1181 lines
971 KiB
Plaintext
1181 lines
971 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "ad2bb8088747dade",
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"metadata": {},
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"source": [
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"# Analiza i prognozowanie inflacji w województwach Polski\n",
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"\n",
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"## 1. Opis problemu\n",
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"\n",
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"Inflacja, rozumiana jako wzrost ogólnego poziomu cen towarów i usług w gospodarce, to jeden z najważniejszych wskaźników makroekonomicznych. Ma ona bezpośredni wpływ na siłę nabywczą ludności, stabilność gospodarczą oraz decyzje inwestycyjne. Monitorowanie i prognozowanie inflacji na poziomie województw pozwala zrozumieć zróżnicowanie procesów gospodarczych w różnych regionach Polski, a także wspiera podejmowanie trafnych decyzji przez samorządy, przedsiębiorców oraz mieszkańców. Prognozy inflacji są wykorzystywane m.in. w planowaniu budżetów, indeksacji wynagrodzeń i świadczeń, a także w ocenie ryzyka inwestycyjnego. Aktualność i praktyczne znaczenie tego zagadnienia sprawiają, że analiza regionalnych wskaźników inflacji stanowi wartościowy przedmiot badań.\n",
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"\n",
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"### Wyjaśnienie sposobu pomiaru inflacji w Banku Danych Lokalnych\n",
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"\n",
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"Wskaźniki inflacji wykorzystane w niniejszej analizie pochodzą z Banku Danych Lokalnych GUS i zostały opracowane na podstawie przeciętnych cen producentów na rynku krajowym. Ceny skupu obejmują przeciętne roczne ceny płacone przez podmioty gospodarcze skupujące produkty rolne bezpośrednio od producentów rolnych. Podstawą do opracowania wskaźników cen towarów i usług są obserwacje cen reprezentantów, a prezentowane dane mają charakter szacunkowy.\n",
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"\n",
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"## 2. Opis sposobu rozwiązania\n",
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"\n",
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"W analizie wykorzystano kwartalne dane o wskaźnikach inflacji w poszczególnych województwach Polski z lat 2005–2024. Zbiór danych umożliwia analizę przestrzenno-czasową oraz przygotowanie prognoz na kolejne okresy. Zakres danych pozwala zidentyfikować trendy, sezonowość i anomalie w kształtowaniu się inflacji regionalnej.\n",
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"\n",
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"Dane zostały poddane oczyszczeniu oraz transformacjom przygotowującym je do analizy szeregów czasowych. Eksploracyjna analiza danych objęła statystyki opisowe, analizę rozkładów, wykrywanie wartości odstających oraz identyfikację sezonowości. Do prognozowania kwartalnych wskaźników inflacji dla każdego województwa zastosowano model ARIMA, którego parametry zostały dobrane automatycznie na podstawie szeregów czasowych. Podział na zbiór treningowy (do 2022 roku) oraz testowy (2023–2024) pozwolił na ocenę jakości prognoz.\n",
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"\n",
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"Wyniki zostały przedstawione w formie tabelarycznej oraz wizualnej (wykresy, mapa Polski), co umożliwia intuicyjne porównanie sytuacji w regionach oraz ocenę precyzji prognoz."
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]
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},
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{
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"cell_type": "markdown",
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"id": "77f3f16c9d4fda0f",
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"metadata": {},
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"source": [
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"## 3. Kod zawierający obliczenia\n",
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"\n",
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"Poniżej przedstawiono fragmenty kodu realizujące kolejne etapy analizy. Po każdym bloku kodu zamieszczono odpowiadające mu wykresy oraz – w przypadku analizy wartości odstających – opis procesu myślowego dotyczącego ich interpretacji i decyzji analitycznych.\n",
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"\n",
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"---\n",
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"\n",
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"### Wczytanie i przygotowanie danych"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "753f199cb80ee6b2",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-17T13:35:06.907187Z",
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"start_time": "2025-06-17T13:35:06.151259Z"
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}
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import geopandas as gpd\n",
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"from statsmodels.tsa.arima.model import ARIMA\n",
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"from pmdarima import auto_arima\n",
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"from sklearn.metrics import mean_absolute_error"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "ec16213f0dde4741",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-17T13:35:07.003382Z",
