382 lines
156 KiB
Plaintext
382 lines
156 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "7fb27b941602401d91542211134fc71a",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib.pyplot as plt\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"from sklearn.metrics import accuracy_score\n",
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"from sklearn.linear_model import LinearRegression, Ridge, Lasso\n",
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"from sklearn.svm import LinearSVC\n",
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"from sklearn.tree import DecisionTreeClassifier, ExtraTreeClassifier\n",
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"from sklearn.ensemble import (\n",
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" RandomForestClassifier,\n",
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" AdaBoostClassifier,\n",
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" BaggingClassifier,\n",
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" ExtraTreesClassifier,\n",
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")\n",
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"from sklearn.decomposition import PCA, KernelPCA\n",
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"from sklearn.cluster import KMeans, AgglomerativeClustering\n",
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"from scipy.cluster.hierarchy import dendrogram, linkage, set_link_color_palette\n",
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"from sklearn.feature_selection import SelectKBest, SelectFromModel, f_classif"
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]
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},
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{
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"cell_type": "markdown",
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"id": "acae54e37e7d407bbb7b55eff062a284",
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"metadata": {},
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"source": [
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"# DataSet"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "9a63283cbaf04dbcab1f6479b197f3a8",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.DataFrame(\n",
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" pd.read_csv(\n",
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" \"../top_Gads_updated.dat\",\n",
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" header=None,\n",
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" comment=\"#\",\n",
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" sep=\"\\s+\",\n",
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" squeeze=True,\n",
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" names=[\"material\", \"adsorbate\", \"DF_lower\", \"DF_upper\", \"DF\"],\n",
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" )\n",
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")\n",
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"\n",
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"df = df[[\"material\", \"adsorbate\", \"DF\"]]\n",
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"aminoacid = df[\"adsorbate\"].unique()\n",
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"\n",
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"n = {}\n",
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"for i in aminoacid:\n",
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" n[i] = list(df[df.adsorbate == i][\"DF\"])\n",
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"X = pd.DataFrame(n)\n",
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"aminoacids_label = list(df[\"adsorbate\"].unique())\n",
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"material_label = list(df[\"material\"].unique())\n",
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"X.index = material_label"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8dd0d8092fe74a7c96281538738b07e2",
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"metadata": {},
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"source": [
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"# Data Preparation"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "72eea5119410473aa328ad9291626812",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Index(['ALA', 'ARG', 'ASN', 'ASP', 'CHL', 'CYM', 'CYS', 'DGL', 'EST', 'ETA',\n",
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" 'GAN', 'GLN', 'GLU', 'GLY', 'HID', 'HIE', 'HIP', 'ILE', 'LEU', 'LYS',\n",
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" 'MET', 'PHE', 'PHO', 'PRO', 'SER', 'THR', 'TRP', 'TYR', 'VAL', 'PRP',\n",
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" 'BUT-2', 'BUT-1'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"X.rename(columns={\"C3H6\": \"PRP\", \"C4H6\": \"BUT-2\", \"C4H8\": \"BUT-1\"}, inplace=True)\n",
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"X.columns.unique()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "8edb47106e1a46a883d545849b8ab81b",
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"metadata": {},
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"outputs": [],
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"source": [
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"X.rename(\n",
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" index={\n",
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" \"C_amorph-1\": \"C-AM-1\",\n",
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" \"C_amorph-2\": \"C-AM-2\",\n",
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" \"C_amorph-3\": \"C-AM-3\",\n",
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" \"CNT15-COO--10\": \"CNT-COO$^{-}$-high\",\n",
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" \"CNT15-COO--3\": \"CNT-COO$^{-}$-low\",\n",
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" \"CNT15-COOH-30\": \"CNT-COOH-high\",\n",
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" \"CNT15-COOH-3\": \"CNT-COOH-low\",\n",
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" \"CNT15-NH2-14\": \"CNT-NH$_{2}$-high\",\n",
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" \"CNT15-NH2-2\": \"CNT-NH$_{2}$-low\",\n",
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" \"CNT15-NH3+-4\": \"CNT-NH$_{3}^{+}$-high\",\n",
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" \"CNT15-NH3+-2\": \"CNT-NH$^{+}_{3}$-low\",\n",
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" \"CNT15-OH-14\": \"CNT-OH-high\",\n",
