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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "45e4640a",
+ "metadata": {},
+ "source": [
+ "# Reservatorios - ONS"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1732b3c1",
+ "metadata": {},
+ "source": [
+ "Dicionario de dados: https://ons-dl-prod-opendata.s3.amazonaws.com/dataset/reservatorio/DicionarioDados_Reservatorio.pdf\n",
+ "\n",
+ "- Nome do Reservatório: **nom_reservatorio** \n",
+ "- Tipo de Reservatório: **tip_reservatorio** \n",
+ "- Código do Reservatório nos Modelos de Planejamento: **cod_resplanejamento**\n",
+ "- Posto de Vazão da Usina: **cod_posto**\n",
+ "- Nome da Usina: **nom_usina**\n",
+ "- Código Único do Empreendimento de Geração (ANEEL): **ceg** \n",
+ "- Código do Subsistema: **id_subsistema**\n",
+ "- Nome do Subsistema: **nom_subsistema**\n",
+ "- Nome da Bacia Hidro-Energética: **nom_bacia**\n",
+ "- Nome do Rio: **nom_rio**\n",
+ "- Nome do Reservatório Equivalente: **nom_ree**\n",
+ "- Data de Entrada em Operação\": **dat_entrada**\n",
+ "- Cota Máxima Para Operação. Altura máxima do nível d'água de um reservatório, considerado para fins de operação normal medido em metros(m): **val_cotamaxima**\n",
+ "- Cota Mínima Para Operação. Altura mínima do nível d'água de um reservatório considerado para fins de operação normal medido em metros(m): **val_cotaminima**\n",
+ "- Volume Máximo. Volume do reservatório correspondente ao nível máximo operativo medido em hectômetro cúbico (hm3): **val_volmax**\n",
+ "- Volume Mínimo. Volume do reservatório correspondente ao nível mínimo operativo medido em hectômetro cúbico (hm3): **val_volmin**\n",
+ "- Volume Útil Total. Volume do reservatório compreendido entre o nível máximo de operação e mínimo normal de operação medido em hectômetro cúbico (hm3): **val_volutiltot**\n",
+ "- Produtividade Específica, que indica quantos MW serão ganhos pela altura da queda: **val_produtibilidadeespecifica**\n",
+ "- Produtividade a 65% do volume útil medido em %: **val_produtividade65volutil** \n",
+ "- Tipo da Perda de Carga. Indica se o tipo de perda de carga está em porcentagem (%) ou Metros(m): **val_tipoperda**\n",
+ "- Valor da perda de carga. Estes valores são os mesmos utilizados pelo programa Newave: **val_perda** \n",
+ "- Latitude do Reservatório: **val_latitude** \n",
+ "- Longitude do Reservatório: **val_longitude**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "d74671d2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import plotly.express as px"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "b005677a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " nom_reservatorio \n",
+ " tip_reservatorio \n",
+ " cod_resplanejamento \n",
+ " cod_posto \n",
+ " nom_usina \n",
+ " ceg \n",
+ " id_subsistema \n",
+ " nom_subsistema \n",
+ " nom_bacia \n",
+ " nom_rio \n",
+ " ... \n",
+ " val_cotaminima \n",
+ " val_volmax \n",
+ " val_volmin \n",
+ " val_volutiltot \n",