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"start_time": "2025-06-17T13:35:06.985887Z"
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}
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},
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"outputs": [],
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"source": [
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"# Ścieżka do pliku z danymi\n",
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"data_path = \"raw_data.csv\"\n",
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"\n",
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"# Wczytanie i wstępna obróbka danych\n",
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"df = pd.read_csv(data_path, sep=';', encoding='utf-8', low_memory=False)\n",
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"\n",
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"df.dropna(axis=1, how='all', inplace=True)\n",
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"df.drop(columns=['Atrybut', 'Jednostka miary', 'Kod', 'Wskaźnik cen'], inplace=True, errors='ignore')\n",
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"df = df[df['Rok'] != 2025]\n",
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"\n",
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"df.rename(columns={'Nazwa': 'Wojewodztwo', 'Okresy': 'Okres'}, inplace=True)\n",
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"df.sort_values(by=[\"Wojewodztwo\", 'Rok', 'Okres'], inplace=True)\n",
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"df.reset_index(drop=True, inplace=True)\n",
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"\n",
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"df['Rok'] = df['Rok'].astype(int)\n",
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"\n",
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"okres_mapping = {'1 kwartał': 'Q1', '2 kwartał': 'Q2', '3 kwartał': 'Q3', '4 kwartał': 'Q4'}\n",
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"df['Okres'] = df['Okres'].map(okres_mapping)\n",
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"df['Okres'] = pd.Categorical(df['Okres'], categories=['Q1', 'Q2', 'Q3', 'Q4'], ordered=True)\n",
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"\n",
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"df['Wartosc'] = pd.to_numeric(df['Wartosc'].str.replace(',', '.'), errors='coerce')\n",
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"\n",
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"df['Okres_czas'] = df['Rok'].astype(str) + df['Okres'].str.replace('Q', '-Q')\n",
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"df['Okres_czas'] = pd.PeriodIndex(df['Okres_czas'], freq='Q')\n",
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"\n",
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"df = df.sort_values(['Wojewodztwo', 'Okres_czas']).reset_index(drop=True)\n",
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"\n",
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"df['Kwartal'] = df['Rok'].astype(str) + '-' + df['Okres'].astype(str)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f1cb55b875daac5f",
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"metadata": {},
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"source": [
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"---\n",
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"\n",
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"### Eksploracyjna analiza danych"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "cd2fde93287b4597",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-17T13:35:07.026609Z",
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"start_time": "2025-06-17T13:35:07.015850Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 1280 entries, 0 to 1279\n",
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"Data columns (total 6 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Wojewodztwo 1280 non-null object \n",
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" 1 Okres 1280 non-null category \n",
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" 2 Rok 1280 non-null int64 \n",
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" 3 Wartosc 1280 non-null float64 \n",
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" 4 Okres_czas 1280 non-null period[Q-DEC]\n",
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" 5 Kwartal 1280 non-null object \n",
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"dtypes: category(1), float64(1), int64(1), object(2), period[Q-DEC](1)\n",
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"memory usage: 51.6+ KB\n",
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"None\n",
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"\n",
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"Zakres lat: 2005 - 2024\n",
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"Województwa: ['DOLNOŚLĄSKIE' 'KUJAWSKO-POMORSKIE' 'LUBELSKIE' 'LUBUSKIE' 'MAZOWIECKIE'\n",
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" 'MAŁOPOLSKIE' 'OPOLSKIE' 'PODKARPACKIE' 'PODLASKIE' 'POMORSKIE'\n",
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" 'WARMIŃSKO-MAZURSKIE' 'WIELKOPOLSKIE' 'ZACHODNIOPOMORSKIE' 'ŁÓDZKIE'\n",
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" 'ŚLĄSKIE' 'ŚWIĘTOKRZYSKIE']\n",
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"\n",
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"Statystyki opisowe dla inflacji:\n",
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"count 1280.000000\n",
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"mean 100.835703\n",
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"std 1.169597\n",
