Skip to content

Instantly share code, notes, and snippets.

@wstcpyt
Created April 7, 2020 21:16
Show Gist options
  • Save wstcpyt/335c6b5a1c1a81ee2fc4f6e69e560e74 to your computer and use it in GitHub Desktop.
Save wstcpyt/335c6b5a1c1a81ee2fc4f6e69e560e74 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from sklearn import datasets\n",
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" <th>types</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>123</th>\n",
" <td>6.3</td>\n",
" <td>2.7</td>\n",
" <td>4.9</td>\n",
" <td>1.8</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>5.9</td>\n",
" <td>3.0</td>\n",
" <td>4.2</td>\n",
" <td>1.5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>5.0</td>\n",
" <td>3.3</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>5.1</td>\n",
" <td>2.5</td>\n",
" <td>3.0</td>\n",
" <td>1.1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>6.3</td>\n",
" <td>3.3</td>\n",
" <td>6.0</td>\n",
" <td>2.5</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width types\n",
"123 6.3 2.7 4.9 1.8 2\n",
"61 5.9 3.0 4.2 1.5 1\n",
"49 5.0 3.3 1.4 0.2 0\n",
"98 5.1 2.5 3.0 1.1 1\n",
"100 6.3 3.3 6.0 2.5 2"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = datasets.load_iris() # load iris dataset\n",
"x = iris.data\n",
"y = iris.target\n",
"d = [{\"sepal_length\":row[0], \n",
" \"sepal_width\":row[1], \n",
" \"petal_length\":row[2], \n",
" \"petal_width\":row[3]} for row in x]\n",
"df = pd.DataFrame(d) # construct dataframe\n",
"df[\"types\"] = y # assign types\n",
"df = df.sample(frac=1.0) # random shuffle rows\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 932.65x864 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"sns.set(font_scale=1.5)\n",
"sns.pairplot(df,hue=\"types\",size=3);\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# train test split, ratio = 0.8\n",
"features = df[[\"sepal_length\",\"sepal_width\",\"petal_length\",\"petal_width\"]]\n",
"types = df[\"types\"]\n",
"train_features, test_features, train_types, test_types = train_test_split(features,types,train_size=0.8, random_state=1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"#scikit learn decision tree model trainig \n",
"from sklearn import tree\n",
"clf = tree.DecisionTreeClassifier()\n",
"clf = clf.fit(train_features, train_types)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"prediction = clf.predict(test_features)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" type0 1.00 1.00 1.00 13\n",
" type1 0.89 1.00 0.94 8\n",
" type2 1.00 0.89 0.94 9\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.96 0.96 0.96 30\n",
"weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
}
],
"source": [
"# evaluation for multi class classification\n",
"from sklearn.metrics import classification_report\n",
"print(classification_report(test_types, prediction, target_names=[\"type0\",\"type1\",\"type2\"]))"
]
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment