diff --git a/exercicio/para-casa/exercicio_semanal.ipynb b/exercicio/para-casa/exercicio_semanal.ipynb
new file mode 100644
index 0000000..fad05b2
--- /dev/null
+++ b/exercicio/para-casa/exercicio_semanal.ipynb
@@ -0,0 +1,39 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "authorship_tag": "ABX9TyPQFzwb3k4p/zpUIp//Ci3x",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "oY6uC2BMmr5Y"
+ },
+ "outputs": [],
+ "source": []
+ }
+ ]
+}
\ No newline at end of file
diff --git a/exercicios/para-casa/atividade_semanal.ipynb b/exercicios/para-casa/atividade_semanal.ipynb
new file mode 100644
index 0000000..49a4aee
--- /dev/null
+++ b/exercicios/para-casa/atividade_semanal.ipynb
@@ -0,0 +1,2749 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "authorship_tag": "ABX9TyPc5fxNxI1f8J9NcchewmKw",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**Importar** a biblioteca \"pandas\":"
+ ],
+ "metadata": {
+ "id": "T0PSLkqAe0nJ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "id": "oY6uC2BMmr5Y"
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**.read_csv -** Leitura do databasedataframe:"
+ ],
+ "metadata": {
+ "id": "qtRIdq4dfQGL"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df = pd.read_csv('data_sample_SP.csv', sep = ';')"
+ ],
+ "metadata": {
+ "id": "GPqNPZ4I_-nE"
+ },
+ "execution_count": 6,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df"
+ ],
+ "metadata": {
+ "id": "etURnlPyJ-8W",
+ "outputId": "3b3bce1c-2d61-42d2-a3e9-5d1c261a2a66",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 704
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " Data Hora UTC PRECIPITAO TOTAL. HORARIO (mm) \\\n",
+ "0 2021/07/31 1100 UTC 0.0 \n",
+ "1 2020/01/16 0800 UTC 0.0 \n",
+ "2 2021/08/25 1900 UTC 0.0 \n",
+ "3 2021/08/02 1600 UTC 0.0 \n",
+ "4 2020/07/25 1400 UTC NaN \n",
+ "... ... ... ... \n",
+ "99995 2020/08/22 0300 UTC NaN \n",
+ "99996 2020/08/03 1900 UTC NaN \n",
+ "99997 2021/08/13 2200 UTC NaN \n",
+ "99998 2022/10/28 2100 UTC 6.4 \n",
+ "99999 2022/07/13 0700 UTC 0.0 \n",
+ "\n",
+ " PRESSAO ATMOSFERICA AO NIVEL DA ESTACAO. HORARIA (mB) \\\n",
+ "0 925.4 \n",
+ "1 944.1 \n",
+ "2 899.4 \n",
+ "3 978.6 \n",
+ "4 932.8 \n",
+ "... ... \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99998 957.2 \n",
+ "99999 959.7 \n",
+ "\n",
+ " PRESSAO ATMOSFERICA MAX.NA HORA ANT. (AUT) (mB) \\\n",
+ "0 925.6 \n",
+ "1 944.1 \n",
+ "2 899.7 \n",
+ "3 979.5 \n",
+ "4 932.9 \n",
+ "... ... \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99998 958.0 \n",
+ "99999 959.7 \n",
+ "\n",
+ " PRESSAO ATMOSFERICA MIN. NA HORA ANT. (AUT) (mB) \\\n",
+ "0 925.0 \n",
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+ "3 978.6 \n",
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+ "... ... \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99998 957.1 \n",
+ "99999 959.5 \n",
+ "\n",
+ " RADIACAO GLOBAL (Kj/m2) TEMPERATURA DO AR - BULBO SECO. HORARIA (C) \\\n",
+ "0 312.6 8.0 \n",
+ "1 NaN 20.4 \n",
+ "2 1649.2 30.9 \n",
+ "3 2545.3 27.1 \n",
+ "4 NaN 25.6 \n",
+ "... ... ... \n",
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+ "99996 NaN NaN \n",