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"min 99.000000\n",
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"25% 100.100000\n",
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"50% 100.500000\n",
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"75% 101.400000\n",
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"max 107.000000\n",
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"Name: Wartosc, dtype: float64\n",
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"\n",
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"Statystyki opisowe dla inflacji (grupowane według województw):\n",
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" mean std min max\n",
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"Wojewodztwo \n",
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"DOLNOŚLĄSKIE 100.82375 1.116986 99.3 105.5\n",
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"KUJAWSKO-POMORSKIE 100.85125 1.221432 99.3 106.6\n",
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"LUBELSKIE 100.78125 1.177757 99.1 106.3\n",
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"LUBUSKIE 100.87875 1.145127 99.4 105.5\n",
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"MAZOWIECKIE 100.80750 1.101986 99.3 105.3\n",
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"MAŁOPOLSKIE 100.89750 1.219356 99.4 105.6\n",
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"OPOLSKIE 100.83625 1.188366 99.2 105.9\n",
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"PODKARPACKIE 100.85125 1.155942 99.0 104.9\n",
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"PODLASKIE 100.79000 1.177704 99.3 106.7\n",
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"POMORSKIE 100.80250 1.106022 99.4 105.4\n",
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"WARMIŃSKO-MAZURSKIE 100.82875 1.182059 99.1 105.9\n",
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"WIELKOPOLSKIE 100.88125 1.208000 99.1 106.3\n",
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"ZACHODNIOPOMORSKIE 100.83125 1.152608 99.5 105.4\n",
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"ŁÓDZKIE 100.85250 1.214154 99.3 106.3\n",
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"ŚLĄSKIE 100.79875 1.157966 99.3 105.5\n",
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"ŚWIĘTOKRZYSKIE 100.85875 1.277229 99.1 107.0\n"
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]
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}
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],
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"source": [
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"# Informacje o danych\n",
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"print(df.info())\n",
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"\n",
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"# Zakres lat i unikalne jednostki\n",
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"print(\"\\nZakres lat:\", df['Rok'].min(), '-', df['Rok'].max())\n",
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"print(\"Województwa:\", df['Wojewodztwo'].unique())\n",
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"\n",
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"# Statystyki opisowe dla inflacji\n",
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"print(\"\\nStatystyki opisowe dla inflacji:\")\n",
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"print(df['Wartosc'].describe())\n",
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"\n",
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"print(\"\\nStatystyki opisowe dla inflacji (grupowane według województw):\")\n",
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"print(df.groupby('Wojewodztwo')['Wartosc'].agg(['mean', 'std', 'min', 'max']))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e7de3e4c",
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"metadata": {},
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"source": [
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"---\n",
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"\n",
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"#### Wykres: Inflacja w wybranym województwie w czasie"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "f199dc0987fa3525",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-17T13:35:07.397775Z",
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"start_time": "2025-06-17T13:35:07.036629Z"
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}
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},
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"outputs": [
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Wykres: Inflacja w czasie dla wybranego województwa\n",
|
||
"woj = 'WIELKOPOLSKIE'\n",
|
||
"fig, ax = plt.subplots(figsize=(16, 6))\n",
|
||
"ax.plot(df[df['Wojewodztwo'] == woj]['Kwartal'], df[df['Wojewodztwo'] == woj]['Wartosc'], marker='o')\n",
|
||
"ax.set_title(f'Inflacja w {woj} w czasie')\n",
|
||
"ax.set_xlabel('Kwartał')\n",
|
||
"ax.set_ylabel('Wartość')\n",
|
||
"xticks = ax.get_xticks()\n",
|
||
"ax.set_xticks(xticks[::2])\n",
|
||
"plt.setp(ax.get_xticklabels(), rotation=90)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "af383e30",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Wizualizacja: Inflacja w województwie wielkopolskim w czasie.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"#### Wykres: Porównanie rozkładów inflacji w województwach (boxplot)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "44ce4485daa13299",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:35:07.549428Z",
|
||