+ " val_produtibilidadeespecifica \n",
+ " val_produtividade65volutil \n",
+ " val_tipoperda \n",
+ " val_perda \n",
+ " val_latitude \n",
+ " val_longitude \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 14 DE JULHO \n",
+ " FIO DAGUA \n",
+ " 99.0 \n",
+ " 284.0 \n",
+ " 14 DE JULHO \n",
+ " UHE.PH.RS.000012-4.01 \n",
+ " S \n",
+ " SUL \n",
+ " JACUI \n",
+ " TAQUARI-ANTAS \n",
+ " ... \n",
+ " 103.00 \n",
+ " 55.18 \n",
+ " 50.47 \n",
+ " 4.71 \n",
+ " 0.008927 \n",
+ " 0.3016 \n",
+ " m \n",
+ " 0.74 \n",
+ " -29.069444 \n",
+ " -51.675278 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " A. VERMELHA \n",
+ " RESERVATÓRIO COM USINA \n",
+ " 18.0 \n",
+ " 18.0 \n",
+ " ÁGUA VERMELHA \n",
+ " UHE.PH.MG.000041-8.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " GRANDE \n",
+ " GRANDE \n",
+ " ... \n",
+ " 373.30 \n",
+ " 11025.00 \n",
+ " 5856.00 \n",
+ " 5169.22 \n",
+ " 0.008825 \n",
+ " 0.4625 \n",
+ " m \n",
+ " 0.75 \n",
+ " -19.868056 \n",
+ " -50.342778 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " AIMORES \n",
+ " FIO DAGUA \n",
+ " 143.0 \n",
+ " 148.0 \n",
+ " AIMORÉS \n",
+ " UHE.PH.MG.000042-6.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " DOCE \n",
+ " DOCE \n",
+ " ... \n",
+ " 89.60 \n",
+ " 185.52 \n",
+ " 156.55 \n",
+ " 12.14 \n",
+ " 0.008926 \n",
+ " 0.2558 \n",
+ " m \n",
+ " 0.32 \n",
+ " -19.453333 \n",
+ " -41.096667 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " B. BONITA \n",
+ " RESERVATÓRIO COM USINA \n",
+ " 37.0 \n",
+ " 237.0 \n",
+ " BARRA BONITA \n",
+ " UHE.PH.SP.000208-9.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " TIETE \n",
+ " TIETÊ \n",
+ " ... \n",
+ " 439.50 \n",
+ " 3135.00 \n",
+ " 569.00 \n",
+ " 2566.86 \n",
+ " 0.008845 \n",
+ " 0.1776 \n",
+ " m \n",
+ " 0.41 \n",
+ " -22.519444 \n",
+ " -48.534167 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " B.COQUEIROS \n",
+ " FIO DAGUA \n",
+ " 312.0 \n",
+ " 248.0 \n",
+ " BARRA DOS COQUEIROS \n",
+ " UHE.PH.GO.028757-1.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " PARANAIBA \n",
+ " CLARO \n",
+ " ... \n",
+ " 446.00 \n",
+ " 347.80 \n",
+ " 300.00 \n",
+ " 48.47 \n",
+ " 0.008934 \n",
+ " 0.3214 \n",
+ " m \n",
+ " 0.41 \n",
+ " -18.721111 \n",
+ " -51.004444 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 154 \n",
+ " TRÊS IRMÃOS \n",
+ " RESERVATÓRIO COM USINA \n",
+ " 43.0 \n",
+ " 243.0 \n",
+ " TRÊS IRMÃOS \n",
+ " UHE.PH.SP.002873-8.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " TIETE \n",
+ " TIETÊ \n",
+ " ... \n",
+ " 323.00 \n",
+ " 13372.00 \n",
+ " 9923.00 \n",
+ " 3447.98 \n",
+ " 0.008846 \n",
+ " 0.4025 \n",
+ " m \n",
+ " 0.83 \n",
+ " -20.668611 \n",
+ " -51.296944 \n",
+ " \n",
+ " \n",
+ " 155 \n",
+ " TRÊS MARIAS \n",
+ " RESERVATÓRIO COM USINA \n",
+ " 156.0 \n",
+ " 156.0 \n",
+ " TRÊS MARIAS \n",
+ " UHE.PH.MG.027113-6.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " SAO FRANCISCO \n",
+ " SÃO FRANCISCO \n",
+ " ... \n",
