461263\n",
      "Correctly predicted data points in cluster 2 is 96.48506151142355%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.9742990654205609\n",
      "Geometric mean of cluster 3 is 0.9745651088929133\n",
      "Correctly predicted data points in cluster 3 is 99.76076555023924%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.9357940116386854\n",
      "average Geometric mean of clusters is 0.9368982557356673\n",
      "Correctly predicted data points in clusters is 94.46693167015422%\n",
      "Average percentage of patients belongs to the same cluster is: 87.55577262496925%\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "count=0\n",
    "fold_readings=[]\n",
    "while count<3:\n",
    "    FDC_emb_five_train=entire_data_FDC_emb_five.loc[list(training_folds[count].index)] #5D FDC embeddings of training fold from entire data\n",
    "    FDC_emb_two_train=entire_data_FDC_emb_two.loc[list(training_folds[count].index)] #2D embeddings of training fold from entire data\n",
    "    FDC_emb_five_train.columns=colnames\n",
    "    \n",
    "    #Thirty dimensional data of training fold as features_matrix(X_train) \n",
    "    features_matrix=np.array(training_folds[count].drop(cluster_column_names, axis=1,inplace=False)) #X_train\n",
    "    \n",
    "    #Five dimensional FDC embeddings of training fold as target_matrix(y_train)\n",
    "    target_matrix=np.array(FDC_emb_five_train) #y_train\n",
    "    \n",
    "    #Train a neural network to get five dimensional embeddings\n",
    "    model_1=neural_network(len(features_matrix[0]),int(0.6*len(features_matrix[0])),int(0.36*len(features_matrix[0])),len(target_matrix[0]),\"relu\",\"sigmoid\",\"mse\")\n",
    "    history=model_1.fit(features_matrix,target_matrix,epochs=30,batch_size=8)\n",
    "    print('\\n')\n",
    "    print('Training history across epochs for fold ',count+1)\n",
    "    plt.plot(history.history['mse'],'r')\n",
    "    plt.ylabel('mse')\n",
    "    plt.xlabel('epoch')\n",
    "    plt.show()\n",
    "    \n",
    "    #Using same thirty dimensional features_matrix(X_train) from first neural network and encoded cluster labels of training fold as target_labels_matrix(y_train) \n",
    "    target_labels_matrix=np.array(training_folds[count].loc[:,cluster_column_names]) #y\n",
    "    \n",
    "    \n",
    "    #Train a neural network to get encoded cluster labels\n",
    "    model_2=neural_network(len(features_matrix[0]),int(0.6*len(features_matrix[0])),int(0.36*len(features_matrix[0])),len(target_labels_matrix[0]),\"relu\",\"softmax\",\"mse\")\n",
    "    history=model_2.fit(features_matrix,target_labels_matrix,epochs=30,batch_size=8)\n",
    "    print('\\n')\n",
    "    print('Training history across epochs for fold ',count+1)\n",
    "    plt.plot(history.history['mse'],'r')\n",
    "    plt.ylabel('mse')\n",
    "    plt.xlabel('epoch')\n",
    "    plt.show()\n",
    "    \n",
    "    #Decoding cluster labels of training fold\n",
    "    #decoded_target_labels_matrix=label_decoder(target_labels_matrix)\n",
    "\n",
    "    #Actual encoded cluster labels of testing fold for metric calculation  \n",
    "    ref_clusters=testing_folds[count].loc[:,cluster_column_names] \n",
    "    #Decoding encoded cluster labels of testing fold\n",
    "    decoded_ref_clusters=label_decoder(ref_clusters)\n",
    "    \n",
    "\n",
    "    #predicting testing fold to get five dim embeddings using trained model_1\n",
    "    testing_data=testing_folds[count].drop(cluster_column_names, axis=1,inplace=False)\n",
    "    predicted_5dim=pd.DataFrame(model_1.predict(testing_data), columns=colnames)\n",
    "    \n",
    "    #UMAP on predicted 5D embeddings\n",
    "    predicted_2dim=feature_clustering(30,0.01, \"euclidean\", predicted_5dim, 0)\n",
    "    \n",
    "    testing_labels=data_others.loc[list(testing_folds[count].index)]\n",
    "    decoded_target_labels_matrix=label_decoder(testing_labels.loc[:,cluster_column_names])\n",
    "\n",
    "    #predicting testing fold to get encoded cluster labels using trained model_2\n",
    "    predicted_clusters=pd.DataFrame(model_2.predict(testing_data))\n",
    "    \n",
    "    #Decoding predicted encoded cluster labels\n",