"start_time": "2025-06-17T13:35:07.428099Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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45wG4QJ51AAgnxpZuqCCsUnvNmDHDFoqdP3++2bx5s/2q5zresWNHCscGgL4HkCxcb5BM1NRIM+SnQ6bhnAeQbORZB4DwYmzpjj5D+/TpYz9jb7rppuhxrdrVcT5jg0PfA0gWrjdIFoIaaZyfTluksyM/HcKGcx6AizzrSj/Ss2dPO7ml64y2Sus4A3EASG+MLd3SZ+iZZ55pd8IocKR+VhoSVu0Gj74HkCxcb5AM+SKRSMRkuA0bNpjixYub9evXm2LFiplUpvQX2hKtInbK+Rq7ZVr56bSdSwPxMWPGcLFAKHDOA0gWrjcAEH5c6wEAANJ/np6aGmmG/HTINJzzAJKFPOsAEH6MLQEAANIfOzXSbKfG7vJ9Kz+dBuCkxUAYcc4DCJqKgvfr189MnDjRFClSZJfXNel1/vnn27RUDRo0cNJGAIA/GFsCAACk7zw9NTXSFPnpkGk45wEEjTzrAJA5GFsCAACkL4IaaUwD7po1a7puBpA0nPMAgqTJrDJlytii4InyrOu4VvHqfQCA9MfYEgAAID3ld73lt2nTpiYrK8vky5fPjBs3Lu51Zcbq1auXnUAoXLiwadiwoVm0aFHC77V161Zz4okn2u8zd+7cJP0EyOQCg3PmzLGpSvRVzwEA6Y086wBcYFzpDn3vBv2OTMR57wb9DoSX050amzZtMjVq1DBt2rQxl1xyyS6vDxo0yAwdOtSMHj3aVKpUyeawbtSokVmwYIEpVKhQ3Hu7du1qgyPffvttEn8CZKJE+Xe1slcTYeTfBYD0put4nz597HX+pptuih7XAgsd5zoPwE+MK92h792g35GJOO/doN+BcEuZQuHaYfH222+b5s2b2+dqloIUd9xxh7nzzjvtMRUIKV26tBk1apRp2bJl9O9OmjTJdOnSxbz55ps2B7air9q1EeZC4XD3odi7d29Tu3Zt06pVKxtsU451pSTRCl4mvAAgHLSKizzrAILEuNId+t4N+h2ZiPPeDfodSF+5nadP2aDGL7/8Yo488shdAhRnn322ff7YY4/Z52vWrDEnn3yyTV11yCGH2AsVQQ0ENcGlD8PKlSsnzLWu1CT6kBwzZgwTXwAAAMgR40p36Hs36HdkIs57N+h3IL3ldp7eaU2N3fG2h2lnRiw9915TPOa6664zHTp0MKecckquv7fqb6iDYh/AnmjFrs49fTjGfiiKnuv4qlWr7PsAwC/kgQWQLFxvkodxpTv0vRv0e2rgOp9cnPfu+13zhrHnvJ7T70A4OK2psa8ef/xx888//5hu3brl6e8NHDjQbjUD8kIpSES7gRLxjnvvA4B9RR5YAMnC9Sa5GFe6Q9+7Qb+7x3U++Tjv3fD6c+XKlaZfv367nPNt27aNex+A9JSyOzV0ofHSS8XSc++1jz/+2ObCK1iwoClQoIA56qij7HHt2mjdunWO31tBEG1h8R7Lly8P9GdBOCinumibYiLece99AOBHHlhtmx42bJiZOHGi/arnOq7XAcAPXG+Sj3GlO/S9G/S7W1zn3eC8d8PrzwEDBiQ853U89n0A0lPKBjUUsVbwQlvEPEoTNXPmTFvoR4YOHWq+/fZbM3fuXPvQRUpeffXV6EUqEQVBlJMr9gHsiYrE6pxUYSnlYYyl5zpetmxZ+z4A2BdKBaCVdPq8Ux7YatWqmSJFitiveq7jw4cPJ2UAgH3G9cYNxpXu0Pdu0O/ucJ13h/PeDZ3bqpVRsmRJ07dv37hzXs91XK/rOYD05TSosXHjxmhAwotS68/Lli2zhcM7d+5sP2QnTJhgvvvuO3PttdearKysaDHx8uXLm+OPPz76qFq1qj2uAuNHHHGEyx8NIaQPPW3N1e6g7t2728L2CqTpq57reMeOHSk0hVAi/25ykX8XmWzbtm3m9ddfN4899pj9qucIDtcb9+NKFSydP3++2bx5s/2q54wrg0Pfu0G/u8N13h3mENzQdUX3q+vWrTO9evWKu97ouY7rdT0HwmhHhszfOK2pMWvWLFO/fv3o8y5dutivSh01atQo07VrV7Np0ybTrl07e9GpU6eOmTx5silUqJDDViOTKdfoFVdcYSdZNADxaBCi4+QiRRiRfzf5yL+LTDVixAj7GRs78Naxyy67zHTo0MFp28KK6407+gxVnT99xt50003R41q1q+N8xgaHvneDfneD67xbzCEkn3cu33vvvebZZ5/d5Xqj48ruwjmPMJqeQfM3ToMa9erVM5FIJMfXtVtDW8P0yI2KFSvu9vsBflwclN7s9NNPN6eddpoNsG3ZssV89dVX9vhxxx0XuosEMpuXf1fb0nv27GlverSrTluldZwb0ODz7ybaFk3+XYSRghevvPKKTQmgAo667ujmXzejOi4ENvzH9cYtfYaeeeaZdoW0JlfUz0pDwqrd4NH3btDvycd1PrXmEJQOfevWrcwhBMg7l5XpRfet2a83CxcujHsfEBbTM2z+Jl+EKICt1VG8eHFbNJz6GsiJVo1qa64KSyktWuzWXeXD1LZpXSzGjBnDoByhwDnvDn2PTKMUU02aNLHjMK1kLFDgf+tu/vvvP7tTQ+O1SZMmmQMOOMBpW8OG6w0AhBvXeXfoezfod2SiHSE673M7T5+yhcKxZ5mSIy1VkIsUmYZz3h3yTiPTjB8/3o5jtEMjNqAhet6mTRv7ut4Hf3G9AYBw4zrvDvdTbnDOIxPNy8DrjdP0U9h7mZQjLVWQixSZhnPeLfJOI5OsXLnSftVW6US849774C+uNwAQblzn3eB+yh3OeWSatRl4vSGokYYyLUdaqiAXKTIN57x75J1GplDOY9HKuQsvvHCX173Cmt774D+uNwAQblznk4/7Kbc455FJSmXg9YaaGmlWUyNMOdLSDX2PTMM5DyBZqKkBAADChvspAMmyI0TXm9zO07NTI01zpGmHRk450rS1Tu+rWbOms3aGOS+jdsN0797dnHbaaaZgwYJm69at5quvvjJffvml3SWT6heHdL9Is8oieTjnkcm43iSXAhUKXLzyyiv2q2poaEeqdmg899xz5u+//zYtW7YkoIFQ4nrjDn3vBv3uDn3v7n5KE4qar4nNtKFxDvdTwS+cUU02pTDVjt9mzZoxnkQo7ZeB1xt2aqTZTg0VBe/Xr5+ZOHGiKVKkyC6vq/jR+eefb4MeDRo0cNLGsBsxYoRdRRpbmF0XBU3CdOjQwWnbwow6Mu5wziPTcL1xh+sNMg3XG3foezfod3fo+9Tqe9V2ULFq+j44jCuRiaaH4HqT23n6PAc19A11Qcieg0uRfqUKSPWgQLoHNebMmWNuv/12M2zYsIQ50ubPn293agwZMoSdGgHWMzn99NPtqvVChQqZLVu2xK1aT5eLRLrWkckp2ky/B4NzHpmG6417rKhDpuB64w597wb97g597x67ZJIf0NAO4JIlS5q2bdtGdwA/++yz0R3ABDYQVjvS/HrjW1DjqaeeMqeccoo5+eST7XPlO27atKmN5me/YEyYMMHuIEg36RTUCFOOtHRD37tBv7tD3yPTcM4DSBauN+7Q927Q7+7Q98g01GoD0ptvNTWOO+44c/HFF9vghi4KM2fONI888sgu76tXr57NuY5gZWKOtFRBPRM36Hd36PvUkO6rLNIJ5zzSlXbQLVu2zKSi8uXL211+iMf1xh363g363R36HplGO351D6UdGvny5bMZT2LvpVS77eGHH7bvU4ADweA+Nlxj+lQc1+8xqHHWWWfZrYr6oFNQQwViFdnMbvv27ebff/8Nqp2IoW2hClwoR5oGH7E50tg2GhxdiEVBpES849774A/63R363j1yHycX5zzSlW5+2rVrZ1LRyJEjTdWqVV03I+VwvXGHvneDfneHvkemUQpTUUBDc5nZ76WuvvrquPfBf9zHhm9Mn4rj+j0GNaRixYpm2rRp9s/Kqa4f4vHHH98l/ZSXogrB00XgzDPPJOqZRF4dGe2KSVTPRMdj3wd/0O/u0Pepk/tYK+tid+XpOEFs/3HOI11p1ZTG535YunSpGTBggN2BXaFCBV/ahl1xvXGHvneDfneHvkemUU02GTx4sDnjjDN2uZd66KGH4t4Hf3EfG84xfSqO63MV1JD999/fflUOxoYNG5pvv/3WNGjQwB6bMmWK+frrr80HH3wQXEuxCwUw2B6aPAoaKbKsC7Euwt9//300oHT88cfb49oto/chmH7v1auXeeedd6LFY1Xfh35PTt8nyr9L3we7VVcrWzQQjO173YjqudIPDh8+3Aa3CWb7h3M+NbBVPe+0DdzvVVO6+UmllVhhw7jSHa71btDv7tD3yDQXXnihGTZsmJ3HvO+++6J1M3QvpecXXHCBzTaj9yG4+1hvfKM0+Rrf6LmCGtzH5owxfUBBDY9OPJ2Qini+9tprpnDhwvbD79lnnzVVqlTJ67cD0rKeiT78lIrNU7BgQVuMinomwfW7AhqNGzeOe00DFenbty/9HgBq+LhD7mM3OOfdY6s6MgXjSne41rtBv7tD3yPTLFy40H5V4OKKK66wNTQ0ya5z/bnnnrPHvfdxLxXMfawWoF5zzTW7jOl1/IsvvuA+Fm6CGnLiiSfaDz8gE0UikTwdx75bsGBBdDJXq4k83nO9zmRXMKjh4wa5j93hnHeHrerIRIwr3eBa7wb97g59j0zi3SO1aNHCjBs3zhYF9yh4p+Nvvvkm91IB8Pr0mWeeSTim1/HY9wGBBjX+/PNPc8ghh0Sfz549227hOuGEE+zz8ePHm+eff94cd9xxcdu6gLBuo1NOxkRpAthGFwytVHz99ddNyZIlzSuvvGIDGF6/67rTsmVL+7pWX3D9CQY1fJKP3Mducc4nHynXkGkYV7rHtd4N+t0d+h6ZwrtHOuecc0z79u3tvKWXwrpZs2Zm0aJFNqjBvZT/SpQoYb9qLJNoTH/bbbeZ7777Lvo+INCghgbbWgmtgIXognDPPffYoMYvv/xit3JdcskldlJx8+bN5tFHH92nBiH3yDntLh2MAnv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|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Wykres: Porównanie rozkładów inflacji w województwach (boxplot)\n",
|
||
"plt.figure(figsize=(16,6))\n",
|
||
"sns.boxplot(data=df, x='Wojewodztwo', y='Wartosc')\n",
|
||
"plt.title('Rozkład inflacji w województwach')\n",
|
||
"plt.xlabel('Województwo')\n",
|
||
"plt.ylabel('Wartość')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ec8c48e3",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Wizualizacja: Porównanie rozkładów inflacji w regionach – wartości odstające są zbliżone w większości województw.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"#### Identyfikacja i analiza wartości odstających\n",