+ " 549.20 \n",
+ " 19528.00 \n",
+ " 4250.00 \n",
+ " 15278.00 \n",
+ " 0.008717 \n",
+ " 0.4360 \n",
+ " m \n",
+ " 0.60 \n",
+ " -18.217500 \n",
+ " -45.261944 \n",
+ " \n",
+ " \n",
+ " 156 \n",
+ " TUCURUI \n",
+ " RESERVATÓRIO COM USINA \n",
+ " 275.0 \n",
+ " 275.0 \n",
+ " TUCURUÍ \n",
+ " UHE.PH.PA.002889-4.01 \n",
+ " N \n",
+ " NORTE \n",
+ " TOCANTINS \n",
+ " TOCANTINS \n",
+ " ... \n",
+ " 51.60 \n",
+ " 50275.00 \n",
+ " 11293.00 \n",
+ " 38982.40 \n",
+ " 0.009060 \n",
+ " 0.5496 \n",
+ " m \n",
+ " 0.90 \n",
+ " -3.834167 \n",
+ " -49.645278 \n",
+ " \n",
+ " \n",
+ " 157 \n",
+ " VOLTA GRANDE \n",
+ " FIO DAGUA \n",
+ " 11.0 \n",
+ " 11.0 \n",
+ " VOLTA GRANDE \n",
+ " UHE.PH.SP.003045-7.01 \n",
+ " SE \n",
+ " SUDESTE/CENTRO-OESTE \n",
+ " GRANDE \n",
+ " GRANDE \n",
+ " ... \n",
+ " 493.47 \n",
+ " 2244.00 \n",
+ " 2244.00 \n",
+ " 268.00 \n",
+ " 0.008996 \n",
+ " 0.2482 \n",
+ " m \n",
+ " 0.17 \n",
+ " -20.032778 \n",
+ " -48.217222 \n",
+ " \n",
+ " \n",
+ " 158 \n",
+ " XINGO \n",
+ " FIO DAGUA \n",
+ " 178.0 \n",
+ " 178.0 \n",
+ " XINGÓ \n",
+ " UHE.PH.SE.027053-9.01 \n",
+ " NE \n",
+ " NORDESTE \n",
+ " SAO FRANCISCO \n",
+ " SÃO FRANCISCO \n",
+ " ... \n",
+ " 137.20 \n",
+ " 3800.00 \n",
+ " 3800.00 \n",
+ " 41.00 \n",
+ " 0.009014 \n",
+ " 1.0781 \n",
+ " m \n",
+ " 0.84 \n",
+ " -9.617778 \n",
+ " -37.796944 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
159 rows × 23 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " nom_reservatorio tip_reservatorio cod_resplanejamento cod_posto \\\n",
+ "0 14 DE JULHO FIO DAGUA 99.0 284.0 \n",
+ "1 A. VERMELHA RESERVATÓRIO COM USINA 18.0 18.0 \n",
+ "2 AIMORES FIO DAGUA 143.0 148.0 \n",
+ "3 B. BONITA RESERVATÓRIO COM USINA 37.0 237.0 \n",
+ "4 B.COQUEIROS FIO DAGUA 312.0 248.0 \n",
+ ".. ... ... ... ... \n",
+ "154 TRÊS IRMÃOS RESERVATÓRIO COM USINA 43.0 243.0 \n",
+ "155 TRÊS MARIAS RESERVATÓRIO COM USINA 156.0 156.0 \n",
+ "156 TUCURUI RESERVATÓRIO COM USINA 275.0 275.0 \n",
+ "157 VOLTA GRANDE FIO DAGUA 11.0 11.0 \n",
+ "158 XINGO FIO DAGUA 178.0 178.0 \n",
+ "\n",
+ " nom_usina ceg id_subsistema \\\n",
+ "0 14 DE JULHO UHE.PH.RS.000012-4.01 S \n",
+ "1 ÁGUA VERMELHA UHE.PH.MG.000041-8.01 SE \n",
+ "2 AIMORÉS UHE.PH.MG.000042-6.01 SE \n",
+ "3 BARRA BONITA UHE.PH.SP.000208-9.01 SE \n",
+ "4 BARRA DOS COQUEIROS UHE.PH.GO.028757-1.01 SE \n",
+ ".. ... ... ... \n",
+ "154 TRÊS IRMÃOS UHE.PH.SP.002873-8.01 SE \n",
+ "155 TRÊS MARIAS UHE.PH.MG.027113-6.01 SE \n",
+ "156 TUCURUÍ UHE.PH.PA.002889-4.01 N \n",
+ "157 VOLTA GRANDE UHE.PH.SP.003045-7.01 SE \n",
+ "158 XINGÓ UHE.PH.SE.027053-9.01 NE \n",
+ "\n",
+ " nom_subsistema nom_bacia nom_rio ... val_cotaminima \\\n",
+ "0 SUL JACUI TAQUARI-ANTAS ... 103.00 \n",
+ "1 SUDESTE/CENTRO-OESTE GRANDE GRANDE ... 373.30 \n",
+ "2 SUDESTE/CENTRO-OESTE DOCE DOCE ... 89.60 \n",
+ "3 SUDESTE/CENTRO-OESTE TIETE TIETÊ ... 439.50 \n",
+ "4 SUDESTE/CENTRO-OESTE PARANAIBA CLARO ... 446.00 \n",