    "    decoded_predicted_clusters=label_decoder(predicted_clusters)\n",
    "    \n",
    "    testing_data_5dim=entire_data_FDC_emb_five.loc[list(testing_folds[count].index)]\n",
    "    testing_data_5dim.columns=colnames\n",
    "    #concatinating training and predicted 5D embeddings\n",
    "    concatenated_5dim=pd.concat([testing_data_5dim,predicted_5dim])\n",
    "    \n",
    "    #UMAP on concatinated embeddings\n",
    "    two_dim_viz=feature_clustering(30, 0.01, 'euclidean', concatenated_5dim, 0)\n",
    "    \n",
    "    #Concatinating decoded cluster labels of training fold and predicted testing fold\n",
    "    concatenated_cluster_labels=np.concatenate([np.array(decoded_target_labels_matrix),np.array(decoded_predicted_clusters)+len(np.unique(decoded_target_labels_matrix))])\n",
    "    \n",
    "    two_dim_viz['Cluster']= concatenated_cluster_labels\n",
    "    \n",
    "    \n",
    "    #Setting dark colors for training data    \n",
    "    darkerhues=['lightcoral','cornflowerblue','orange','mediumorchid', 'lightseagreen','olive', 'chocolate','steelblue']\n",
    "    colors_set2=[]\n",
    "    for i in range(len(np.unique(decoded_target_labels_matrix))):\n",
    "        colors_set2.append(darkerhues[i])\n",
    "    \n",
    "    #Concatinating dark colors for training data and corresponding light colors for testing data\n",
    "    colors_set2=colors_set2+[\"lightpink\", 'skyblue', 'wheat', \"plum\",\"paleturquoise\",  \"lightgreen\",  'burlywood','lightsteelblue']\n",
    "    \n",
    "    print('Vizualization for FDC for training fold (shown in dark hue) '+str(count+1) + 'and predicted clusters from neural network on testing fold (shown in corresponding light hues) '+str(count+1))\n",
    "    \n",
    "    #visualizing the clusters of both training and testing folds\n",
    "    sns.lmplot( x=\"UMAP_0\", y=\"UMAP_1\", data=two_dim_viz, fit_reg=False, legend=False, hue='Cluster', scatter_kws={\"s\": 3},palette=sns.set_palette(sns.color_palette(colors_set2))) \n",
    "    plt.show()\n",
    "    \n",
    "    #Metric calculation\n",
    "\n",
    "    CIM_predicted=cluster_incidence_matrix_mod(np.array(decoded_predicted_clusters))#Cluster incidence metric for predicted clusters\n",
    "    CIM_reference=cluster_incidence_matrix_mod(np.array(decoded_ref_clusters))#Cluster incidence metric for reference clusters\n",
    "    Product=np.dot(CIM_predicted,CIM_reference)\n",
    "    cluster_incdences_in_data=np.sum(CIM_reference,axis=1)  \n",
    "    mean_points_in_same_clusters=np.mean(np.diagonal(Product)/cluster_incdences_in_data)\n",
    "    fold_readings.append(mean_points_in_same_clusters*100)\n",
    "    cluster_wise_F1score(list(decoded_ref_clusters),list(decoded_predicted_clusters))\n",
    "    \n",
    "    print(\"Average percentage of patients belongs to the same cluster is: {}%\".format(mean_points_in_same_clusters*100))\n",
    "    print('\\n')\n",
    "    count+=1\n",
    "\n",
    "\n",
    "print('\\n')\n",
    "print('\\n')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "83c03482",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average percentage of patients belonging to the same cluster over all three folds: 87.84038805113055\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print('Average percentage of patients belonging to the same cluster over all three folds:', np.mean(np.array(fold_readings)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3325e08d",
   "metadata": {},
   "source": [
    "## Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "85e93f5d",
   "metadata": {
    "scrolled": false
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     "name": "stdout",
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     "text": [
      "Epoch 1/30\n",
      "950/950 [==============================] - 4s 3ms/step - loss: 0.6432 - mse: 0.6432\n",
      "Epoch 2/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.3759 - mse: 0.3759\n",
      "Epoch 3/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.3215 - mse: 0.3215\n",
      "Epoch 4/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2956 - mse: 0.2956\n",
      "Epoch 5/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2807 - mse: 0.2807\n",