|
||
"\n",
|
||
"W procesie eksploracji danych pojawił się problem wartości odstających (outlierów). Wartości te mogą istotnie wpływać na wyniki modelowania szeregów czasowych, zwłaszcza w kontekście prognozowania. Przeprowadzono więc identyfikację wartości odstających dla każdego województwa osobno, korzystając z klasycznej reguły pudełkowej (1.5 x IQR).\n",
|
||
"\n",
|
||
"**Proces myślowy:**\n",
|
||
"- Wartości odstające zostały potraktowane nie jako anomalia danych, lecz jako potencjalny efekt rzeczywistych, gwałtownych zmian cen wywołanych przez zjawiska o charakterze ogólnokrajowym (np. pandemia COVID-19).\n",
|
||
"- Zdecydowano się nie usuwać outlierów, ponieważ ich obecność odzwierciedla pełną dynamikę inflacji i pozwala modelowi ARIMA lepiej uchwycić ryzyko powtórzenia się podobnych sytuacji w przyszłości.\n",
|
||
"- Obserwacje odstające występowały w tym samym okresie we wszystkich województwach, co sugeruje, że nie były wynikiem błędów pomiarowych czy specyfiki regionalnej, lecz ogólnopolskich szoków gospodarczych."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "4d72e0d18900a279",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:59:59.048634Z",
|
||
"start_time": "2025-06-17T13:59:57.644750Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 2500x1200 with 16 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import warnings\n",
|
||
"\n",
|
||
"def find_outliers(group):\n",
|
||
" q1 = group['Wartosc'].quantile(0.25)\n",
|
||
" q3 = group['Wartosc'].quantile(0.75)\n",
|
||
" iqr = q3 - q1\n",
|
||
" lower = q1 - 1.5 * iqr\n",
|
||
" upper = q3 + 1.5 * iqr\n",
|
||
" outliers = group[(group['Wartosc'] < lower) | (group['Wartosc'] > upper)]\n",
|
||
" return outliers\n",
|
||
"\n",
|
||
"with warnings.catch_warnings():\n",
|
||
" warnings.simplefilter('ignore')\n",
|
||
" outliers_df = df.groupby('Wojewodztwo', group_keys=False).apply(find_outliers).reset_index()\n",
|
||
"\n",
|
||
"wojewodztwa = df['Wojewodztwo'].unique()\n",
|
||
"n = len(wojewodztwa)\n",
|
||
"cols = 4\n",
|
||
"rows = (n + cols - 1) // cols\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(rows, cols, figsize=(25, 12), sharex=False)\n",
|
||
"axes = axes.flatten()\n",
|
||
"\n",
|
||
"for i, woj in enumerate(wojewodztwa):\n",
|
||
" woj_df = df[df['Wojewodztwo'] == woj]\n",
|
||
" woj_out = outliers_df[outliers_df['Wojewodztwo'] == woj]\n",
|
||
" ax = axes[i]\n",
|
||
" ax.plot(woj_df['Kwartal'], woj_df['Wartosc'], marker='o', label='Wartości')\n",
|
||
" ax.scatter(woj_out['Kwartal'], woj_out['Wartosc'], color='red', label='Outliery', zorder=5)\n",
|
||
" ax.set_title(woj)\n",
|
||
" ax.set_xlabel('Kwartal')\n",
|
||
" ax.set_ylabel('Wartosc')\n",
|
||
" xticks = ax.get_xticks()\n",
|
||
" ax.set_xticks(xticks[::4])\n",
|
||
" ax.tick_params(axis='x', rotation=90)\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
"\n",
|
||
"# Ukryj puste osie\n",
|
||
"for j in range(i+1, len(axes)):\n",
|
||
" axes[j].set_visible(False)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d454c06d",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Wizualizacja: Wartości odstające inflacji w poszczególnych województwach.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"#### Wykres: Średnia inflacja w poszczególnych kwartałach"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "7db388b5abaf91e7",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:35:07.955089Z",
|
||
"start_time": "2025-06-17T13:35:07.865300Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Wykres: Średnia inflacja wg kwartału\n",
|
||
"plt.figure(figsize=(10,5))\n",
|
||
"sns.barplot(data=df, x='Okres', y='Wartosc')\n",
|
||
"plt.title('Średnia inflacja w poszczególnych kwartałach')\n",
|
||
"plt.ylim(90, None)\n",
|
||
"plt.xlabel('Kwartal')\n",
|
||
"plt.ylabel('Średnia wartość inflacji')\n",
|
||
"plt.tight_layout()\n",
|
||
"for p in plt.gca().patches:\n",
|
||
" plt.gca().annotate(f'{p.get_height():.2f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
|
||
" ha='center', va='bottom', fontsize=10, color='black', rotation=0)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f088cff162cbda65",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Wizualizacja: Sezonowość inflacji – najwyższe wartości na początku roku.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"### Prognozowanie inflacji"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "48f329a5e5283925",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:35:38.213401Z",
|
||
"start_time": "2025-06-17T13:35:07.990786Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.microsoft.datawrangler.viewer.v0+json": {
|
||
"columns": [
|
||
{
|
||
"name": "index",
|
||
"rawType": "int64",
|
||
"type": "integer"
|
||
},
|
||
{
|
||
"name": "Wojewodztwo",
|
||
"rawType": "object",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "MAE",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "RMSE",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "Prognoza_nast_Q1",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "Prognoza_nast_Q2",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "Prognoza_nast_Q3",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "Prognoza_nast_Q4",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
}
|
||
],
|
||
"ref": "f418d76e-9b37-4671-be04-fcc536c804ba",
|
||
"rows": [
|
||
[
|
||
"0",
|
||
"DOLNOŚLĄSKIE",
|
||
"1.0579904775083104",
|
||
"1.3499980573763053",
|
||
"103.04260396034785",
|
||
"103.75783990941811",
|
||
"102.22818141051873",
|
||
"101.5048721061602"
|
||
],
|
||
[
|
||
"1",
|
||
"KUJAWSKO-POMORSKIE",
|
||
"1.79821579993639",