+ ".. ... ... ... ... ... \n",
+ "154 SUDESTE/CENTRO-OESTE TIETE TIETÊ ... 323.00 \n",
+ "155 SUDESTE/CENTRO-OESTE SAO FRANCISCO SÃO FRANCISCO ... 549.20 \n",
+ "156 NORTE TOCANTINS TOCANTINS ... 51.60 \n",
+ "157 SUDESTE/CENTRO-OESTE GRANDE GRANDE ... 493.47 \n",
+ "158 NORDESTE SAO FRANCISCO SÃO FRANCISCO ... 137.20 \n",
+ "\n",
+ " val_volmax val_volmin val_volutiltot val_produtibilidadeespecifica \\\n",
+ "0 55.18 50.47 4.71 0.008927 \n",
+ "1 11025.00 5856.00 5169.22 0.008825 \n",
+ "2 185.52 156.55 12.14 0.008926 \n",
+ "3 3135.00 569.00 2566.86 0.008845 \n",
+ "4 347.80 300.00 48.47 0.008934 \n",
+ ".. ... ... ... ... \n",
+ "154 13372.00 9923.00 3447.98 0.008846 \n",
+ "155 19528.00 4250.00 15278.00 0.008717 \n",
+ "156 50275.00 11293.00 38982.40 0.009060 \n",
+ "157 2244.00 2244.00 268.00 0.008996 \n",
+ "158 3800.00 3800.00 41.00 0.009014 \n",
+ "\n",
+ " val_produtividade65volutil val_tipoperda val_perda val_latitude \\\n",
+ "0 0.3016 m 0.74 -29.069444 \n",
+ "1 0.4625 m 0.75 -19.868056 \n",
+ "2 0.2558 m 0.32 -19.453333 \n",
+ "3 0.1776 m 0.41 -22.519444 \n",
+ "4 0.3214 m 0.41 -18.721111 \n",
+ ".. ... ... ... ... \n",
+ "154 0.4025 m 0.83 -20.668611 \n",
+ "155 0.4360 m 0.60 -18.217500 \n",
+ "156 0.5496 m 0.90 -3.834167 \n",
+ "157 0.2482 m 0.17 -20.032778 \n",
+ "158 1.0781 m 0.84 -9.617778 \n",
+ "\n",
+ " val_longitude \n",
+ "0 -51.675278 \n",
+ "1 -50.342778 \n",
+ "2 -41.096667 \n",
+ "3 -48.534167 \n",
+ "4 -51.004444 \n",
+ ".. ... \n",
+ "154 -51.296944 \n",
+ "155 -45.261944 \n",
+ "156 -49.645278 \n",
+ "157 -48.217222 \n",
+ "158 -37.796944 \n",
+ "\n",
+ "[159 rows x 23 columns]"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = pd.read_csv('RESERVATORIOS.csv', sep=';',encoding = \"utf-8\")\n",
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "88bee9e7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['nom_reservatorio', 'tip_reservatorio', 'cod_resplanejamento',\n",
+ " 'cod_posto', 'nom_usina', 'ceg', 'id_subsistema', 'nom_subsistema',\n",
+ " 'nom_bacia', 'nom_rio', 'nom_ree', 'dat_entrada', 'val_cotamaxima',\n",
+ " 'val_cotaminima', 'val_volmax', 'val_volmin', 'val_volutiltot',\n",
+ " 'val_produtibilidadeespecifica', 'val_produtividade65volutil',\n",
+ " 'val_tipoperda', 'val_perda', 'val_latitude', 'val_longitude'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "58cd2133",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "geo": "geo",
+ "hovertemplate": "%{hovertext} val_latitude=%{lat} val_longitude=%{lon} ",
+ "hovertext": [
+ "14 DE JULHO",
+ "ÁGUA VERMELHA",
+ "AIMORÉS",
+ "BARRA BONITA",
+ "BARRA DOS COQUEIROS",
+ "BAGUARI",
+ "BAIXO IGUAÇU",
+ "BALBINA",
+ "BARIRI",
+ "BARRA DO BRAÚNA",
+ "BARRA GRANDE",
+ "BATALHA",
+ "BELO MONTE",
+ "BOA ESPERANÇA",
+ "CACHOEIRA DOURADA",
+ "AMADOR AGUIAR I",
+ "AMADOR AGUIAR II",
+ "CACHOEIRA CALDEIRÃO",
+ "CACONDE",
+ "CAÇU",
+ "CAMARGOS",
+ "CAMPOS NOVOS",
+ "CANA BRAVA",
+ "CANASTRA",
+ "RISOLETA NEVES",
+ "CANOAS I",
+ "CANOAS II",
