{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "execute": { "enabled": false } }, "cells": [ { "cell_type": "markdown", "source": [ "# AULA 1: Conceitos de séries temporais\n", "## Insper - PADS\n", "### Financial Analytics\n", "#### Autor: Paloma Vaissman Uribe" ], "metadata": { "id": "42ipPquj-ON9" } }, { "cell_type": "markdown", "source": [ "### 1. Revisão de variável aleatória: gerando uma uniforme discreta para o experimento de jogar um dado" ], "metadata": { "id": "xITQVr2qE-8k" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# 1. Definindo o número de simulações\n", "n = 500\n", "\n", "# 2. Definindo a função 'dados' (amostragem com substituição)\n", "def dados(n, k):\n", " \"\"\"\n", " Gera uma amostra de 'n' pontos de dados,\n", " escolhidos de 1 a 'k' com reposição.\n", " \"\"\"\n", " return np.random.randint(1, k + 1, size=n)\n", "\n", "# 3. Gerando os dados e plotando\n", "dados_gerados = dados(n, 6)\n", "\n", "plt.figure(figsize=(10, 4)) # Define o tamanho da figura\n", "plt.plot(dados_gerados)\n", "plt.title(f'Série Temporal de Dados Gerados (n={n}, k=6)')\n", "plt.xlabel('Índice de Tempo')\n", "plt.ylabel('Valor Amostrado')\n", "plt.grid(axis='y', linestyle='--')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 413 }, "id": "aGY2hN15-MNE", "outputId": "1f883596-ca5c-4c11-8973-b0bc96d22960" }, "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### 2. Defasagem e diferenciação: Python code" ], "metadata": { "id": "4GiP4_wTFZ--" } }, { "cell_type": "code", "source": [ "# Usando dados de PIB do BCB\n", "\n", "import pandas as pd\n", "from bcb import sgs\n", "\n", "# 1. Parâmetros e Download de Dados\n", "data_inicio = \"2003-01-01\"\n", "CODIGO_IBCBR_REAL = 24364 # IBC-Br Dessazonalizado (proxy do PIB Real)\n", "\n", "# Baixa a série IBC-Br e armazena no DataFrame com o nome de coluna 'pib_original'\n", "ibcbr_real = sgs.get({'pib_original': CODIGO_IBCBR_REAL}, start=data_inicio)\n", "\n", "# 2. Criação das Variáveis Diferenciada e Defasada (Usando Pandas)\n", "\n", "# Diferenciação (pib_diff): Y(t) - Y(t-1)\n", "# O método .diff(1) insere automaticamente NaN no primeiro valor.\n", "ibcbr_real['pib_diff'] = ibcbr_real['pib_original'].diff(periods=1)\n", "\n", "# Defasagem (pib_lag): Y(t-1)\n", "# O método .shift(1) move o valor Y(t-1) para o tempo t.\n", "ibcbr_real['pib_lag'] = ibcbr_real['pib_original'].shift(periods=1)\n", "\n", "# O DataFrame 'ibcbr_real' (que corresponde ao 'data' do R) está completo.\n", "\n", "# 3. Visualização do Dataset Final (Equivalente a head(data))\n", "print(ibcbr_real.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jcXFYma7Fqsy", "outputId": "2f863719-5294-4329-93bc-4ac15f07f1ec" }, "execution_count": 15, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " pib_original pib_diff pib_lag\n", "Date \n", "2003-01-01 70.53904 NaN NaN\n", "2003-02-01 71.71545 1.17641 70.53904\n", "2003-03-01 71.36498 -0.35047 71.71545\n", "2003-04-01 70.87144 -0.49354 71.36498\n", "2003-05-01 70.16235 -0.70909 70.87144\n" ] } ] }, { "cell_type": "markdown", "source": [ "### 3. Função de autocorrelação e simulação de processos" ], "metadata": { "id": "lCe4rJ1lGFbt" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from statsmodels.graphics.tsaplots import plot_acf\n", "from scipy.stats import norm\n", "\n", "# 1. Geração de Dados (Usando scipy.stats.norm)\n", "X = norm.rvs(loc=0, scale=2, size=1000)\n", "\n", "# 2. Configuração do Layout do Gráfico (1 linha, 2 colunas)\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# 3. Plotagem da Série Temporal\n", "axes[0].plot(X)\n", "axes[0].set_title('Série Temporal')\n", "axes[0].set_xlabel('Índice de