|
||
"2.10985756274283",
|
||
"104.25779548190691",
|
||
"105.05667369433826",
|
||
"103.66746756488358",
|
||
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|
||
],
|
||
[
|
||
"2",
|
||
"LUBELSKIE",
|
||
"1.8426115305490995",
|
||
"2.201423495500652",
|
||
"104.02826654403735",
|
||
"104.91052181131066",
|
||
"103.16943706940845",
|
||
"103.04137909952047"
|
||
],
|
||
[
|
||
"3",
|
||
"LUBUSKIE",
|
||
"2.63026195755781",
|
||
"2.8358313113396965",
|
||
"105.12503313545265",
|
||
"105.43895780265655",
|
||
"103.76161028563737",
|
||
"103.90974393914821"
|
||
],
|
||
[
|
||
"4",
|
||
"MAZOWIECKIE",
|
||
"2.2109089912127633",
|
||
"2.382601291405757",
|
||
"104.22237190002637",
|
||
"104.95971975667952",
|
||
"102.87552234895496",
|
||
"103.41201273656895"
|
||
],
|
||
[
|
||
"5",
|
||
"MAŁOPOLSKIE",
|
||
"3.100145432094731",
|
||
"3.327341233004455",
|
||
"104.63935660938844",
|
||
"105.28519564308313",
|
||
"104.1730873699702",
|
||
"104.19873148214671"
|
||
],
|
||
[
|
||
"6",
|
||
"OPOLSKIE",
|
||
"1.2731301382063975",
|
||
"1.776169577530145",
|
||
"103.26995028462159",
|
||
"103.90233866717338",
|
||
"103.21613154598505",
|
||
"101.98485846487709"
|
||
],
|
||
[
|
||
"7",
|
||
"PODKARPACKIE",
|
||
"1.6620434602195786",
|
||
"1.895028239209868",
|
||
"103.98346116074723",
|
||
"103.96588960415131",
|
||
"103.15999140598909",
|
||
"102.937567934533"
|
||
],
|
||
[
|
||
"8",
|
||
"PODLASKIE",
|
||
"1.833320884757537",
|
||
"2.1309765078135974",
|
||
"103.56481527045725",
|
||
"104.85234345804533",
|
||
"103.01606530508994",
|
||
"102.9208224856891"
|
||
],
|
||
[
|
||
"9",
|
||
"POMORSKIE",
|
||
"2.744541393462587",
|
||
"2.935635862820699",
|
||
"104.55824147099659",
|
||
"104.97613410186426",
|
||
"103.59496983062454",
|
||
"103.83309716350242"
|
||
],
|
||
[
|
||
"10",
|
||
"WARMIŃSKO-MAZURSKIE",
|
||
"2.2763609554283875",
|
||
"2.5143402116806404",
|
||
"104.12661075190552",
|
||
"104.82013072443124",
|
||
"103.33969694818622",
|
||
"103.4884207366903"
|
||
],
|
||
[
|
||
"11",
|
||
"WIELKOPOLSKIE",
|
||
"1.977402254860154",
|
||
"2.313829544641495",
|
||
"104.17499276373779",
|
||
"105.09240261225966",
|
||
"103.63122198924682",
|
||
"103.08180562768334"
|
||
],
|
||
[
|
||
"12",
|
||
"ZACHODNIOPOMORSKIE",
|
||
"2.142560169210684",
|
||
"2.4860098670401367",
|
||
"105.09254901995106",
|
||
"104.98564433955536",
|
||
"103.63400141815598",
|
||
"103.86986950316651"
|
||
],
|
||
[
|
||
"13",
|
||
"ŁÓDZKIE",
|
||
"2.6550854341218404",
|
||
"2.8511564310304527",
|
||
"104.21545503819937",
|
||
"105.24303768056038",
|
||
"103.61217270059532",
|
||
"103.65036016724282"
|
||
],
|
||
[
|
||
"14",
|
||
"ŚLĄSKIE",
|
||
"1.665345629558466",
|
||
"1.921836131793946",
|
||
"103.71961003120798",
|
||
"104.36223070264272",
|
||
"103.0726170995497",
|
||
"102.79263748638336"
|
||
],
|
||
[
|
||
"15",
|
||
"ŚWIĘTOKRZYSKIE",
|
||
"1.7688874643894756",
|
||
"2.1515096483535032",
|
||
"103.89808064196984",
|
||
"104.89902953387376",
|
||
"103.24999848032826",
|
||
"102.58099106641444"
|
||
]
|
||
],
|
||
"shape": {
|
||
"columns": 7,
|
||
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|
||
}
|
||
},
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Wojewodztwo</th>\n",
|
||
" <th>MAE</th>\n",
|
||
" <th>RMSE</th>\n",
|
||
" <th>Prognoza_nast_Q1</th>\n",
|
||
" <th>Prognoza_nast_Q2</th>\n",
|
||
" <th>Prognoza_nast_Q3</th>\n",
|
||
" <th>Prognoza_nast_Q4</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>DOLNOŚLĄSKIE</td>\n",
|
||
" <td>1.057990</td>\n",
|
||
" <td>1.349998</td>\n",
|
||
" <td>103.042604</td>\n",
|
||
" <td>103.757840</td>\n",
|
||
" <td>102.228181</td>\n",
|
||
" <td>101.504872</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>KUJAWSKO-POMORSKIE</td>\n",
|
||
" <td>1.798216</td>\n",
|
||
" <td>2.109858</td>\n",
|
||
" <td>104.257795</td>\n",
|
||
" <td>105.056674</td>\n",
|
||
" <td>103.667468</td>\n",
|
||
" <td>102.565568</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>LUBELSKIE</td>\n",
|
||
" <td>1.842612</td>\n",
|
||
" <td>2.201423</td>\n",
|
||
" <td>104.028267</td>\n",
|
||
" <td>104.910522</td>\n",
|
||
" <td>103.169437</td>\n",
|
||
" <td>103.041379</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>LUBUSKIE</td>\n",
|
||
" <td>2.630262</td>\n",
|
||
" <td>2.835831</td>\n",
|
||
" <td>105.125033</td>\n",
|
||
" <td>105.438958</td>\n",
|
||
" <td>103.761610</td>\n",
|
||
" <td>103.909744</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>MAZOWIECKIE</td>\n",
|
||
" <td>2.210909</td>\n",
|
||
" <td>2.382601</td>\n",
|
||
" <td>104.222372</td>\n",
|
||
" <td>104.959720</td>\n",
|
||
" <td>102.875522</td>\n",
|
||
" <td>103.412013</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>MAŁOPOLSKIE</td>\n",
|
||
" <td>3.100145</td>\n",
|
||
" <td>3.327341</td>\n",
|
||
" <td>104.639357</td>\n",
|
||
" <td>105.285196</td>\n",
|
||
" <td>104.173087</td>\n",
|
||
" <td>104.198731</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>OPOLSKIE</td>\n",
|
||
" <td>1.273130</td>\n",
|
||
" <td>1.776170</td>\n",
|
||
" <td>103.269950</td>\n",
|
||
" <td>103.902339</td>\n",
|
||
" <td>103.216132</td>\n",
|
||
" <td>101.984858</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>PODKARPACKIE</td>\n",
|
||
" <td>1.662043</td>\n",
|
||
" <td>1.895028</td>\n",
|
||
" <td>103.983461</td>\n",
|
||
" <td>103.965890</td>\n",
|
||
" <td>103.159991</td>\n",
|
||
" <td>102.937568</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>PODLASKIE</td>\n",
|
||
" <td>1.833321</td>\n",
|
||
" <td>2.130977</td>\n",
|
||
" <td>103.564815</td>\n",
|
||
" <td>104.852343</td>\n",
|
||
" <td>103.016065</td>\n",
|
||
" <td>102.920822</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>POMORSKIE</td>\n",
