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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": [
      "2022-09-23 17:07:35.282873: 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",
      "2022-09-23 17:07:35.282892: 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 canberra_modified\n",
    "modified_can = canberra_modified"
   ]
  },
  {
   "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": "f8ec77d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fdc.clustering import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "615fc2c5",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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      "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(\n",
    "    4\n",
    "    , \"euclidean\"\n",
    "    , \"ward\"\n",
    "    , entire_data_FDC_emb_five\n",
    "    , entire_data_FDC_emb_two\n",
    "    , True\n",
    "    )\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",
    "    def safeDiv(a, b):\n",
    "        if b != 0:\n",
    "            return a / b\n",
    "        return 0.0\n",
    "    \n",
    "    F1_score_list = []\n",
    "    Geometric_mean_list = []\n",
    "    cluster_score_list = []\n",
    "    true_positive_total = 0\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 i == pred_list[index]:\n",
    "                true_positive += 1\n",
    "        true_positive_total += true_positive\n",
    "        \n",
    "        precision = safeDiv(true_positive, pred_list.count(i))\n",
    "        recall = safeDiv(true_positive, len(indices))\n",
    "        F1_score = safeDiv(2.0 * precision * recall, precision + recall)\n",
    "        GM = np.sqrt(precision * recall)\n",
    "        cluster_score = recall * 100.0\n",
    "        \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",
    "\n",
    "    correctly_predicted = safeDiv(100.0 * true_positive_total, len(ref_list))\n",
    "\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(correctly_predicted))"
   ]
  },
  {
   "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": "1ef4ae81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1_Score of cluster 1 is 0.8571428571428571\n",
      "Geometric mean of cluster 1 is 0.8660254037844386\n",
      "Correctly predicted data points in cluster 1 is 75.0%\n",
      "\n",
      "\n",
      "F1_Score of cluster 2 is 1.0\n",
      "Geometric mean of cluster 2 is 1.0\n",
      "Correctly predicted data points in cluster 2 is 100.0%\n",
      "\n",
      "\n",
      "F1_Score of cluster 3 is 0.8\n",
      "Geometric mean of cluster 3 is 0.816496580927726\n",
      "Correctly predicted data points in cluster 3 is 66.66666666666666%\n",
      "\n",
      "\n",
      "average F1_Score of clusters is 0.8857142857142858\n",
      "average Geometric mean of clusters is 0.8941739949040549\n",
      "Correctly predicted data points in clusters is 80.0%\n"
     ]
    }
   ],
   "source": [
    "cluster_wise_F1score([1,2,3,1,2,3,1,2,3,1],[1,2,3,1,2,3,1,2,0,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "62eb9ec9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-09-23 17:09:00.664278: 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",
      "2022-09-23 17:09:00.664302: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n",
      "2022-09-23 17:09:00.664325: 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",
      "2022-09-23 17:09:00.664507: 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": [
      "638/638 [==============================] - 1s 1ms/step - loss: 0.6269 - mse: 0.6269\n",
      "Epoch 2/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.3596 - mse: 0.3596\n",
      "Epoch 3/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.3166 - mse: 0.3166\n",
      "Epoch 4/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2938 - mse: 0.2938\n",
      "Epoch 5/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2773 - mse: 0.2773\n",
      "Epoch 6/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2652 - mse: 0.2652\n",
      "Epoch 7/30\n",
      "638/638 [==============================] - 1s 990us/step - loss: 0.2567 - mse: 0.2567\n",
      "Epoch 8/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2517 - mse: 0.2517\n",
      "Epoch 9/30\n",
      "638/638 [==============================] - 1s 963us/step - loss: 0.2471 - mse: 0.2471\n",
      "Epoch 10/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2429 - mse: 0.2429\n",
      "Epoch 11/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2390 - mse: 0.2390\n",
      "Epoch 12/30\n",
      "638/638 [==============================] - 1s 962us/step - loss: 0.2359 - mse: 0.2359\n",
      "Epoch 13/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2336 - mse: 0.2336\n",
      "Epoch 14/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2296 - mse: 0.2296\n",
      "Epoch 15/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2268 - mse: 0.2268\n",
      "Epoch 16/30\n",
      "638/638 [==============================] - 1s 996us/step - loss: 0.2237 - mse: 0.2237\n",
      "Epoch 17/30\n",
      "638/638 [==============================] - 1s 992us/step - loss: 0.2211 - mse: 0.2211\n",
      "Epoch 18/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2187 - mse: 0.2187\n",