+ "99997 NaN NaN \n",
+ "99998 256.3 27.3 \n",
+ "99999 NaN 18.0 \n",
+ "\n",
+ " TEMPERATURA DO PONTO DE ORVALHO (C) \\\n",
+ "0 3.8 \n",
+ "1 19.3 \n",
+ "2 1.3 \n",
+ "3 7.5 \n",
+ "4 9.2 \n",
+ "... ... \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99998 18.0 \n",
+ "99999 13.6 \n",
+ "\n",
+ " TEMPERATURA MAXIMA NA HORA ANT. (AUT) (C) ... \\\n",
+ "0 8.0 ... \n",
+ "1 20.6 ... \n",
+ "2 31.6 ... \n",
+ "3 27.5 ... \n",
+ "4 25.8 ... \n",
+ "... ... ... \n",
+ "99995 NaN ... \n",
+ "99996 NaN ... \n",
+ "99997 NaN ... \n",
+ "99998 28.5 ... \n",
+ "99999 18.9 ... \n",
+ "\n",
+ " VENTO. RAJADA MAXIMA (m/s) VENTO. VELOCIDADE HORARIA (m/s) REGIAO \\\n",
+ "0 8.3 2.8 SE \n",
+ "1 1.9 1.3 SE \n",
+ "2 4.3 0.7 SE \n",
+ "3 5.8 2.2 SE \n",
+ "4 8.3 3.6 SE \n",
+ "... ... ... ... \n",
+ "99995 NaN NaN SE \n",
+ "99996 NaN NaN SE \n",
+ "99997 NaN NaN SE \n",
+ "99998 10.6 0.1 SE \n",
+ "99999 3.5 0.3 SE \n",
+ "\n",
+ " UF ESTACAO CODIGO (WMO) LATITUDE LONGITUDE ALTITUDE \\\n",
+ "0 SP BRAGANCA PAULISTA A744 -22.951944 -46.530556 891.00 \n",
+ "1 SP ITUVERAVA A753 -20.359722 -47.775278 610.58 \n",
+ "2 SP FRANCA A708 -20.584444 -47.382500 1002.74 \n",
+ "3 SP VALPARAISO A734 -21.319167 -50.930278 381.90 \n",
+ "4 SP AVARE A725 -23.101667 -48.941111 776.36 \n",
+ "... .. ... ... ... ... ... \n",
+ "99995 SP SAO SEBASTIAO A767 -23.810833 -45.402500 24.00 \n",
+ "99996 SP BEBDOURO A764 -20.949167 -48.490000 790.00 \n",
+ "99997 SP SAO SEBASTIAO A767 -23.810833 -45.402500 24.00 \n",
+ "99998 SP LINS A727 -21.666111 -49.734722 460.65 \n",
+ "99999 SP IBITINGA A737 -21.855556 -48.799722 496.75 \n",
+ "\n",
+ " DATA DE FUNDACAO \n",
+ "0 20/12/17 \n",
+ "1 17/07/08 \n",
+ "2 12/12/02 \n",
+ "3 30/08/07 \n",
+ "4 22/09/06 \n",
+ "... ... \n",
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+ "99996 27/10/16 \n",
+ "99997 25/10/17 \n",
+ "99998 20/09/06 \n",
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\n",
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+ " 7.5 | \n",
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+ " ... | \n",
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+ " A734 | \n",
+ " -21.319167 | \n",
+ " -50.930278 | \n",
+ " 381.90 | \n",
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\n",
+ " \n",
+ " | 4 | \n",
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+ " NaN | \n",
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+ " 932.9 | \n",
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+ " 25.6 | \n",
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+ " AVARE | \n",
+ " A725 | \n",
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\n",
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+ " 2020/08/22 | \n",
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+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
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+ " ... | \n",
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+ " NaN | \n",
+ " SE | \n",
+ " SP | \n",
+ " SAO SEBASTIAO | \n",
+ " A767 | \n",
+ " -23.810833 | \n",
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\n",