Tempo')\n", "axes[0].set_ylabel('Valores de X')\n", "axes[0].grid(axis='y', linestyle='--')\n", "\n", "# 4. Plotagem da ACF (Função de Autocorrelação)\n", "plot_acf(X,\n", " ax=axes[1],\n", " title='Função de Autocorrelação (ACF)',\n", " zero=False)\n", "axes[1].set_xlabel('Lag')\n", "axes[1].set_ylabel('Autocorrelação')\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 431 }, "id": "ZEDTxKNU-MWN", "outputId": "a31822e6-d4df-48cf-ab77-688ad21ca73a" }, "execution_count": 22, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Autocorrelação')" ] }, "metadata": {}, "execution_count": 22 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# 1. Parâmetros\n", "phi = 0.5 # Parâmetro AR(1) (phi)\n", "n = 1000 # Número de observações\n", "e = np.random.normal(loc=0, scale=2, size=n)\n", "\n", "# 2. Simulação da Série Temporal AR(1)\n", "y = np.zeros(n)\n", "y[0] = e[0]\n", "for i in range(1, n):\n", " y[i] = phi * y[i-1] + e[i]\n", "\n", "# 3. Gráfico\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "axes[0].plot(y)\n", "axes[0].set_title(f'Série Temporal AR(1) (phi={phi})')\n", "axes[0].set_xlabel('Índice de Tempo')\n", "axes[0].set_ylabel('Valores de Y')\n", "axes[0].grid(axis='y', linestyle='--')\n", "\n", "plot_acf(y,\n", " ax=axes[1],\n", " title='Função de Autocorrelação (ACF)',\n", " zero=False)\n", "axes[1].set_xlabel('Lag')\n", "axes[1].set_ylabel('Autocorrelação')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 407 }, "id": "zJkpK1wn-Mam", "outputId": "2d357d0c-4f0f-49a7-a804-486a899ebf8e" }, "execution_count": 24, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# 1. Parâmetros\n", "phi = 1 # Parâmetro PASSEIO ALEATÓRIO\n", "n = 1000 # Número de observações\n", "e = np.random.normal(loc=0, scale=2, size=n)\n", "\n", "# 2. Simulação da Série Temporal AR(1)\n", "y = np.zeros(n)\n", "y[0] = e[0]\n", "for i in range(1, n):\n", " y[i] = phi * y[i-1] + e[i]\n", "\n", "# 3. Gráfico\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "axes[0].plot(y)\n", "axes[0].set_title(f'Série Temporal AR(1) (phi={phi})')\n", "axes[0].set_xlabel('Índice de Tempo')\n", "axes[0].set_ylabel('Valores de Y')\n", "axes[0].grid(axis='y', linestyle='--')\n", "\n", "plot_acf(y,\n", " ax=axes[1],\n", " title='Função de Autocorrelação (ACF)',\n", " zero=False)\n", "axes[1].set_xlabel('Lag')\n", "axes[1].set_ylabel('Autocorrelação')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 407 }, "id": "OSpDEzA6-Md9", "outputId": "a38dab1d-98ec-4855-d791-b01d1bfd9f68" }, "execution_count": 26, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### 4. Componentes de uma série" ], "metadata": { "id": "FyuHFC7KHTqN" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import statsmodels.api as sm\n", "from statsmodels.tsa.seasonal import seasonal_decompose\n", "import matplotlib.pyplot as plt\n", "\n", "# 1. Dados de AirPassengers\n", "data_r = sm.datasets.get_rdataset(\n", " dataname=\"AirPassengers\",\n", " package=\"datasets\")\n", "AP = pd.Series(data_r.data[\"value\"].values,\n", " index=pd.date_range(start=\"1949-01-01\",\n", " periods=len(data_r.data), freq=\"MS\"))\n", "\n", "# 2. Decomposição Sazonal\n", "decomposeAP = seasonal_decompose(\n", " AP,\n", " model=\"additive\", #alt: multiplicative\n", " period=12)\n", "decomposeAP.plot()\n", "\n", "# Exibir o gráfico\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "aRAPgxKW-MhF", "outputId": "73fb7580-7113-45c6-e5f0-193977f5d933" }, "execution_count": 27, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### 5. Prophet: outra forma de estimar componentes sazonais" ], "metadata": { "id": "kYERVmd_HcWs" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import statsmodels.api