|
||
" <td>2.744541</td>\n",
|
||
" <td>2.935636</td>\n",
|
||
" <td>104.558241</td>\n",
|
||
" <td>104.976134</td>\n",
|
||
" <td>103.594970</td>\n",
|
||
" <td>103.833097</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>WARMIŃSKO-MAZURSKIE</td>\n",
|
||
" <td>2.276361</td>\n",
|
||
" <td>2.514340</td>\n",
|
||
" <td>104.126611</td>\n",
|
||
" <td>104.820131</td>\n",
|
||
" <td>103.339697</td>\n",
|
||
" <td>103.488421</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>WIELKOPOLSKIE</td>\n",
|
||
" <td>1.977402</td>\n",
|
||
" <td>2.313830</td>\n",
|
||
" <td>104.174993</td>\n",
|
||
" <td>105.092403</td>\n",
|
||
" <td>103.631222</td>\n",
|
||
" <td>103.081806</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>ZACHODNIOPOMORSKIE</td>\n",
|
||
" <td>2.142560</td>\n",
|
||
" <td>2.486010</td>\n",
|
||
" <td>105.092549</td>\n",
|
||
" <td>104.985644</td>\n",
|
||
" <td>103.634001</td>\n",
|
||
" <td>103.869870</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>ŁÓDZKIE</td>\n",
|
||
" <td>2.655085</td>\n",
|
||
" <td>2.851156</td>\n",
|
||
" <td>104.215455</td>\n",
|
||
" <td>105.243038</td>\n",
|
||
" <td>103.612173</td>\n",
|
||
" <td>103.650360</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>ŚLĄSKIE</td>\n",
|
||
" <td>1.665346</td>\n",
|
||
" <td>1.921836</td>\n",
|
||
" <td>103.719610</td>\n",
|
||
" <td>104.362231</td>\n",
|
||
" <td>103.072617</td>\n",
|
||
" <td>102.792637</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>ŚWIĘTOKRZYSKIE</td>\n",
|
||
" <td>1.768887</td>\n",
|
||
" <td>2.151510</td>\n",
|
||
" <td>103.898081</td>\n",
|
||
" <td>104.899030</td>\n",
|
||
" <td>103.249998</td>\n",
|
||
" <td>102.580991</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Wojewodztwo MAE RMSE Prognoza_nast_Q1 \\\n",
|
||
"0 DOLNOŚLĄSKIE 1.057990 1.349998 103.042604 \n",
|
||
"1 KUJAWSKO-POMORSKIE 1.798216 2.109858 104.257795 \n",
|
||
"2 LUBELSKIE 1.842612 2.201423 104.028267 \n",
|
||
"3 LUBUSKIE 2.630262 2.835831 105.125033 \n",
|
||
"4 MAZOWIECKIE 2.210909 2.382601 104.222372 \n",
|
||
"5 MAŁOPOLSKIE 3.100145 3.327341 104.639357 \n",
|
||
"6 OPOLSKIE 1.273130 1.776170 103.269950 \n",
|
||
"7 PODKARPACKIE 1.662043 1.895028 103.983461 \n",
|
||
"8 PODLASKIE 1.833321 2.130977 103.564815 \n",
|
||
"9 POMORSKIE 2.744541 2.935636 104.558241 \n",
|
||
"10 WARMIŃSKO-MAZURSKIE 2.276361 2.514340 104.126611 \n",
|
||
"11 WIELKOPOLSKIE 1.977402 2.313830 104.174993 \n",
|
||
"12 ZACHODNIOPOMORSKIE 2.142560 2.486010 105.092549 \n",
|
||
"13 ŁÓDZKIE 2.655085 2.851156 104.215455 \n",
|
||
"14 ŚLĄSKIE 1.665346 1.921836 103.719610 \n",
|
||
"15 ŚWIĘTOKRZYSKIE 1.768887 2.151510 103.898081 \n",
|
||
"\n",
|
||
" Prognoza_nast_Q2 Prognoza_nast_Q3 Prognoza_nast_Q4 \n",
|
||
"0 103.757840 102.228181 101.504872 \n",
|
||
"1 105.056674 103.667468 102.565568 \n",
|
||
"2 104.910522 103.169437 103.041379 \n",
|
||
"3 105.438958 103.761610 103.909744 \n",
|
||
"4 104.959720 102.875522 103.412013 \n",
|
||
"5 105.285196 104.173087 104.198731 \n",
|
||
"6 103.902339 103.216132 101.984858 \n",
|
||
"7 103.965890 103.159991 102.937568 \n",
|
||
"8 104.852343 103.016065 102.920822 \n",
|
||
"9 104.976134 103.594970 103.833097 \n",
|
||
"10 104.820131 103.339697 103.488421 \n",
|
||
"11 105.092403 103.631222 103.081806 \n",
|
||
"12 104.985644 103.634001 103.869870 \n",
|
||
"13 105.243038 103.612173 103.650360 \n",
|
||
"14 104.362231 103.072617 102.792637 \n",
|
||
"15 104.899030 103.249998 102.580991 "
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import warnings\n",
|
||
"\n",
|
||
"wojewodztwa = df['Wojewodztwo'].unique()\n",
|
||
"results = []\n",
|
||
"\n",
|
||
"for woj in wojewodztwa:\n",
|
||
" df_woj = df[df['Wojewodztwo'] == woj].sort_values('Okres_czas').set_index('Okres_czas')\n",
|
||
" train = df_woj[df_woj.index <= pd.Period('2022Q4')]\n",
|
||
" test = df_woj[df_woj.index >= pd.Period('2023Q1')]\n",
|
||
"\n",
|
||
" # auto_arima\n",
|
||
" with warnings.catch_warnings():\n",
|
||
" warnings.simplefilter('ignore')\n",
|
||
" stepwise_model = auto_arima(train['Wartosc'], seasonal=True, m=4, suppress_warnings=True)\n",
|
||
" model = ARIMA(train['Wartosc'], order=stepwise_model.order, seasonal_order=stepwise_model.seasonal_order)\n",
|
||
" model_fit = model.fit(method_kwargs={\"maxiter\": 200})\n",
|
||
"\n",
|
||
" # prognoza na okres testowy\n",
|
||
" forecast = model_fit.forecast(steps=len(test))\n",
|
||
" forecast.index = test.index\n",
|
||
"\n",
|
||
" # błędy\n",
|
||
" mae = mean_absolute_error(test['Wartosc'], forecast)\n",
|
||
" rmse = np.sqrt(np.mean((test['Wartosc'] - forecast) ** 2))\n",
|
||
"\n",
|
||
" # prognoza na kolejne 4 kwartały\n",
|
||
" future_forecast = model_fit.forecast(steps=4)\n",
|
||
"\n",
|
||
" results.append({\n",
|
||
" 'Wojewodztwo': woj,\n",
|
||
" 'MAE': mae,\n",
|
||
" 'RMSE': rmse,\n",
|
||
" 'Prognoza_nast_Q1': future_forecast.iloc[0],\n",
|
||
" 'Prognoza_nast_Q2': future_forecast.iloc[1],\n",
|
||
" 'Prognoza_nast_Q3': future_forecast.iloc[2],\n",
|
||
" 'Prognoza_nast_Q4': future_forecast.iloc[3],\n",
|
||
" })\n",
|
||
"\n",
|
||
"results_df = pd.DataFrame(results).sort_values(by='Wojewodztwo').reset_index(drop=True)\n",
|
||
"results_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0dc75715",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Wyniki: Tabela z prognozami inflacji oraz wskaźnikami jakości prognoz (MAE, RMSE) dla każdego województwa.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"#### Wykres: Porównanie błędów prognoz MAE i RMSE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "d0dfa5367282315e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:35:38.576182Z",
|
||
