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 "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": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-09-21 12:53:38.744228: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2022-09-21 12:53:38.744247: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
     ]
    }
   ],
   "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"
   ]
  },
  {
   "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": [
    "from fdc.fdc import feature_clustering"
   ]
  },
  {
   "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": 10,
   "id": "2b687174",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fdc.fdc import modified_can"
   ]
  },
  {
   "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": [
    "from fdc.fdc import FDC, Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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",
    "\n",
    "fdc = FDC(clustering_cont=Clustering('euclidean')\n",
    "          , clustering_ord=Clustering(modified_can)\n",
    "          , clustering_nom=Clustering('hamming')\n",
    "          , drop_nominal=True\n",
    "          , visual=True\n",
    "          , use_pandas_output=True\n",
    "          )\n",
    "\n",
    "entire_data_FDC_emb_five, entire_data_FDC_emb_two = fdc.normalize(\n",
    "    data_others\n",
    "    , cont_list\n",
    "    , nom_list\n",
    "    , ord_list\n",
    "    , True\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f99b83aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "#entire_data_FDC_emb_five = pd.DataFrame(data=entire_data_FDC_emb_five\n",
    "#                                        , columns=['A_UMAP_0', 'A_UMAP_1', 'B_UMAP_0', 'B_UMAP_1', 'C_UMAP_0'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14cd3472",
   "metadata": {},
   "source": [
    "## Agglomerative clustering for umap embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ae256ed3",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "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": 15,
   "id": "615fc2c5",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "  <clipPath id=\"p7cb9de7216\">\n",
       "   <rect height=\"306.49375\" width=\"302.774453\" x=\"42.620313\" y=\"7.2\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 403.5x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "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": 16,
   "id": "c0f54495",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2537, 3800, 2141, 1647])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "entire_data_cluster_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": 18,
   "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": 19,
   "id": "ff573756",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cluster_labels_0',\n",
       " 'cluster_labels_1',\n",
       " 'cluster_labels_2',\n",
       " 'cluster_labels_3']"
      ]
     },
     "execution_count": 19,
     "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": 20,
   "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": 21,
   "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": 22,
   "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": 23,
   "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": 24,
   "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": 25,
   "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": 26,
   "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": 27,
   "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": 28,
   "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": 29,
   "id": "62eb9ec9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-09-21 12:55:08.060734: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory\n",
      "2022-09-21 12:55:08.060754: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n",
      "2022-09-21 12:55:08.060773: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (sbi-klabautermann): /proc/driver/nvidia/version does not exist\n",
      "2022-09-21 12:55:08.060957: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "638/638 [==============================] - 1s 929us/step - loss: 0.6269 - mse: 0.6269\n",