as sm\n", "from prophet import Prophet\n", "from prophet.plot import plot_components\n", "\n", "data_r = sm.datasets.get_rdataset(\n", " dataname=\"AirPassengers\", package=\"datasets\")\n", "AP_series = pd.Series(\n", " data_r.data[\"value\"].values,\n", " index=pd.date_range(start=\"1949-01-01\",\n", " periods=len(data_r.data), freq=\"MS\"))\n", "df = AP_series.reset_index()\n", "df.columns = ['ds', 'y']\n", "\n", "m = Prophet()\n", "m.fit(df)\n", "future = m.make_future_dataframe(periods=12, freq='MS')\n", "forecast = m.predict(future)\n", "fig_components = plot_components(m, forecast)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 823 }, "id": "xmo4jwzvHbgx", "outputId": "304a302a-8cba-415c-b52a-5cfcb3d8b46a" }, "execution_count": 28, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "INFO:prophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "DEBUG:cmdstanpy:input tempfile: /tmp/tmpofr_dk25/28byvshb.json\n", "DEBUG:cmdstanpy:input tempfile: /tmp/tmpofr_dk25/k9bnm1l1.json\n", "DEBUG:cmdstanpy:idx 0\n", "DEBUG:cmdstanpy:running CmdStan, num_threads: None\n", "DEBUG:cmdstanpy:CmdStan args: ['/usr/local/lib/python3.12/dist-packages/prophet/stan_model/prophet_model.bin', 'random', 'seed=65393', 'data', 'file=/tmp/tmpofr_dk25/28byvshb.json', 'init=/tmp/tmpofr_dk25/k9bnm1l1.json', 'output', 'file=/tmp/tmpofr_dk25/prophet_modelws57bkkd/prophet_model-20251010171508.csv', 'method=optimize', 'algorithm=lbfgs', 'iter=10000']\n", "17:15:08 - cmdstanpy - INFO - Chain [1] start processing\n", "INFO:cmdstanpy:Chain [1] start processing\n", "17:15:08 - cmdstanpy - INFO - Chain [1] done processing\n", "INFO:cmdstanpy:Chain [1] done processing\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "forecast" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 617 }, "id": "3IKpzK1iHnh7", "outputId": "08d90ae1-edb7-4a51-f0cd-271a8b2d2608" }, "execution_count": 29, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n", "0 1949-01-01 107.406338 56.356143 116.968458 107.406338 107.406338 \n", "1 1949-02-01 109.550561 50.399179 108.942538 109.550561 109.550561 \n", "2 1949-03-01 111.487279 81.769040 140.098541 111.487279 111.487279 \n", "3 1949-04-01 113.631502 80.860394 137.057427 113.631502 113.631502 \n", "4 1949-05-01 115.706556 84.384871 140.095194 115.706556 115.706556 \n", ".. ... ... ... ... ... ... \n", "151 1961-08-01 509.384228 548.657750 605.971277 509.075824 509.677316 \n", "152 1961-09-01 512.515877 501.107321 556.141370 512.140578 512.870399 \n", "153 1961-10-01 515.546505 466.752694 523.591381 515.111071 515.979982 \n", "154 1961-11-01 518.678155 431.053298 487.798180 518.166608 519.193143 \n", "155 1961-12-01 521.708783 458.523207 516.203089 521.138279 522.299634 \n", "\n", " additive_terms additive_terms_lower additive_terms_upper yearly \\\n", "0 -21.387455 -21.387455 -21.387455 -21.387455 \n", "1 -30.055335 -30.055335 -30.055335 -30.055335 \n", "2 -0.461698 -0.461698 -0.461698 -0.461698 \n", "3 -4.912485 -4.912485 -4.912485 -4.912485 \n", "4 -3.611275 -3.611275 -3.611275 -3.611275 \n", ".. ... ... ... ... \n", "151 68.199423 68.199423 68.199423 68.199423 \n", "152 16.508617 16.508617 16.508617 16.508617 \n", "153 -21.678872 -21.678872 -21.678872 -21.678872 \n", "154 -58.662400 -58.662400 -58.662400 -58.662400 \n", "155 -32.327103 -32.327103 -32.327103 -32.327103 \n", "\n", " yearly_lower yearly_upper multiplicative_terms \\\n", "0 -21.387455 -21.387455 0.0 \n", "1 -30.055335 -30.055335 0.0 \n", "2 -0.461698 -0.461698 0.0 \n", "3 -4.912485 -4.912485 0.0 \n", "4 -3.611275 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Teste ADF" ], "metadata": { "id": "qEmmzvL3H9BS" } }, { "cell_type": "code", "source": [ "ibcbr_real" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "uD2iAsz1IF74", "outputId": "659272c4-ecc3-4c88-8646-e6f725e68fef" }, "execution_count": 31, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " pib_original pib_diff pib_lag\n", "Date \n", "2003-01-01 70.53904 NaN NaN\n", "2003-02-01 71.71545 1.17641 70.53904\n", "2003-03-01 71.36498 -0.35047 71.71545\n", "2003-04-01 70.87144 -0.49354 71.36498\n", "2003-05-01 70.16235 -0.70909 70.87144\n", "... ... ... ...