      "Epoch 6/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2717 - mse: 0.2717\n",
      "Epoch 7/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2631 - mse: 0.2631\n",
      "Epoch 8/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2566 - mse: 0.2566\n",
      "Epoch 9/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2506 - mse: 0.2506\n",
      "Epoch 10/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2448 - mse: 0.2448\n",
      "Epoch 11/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2409 - mse: 0.2409\n",
      "Epoch 12/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2372 - mse: 0.2372\n",
      "Epoch 13/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2347 - mse: 0.2347\n",
      "Epoch 14/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2319 - mse: 0.2319\n",
      "Epoch 15/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2288 - mse: 0.2288\n",
      "Epoch 16/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2269 - mse: 0.2269\n",
      "Epoch 17/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2243 - mse: 0.2243\n",
      "Epoch 18/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2218 - mse: 0.2218\n",
      "Epoch 19/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2191 - mse: 0.2191\n",
      "Epoch 20/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2159 - mse: 0.2159\n",
      "Epoch 21/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2127 - mse: 0.2127\n",
      "Epoch 22/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2088 - mse: 0.2088\n",
      "Epoch 23/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.2049 - mse: 0.2049\n",
      "Epoch 24/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.2009 - mse: 0.2009\n",
      "Epoch 25/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.1967 - mse: 0.1967\n",
      "Epoch 26/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.1934 - mse: 0.1934\n",
      "Epoch 27/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.1885 - mse: 0.1885\n",
      "Epoch 28/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.1864 - mse: 0.1864\n",
      "Epoch 29/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.1817 - mse: 0.1817\n",
      "Epoch 30/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.1795 - mse: 0.1795\n",
      "\n",
      "\n",
      "Training history across epochs for training data \n"
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      "Epoch 1/30\n",
      "950/950 [==============================] - 3s 2ms/step - loss: 0.1485 - mse: 0.1485\n",
      "Epoch 2/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0676 - mse: 0.0676\n",
      "Epoch 3/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0375 - mse: 0.0375\n",
      "Epoch 4/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0323 - mse: 0.0323\n",
      "Epoch 5/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0302 - mse: 0.0302\n",
      "Epoch 6/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0293 - mse: 0.0293\n",
      "Epoch 7/30\n",
      "950/950 [==============================] - 3s 4ms/step - loss: 0.0288 - mse: 0.0288\n",
      "Epoch 8/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0283 - mse: 0.0283\n",
      "Epoch 9/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0276 - mse: 0.0276\n",
      "Epoch 10/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0274 - mse: 0.0274\n",
      "Epoch 11/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0272 - mse: 0.0272\n",
      "Epoch 12/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0268 - mse: 0.0268\n",
      "Epoch 13/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 14/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0272 - mse: 0.0272\n",
      "Epoch 15/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0264 - mse: 0.0264\n",
      "Epoch 16/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0265 - mse: 0.0265\n",
      "Epoch 17/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0261 - mse: 0.0261\n",
      "Epoch 18/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0263 - mse: 0.0263\n",
      "Epoch 19/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0264 - mse: 0.0264\n",
      "Epoch 20/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0259 - mse: 0.0259\n",