      "Epoch 19/30\n",
      "638/638 [==============================] - 1s 1ms/step - loss: 0.2163 - mse: 0.2163\n",
      "Epoch 20/30\n",
      "527/638 [=======================>......] - ETA: 0s - loss: 0.2149 - mse: 0.2149"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[0;32mIn [30]\u001b[0m, in \u001b[0;36m<cell line: 4>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[38;5;66;03m#Train a neural network to get five dimensional embeddings\u001b[39;00m\n\u001b[1;32m     16\u001b[0m model_1\u001b[38;5;241m=\u001b[39mneural_network(\u001b[38;5;28mlen\u001b[39m(features_matrix[\u001b[38;5;241m0\u001b[39m]),\u001b[38;5;28mint\u001b[39m(\u001b[38;5;241m0.6\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mlen\u001b[39m(features_matrix[\u001b[38;5;241m0\u001b[39m])),\u001b[38;5;28mint\u001b[39m(\u001b[38;5;241m0.36\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mlen\u001b[39m(features_matrix[\u001b[38;5;241m0\u001b[39m])),\u001b[38;5;28mlen\u001b[39m(target_matrix[\u001b[38;5;241m0\u001b[39m]),\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msigmoid\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmse\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 17\u001b[0m history\u001b[38;5;241m=\u001b[39m\u001b[43mmodel_1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfeatures_matrix\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtarget_matrix\u001b[49m\u001b[43m,\u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m30\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m8\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m     19\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTraining history across epochs for fold \u001b[39m\u001b[38;5;124m'\u001b[39m,count\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/keras/utils/traceback_utils.py:64\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m     63\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 64\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     65\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:  \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[1;32m     66\u001b[0m   filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/keras/engine/training.py:1208\u001b[0m, in \u001b[0;36mModel.fit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m   1206\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_epoch_begin(epoch)\n\u001b[1;32m   1207\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mcatch_stop_iteration():\n\u001b[0;32m-> 1208\u001b[0m   \u001b[38;5;28;01mfor\u001b[39;00m step \u001b[38;5;129;01min\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39msteps():\n\u001b[1;32m   1209\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m tf\u001b[38;5;241m.\u001b[39mprofiler\u001b[38;5;241m.\u001b[39mexperimental\u001b[38;5;241m.\u001b[39mTrace(\n\u001b[1;32m   1210\u001b[0m         \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m   1211\u001b[0m         epoch_num\u001b[38;5;241m=\u001b[39mepoch,\n\u001b[1;32m   1212\u001b[0m         step_num\u001b[38;5;241m=\u001b[39mstep,\n\u001b[1;32m   1213\u001b[0m         batch_size\u001b[38;5;241m=\u001b[39mbatch_size,\n\u001b[1;32m   1214\u001b[0m         _r\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m   1215\u001b[0m       callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/keras/engine/data_adapter.py:1250\u001b[0m, in \u001b[0;36mDataHandler.steps\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1248\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_insufficient_data:  \u001b[38;5;66;03m# Set by `catch_stop_iteration`.\u001b[39;00m\n\u001b[1;32m   1249\u001b[0m   \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[0;32m-> 1250\u001b[0m original_spe \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_steps_per_execution\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mitem()\n\u001b[1;32m   1251\u001b[0m can_run_full_execution \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m   1252\u001b[0m     original_spe \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m\n\u001b[1;32m   1253\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inferred_steps \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m\n\u001b[1;32m   1254\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inferred_steps \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_current_step \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\n\u001b[1;32m   1255\u001b[0m     original_spe)\n\u001b[1;32m   1257\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m can_run_full_execution:\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/tensorflow/python/ops/resource_variable_ops.py:645\u001b[0m, in \u001b[0;36mBaseResourceVariable.numpy\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    643\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mnumpy\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    644\u001b[0m   \u001b[38;5;28;01mif\u001b[39;00m context\u001b[38;5;241m.\u001b[39mexecuting_eagerly():\n\u001b[0;32m--> 645\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mnumpy()\n\u001b[1;32m    646\u001b[0m   \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[1;32m    647\u001b[0m       \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnumpy() is only available when eager execution is enabled.