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+ " SE | \n",
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+ " BEBDOURO | \n",
+ " A764 | \n",
+ " -20.949167 | \n",
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+ " 27/10/16 | \n",
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\n",
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+ " | 99997 | \n",
+ " 2021/08/13 | \n",
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\n",
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+ " 2022/10/28 | \n",
+ " 2100 UTC | \n",
+ " 6.4 | \n",
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+ " 957.1 | \n",
+ " 256.3 | \n",
+ " 27.3 | \n",
+ " 18.0 | \n",
+ " 28.5 | \n",
+ " ... | \n",
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+ " SP | \n",
+ " LINS | \n",
+ " A727 | \n",
+ " -21.666111 | \n",
+ " -49.734722 | \n",
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\n",
+ " \n",
+ " | 99999 | \n",
+ " 2022/07/13 | \n",
+ " 0700 UTC | \n",
+ " 0.0 | \n",
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+ " 959.7 | \n",
+ " 959.5 | \n",
+ " NaN | \n",
+ " 18.0 | \n",
+ " 13.6 | \n",
+ " 18.9 | \n",
+ " ... | \n",
+ " 3.5 | \n",
+ " 0.3 | \n",
+ " SE | \n",
+ " SP | \n",
+ " IBITINGA | \n",
+ " A737 | \n",
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+ " \n",
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100000 rows × 27 columns
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ],
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "dataframe",
+ "variable_name": "df"
+ }
+ },
+ "metadata": {},
+ "execution_count": 6
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**.mean -** Média da Temperatura do Ar - Bulbo Seco:"
+ ],
+ "metadata": {
+ "id": "_PTr8eJYfYQk"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df['TEMPERATURA DO AR - BULBO SECO. HORARIA (C)'].mean()"
+ ],
+ "metadata": {
+ "id": "T060j78tKLoa",
+ "outputId": "242c4405-c25e-4d48-90c9-a2559eaef1d2",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "21.178565566359246"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 9
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**.dropna -** Retirada de NaN da Radiação Global (Kj/m²):"
+ ],
+ "metadata": {
+ "id": "Ss4BSIcAfdOP"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df.dropna(subset = ['RADIACAO GLOBAL (Kj/m2)'])"
+ ],
+ "metadata": {
+ "id": "VwExjrbGNbHQ",
+ "outputId": "b420d409-3160-4e3f-bbc5-663a8b470193",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 704
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " Data Hora UTC PRECIPITAO TOTAL. HORARIO (mm) \\\n",
+ "0 2021/07/31 1100 UTC 0.0 \n",
+ "2 2021/08/25 1900 UTC 0.0 \n",
+ "3 2021/08/02 1600 UTC 0.0 \n",
+ "7 2020/05/27 2000 UTC 0.0 \n",
+ "8 2021/02/19 1200 UTC 0.0 \n",
+ "... ... ... ... \n",
+ "99988 2020/10/31 1900 UTC 0.0 \n",
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+ "99991 2021/12/29 1400 UTC 0.0 \n",
+ "99992 2020/11/16 2200 UTC 0.0 \n",
+ "99998 2022/10/28 2100 UTC 6.4 \n",
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+ "0 925.0 \n",