      "Epoch 2/30\n",
      "638/638 [==============================] - 1s 966us/step - loss: 0.3596 - mse: 0.3596\n",
      "Epoch 3/30\n",
      "638/638 [==============================] - 1s 898us/step - loss: 0.3166 - mse: 0.3166\n",
      "Epoch 4/30\n",
      "638/638 [==============================] - 1s 910us/step - loss: 0.2938 - mse: 0.2938\n",
      "Epoch 5/30\n",
      "638/638 [==============================] - 1s 927us/step - loss: 0.2773 - mse: 0.2773\n",
      "Epoch 6/30\n",
      "638/638 [==============================] - 1s 908us/step - loss: 0.2652 - mse: 0.2652\n",
      "Epoch 7/30\n",
      "638/638 [==============================] - 1s 928us/step - loss: 0.2567 - mse: 0.2567\n",
      "Epoch 8/30\n",
      "638/638 [==============================] - 1s 910us/step - loss: 0.2517 - mse: 0.2517\n",
      "Epoch 9/30\n",
      "638/638 [==============================] - 1s 918us/step - loss: 0.2471 - mse: 0.2471\n",
      "Epoch 10/30\n",
      "638/638 [==============================] - 1s 936us/step - loss: 0.2429 - mse: 0.2429\n",
      "Epoch 11/30\n",
      "638/638 [==============================] - 1s 897us/step - loss: 0.2390 - mse: 0.2390\n",
      "Epoch 12/30\n",
      "638/638 [==============================] - 1s 922us/step - loss: 0.2359 - mse: 0.2359\n",
      "Epoch 13/30\n",
      "638/638 [==============================] - 1s 940us/step - loss: 0.2336 - mse: 0.2336\n",
      "Epoch 14/30\n",
      "638/638 [==============================] - 1s 929us/step - loss: 0.2296 - mse: 0.2296\n",
      "Epoch 15/30\n",
      "638/638 [==============================] - 1s 918us/step - loss: 0.2268 - mse: 0.2268\n",
      "Epoch 16/30\n",
      "638/638 [==============================] - 1s 949us/step - loss: 0.2237 - mse: 0.2237\n",
      "Epoch 17/30\n",
      "638/638 [==============================] - 1s 998us/step - loss: 0.2211 - mse: 0.2211\n",
      "Epoch 18/30\n",
      "638/638 [==============================] - 1s 974us/step - loss: 0.2187 - mse: 0.2187\n",
      "Epoch 19/30\n",
      "638/638 [==============================] - 1s 919us/step - loss: 0.2163 - mse: 0.2163\n",
      "Epoch 20/30\n",
      "638/638 [==============================] - 1s 910us/step - loss: 0.2144 - mse: 0.2144\n",
      "Epoch 21/30\n",
      "638/638 [==============================] - 1s 912us/step - loss: 0.2122 - mse: 0.2122\n",
      "Epoch 22/30\n",
      "638/638 [==============================] - 1s 912us/step - loss: 0.2098 - mse: 0.2098\n",
      "Epoch 23/30\n",
      "638/638 [==============================] - 1s 896us/step - loss: 0.2082 - mse: 0.2082\n",
      "Epoch 24/30\n",
      "638/638 [==============================] - 1s 917us/step - loss: 0.2076 - mse: 0.2076\n",
      "Epoch 25/30\n",
      "638/638 [==============================] - 1s 875us/step - loss: 0.2036 - mse: 0.2036\n",
      "Epoch 26/30\n",
      "638/638 [==============================] - 1s 977us/step - loss: 0.2014 - mse: 0.2014\n",
      "Epoch 27/30\n",
      "638/638 [==============================] - 1s 972us/step - loss: 0.1989 - mse: 0.1989\n",
      "Epoch 28/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.1965 - mse: 0.1965\n",
      "Epoch 29/30\n",
      "638/638 [==============================] - 1s 985us/step - loss: 0.1946 - mse: 0.1946\n",
      "Epoch 30/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.1912 - mse: 0.1912\n",
      "\n",
      "\n",
      "Training history across epochs for fold  1\n"
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      "Epoch 1/30\n",
      "638/638 [==============================] - 1s 990us/step - loss: 0.1619 - mse: 0.1619\n",
      "Epoch 2/30\n",
      "638/638 [==============================] - 1s 964us/step - loss: 0.1131 - mse: 0.1131\n",
      "Epoch 3/30\n",
      "638/638 [==============================] - 1s 952us/step - loss: 0.0976 - mse: 0.0976\n",
      "Epoch 4/30\n",
      "638/638 [==============================] - 1s 986us/step - loss: 0.0756 - mse: 0.0756\n",
      "Epoch 5/30\n",