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/tensorflow/python/ops/resource_variable_ops.py:720\u001b[0m, in \u001b[0;36mBaseResourceVariable.read_value\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    711\u001b[0m \u001b[38;5;124;03m\"\"\"Constructs an op which reads the value of this variable.\u001b[39;00m\n\u001b[1;32m    712\u001b[0m \n\u001b[1;32m    713\u001b[0m \u001b[38;5;124;03mShould be used when there are multiple reads, or when it is desirable to\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    717\u001b[0m \u001b[38;5;124;03m the read operation.\u001b[39;00m\n\u001b[1;32m    718\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    719\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ops\u001b[38;5;241m.\u001b[39mname_scope(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRead\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 720\u001b[0m   value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_variable_op\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    721\u001b[0m \u001b[38;5;66;03m# Return an identity so it can get placed on whatever device the context\u001b[39;00m\n\u001b[1;32m    722\u001b[0m \u001b[38;5;66;03m# specifies instead of the device where the variable is.\u001b[39;00m\n\u001b[1;32m    723\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m array_ops\u001b[38;5;241m.\u001b[39midentity(value)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/tensorflow/python/ops/resource_variable_ops.py:699\u001b[0m, in \u001b[0;36mBaseResourceVariable._read_variable_op\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    697\u001b[0m       result \u001b[38;5;241m=\u001b[39m read_and_set_handle()\n\u001b[1;32m    698\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 699\u001b[0m   result \u001b[38;5;241m=\u001b[39m \u001b[43mread_and_set_handle\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    701\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m context\u001b[38;5;241m.\u001b[39mexecuting_eagerly():\n\u001b[1;32m    702\u001b[0m   \u001b[38;5;66;03m# Note that if a control flow context is active the input of the read op\u001b[39;00m\n\u001b[1;32m    703\u001b[0m   \u001b[38;5;66;03m# might not actually be the handle. This line bypasses it.\u001b[39;00m\n\u001b[1;32m    704\u001b[0m   tape\u001b[38;5;241m.\u001b[39mrecord_operation(\n\u001b[1;32m    705\u001b[0m       \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mReadVariableOp\u001b[39m\u001b[38;5;124m\"\u001b[39m, [result], [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandle],\n\u001b[1;32m    706\u001b[0m       backward_function\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m x: [x],\n\u001b[1;32m    707\u001b[0m       forward_function\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m x: [x])\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/tensorflow/python/ops/resource_variable_ops.py:689\u001b[0m, in \u001b[0;36mBaseResourceVariable._read_variable_op.<locals>.read_and_set_handle\u001b[0;34m()\u001b[0m\n\u001b[1;32m    688\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mread_and_set_handle\u001b[39m():\n\u001b[0;32m--> 689\u001b[0m   result \u001b[38;5;241m=\u001b[39m \u001b[43mgen_resource_variable_ops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_variable_op\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    690\u001b[0m \u001b[43m      \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dtype\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    691\u001b[0m   _maybe_set_handle_data(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dtype, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandle, result)\n\u001b[1;32m    692\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/tensorflow/python/ops/gen_resource_variable_ops.py:468\u001b[0m, in \u001b[0;36mread_variable_op\u001b[0;34m(resource, dtype, name)\u001b[0m\n\u001b[1;32m    466\u001b[0m _ctx \u001b[38;5;241m=\u001b[39m _context\u001b[38;5;241m.\u001b[39m_context \u001b[38;5;129;01mor\u001b[39;00m _context\u001b[38;5;241m.\u001b[39mcontext()\n\u001b[1;32m    467\u001b[0m tld \u001b[38;5;241m=\u001b[39m _ctx\u001b[38;5;241m.\u001b[39m_thread_local_data\n\u001b[0;32m--> 468\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mtld\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mis_eager\u001b[49m:\n\u001b[1;32m    469\u001b[0m   \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    470\u001b[0m     _result \u001b[38;5;241m=\u001b[39m pywrap_tfe\u001b[38;5;241m.\u001b[39mTFE_Py_FastPathExecute(\n\u001b[1;32m    471\u001b[0m       _ctx, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mReadVariableOp\u001b[39m\u001b[38;5;124m\"\u001b[39m, name, resource, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, dtype)\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "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": null,
   "id": "83c03482",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "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": [],
   "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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