{
"cells": [
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"import io\n",
"\n",
"def read_object_csv(response)-> pd.DataFrame:\n",
" csv_content = response.read()\n",
" df = pd.read_csv(io.BytesIO(csv_content), sep=';')\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" index | \n",
" year_month | \n",
" uf | \n",
" product | \n",
" unit | \n",
" volume | \n",
" created_at | \n",
" year | \n",
" month | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 4164 | \n",
" 2016-11-01 | \n",
" Ceará | \n",
" Etanol Hidratado | \n",
" m3 | \n",
" 9970.50 | \n",
" 2023-10-29 23:41:06.623452-03:00 | \n",
" 2016 | \n",
" 11 | \n",
"
\n",
" \n",
" 1 | \n",
" 4173 | \n",
" 2016-11-01 | \n",
" Piauí | \n",
" Etanol Hidratado | \n",
" m3 | \n",
" 2718.00 | \n",
" 2023-10-29 23:41:06.623452-03:00 | \n",
" 2016 | \n",
" 11 | \n",
"
\n",
" \n",
" 2 | \n",
" 4255 | \n",
" 2016-11-01 | \n",
" Tocantins | \n",
" Etanol Hidratado | \n",
" m3 | \n",
" 1678.20 | \n",
" 2023-10-29 23:41:06.623452-03:00 | \n",
" 2016 | \n",
" 11 | \n",
"
\n",
" \n",
" 3 | \n",
" 4279 | \n",
" 2016-11-01 | \n",
" Paraíba | \n",
" Etanol Hidratado | \n",
" m3 | \n",
" 5933.69 | \n",
" 2023-10-29 23:41:06.623452-03:00 | \n",
" 2016 | \n",
" 11 | \n",
"
\n",
" \n",
" 4 | \n",
" 4293 | \n",
" 2016-11-01 | \n",
" Maranhão | \n",
" Etanol Hidratado | \n",
" m3 | \n",
" 2214.25 | \n",
" 2023-10-29 23:41:06.623452-03:00 | \n",
" 2016 | \n",
" 11 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" index year_month uf product unit volume \\\n",
"0 4164 2016-11-01 Ceará Etanol Hidratado m3 9970.50 \n",
"1 4173 2016-11-01 Piauí Etanol Hidratado m3 2718.00 \n",
"2 4255 2016-11-01 Tocantins Etanol Hidratado m3 1678.20 \n",
"3 4279 2016-11-01 Paraíba Etanol Hidratado m3 5933.69 \n",
"4 4293 2016-11-01 Maranhão Etanol Hidratado m3 2214.25 \n",
"\n",
" created_at year month \n",
"0 2023-10-29 23:41:06.623452-03:00 2016 11 \n",
"1 2023-10-29 23:41:06.623452-03:00 2016 11 \n",
"2 2023-10-29 23:41:06.623452-03:00 2016 11 \n",
"3 2023-10-29 23:41:06.623452-03:00 2016 11 \n",
"4 2023-10-29 23:41:06.623452-03:00 2016 11 "
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from minio import Minio\n",
"from os import getenv\n",
"from rich import print\n",
"\n",
"client = Minio(\n",
" 'localhost:9000',\n",
" access_key=getenv('MINIO_ROOT_USER'),\n",
" secret_key=getenv('MINIO_ROOT_PASSWORD'),\n",
" secure=False\n",
" )\n",
"\n",
"response = client.get_object('silver', 'oil-derivative-fuels/2016/11/part-0001.csv')\n",
" \n",
"df = read_object_csv(response)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"def format_number(x):\n",
" number = '{:,.0f}'.format(x)\n",
" return str(number.replace(',','.'))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" year | \n",
" volume | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 2016 | \n",
" 10.982.919 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" year volume\n",
"0 2016 10.982.919"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = df.groupby('year')['volume'].sum().reset_index()\n",
"result['volume'] = result['volume'].apply(format_number)\n",
"result"
]
},
{
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}