      "638/638 [==============================] - 1s 988us/step - loss: 0.0556 - mse: 0.0556\n",
      "Epoch 6/30\n",
      "638/638 [==============================] - 1s 994us/step - loss: 0.0481 - mse: 0.0481\n",
      "Epoch 7/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0452 - mse: 0.0452\n",
      "Epoch 8/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0443 - mse: 0.0443\n",
      "Epoch 9/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0435 - mse: 0.0435\n",
      "Epoch 10/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0427 - mse: 0.0427\n",
      "Epoch 11/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0429 - mse: 0.0429\n",
      "Epoch 12/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0422 - mse: 0.0422\n",
      "Epoch 13/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0418 - mse: 0.0418\n",
      "Epoch 14/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0419 - mse: 0.0419\n",
      "Epoch 15/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0412 - mse: 0.0412\n",
      "Epoch 16/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.0410 - mse: 0.0410\n",
      "Epoch 17/30\n",
      "638/638 [==============================] - 1s 972us/step - loss: 0.0409 - mse: 0.0409\n",
      "Epoch 18/30\n",
      "638/638 [==============================] - 1s 963us/step - loss: 0.0411 - mse: 0.0411\n",
      "Epoch 19/30\n",
      "638/638 [==============================] - 1s 995us/step - loss: 0.0404 - mse: 0.0404\n",
      "Epoch 20/30\n",
      "638/638 [==============================] - 1s 947us/step - loss: 0.0410 - mse: 0.0410\n",
      "Epoch 21/30\n",
      "638/638 [==============================] - 1s 947us/step - loss: 0.0402 - mse: 0.0402\n",
      "Epoch 22/30\n",
      "638/638 [==============================] - 1s 977us/step - loss: 0.0402 - mse: 0.0402\n",
      "Epoch 23/30\n",
      "638/638 [==============================] - 1s 963us/step - loss: 0.0398 - mse: 0.0398\n",
      "Epoch 24/30\n",
      "638/638 [==============================] - 1s 936us/step - loss: 0.0400 - mse: 0.0400\n",
      "Epoch 25/30\n",
      "638/638 [==============================] - 1s 941us/step - loss: 0.0397 - mse: 0.0397\n",
      "Epoch 26/30\n",
      "638/638 [==============================] - 1s 944us/step - loss: 0.0393 - mse: 0.0393\n",
      "Epoch 27/30\n",
      "638/638 [==============================] - 1s 947us/step - loss: 0.0396 - mse: 0.0396\n",
      "Epoch 28/30\n",
      "638/638 [==============================] - 1s 968us/step - loss: 0.0394 - mse: 0.0394\n",
      "Epoch 29/30\n",
      "638/638 [==============================] - 1s 948us/step - loss: 0.0396 - mse: 0.0396\n",
      "Epoch 30/30\n",
      "638/638 [==============================] - 1s 938us/step - loss: 0.0396 - mse: 0.0396\n",
      "\n",
      "\n",
      "Training history across epochs for fold  1\n"
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      "F1_Score of cluster 0 is 0.8445171849427168\n",
      "Geometric mean of cluster 0 is 0.8447084035990658\n",
      "Correctly predicted data points in cluster 0 is 86.2876254180602%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.8824188129899215\n",
      "Geometric mean of cluster 1 is 0.8829859138482153\n",
      "Correctly predicted data points in cluster 1 is 85.18918918918918%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.9156626506024097\n",
      "Geometric mean of cluster 2 is 0.9156724818722835\n",
      "Correctly predicted data points in cluster 2 is 91.9925512104283%\n",
      "\n",
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      "F1_Score of cluster 3 is 0.9632925472747498\n",
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      "Correctly predicted data points in cluster 3 is 100.0%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.9014727989524496\n",
      "average Geometric mean of clusters is 0.9018272478089431\n",
      "Correctly predicted data points in clusters is 90.86734145441942%\n",
      "Average percentage of patients belongs to the same cluster is: 81.05010354962434%\n",
      "\n",
      "\n",
      "Epoch 1/30\n",