\n", "2025-03-01 109.76296 0.74746 109.01550\n", "2025-04-01 110.24525 0.48229 109.76296\n", "2025-05-01 108.95406 -1.29119 110.24525\n", "2025-06-01 108.68456 -0.26950 108.95406\n", "2025-07-01 108.10784 -0.57672 108.68456\n", "\n", "[271 rows x 3 columns]" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "ibcbr_real", "summary": "{\n \"name\": \"ibcbr_real\",\n \"rows\": 271,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2003-01-01 00:00:00\",\n \"max\": \"2025-07-01 00:00:00\",\n \"num_unique_values\": 271,\n \"samples\": [\n \"2005-07-01 00:00:00\",\n \"2012-09-01 00:00:00\",\n \"2009-08-01 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pib_original\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9.744124548890582,\n \"min\": 69.44316,\n \"max\": 110.24525,\n \"num_unique_values\": 271,\n \"samples\": [\n 77.47819,\n 100.79194,\n 89.74909\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pib_diff\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.076032894777609,\n \"min\": -8.278289999999998,\n \"max\": 3.8085200000000015,\n \"num_unique_values\": 270,\n \"samples\": [\n 0.5698900000000009,\n 0.8851300000000037,\n 0.7245500000000078\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pib_lag\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9.72259797177075,\n \"min\": 69.44316,\n \"max\": 110.24525,\n \"num_unique_values\": 270,\n \"samples\": [\n 77.47819,\n 100.79194,\n 89.74909\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 31 } ] }, { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd\n", "from statsmodels.tsa.stattools import adfuller\n", "\n", "gdp = ibcbr_real['pib_original']\n", "k_calculado = np.floor((len(gdp) - 1)**(1/3)).astype(int)\n", "\n", "resultado_adf = adfuller(\n", " gdp,\n", " maxlag=k_calculado,\n", " autolag=None, # Desativa a seleção automática do k\n", " regression='c' # Padrão para testar estacionariedade\n", ")\n", "\n", "print(\"=== Resultados do Teste Aumentado de Dickey-Fuller (ADF) ===\")\n", "print(f\"Estatística de Teste ADF: {resultado_adf[0]:.4f}\")\n", "print(f\"Valor p (P-value): {resultado_adf[1]:.4f}\")\n", "print(f\"Número de Defasagens (Lags): {resultado_adf[2]}\")\n", "print(\"Valores Críticos:\")\n", "for key, value in resultado_adf[4].items():\n", " print(f\" {key}: {value:.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "A-S9xV-xHuUh", "outputId": "63d107a7-1e65-45e1-ee08-ba62aa05a731" }, "execution_count": 34, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Resultados do Teste Aumentado de Dickey-Fuller (ADF) ===\n", "Estatística de Teste ADF: -2.2502\n", "Valor p (P-value): 0.1885\n", "Número de Defasagens (Lags): 6\n", "Valores Críticos:\n", " 1%: -3.4554\n", " 5%: -2.8726\n", " 10%: -2.5726\n" ] } ] }, { "cell_type": "code", "source": [ "plt.plot(ibcbr_real['pib_original'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 448 }, "id": "tKPotmeJIXQu", "outputId": "19265c1b-2360-4d00-dcf4-8bd23671cfb4" }, "execution_count": 36, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": {}, "execution_count": 36 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "FPifoyaKId3j" }, "execution_count": null, "outputs": [] } ] }