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+ "99990 835.6 \n",
+ "99991 952.8 \n",
+ "99992 948.9 \n",
+ "99998 957.1 \n",
+ "\n",
+ " RADIACAO GLOBAL (Kj/m2) TEMPERATURA DO AR - BULBO SECO. HORARIA (C) \\\n",
+ "0 312.6 8.0 \n",
+ "2 1649.2 30.9 \n",
+ "3 2545.3 27.1 \n",
+ "7 299.6 21.0 \n",
+ "8 1705.3 22.2 \n",
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+ "99990 -46.5 ... \n",
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+ "\n",
+ " VENTO. RAJADA MAXIMA (m/s) VENTO. VELOCIDADE HORARIA (m/s) REGIAO \\\n",
+ "0 8.3 2.8 SE \n",
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+ "99998 SP LINS A727 -21.666111 -49.734722 \n",
+ "\n",
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+ "99988 660.00 15/05/17 \n",
+ "99990 1285.00 09/01/12 \n",
+ "99991 540.41 22/04/08 \n",
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+ }
+ },
+ "metadata": {},
+ "execution_count": 20
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**.sample -** Seleção de 3 colunas e 1000 colunas para um dataframe reduzido (df_reduzido):"
+ ],
+ "metadata": {
+ "id": "-q_hQ_l7fxZ-"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df_reduzido = df[['ESTACAO', 'DATA DE FUNDACAO', 'TEMPERATURA MAXIMA NA HORA ANT. (AUT) (C)']].sample(1000)\n",
+ "df_reduzido = df_reduzido.reset_index(drop=True)"
+ ],
+ "metadata": {
+ "id": "vrzEkZeZa7MQ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df_reduzido"
+ ],
+ "metadata": {
+ "id": "h1yaIiLCewkq",
+ "outputId": "18860fd1-3aea-41cf-f906-d84c0c680134",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 424
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " ESTACAO DATA DE FUNDACAO \\\n",
+ "0 PRESIDENTE PRUDENTE 04/02/03 \n",
+ "1 BRAGANCA PAULISTA 20/12/17 \n",
+ "2 BERTIOGA 01/02/17 \n",
+ "3 BARUERI 29/03/11 \n",
+ "4 SAO CARLOS 04/09/06 \n",
+ ".. ... ... \n",
+ "995 BAURU 30/08/01 \n",
+ "996 LINS 20/09/06 \n",
+ "997 BRAGANCA PAULISTA 20/12/17 \n",
+ "998 LINS 20/09/06 \n",
+ "999 IBITINGA 09/11/07 \n",
+ "\n",
+ " TEMPERATURA MAXIMA NA HORA ANT. (AUT) (C) \n",
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+ "998 25.8 \n",
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+ "\n",
+ "[1000 rows x 3 columns]"
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+ "text/html": [
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+ " DATA DE FUNDACAO | \n",
+ " TEMPERATURA MAXIMA NA HORA ANT. (AUT) (C) | \n",
+ "
\n",
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+ " \n",
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1000 rows × 3 columns
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+ "
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+ "
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+ "
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+ ],
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "dataframe",
+ "variable_name": "df_reduzido",