      "636/636 [==============================] - 1s 948us/step - loss: 0.6345 - mse: 0.6345\n",
      "Epoch 2/30\n",
      "636/636 [==============================] - 1s 1ms/step - loss: 0.3572 - mse: 0.3572\n",
      "Epoch 3/30\n",
      "636/636 [==============================] - 1s 995us/step - loss: 0.3178 - mse: 0.3178\n",
      "Epoch 4/30\n",
      "636/636 [==============================] - 1s 952us/step - loss: 0.2958 - mse: 0.2958\n",
      "Epoch 5/30\n",
      "636/636 [==============================] - 1s 1ms/step - loss: 0.2798 - mse: 0.2798\n",
      "Epoch 6/30\n",
      "636/636 [==============================] - 1s 1ms/step - loss: 0.2691 - mse: 0.2691\n",
      "Epoch 7/30\n",
      "636/636 [==============================] - 1s 832us/step - loss: 0.2609 - mse: 0.2609\n",
      "Epoch 8/30\n",
      "636/636 [==============================] - 1s 876us/step - loss: 0.2550 - mse: 0.2550\n",
      "Epoch 9/30\n",
      "636/636 [==============================] - 1s 905us/step - loss: 0.2501 - mse: 0.2501\n",
      "Epoch 10/30\n",
      "636/636 [==============================] - 1s 829us/step - loss: 0.2462 - mse: 0.2462\n",
      "Epoch 11/30\n",
      "636/636 [==============================] - 1s 836us/step - loss: 0.2410 - mse: 0.2410\n",
      "Epoch 12/30\n",
      "636/636 [==============================] - 1s 838us/step - loss: 0.2383 - mse: 0.2383\n",
      "Epoch 13/30\n",
      "636/636 [==============================] - 1s 846us/step - loss: 0.2353 - mse: 0.2353\n",
      "Epoch 14/30\n",
      "636/636 [==============================] - 1s 841us/step - loss: 0.2322 - mse: 0.2322\n",
      "Epoch 15/30\n",
      "636/636 [==============================] - 1s 866us/step - loss: 0.2298 - mse: 0.2298\n",
      "Epoch 16/30\n",
      "636/636 [==============================] - 1s 852us/step - loss: 0.2279 - mse: 0.2279\n",
      "Epoch 17/30\n",
      "636/636 [==============================] - 1s 842us/step - loss: 0.2261 - mse: 0.2261\n",
      "Epoch 18/30\n",
      "636/636 [==============================] - 1s 841us/step - loss: 0.2247 - mse: 0.2247\n",
      "Epoch 19/30\n",
      "636/636 [==============================] - 1s 878us/step - loss: 0.2228 - mse: 0.2228\n",
      "Epoch 20/30\n",
      "636/636 [==============================] - 1s 893us/step - loss: 0.2220 - mse: 0.2220\n",
      "Epoch 21/30\n",
      "636/636 [==============================] - 1s 882us/step - loss: 0.2203 - mse: 0.2203\n",
      "Epoch 22/30\n",
      "636/636 [==============================] - 1s 838us/step - loss: 0.2196 - mse: 0.2196\n",
      "Epoch 23/30\n",
      "636/636 [==============================] - 1s 843us/step - loss: 0.2185 - mse: 0.2185\n",
      "Epoch 24/30\n",
      "636/636 [==============================] - 1s 919us/step - loss: 0.2168 - mse: 0.2168\n",
      "Epoch 25/30\n",
      "636/636 [==============================] - 1s 843us/step - loss: 0.2160 - mse: 0.2160\n",
      "Epoch 26/30\n",
      "636/636 [==============================] - 1s 934us/step - loss: 0.2162 - mse: 0.2162\n",
      "Epoch 27/30\n",
      "636/636 [==============================] - 1s 1ms/step - loss: 0.2140 - mse: 0.2140\n",
      "Epoch 28/30\n",
      "636/636 [==============================] - 1s 998us/step - loss: 0.2139 - mse: 0.2139\n",
      "Epoch 29/30\n",
      "636/636 [==============================] - 1s 957us/step - loss: 0.2121 - mse: 0.2121\n",
      "Epoch 30/30\n",
      "636/636 [==============================] - 1s 998us/step - loss: 0.2116 - mse: 0.2116\n",
      "\n",
      "\n",
      "Training history across epochs for fold  2\n"
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      "Epoch 1/30\n",
      "636/636 [==============================] - 1s 998us/step - loss: 0.1590 - mse: 0.1590\n",
      "Epoch 2/30\n",
      "636/636 [==============================] - 1s 989us/step - loss: 0.1011 - mse: 0.1011\n",
      "Epoch 3/30\n",
      "636/636 [==============================] - 1s 904us/step - loss: 0.0624 - mse: 0.0624\n",
      "Epoch 4/30\n",
      "636/636 [==============================] - 1s 896us/step - loss: 0.0469 - mse: 0.0469\n",