+ "CAPIVARA",
+ "CASTRO ALVES",
+ "CHAVANTES",
+ "COARACY NUNES",
+ "SUB COLÍDER 500 KV",
+ "CORUMBÁ I",
+ "CORUMBÁ III",
+ "CORUMBÁ IV",
+ "CURUÁ-UNA",
+ "DONA FRANCISCA",
+ "DARDANELOS",
+ "EUCLIDES DA CUNHA",
+ "THEODOMIRO CARNEIRO SANTIAGO (ANTIGA EMBORCAÇÃO)",
+ "ESPORA",
+ "ESTREITO",
+ "FERREIRA GOMES",
+ "FONTES NOVA",
+ "FOZ DO CHAPECÓ",
+ "ENG. JOSÉ LUIZ MULLER DE GODOY PEREIRA",
+ "FUNDÃO",
+ "FUNIL (PARAÍBA DO SUL)",
+ "FUNIL (GRANDE)",
+ "FURNAS",
+ "GOV. BENTO MUNHOZ",
+ "GOV. PARIGOT DE SOUZA",
+ "GARIBALDI",
+ "GUAPORÉ",
+ "GUILMAN AMORIM",
+ "HENRY BORDEN EXT.",
+ "HENRY BORDEN SUB.",
+ "ILHA SOLTEIRA",
+ "IBITINGA",
+ "IGARAPAVA",
+ "ILHA DOS POMBOS",
+ "IRAPÉ",
+ "ITÁ",
+ "ITAIPU 60 HZ",
+ "ITAIPU 50 HZ",
+ "LUIZ GONZAGA",
+ "ITAPEBI",
+ "ITAÚBA",
+ "ITIQUIRA I",
+ "ITIQUIRA II",
+ "ITUMBIARA",
+ "ITUTINGA",
+ "JACUÍ",
+ "JAGUARA",
+ "JAGUARI",
+ "JAURU",
+ "JIRAU",
+ "JUPIÁ",
+ "JURUMIRIM",
+ "LUIZ CARLOS BARRETO",
+ "LAJEADO",
+ "LIMOEIRO",
+ "MASCARENHAS DE MORAES",
+ "MACHADINHO",
+ "MANSO",
+ "MARIMBONDO",
+ "MASCARENHAS",
+ "GOV. JAYME CANET",
+ "MIRANDA",
+ "MONJOLINHO",
+ "MONTE CLARO",
+ "APOLÔNIO SALES",
+ "NOVA AVANHANDAVA",
+ "NILO PEÇANHA",
+ "NOVA PONTE",
+ "OURINHOS",
+ "PAULO AFONSO II",
+ "PAULO AFONSO III",
+ "PAULO AFONSO I",
+ "PAULO AFONSO IV",
+ "PORTO COLÔMBIA",
+ "PARAIBUNA",
+ "PASSO FUNDO",
+ "PASSO REAL",
+ "PASSO SÃO JOÃO",
+ "PEDRA DO CAVALO",
+ "PEIXE ANGICAL",
+ "PEREIRA PASSOS",
+ "PICADA",
+ "PIMENTAL",
+ "PIRAJÚ",
+ "PONTE DE PEDRA",
+ "PORTO ESTRELA",
+ "PORTO PRIMAVERA",
+ "PROMISSÃO",
+ "QUEBRA QUEIXO",
+ "QUEIMADO",
+ "RETIRO BAIXO",
+ "RONDON II",
+ "ROSAL",
+ "ROSANA",
+ "SERRA DO FACÃO",
+ "SALTO DO RIO VERDINHO",
+ "SÁ CARVALHO",
+ "SALTO",
+ "SALTO APIACÁS",
+ "GOV. JOSÉ RICHA",
+ "SALTO GRANDE (MG)",
+ "SALTO GRANDE (SP)",
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+ "fig = px.scatter_geo(data,lat='val_latitude',lon='val_longitude', hover_name=\"nom_usina\")\n",
+ "fig.update_layout(title = 'World map', title_x=0.5, mapbox_style=\"open-street-map\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "01eecfa8",
+ "metadata": {},
+ "outputs": [
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+ "data": {
+ "text/plain": [
+ "P. AFONSO 1,2,3 3\n",
+ "HENRY BORDEN 2\n",
+ "ITAIPU 2\n",
+ "14 DE JULHO 1\n",
+ "PASSO REAL 1\n",
+ " ..\n",
+ "GARIBALDI 1\n",
+ "GUAPORE 1\n",
+ "GUILM. AMORIM 1\n",
+ "I. SOLTEIRA 1\n",
+ "XINGO 1\n",
+ "Name: nom_reservatorio, Length: 155, dtype: int64"
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+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
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+ ],
+ "source": [
+ "data.nom_reservatorio.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9c40b828",
+ "metadata": {},
+ "source": [
+ "Os reservatorios Paulo Afonso 1, 2, 3 aprecem tres vezes no dataframe. Henry Borden aparece duas vezes e Itaipu aparece tambem 2 vezes. "
+ ]
+ },
+ {