+ "summary": "{\n \"name\": \"df_reduzido\",\n \"rows\": 1000,\n \"fields\": [\n {\n \"column\": \"ESTACAO\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 45,\n \"samples\": [\n \"ITUVERAVA\",\n \"TAUBATE\",\n \"JOSE BONIFACIO\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"DATA DE FUNDACAO\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 42,\n \"samples\": [\n \"03/09/07\",\n \"09/11/07\",\n \"20/07/06\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TEMPERATURA MAXIMA NA HORA ANT. (AUT) (C)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.64037557266985,\n \"min\": -39.0,\n \"max\": 39.4,\n \"num_unique_values\": 240,\n \"samples\": [\n 31.2,\n 18.3,\n 14.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
+ }
+ },
+ "metadata": {},
+ "execution_count": 27
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**Normalização de colunas -** converter range para uma mesma base, entre 0 e 1, a fim de plotar posteriormente:"
+ ],
+ "metadata": {
+ "id": "hlDosXlQg2XA"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "coluna1 = 'PRESSAO ATMOSFERICA AO NIVEL DA ESTACAO. HORARIA (mB)'\n",
+ "df[coluna1] = (df[coluna1] - df[coluna1].min()) / (df[coluna1].max() - df[coluna1].min())"
+ ],
+ "metadata": {
+ "id": "c8wHwH0mcD8s"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "coluna = 'VENTO. RAJADA MAXIMA (m/s)'\n",
+ "df[coluna] = (df[coluna] - df[coluna].min()) / (df[coluna].max() - df[coluna].min())"
+ ],
+ "metadata": {
+ "id": "Pcd8KdNxg--h"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "** Importar matplotlib -** Plotar no gráfico:"
+ ],
+ "metadata": {
+ "id": "B3rUI0IbhMGD"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "df[['PRESSAO ATMOSFERICA AO NIVEL DA ESTACAO. HORARIA (mB)', 'VENTO. RAJADA MAXIMA (m/s)']].plot()"
+ ],
+ "metadata": {
+ "id": "VlZhWI_ohOpD",
+ "outputId": "de9499c0-eddc-4f35-8902-cc10e5e19a38",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 447
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "execution_count": 41
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**.sort_values -** altera a ordem da coluna de acordo com a orientação - \"ascending = True (ordem crescente)\", \"descending = True (ordem decrescente)\":"
+ ],
+ "metadata": {
+ "id": "VQMWH3a3UmIr"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df.sort_values(by = 'RADIACAO GLOBAL (Kj/m2)', ascending = True)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 721
+ },
+ "id": "o9xRbeh2cM4I",
+ "outputId": "986d4ffb-8b80-48be-dcfe-964bd3155526"
+ },
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " Data Hora UTC PRECIPITAO TOTAL. HORARIO (mm) \\\n",
+ "27690 2022/06/10 0500 UTC 0.0 \n",
+ "10957 2020/10/23 0600 UTC 0.0 \n",
+ "71405 2020/05/28 0200 UTC 0.0 \n",
+ "30344 2022/03/25 2200 UTC 0.0 \n",
+ "71363 2021/05/15 2200 UTC 0.0 \n",
+ "... ... ... ... \n",
+ "99994 2020/07/31 2200 UTC NaN \n",
+ "99995 2020/08/22 0300 UTC NaN \n",
+ "99996 2020/08/03 1900 UTC NaN \n",
+ "99997 2021/08/13 2200 UTC NaN \n",
+ "99999 2022/07/13 0700 UTC 0.0 \n",
+ "\n",
+ " PRESSAO ATMOSFERICA AO NIVEL DA ESTACAO. HORARIA (mB) \\\n",
+ "27690 917.1 \n",
+ "10957 945.3 \n",
+ "71405 948.3 \n",
+ "30344 834.6 \n",
+ "71363 946.7 \n",
+ "... ... \n",
+ "99994 NaN \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99999 959.7 \n",
+ "\n",