      "Epoch 5/30\n",
      "636/636 [==============================] - 1s 899us/step - loss: 0.0445 - mse: 0.0445\n",
      "Epoch 6/30\n",
      "636/636 [==============================] - 1s 894us/step - loss: 0.0435 - mse: 0.0435\n",
      "Epoch 7/30\n",
      "636/636 [==============================] - 1s 924us/step - loss: 0.0429 - mse: 0.0429\n",
      "Epoch 8/30\n",
      "636/636 [==============================] - 1s 911us/step - loss: 0.0420 - mse: 0.0420\n",
      "Epoch 9/30\n",
      "636/636 [==============================] - 1s 883us/step - loss: 0.0419 - mse: 0.0419\n",
      "Epoch 10/30\n",
      "636/636 [==============================] - 1s 900us/step - loss: 0.0417 - mse: 0.0417\n",
      "Epoch 11/30\n",
      "636/636 [==============================] - 1s 879us/step - loss: 0.0411 - mse: 0.0411\n",
      "Epoch 12/30\n",
      "636/636 [==============================] - 1s 910us/step - loss: 0.0411 - mse: 0.0411\n",
      "Epoch 13/30\n",
      "636/636 [==============================] - 1s 902us/step - loss: 0.0408 - mse: 0.0408\n",
      "Epoch 14/30\n",
      "636/636 [==============================] - 1s 906us/step - loss: 0.0409 - mse: 0.0409\n",
      "Epoch 15/30\n",
      "636/636 [==============================] - 1s 933us/step - loss: 0.0406 - mse: 0.0406\n",
      "Epoch 16/30\n",
      "636/636 [==============================] - 1s 991us/step - loss: 0.0406 - mse: 0.0406\n",
      "Epoch 17/30\n",
      "636/636 [==============================] - 1s 884us/step - loss: 0.0407 - mse: 0.0407\n",
      "Epoch 18/30\n",
      "636/636 [==============================] - 1s 906us/step - loss: 0.0403 - mse: 0.0403\n",
      "Epoch 19/30\n",
      "636/636 [==============================] - 1s 935us/step - loss: 0.0402 - mse: 0.0402\n",
      "Epoch 20/30\n",
      "636/636 [==============================] - 1s 914us/step - loss: 0.0405 - mse: 0.0405\n",
      "Epoch 21/30\n",
      "636/636 [==============================] - 1s 898us/step - loss: 0.0396 - mse: 0.0396\n",
      "Epoch 22/30\n",
      "636/636 [==============================] - 1s 954us/step - loss: 0.0398 - mse: 0.0398\n",
      "Epoch 23/30\n",
      "636/636 [==============================] - 1s 971us/step - loss: 0.0399 - mse: 0.0399\n",
      "Epoch 24/30\n",
      "636/636 [==============================] - 1s 891us/step - loss: 0.0396 - mse: 0.0396\n",
      "Epoch 25/30\n",
      "636/636 [==============================] - 1s 888us/step - loss: 0.0397 - mse: 0.0397\n",
      "Epoch 26/30\n",
      "636/636 [==============================] - 1s 910us/step - loss: 0.0394 - mse: 0.0394\n",
      "Epoch 27/30\n",
      "636/636 [==============================] - 1s 902us/step - loss: 0.0394 - mse: 0.0394\n",
      "Epoch 28/30\n",
      "636/636 [==============================] - 1s 900us/step - loss: 0.0391 - mse: 0.0391\n",
      "Epoch 29/30\n",
      "636/636 [==============================] - 1s 910us/step - loss: 0.0391 - mse: 0.0391\n",
      "Epoch 30/30\n",
      "636/636 [==============================] - 1s 977us/step - loss: 0.0387 - mse: 0.0387\n",
      "\n",
      "\n",
      "Training history across epochs for fold  2\n"
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      "Geometric mean of cluster 0 is 0.8527401721540089\n",
      "Correctly predicted data points in cluster 0 is 79.35285053929123%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.8892455858747994\n",
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      "Correctly predicted data points in cluster 1 is 89.74082073434126%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.9109848484848484\n",
      "Geometric mean of cluster 2 is 0.9115146791307175\n",
      "Correctly predicted data points in cluster 2 is 94.31372549019608%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.9611872146118722\n",
      "Geometric mean of cluster 3 is 0.9619120153500139\n",
      "Correctly predicted data points in cluster 3 is 100.0%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.902988598865506\n",
      "average Geometric mean of clusters is 0.9038623099523281\n",
