blob: d18c1bdd4e3202f5acad89143ac30c34f8ab05a6 [file] [log] [blame]
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Acquisitor and Cleaner"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download the product data.\n",
"\n",
"Concatenate first(name) and second(description) column, using it as our feature column.\n",
"\n",
"Drop the first and second columns."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"from marvin_python_toolbox.common.data import MarvinData\n",
"import pandas as pd\n"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"marvin_cell": "acquisitor"
},
"outputs": [],
"source": [
"\n",
"initial_dataset = pd.read_csv(MarvinData.download_file(\"https://s3.amazonaws.com/automl-example/produtos.csv\"), delimiter=\";\", encoding='utf-8')\n",
"initial_dataset[\"text\"] = initial_dataset[\"nome\"] + \" \" + initial_dataset[\"descricao\"]\n",
"initial_dataset.drop([\"descricao\", \"nome\"], axis=1, inplace=True)\n",
"initial_dataset.dropna(inplace=True)\n",
"\n",
"marvin_initial_dataset = initial_dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some details about our initial_dataset below"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>categoria</th>\n",
" <th>text</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>livro</td>\n",
" <td>O Hobbit - 7ª Ed. 2013 Produto NovoBilbo Bol...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>livro</td>\n",
" <td>Livro - It A Coisa - Stephen King Produto No...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>livro</td>\n",
" <td>Box As Crônicas De Gelo E Fogo Pocket 5 Li...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>livro</td>\n",
" <td>Box Harry Potter Produto Novo e Físico A sé...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>livro</td>\n",
" <td>Livro Origem - Dan Brown Produto NovoDe Onde...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" categoria text\n",
"0 livro O Hobbit - 7ª Ed. 2013 Produto NovoBilbo Bol...\n",
"1 livro Livro - It A Coisa - Stephen King Produto No...\n",
"2 livro Box As Crônicas De Gelo E Fogo Pocket 5 Li...\n",
"3 livro Box Harry Potter Produto Novo e Físico A sé...\n",
"4 livro Livro Origem - Dan Brown Produto NovoDe Onde..."
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initial_dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 2916 entries, 0 to 4079\n",
"Data columns (total 2 columns):\n",
"categoria 2916 non-null object\n",
"text 2916 non-null object\n",
"dtypes: object(2)\n",
"memory usage: 68.3+ KB\n"
]
}
],
"source": [
"marvin_initial_dataset.info()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"livro 838\n",
"maquiagem 788\n",
"brinquedo 668\n",
"game 622\n",
"Name: categoria, dtype: int64"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"marvin_initial_dataset.categoria.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Livro text visualization for example, can be applied in others labels to compare the frequency of words"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"import nltk\n",
"\n",
"livro_words = ''\n",
"\n",
"livro = initial_dataset[initial_dataset.categoria == 'livro']"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"from nltk.corpus import stopwords\n",
"\n",
"for val in livro.text:\n",
" text = val.lower()\n",
" tokens = nltk.word_tokenize(text)\n",
" tokens = [word for word in tokens if word not in stopwords.words('portuguese')]\n",
" for words in tokens:\n",
" livro_words = livro_words + words + ' '"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"from wordcloud import WordCloud\n",
"\n",
"# Generate a word cloud image\n",
"livro_wordcloud = WordCloud(width=600, height=400).generate(livro_words)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5168334890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"#Livro Word cloud\n",
"plt.figure( figsize=(10,8), facecolor='k')\n",
"plt.imshow(livro_wordcloud)\n",
"plt.axis(\"off\")\n",
"plt.tight_layout(pad=0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training Preparator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Split text and label datas in test and train proportion (80% for training and 20% for test).\n",
"\n",
"Text transformation using sklearn.feature_extraction library.\n",
"\n",
"Convert a collection of text documents to a matrix of token counts, and learn a vocabulary dictionary of all tokens in the raw documents using CountVectorizer.fit()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"marvin_cell": "tpreparator"
},
"outputs": [],
"source": [
"\n",
"X_train,X_test,y_train,y_test = train_test_split(\n",
" marvin_initial_dataset[\"text\"], \n",
" marvin_initial_dataset[\"categoria\"], \n",
" test_size = 0.2, \n",
" random_state = 10\n",
")\n",
"\n",
"vect = CountVectorizer()\n",
"vect.fit(marvin_initial_dataset[\"text\"])\n",
"\n",
"marvin_dataset = {\n",
" \"X_train\": vect.transform(X_train),\n",
" \"X_test\": vect.transform(X_test),\n",
" \"y_train\": y_train,\n",
" \"y_test\" : y_test,\n",
" \"vect\": vect\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Trainer"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Naive Bayes has good performance for text data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.naive_bayes import MultinomialNB"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"marvin_cell": "trainer"
},
"outputs": [],
"source": [
"\n",
"clf = MultinomialNB()\n",
"clf.fit(marvin_dataset[\"X_train\"], marvin_dataset[\"y_train\"])\n",
"\n",
"marvin_model = {\n",
" \"clf\" : clf,\n",
" \"vect\": marvin_dataset[\"vect\"]\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Metrics Evaluator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Prediction accuracy is used to measure the classifier"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import accuracy_score"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"marvin_cell": "evaluator"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.979452054795\n"
]
}
],
"source": [
"\n",
"y_prediction = marvin_model[\"clf\"].predict(marvin_dataset[\"X_test\"])\n",
"\n",
"accuracy = accuracy_score(y_prediction, marvin_dataset[\"y_test\"])\n",
"\n",
"print accuracy\n",
"\n",
"marvin_metrics = accuracy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Prediction Preparator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Transform documents(input_message) to document-term matrix before going to Predictor."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"input_message = [\"hobbit\"]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"marvin_cell": "ppreparator"
},
"outputs": [],
"source": [
"\n",
"input_message = marvin_model[\"vect\"].transform(input_message)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Predictor"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do prediction"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"marvin_cell": "predictor"
},
"outputs": [],
"source": [
"final_prediction = marvin_model[\"clf\"].predict(input_message)[0]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predicted value: livro\n"
]
}
],
"source": [
"print(\"Predicted value: \" + final_prediction)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}