      "Epoch 21/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0257 - mse: 0.0257\n",
      "Epoch 22/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0254 - mse: 0.0254\n",
      "Epoch 23/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0258 - mse: 0.0258\n",
      "Epoch 24/30\n",
      "950/950 [==============================] - 2s 2ms/step - loss: 0.0257 - mse: 0.0257\n",
      "Epoch 25/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0257 - mse: 0.0257\n",
      "Epoch 26/30\n",
      "950/950 [==============================] - 2s 3ms/step - loss: 0.0250 - mse: 0.0250\n",
      "Epoch 27/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0253 - mse: 0.0253\n",
      "Epoch 28/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0253 - mse: 0.0253\n",
      "Epoch 29/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0249 - mse: 0.0249\n",
      "Epoch 30/30\n",
      "950/950 [==============================] - 3s 3ms/step - loss: 0.0249 - mse: 0.0249\n",
      "\n",
      "\n",
      "Training history across epochs for training data \n"
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      "80/80 [==============================] - 0s 1ms/step\n",
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     "text": [
      "F1_Score of cluster 0 is 0.9018302828618968\n",
      "Geometric mean of cluster 0 is 0.90348281075612\n",
      "Correctly predicted data points in cluster 0 is 85.0418410041841%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.9478324761204996\n",
      "Geometric mean of cluster 1 is 0.948498643492876\n",
      "Correctly predicted data points in cluster 1 is 98.47328244274809%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.9065679925994449\n",
      "Geometric mean of cluster 2 is 0.906990710415264\n",
      "Correctly predicted data points in cluster 2 is 93.51145038167938%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.966952264381885\n",
      "Geometric mean of cluster 3 is 0.9674052830109247\n",
      "Correctly predicted data points in cluster 3 is 99.74747474747475%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.9307957539909315\n",
      "average Geometric mean of clusters is 0.9315943619187962\n",
      "Correctly predicted data points in clusters is 94.19351214402158%\n",
      "Average percentage of patients belongs to the same cluster is: 86.45437228185268%\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "\n",
    "FDC_emb_five_data=entire_data_FDC_emb_five.loc[list(data.index)] #5D FDC embeddings of training fold from entire data\n",
    "FDC_emb_two_data=entire_data_FDC_emb_two.loc[list(data.index)] #2D embeddings of training fold from entire data\n",
    "FDC_emb_five_data.columns=colnames\n",
    "\n",
    "#Thirty dimensional data of training fold as features_matrix(X_train) \n",
    "features_matrix=np.array(data.drop(cluster_column_names, axis=1,inplace=False)) #X_train\n",
    "\n",
    "#Five dimensional FDC embeddings of training fold as target_matrix(y_train)\n",
    "target_matrix=np.array(FDC_emb_five_data) #y_train\n",
    "\n",
    "#Train a neural network to get five dimensional embeddings\n",
    "model_1=neural_network(len(features_matrix[0]),int(0.6*len(features_matrix[0])),int(0.36*len(features_matrix[0])),len(target_matrix[0]),\"relu\",\"sigmoid\",\"mse\")\n",
    "history=model_1.fit(features_matrix,target_matrix,epochs=30,batch_size=8)\n",
    "print('\\n')\n",
    "print('Training history across epochs for training data ')\n",
    "plt.plot(history.history['mse'],'r')\n",
    "plt.ylabel('mse')\n",
    "plt.xlabel('epoch')\n",
    "plt.show()\n",
    "\n",
    "#Using same thirty dimensional features_matrix(X_train) from first neural network and encoded cluster labels of training fold as target_labels_matrix(y_train) \n",
    "target_labels_matrix=np.array(data.loc[:,cluster_column_names]) #y\n",
    "\n",
    "\n",
    "#Train a neural network to get encoded cluster labels\n",
    "model_2=neural_network(len(features_matrix[0]),int(0.6*len(features_matrix[0])),int(0.36*len(features_matrix[0])),len(target_labels_matrix[0]),\"relu\",\"softmax\",\"mse\")\n",
    "history=model_2.fit(features_matrix,target_labels_matrix,epochs=30,batch_size=8)\n",
    "print('\\n')\n",
    "print('Training history across epochs for training data ')\n",