      "Correctly predicted data points in clusters is 90.85184919095714%\n",
      "Average percentage of patients belongs to the same cluster is: 81.71715973023888%\n",
      "\n",
      "\n",
      "Epoch 1/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.6369 - mse: 0.6369\n",
      "Epoch 2/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.3570 - mse: 0.3570\n",
      "Epoch 3/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.3132 - mse: 0.3132\n",
      "Epoch 4/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2889 - mse: 0.2889\n",
      "Epoch 5/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2736 - mse: 0.2736\n",
      "Epoch 6/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2643 - mse: 0.2643\n",
      "Epoch 7/30\n",
      "625/625 [==============================] - 1s 984us/step - loss: 0.2567 - mse: 0.2567\n",
      "Epoch 8/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2508 - mse: 0.2508\n",
      "Epoch 9/30\n",
      "625/625 [==============================] - 1s 983us/step - loss: 0.2465 - mse: 0.2465\n",
      "Epoch 10/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2426 - mse: 0.2426\n",
      "Epoch 11/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2393 - mse: 0.2393\n",
      "Epoch 12/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2366 - mse: 0.2366\n",
      "Epoch 13/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2339 - mse: 0.2339\n",
      "Epoch 14/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2313 - mse: 0.2313\n",
      "Epoch 15/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2288 - mse: 0.2288\n",
      "Epoch 16/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2255 - mse: 0.2255\n",
      "Epoch 17/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2234 - mse: 0.2234\n",
      "Epoch 18/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2215 - mse: 0.2215\n",
      "Epoch 19/30\n",
      "625/625 [==============================] - 1s 995us/step - loss: 0.2204 - mse: 0.2204\n",
      "Epoch 20/30\n",
      "625/625 [==============================] - 1s 988us/step - loss: 0.2175 - mse: 0.2175\n",
      "Epoch 21/30\n",
      "625/625 [==============================] - 1s 979us/step - loss: 0.2169 - mse: 0.2169\n",
      "Epoch 22/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2152 - mse: 0.2152\n",
      "Epoch 23/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2132 - mse: 0.2132\n",
      "Epoch 24/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2123 - mse: 0.2123\n",
      "Epoch 25/30\n",
      "625/625 [==============================] - 1s 965us/step - loss: 0.2111 - mse: 0.2111\n",
      "Epoch 26/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2102 - mse: 0.2102\n",
      "Epoch 27/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2087 - mse: 0.2087\n",
      "Epoch 28/30\n",
      "625/625 [==============================] - 1s 967us/step - loss: 0.2073 - mse: 0.2073\n",
      "Epoch 29/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2051 - mse: 0.2051\n",
      "Epoch 30/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.2058 - mse: 0.2058\n",
      "\n",
      "\n",
      "Training history across epochs for fold  3\n"
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      "Epoch 1/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.1644 - mse: 0.1644\n",
      "Epoch 2/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.1145 - mse: 0.1145\n",
      "Epoch 3/30\n",
      "625/625 [==============================] - 1s 973us/step - loss: 0.0830 - mse: 0.0830\n",
      "Epoch 4/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0568 - mse: 0.0568\n",
      "Epoch 5/30\n",
      "625/625 [==============================] - 1s 960us/step - loss: 0.0479 - mse: 0.0479\n",
      "Epoch 6/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0454 - mse: 0.0454\n",
      "Epoch 7/30\n",
      "625/625 [==============================] - 1s 981us/step - loss: 0.0438 - mse: 0.0438\n",
      "Epoch 8/30\n",
      "625/625 [==============================] - 1s 991us/step - loss: 0.0430 - mse: 0.0430\n",
