Despesa Orçamentária mês de junho.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd;\n",
    "\n",
    "do = pd.read_csv('./datasets/despesa_orcamentaria_jun18.csv', ';');\n",
    "\n",
    "do['Valor'] = do['Valor'].str.strip();\n",
    "\n",
    "do['Valor'] = do['Valor'].str.replace(\".\", \"\").str.replace(\",\", \".\").astype(float);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "fornecedores = do.groupby(['Fornecedor'])['Valor'].agg(\n",
    "  lambda x : x.sum()\n",
    ").sort_values(axis=0, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ax = fornecedores.head(5).plot(kind='bar', title =\"Gasto com Fornecedores - Cinco maiores\", figsize=(15, 10), legend=True, fontsize=12)\n",
    "ax.set_xlabel(\"Fornecedores\", fontsize=12)\n",
    "ax.set_ylabel(\"Fornecedores\", fontsize=12)\n",
    "plt.show();"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}