    "plt.plot(history.history['mse'],'r')\n",
    "plt.ylabel('mse')\n",
    "plt.xlabel('epoch')\n",
    "plt.show()\n",
    "\n",
    "#Decoding cluster labels of training fold\n",
    "#decoded_target_labels_matrix=label_decoder(target_labels_matrix)\n",
    "\n",
    "#Actual encoded cluster labels of validation data for metric calculation  \n",
    "ref_clusters=data_val.loc[:,cluster_column_names] \n",
    "#Decoding encoded cluster labels of validation data\n",
    "decoded_ref_clusters=label_decoder(ref_clusters)\n",
    "\n",
    "\n",
    "#predicting validation data to get five dim embeddings using trained model_1\n",
    "validation_data=data_val.drop(cluster_column_names, axis=1,inplace=False)\n",
    "predicted_5dim=pd.DataFrame(model_1.predict(validation_data), columns=colnames)\n",
    "\n",
    "#UMAP on predicted 5D embeddings\n",
    "predicted_2dim=feature_clustering(30,0.01, \"euclidean\", predicted_5dim, 0)\n",
    "\n",
    "validation_labels=data_others.loc[list(data_val.index)]\n",
    "decoded_target_labels_matrix=label_decoder(validation_labels.loc[:,cluster_column_names])\n",
    "\n",
    "#predicting validation data to get encoded cluster labels using trained model_2\n",
    "predicted_clusters=pd.DataFrame(model_2.predict(validation_data))\n",
    "\n",
    "#Decoding predicted encoded cluster labels\n",
    "decoded_predicted_clusters=label_decoder(predicted_clusters)\n",
    "\n",
    "validation_data_5dim=entire_data_FDC_emb_five.loc[list(data_val.index)]\n",
    "validation_data_5dim.columns=colnames\n",
    "#concatinating training and predicted 5D embeddings\n",
    "concatenated_5dim=pd.concat([validation_data_5dim,predicted_5dim])\n",
    "\n",
    "#UMAP on concatinated embeddings\n",
    "two_dim_viz=feature_clustering(30, 0.01, 'euclidean', concatenated_5dim, 0)\n",
    "\n",
    "#Concatinating decoded cluster labels of training data and predicted validation data\n",
    "concatenated_cluster_labels=np.concatenate([np.array(decoded_target_labels_matrix),np.array(decoded_predicted_clusters)+len(np.unique(decoded_target_labels_matrix))])\n",
    "\n",
    "two_dim_viz['Cluster']= concatenated_cluster_labels\n",
    "\n",
    "\n",
    "\n",
    "#Setting dark colors for training data    \n",
    "darkerhues=['lightcoral','cornflowerblue','orange','mediumorchid', 'lightseagreen','olive', 'chocolate','steelblue']\n",
    "colors_set2=[]\n",
    "for i in range(len(np.unique(decoded_target_labels_matrix))):\n",
    "    colors_set2.append(darkerhues[i])\n",
    "\n",
    "#Concatinating dark colors for training data and corresponding light colors for validation data\n",
    "colors_set2=colors_set2+[\"lightpink\", 'skyblue', 'wheat', \"plum\",\"paleturquoise\",  \"lightgreen\",  'burlywood','lightsteelblue']\n",
    "\n",
    "print('Vizualization for FDC for training data (shown in dark hue) '+ 'and predicted clusters from neural network on validation data (shown in corresponding light hues) ')\n",
    "\n",
    "#visualizing the clusters of both training and validation data\n",
    "sns.lmplot( x=\"UMAP_0\", y=\"UMAP_1\", data=two_dim_viz, fit_reg=False, legend=False, hue='Cluster', scatter_kws={\"s\": 3},palette=sns.set_palette(sns.color_palette(colors_set2))) \n",
    "plt.show()\n",
    "\n",
    "#Metric calculation\n",
    "\n",
    "CIM_predicted=cluster_incidence_matrix_mod(np.array(decoded_predicted_clusters))#Cluster incidence metric for predicted clusters\n",
    "CIM_reference=cluster_incidence_matrix_mod(np.array(decoded_ref_clusters))#Cluster incidence metric for reference clusters\n",
    "Product=np.dot(CIM_predicted,CIM_reference)\n",
    "cluster_incidences_in_data=np.sum(CIM_reference,axis=1)  \n",
    "mean_points_in_same_clusters=np.mean(np.diagonal(Product)/cluster_incidences_in_data)\n",
    "fold_readings.append(mean_points_in_same_clusters*100)\n",
    "cluster_wise_F1score(list(decoded_ref_clusters),list(decoded_predicted_clusters))\n",
    "print(\"Average percentage of patients belongs to the same cluster is: {}%\".format(mean_points_in_same_clusters*100))\n",
    "print('\\n')\n",
    "\n",
    "\n",
    "\n",
    "print('\\n')\n",
    "print('\\n')\n"
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