      "Epoch 9/30\n",
      "625/625 [==============================] - 1s 1000us/step - loss: 0.0423 - mse: 0.0423\n",
      "Epoch 10/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0419 - mse: 0.0419\n",
      "Epoch 11/30\n",
      "625/625 [==============================] - 1s 992us/step - loss: 0.0412 - mse: 0.0412\n",
      "Epoch 12/30\n",
      "625/625 [==============================] - 1s 986us/step - loss: 0.0407 - mse: 0.0407\n",
      "Epoch 13/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0407 - mse: 0.0407\n",
      "Epoch 14/30\n",
      "625/625 [==============================] - 1s 992us/step - loss: 0.0402 - mse: 0.0402\n",
      "Epoch 15/30\n",
      "625/625 [==============================] - 1s 967us/step - loss: 0.0403 - mse: 0.0403\n",
      "Epoch 16/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0405 - mse: 0.0405\n",
      "Epoch 17/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0400 - mse: 0.0400\n",
      "Epoch 18/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0399 - mse: 0.0399\n",
      "Epoch 19/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0395 - mse: 0.0395\n",
      "Epoch 20/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0395 - mse: 0.0395\n",
      "Epoch 21/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0396 - mse: 0.0396\n",
      "Epoch 22/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0398 - mse: 0.0398\n",
      "Epoch 23/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0390 - mse: 0.0390\n",
      "Epoch 24/30\n",
      "625/625 [==============================] - 1s 966us/step - loss: 0.0391 - mse: 0.0391\n",
      "Epoch 25/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0393 - mse: 0.0393\n",
      "Epoch 26/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0389 - mse: 0.0389\n",
      "Epoch 27/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0389 - mse: 0.0389\n",
      "Epoch 28/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0391 - mse: 0.0391\n",
      "Epoch 29/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0387 - mse: 0.0387\n",
      "Epoch 30/30\n",
      "625/625 [==============================] - 1s 1ms/step - loss: 0.0390 - mse: 0.0390\n",
      "\n",
      "\n",
      "Training history across epochs for fold  3\n"
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     "text": [
      "F1_Score of cluster 0 is 0.8389105058365758\n",
      "Geometric mean of cluster 0 is 0.8394253835410905\n",
      "Correctly predicted data points in cluster 0 is 81.05263157894737%\n",
      "\n",
      "\n",
      "F1_Score of cluster 1 is 0.8755364806866952\n",
      "Geometric mean of cluster 1 is 0.87569981557208\n",
      "Correctly predicted data points in cluster 1 is 85.89473684210527%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 0.9119865884325231\n",
      "Geometric mean of cluster 2 is 0.91288789544529\n",
      "Correctly predicted data points in cluster 2 is 95.43859649122807%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.964622641509434\n",
      "Geometric mean of cluster 3 is 0.9651489096838398\n",
      "Correctly predicted data points in cluster 3 is 99.7560975609756%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.897764054116307\n",
      "average Geometric mean of clusters is 0.8982905010605751\n",
      "Correctly predicted data points in clusters is 90.53551561831408%\n",
      "Average percentage of patients belongs to the same cluster is: 80.37211200848591%\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "count=0\n",
    "fold_readings=[]\n",
    "for count in range(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",
    "\n",
    "\n",
    "print('\\n')\n",
    "print('\\n')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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: 81.04645842944971\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": null,
   "id": "85e93f5d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.5462 - mse: 0.5462\n",
      "Epoch 2/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.3252 - mse: 0.3252\n",
      "Epoch 3/30\n",