+ " PRESSAO ATMOSFERICA MAX.NA HORA ANT. (AUT) (mB) \\\n",
+ "27690 917.8 \n",
+ "10957 945.6 \n",
+ "71405 948.3 \n",
+ "30344 834.6 \n",
+ "71363 946.7 \n",
+ "... ... \n",
+ "99994 NaN \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99999 959.7 \n",
+ "\n",
+ " PRESSAO ATMOSFERICA MIN. NA HORA ANT. (AUT) (mB) \\\n",
+ "27690 917.1 \n",
+ "10957 945.3 \n",
+ "71405 948.0 \n",
+ "30344 834.1 \n",
+ "71363 946.0 \n",
+ "... ... \n",
+ "99994 NaN \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99999 959.5 \n",
+ "\n",
+ " RADIACAO GLOBAL (Kj/m2) TEMPERATURA DO AR - BULBO SECO. HORARIA (C) \\\n",
+ "27690 0.0 16.7 \n",
+ "10957 0.0 22.7 \n",
+ "71405 0.0 10.5 \n",
+ "30344 0.0 16.6 \n",
+ "71363 0.0 20.6 \n",
+ "... ... ... \n",
+ "99994 NaN NaN \n",
+ "99995 NaN NaN \n",
+ "99996 NaN NaN \n",
+ "99997 NaN NaN \n",
+ "99999 NaN 18.0 \n",
+ "\n",
+ " TEMPERATURA DO PONTO DE ORVALHO (C) \\\n",
+ "27690 16.5 \n",
+ "10957 15.3 \n",
+ "71405 7.6 \n",
+ "30344 14.7 \n",
+ "71363 16.0 \n",
+ "... ... \n",
+ "99994 NaN \n",
+ "99995 NaN \n",
+ "99996 NaN \n",
+ "99997 NaN \n",
+ "99999 13.6 \n",
+ "\n",
+ " TEMPERATURA MAXIMA NA HORA ANT. (AUT) (C) ... \\\n",
+ "27690 17.0 ... \n",
+ "10957 23.3 ... \n",
+ "71405 11.1 ... \n",
+ "30344 16.9 ... \n",
+ "71363 23.3 ... \n",
+ "... ... ... \n",
+ "99994 NaN ... \n",
+ "99995 NaN ... \n",
+ "99996 NaN ... \n",
+ "99997 NaN ... \n",
+ "99999 18.9 ... \n",
+ "\n",
+ " VENTO. RAJADA MAXIMA (m/s) VENTO. VELOCIDADE HORARIA (m/s) REGIAO \\\n",
+ "27690 0.0 0.0 SE \n",
+ "10957 11.2 3.3 SE \n",
+ "71405 2.3 1.1 SE \n",
+ "30344 3.7 1.8 SE \n",
+ "71363 2.6 0.8 SE \n",
+ "... ... ... ... \n",
+ "99994 NaN NaN SE \n",
+ "99995 NaN NaN SE \n",
+ "99996 NaN NaN SE \n",
+ "99997 NaN NaN SE \n",
+ "99999 3.5 0.3 SE \n",
+ "\n",
+ " UF ESTACAO CODIGO (WMO) LATITUDE LONGITUDE \\\n",
+ "27690 SP SAO LUIZ DO PARAITINGA A740 -23.228333 -45.416944 \n",
+ "10957 SP SAO SIMAO A770 -21.461111 -47.579444 \n",
+ "71405 SP SAO SIMAO A770 -21.461111 -47.579444 \n",
+ "30344 SP CAMPOS DO JORDAO A706 -22.750278 -45.603889 \n",
+ "71363 SP SAO SIMAO A770 -21.461111 -47.579444 \n",
+ "... .. ... ... ... ... \n",
+ "99994 SP SAO SEBASTIAO A767 -23.810833 -45.402500 \n",
+ "99995 SP SAO SEBASTIAO A767 -23.810833 -45.402500 \n",
+ "99996 SP BEBDOURO A764 -20.949167 -48.490000 \n",
+ "99997 SP SAO SEBASTIAO A767 -23.810833 -45.402500 \n",
+ "99999 SP IBITINGA A737 -21.855556 -48.799722 \n",
+ "\n",
+ " ALTITUDE DATA DE FUNDACAO \n",
+ "27690 862.30 01/11/07 \n",
+ "10957 620.00 03/07/19 \n",
+ "71405 620.00 03/07/19 \n",
+ "30344 1662.95 13/03/02 \n",
+ "71363 620.00 03/07/19 \n",
+ "... ... ... \n",
+ "99994 24.00 25/10/17 \n",
+ "99995 24.00 25/10/17 \n",
+ "99996 790.00 27/10/16 \n",
+ "99997 24.00 25/10/17 \n",
+ "99999 496.75 09/11/07 \n",
+ "\n",
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+ " A706 | \n",
+ " -22.750278 | \n",
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\n",
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100000 rows × 27 columns
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+ }
+ ]
+}
\ No newline at end of file