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" \"CNT15-OH-4\": \"CNT-OH-low\",\n",
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" \"CNT15\": \"CNT\",\n",
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" \"Fe2O3-001O\": \"Fe$_{2}$O$_{3}$(001)\",\n",
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" \"graphene\": \"GR\",\n",
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" \"bi-graphene\": \"bi-GR\",\n",
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" \"tri-graphene\": \"tri-GR\",\n",
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" \"grapheneoxide\": \"GO\",\n",
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" \"redgrapheneoxide\": \"rGO\",\n",
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" \"SiO2-Q2\": \"SiO$_{2}$-Q2\",\n",
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" \"SiO2-Q4\": \"SiO$_{2}$-Q4\",\n",
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" \"TiO2-rut-110\": \"TiO$_{2}$-rut(110)\",\n",
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" \"TiO2-ana-101\": \"TiO$_{2}$-ana(101)\",\n",
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" \"TiO2-rut-100\": \"TiO$_{2}$-rut(100)\",\n",
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" \"TiO2-ana-100\": \"TiO$_{2}$-ana(100)\",\n",
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" \"TiO2-ana-101-NB\": \"TiO$_{2}$-ana(101)-NB\",\n",
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" \"ZnO-1010\": \"ZnO(10$\\overline{1}}$0)\",\n",
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" \"ZnO-1210\": \"ZnO(1$\\overline{2}}$10)\",\n",
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" \"ZnS-110\": \"ZnS(110)\",\n",
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" \"ZnS-110-coated\": \"ZnS(110)-coated\",\n",
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" },\n",
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" inplace=True,\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "10185d26023b46108eb7d9f57d49d2b3",
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"metadata": {},
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"source": [
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"# Biomolecules AgglomerativeClustering"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "8763a12b2bbd4a93a75aff182afb95dc",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1656x504 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"##plot\n",
|
|
"plt.figure(figsize=(23, 7))\n",
|
|
"dendrogram(\n",
|
|
" linkage(X.T, \"ward\", optimal_ordering=True),\n",
|
|
" labels=X.columns.unique(),\n",
|
|
" above_threshold_color=\"gray\",\n",
|
|
")\n",
|
|
"set_link_color_palette([\"green\", \"blue\", \"red\"])\n",
|
|
"plt.xlabel(\"Biomolecules\", fontsize=22)\n",
|
|
"plt.xticks(fontsize=18)\n",
|
|
"plt.yticks(fontsize=18)\n",
|
|
"plt.ylabel(\"Linkage Distance\", fontsize=22)\n",
|
|
"plt.savefig(\"cluster-aminoacids.png\", format=\"png\", dpi=1500, bbox_inches=\"tight\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7623eae2785240b9bd12b16a66d81610",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Biomolecules Kmeans clustering and Distances to center of each cluster"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "7cdc8c89c7104fffa095e18ddfef8986",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/usr/local/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"ASP 12.152623\n",
|
|
"CYM 17.963725\n",
|
|
"GLU 17.320241\n",
|
|
"Name: D2, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"##KMeans\n",
|
|
"X_new = X.T\n",
|
|
"model = KMeans(n_clusters=3, random_state=10)\n",
|
|
"kmeanpred = model.fit_predict(X_new)\n",
|
|
"Distance = model.transform(X_new)\n",
|
|
"# print(Distance.shape)\n",
|
|
"X_new[\"D0\"] = Distance[:, 0]\n",
|
|
"X_new[\"D1\"] = Distance[:, 1]\n",
|
|
"X_new[\"D2\"] = Distance[:, 2]\n",
|
|
"X_new[\"CLASS\"] = kmeanpred\n",
|
|
"X_new[X_new.CLASS == 0].D0\n",
|
|
"X_new[X_new.CLASS == 1].D1\n",
|
|
"X_new[X_new.CLASS == 2].D2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b118ea5561624da68c537baed56e602f",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Nanomaterials AgglomerativeClustering (full data set) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "938c804e27f84196a10c8828c723f798",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1656x504 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"##plot\n",
|
|
"plt.figure(figsize=(23, 7))\n",
|
|
"dendrogram(\n",
|
|
" linkage(X, method=\"weighted\", optimal_ordering=True),\n",
|
|
" labels=X.index,\n",
|
|
" color_threshold=38,\n",
|
|
" above_threshold_color=\"gray\",\n",
|
|
")\n",
|
|
"set_link_color_palette([\"green\", \"blue\", \"red\"]) #\n",
|
|
"plt.xlabel(\"Nanomaterials\", fontsize=22)\n",
|
|
"plt.ylabel(\"Linkage Distance\", fontsize=22)\n",
|
|
"plt.xticks(fontsize=15)\n",
|
|
"plt.yticks(fontsize=15)\n",
|
|
"plt.xticks(rotation=90)\n",
|
|
"plt.savefig(\"cluster-surfaces.png\", format=\"png\", dpi=1000, bbox_inches=\"tight\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "504fb2a444614c0babb325280ed9130a",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Nanomaterials AgglomerativeClustering (predicted data set) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "59bbdb311c014d738909a11f9e486628",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"main = [\"ASP\", \"VAL\", \"PRO\", \"ETA\", \"PHO\"]\n",
|
|
"rest = [i for i in X.columns if i not in main]\n",
|
|
"\n",
|
|
"\n",
|
|
"def Mary_pred(i):\n",
|
|
" Y = X[i]\n",
|
|
" model = LinearRegression()\n",
|
|
" model.fit(X[main], Y)\n",
|
|
" ytest_pred = model.predict(X[main])\n",
|
|
" return ytest_pred\n",
|
|
"\n",
|
|
"\n",
|
|
"X_new = X\n",
|
|
"for i in rest:\n",
|
|
" X_new[i] = Mary_pred(i)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "b43b363d81ae4b689946ece5c682cd59",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1656x504 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"##plot\n",
|
|
"plt.figure(figsize=(23, 7))\n",
|
|
"dendrogram(\n",
|
|
" linkage(X_new, method=\"weighted\", optimal_ordering=True),\n",
|
|
" labels=X.index,\n",
|
|
" color_threshold=35,\n",
|
|
" above_threshold_color=\"gray\",\n",
|
|
")\n",
|
|
"set_link_color_palette([\"green\", \"blue\", \"red\"])\n",
|
|
"plt.xlabel(\"Nanomaterials\", fontsize=22)\n",
|
|
"plt.ylabel(\"Linkage Distance\", fontsize=22)\n",
|
|
"plt.xticks(fontsize=15)\n",
|
|
"plt.yticks(fontsize=15)\n",
|
|
"plt.xticks(rotation=90)\n",
|
|
"plt.savefig(\n",
|
|
" \"cluster-surfaces-prediction.png\", format=\"png\", dpi=1000, bbox_inches=\"tight\"\n",
|
|
")"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|