      "950/950 [==============================] - 1s 996us/step - loss: 0.2896 - mse: 0.2896\n",
      "Epoch 4/30\n",
      "950/950 [==============================] - 1s 988us/step - loss: 0.2693 - mse: 0.2693\n",
      "Epoch 5/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2568 - mse: 0.2568\n",
      "Epoch 6/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2499 - mse: 0.2499\n",
      "Epoch 7/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2440 - mse: 0.2440\n",
      "Epoch 8/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2401 - mse: 0.2401\n",
      "Epoch 9/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2361 - mse: 0.2361\n",
      "Epoch 10/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2322 - mse: 0.2322\n",
      "Epoch 11/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2283 - mse: 0.2283\n",
      "Epoch 12/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2249 - mse: 0.2249\n",
      "Epoch 13/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2219 - mse: 0.2219\n",
      "Epoch 14/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2191 - mse: 0.2191\n",
      "Epoch 15/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2182 - mse: 0.2182\n",
      "Epoch 16/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2163 - mse: 0.2163\n",
      "Epoch 17/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2140 - mse: 0.2140\n",
      "Epoch 18/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2120 - mse: 0.2120\n",
      "Epoch 19/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2106 - mse: 0.2106\n",
      "Epoch 20/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2098 - mse: 0.2098\n",
      "Epoch 21/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2080 - mse: 0.2080\n",
      "Epoch 22/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2080 - mse: 0.2080\n",
      "Epoch 23/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2066 - mse: 0.2066\n",
      "Epoch 24/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2051 - mse: 0.2051\n",
      "Epoch 25/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2050 - mse: 0.2050\n",
      "Epoch 26/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2020 - mse: 0.2020\n",
      "Epoch 27/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2023 - mse: 0.2023\n",
      "Epoch 28/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.2019 - mse: 0.2019\n",
      "Epoch 29/30\n",
      "950/950 [==============================] - 1s 986us/step - loss: 0.1997 - mse: 0.1997\n",
      "Epoch 30/30\n",
      "950/950 [==============================] - 1s 994us/step - loss: 0.1991 - mse: 0.1991\n",
      "\n",
      "\n",
      "Training history across epochs for training data \n"
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      "Epoch 1/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.1441 - mse: 0.1441\n",
      "Epoch 2/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0932 - mse: 0.0932\n",
      "Epoch 3/30\n",
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      "Epoch 4/30\n",
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      "950/950 [==============================] - 1s 1ms/step - loss: 0.0424 - mse: 0.0424\n",
      "Epoch 7/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0417 - mse: 0.0417\n",
      "Epoch 8/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0418 - mse: 0.0418\n",
      "Epoch 9/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0411 - mse: 0.0411\n",
      "Epoch 10/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0417 - mse: 0.0417\n",
      "Epoch 11/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0408 - mse: 0.0408\n",
      "Epoch 12/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0410 - mse: 0.0410\n",
      "Epoch 13/30\n",
      "950/950 [==============================] - 1s 1ms/step - loss: 0.0405 - mse: 0.0405\n",
      "Epoch 14/30\n",
      "151/950 [===>..........................] - ETA: 0s - loss: 0.0395 - mse: 0.0395"
     ]
    }
   ],
   "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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