+ "cell_type": "code",
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+ "97 PAULO AFONSO III UHE.PH.BA.027049-0.01 NE \n",
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+ "metadata": {},
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+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ce63d853",
+ "metadata": {},
+ "source": [
+ "Percebemos diferencas entre elas!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "a2a01734",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "FIO DAGUA 96\n",
+ "RESERVATÓRIO COM USINA 62\n",
+ "RESERVATÓRIO COM USINA DE BOMBEAMENTO 1\n",
+ "Name: tip_reservatorio, dtype: int64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
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+ "source": [
+ "data.tip_reservatorio.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "cdbd112e",
+ "metadata": {},
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+ "GRANDE 12\n",
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+ "TOCANTINS 7\n",
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import matplotlib.dates as mdates\n",
+ "from datetime import datetime\n",
+ "\n",
+ "\n",
+ "names = list(data.nom_reservatorio)\n",
+ "dates = list(data.dat_entrada)\n",
+ "\n",
+ "# Convert date strings (e.g. 2014-10-18) to datetime\n",
+ "dates = [datetime.strptime(d, \"%Y-%m-%d\") for d in dates]\n",
+ " \n",
+ "# Choose some nice levels\n",
+ "levels = np.tile([-5, 5, -3, 3, -1, 1],\n",
+ " int(np.ceil(len(dates)/6)))[:len(dates)]\n",
+ "\n",
+ "# Create figure and plot a stem plot with the date\n",
+ "fig, ax = plt.subplots(figsize=(15, 4), constrained_layout=True)\n",
+ "ax.set(title=\"Reservatorios - Linha do tempo\")\n",
+ "\n",
+ "markerline, stemline, baseline = ax.stem(dates, levels,\n",
+ " linefmt=\"C3-\", basefmt=\"k-\",\n",
+ " use_line_collection=True)\n",
+ "\n",
+ "plt.setp(markerline, mec=\"k\", mfc=\"w\", zorder=3)\n",
+ "\n",
+ "# Shift the markers to the baseline by replacing the y-data by zeros.\n",
+ "markerline.set_ydata(np.zeros(len(dates)))\n",
+ "\n",
+ "# annotate lines\n",
+ "vert = np.array(['top', 'bottom'])[(levels > 0).astype(int)]\n",
+ "for d, l, r, va in zip(dates, levels, names, vert):\n",
+ " ax.annotate(r, xy=(d, l), xytext=(-3, np.sign(l)*3),\n",
+ " textcoords=\"offset points\", va=va, ha=\"right\")\n",
+ "\n",
+ "# format xaxis with 4 month intervals\n",
+ "ax.get_xaxis().set_major_locator(mdates.MonthLocator(interval=4))\n",
+ "ax.get_xaxis().set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n",
+ "plt.setp(ax.get_xticklabels(), rotation=90, ha=\"right\")\n",
+ "\n",
+ "# remove y axis and spines\n",
+ "ax.get_yaxis().set_visible(False)\n",
+ "for spine in [\"left\", \"top\", \"right\"]:\n",
+ " ax.spines[spine].set_visible(False)\n",
+ "\n",
+ "ax.margins(y=0.9)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ee763e43",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.6"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}