"start_time": "2025-06-17T13:35:38.410914Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"labels = results_df['Wojewodztwo']\n",
|
||
"x = np.arange(len(labels))\n",
|
||
"width = 0.35\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots(figsize=(16,6))\n",
|
||
"rects1 = ax.bar(x - width/2, results_df['MAE'], width, label='MAE', alpha=0.8)\n",
|
||
"rects2 = ax.bar(x + width/2, results_df['RMSE'], width, label='RMSE', alpha=0.8)\n",
|
||
"\n",
|
||
"ax.set_ylabel('Błąd')\n",
|
||
"ax.set_title('MAE i RMSE prognoz inflacji w województwach')\n",
|
||
"ax.set_xticks(x)\n",
|
||
"ax.set_xticklabels(labels, rotation=90)\n",
|
||
"ax.legend()\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a35f8d95",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Wizualizacja: Poziom błędów prognoz w regionach.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"#### Wykres: Heatmapa prognozowanych wzrostów inflacji w kolejnych kwartałach"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "d4df04162d14a7b1",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:37:03.112381Z",
|
||
"start_time": "2025-06-17T13:37:02.918639Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1600x700 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"results_df_heatmap = results_df\n",
|
||
"future_cols = ['Prognoza_nast_Q1', 'Prognoza_nast_Q2', 'Prognoza_nast_Q3', 'Prognoza_nast_Q4']\n",
|
||
"\n",
|
||
"if results_df_heatmap[future_cols[0]][0] > 100:\n",
|
||
" for col in future_cols:\n",
|
||
" results_df_heatmap[col] = results_df_heatmap[col] - 100\n",
|
||
"\n",
|
||
"plt.figure(figsize=(16,7))\n",
|
||
"sns.heatmap(\n",
|
||
" results_df_heatmap.set_index('Wojewodztwo')[future_cols],\n",
|
||
" annot=True,\n",
|
||
" cmap='viridis',\n",
|
||
" vmin=0,\n",
|
||
" fmt=\".2f\",\n",
|
||
" linewidths=0.5,\n",
|
||
" linecolor='white'\n",
|
||
")\n",
|
||
"plt.title('Prognozowany wzrost inflacji (%) w kolejnych kwartałach')\n",
|
||
"plt.ylabel('Województwo')\n",
|
||
"plt.xlabel('Kwartał')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "46257d5d7120ecd3",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Heatmapa: Prognozowane różnice inflacji w regionach w kolejnych kwartałach.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"### Wizualizacja prognoz na mapie Polski"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "b2da217cf2925170",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-17T13:39:02.283866Z",
|
||
"start_time": "2025-06-17T13:39:02.075395Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x650 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Wczytaj plik geojson z granicami województw\n",
|
||
"gdf = gpd.read_file('wojewodztwa.geojson')\n",
|
||
"\n",
|
||
"# Mapowanie nazw województw\n",
|
||
"mapping = {\n",
|
||
" 'dolnośląskie': 'DOLNOŚLĄSKIE',\n",
|
||
" 'kujawsko-pomorskie': 'KUJAWSKO-POMORSKIE',\n",
|
||
" 'lubelskie': 'LUBELSKIE',\n",
|
||
" 'lubuskie': 'LUBUSKIE',\n",
|
||
" 'mazowieckie': 'MAZOWIECKIE',\n",
|
||
" 'małopolskie': 'MAŁOPOLSKIE',\n",
|
||
" 'opolskie': 'OPOLSKIE',\n",
|
||
" 'podkarpackie': 'PODKARPACKIE',\n",
|
||
" 'podlaskie': 'PODLASKIE',\n",
|
||
" 'pomorskie': 'POMORSKIE',\n",
|
||
" 'warmińsko-mazurskie': 'WARMIŃSKO-MAZURSKIE',\n",
|
||
" 'wielkopolskie': 'WIELKOPOLSKIE',\n",
|
||
" 'zachodniopomorskie': 'ZACHODNIOPOMORSKIE',\n",
|
||
" 'łódzkie': 'ŁÓDZKIE',\n",
|
||
" 'śląskie': 'ŚLĄSKIE',\n",
|
||
" 'świętokrzyskie': 'ŚWIĘTOKRZYSKIE'\n",
|
||
"}\n",
|
||
"gdf['Wojewodztwo'] = gdf['nazwa'].map(mapping)\n",
|
||
"\n",
|
||
"# Połącz dane z prognozą z geometrią województw\n",
|
||
"map_df = gdf.merge(results_df, on='Wojewodztwo')\n",
|
||
"map_df['Prognoza'] = map_df[['Prognoza_nast_Q1', 'Prognoza_nast_Q2', 'Prognoza_nast_Q3', 'Prognoza_nast_Q4']].mean(axis=1)\n",
|
||
"\n",
|
||
"# Wizualizacja\n",
|
||
"fig, ax = plt.subplots(1, 1, figsize=(16, 6.5))\n",
|
||
"map_df.plot(column='Prognoza', cmap='viridis', linewidth=0.8, ax=ax, edgecolor='0.8', legend=True)\n",
|
||
"ax.set_title('Prognozowana inflacja w najbliższym kwartale (wg województw)', fontdict={'fontsize':16})\n",
|
||
"ax.axis('off')\n",
|
||
"\n",
|
||
"# Etykiety\n",
|
||
"for idx, row in map_df.iterrows():\n",
|
||
" plt.annotate(f\"{row['Prognoza']:.2f}\",\n",
|
||
" xy=(row['geometry'].centroid.x, row['geometry'].centroid.y),\n",
|
||
" horizontalalignment='center', fontsize=9)\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ec8a4a734024da35",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Mapa: Prognozowane średnie wartości inflacji w nadchodzących kwartałach.*\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"## 4. Wyniki obliczeń\n",
|
||
"\n",
|
||
"- Dane obejmujące lata 2005–2024 wykazują umiarkowaną zmienność wskaźnika inflacji w skali kraju i regionów, a także delikatną sezonowość kwartalną (najwyższe wartości na początku roku).\n",
|
||
"- W analizowanym okresie wyraźny wzrost inflacji (lata 2021–2023) był związany z globalnymi zjawiskami gospodarczymi (np. pandemia COVID-19), co odnotowano we wszystkich województwach.\n",
|
||
"- Najtrafniejsze prognozy (najniższe MAE i RMSE) uzyskano dla województw o stabilniejszym przebiegu inflacji (dolnośląskie, opolskie, podkarpackie, śląskie).\n",
|
||
"- Największą prognozowaną dynamikę inflacji w najbliższych czterech kwartałach odnotowano w województwach lubuskim, pomorskim, łódzkim oraz kujawsko-pomorskim.\n",
|
||
"- Wyniki prognoz potwierdzają, że inflacja w Polsce ma w dużej mierze charakter ogólnokrajowy, a różnice regionalne są stosunkowo niewielkie.\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"## Podsumowanie i wnioski\n",
|
||
"\n",
|
||
"Przeprowadzona analiza umożliwiła szczegółowe zbadanie dynamiki inflacji w polskich województwach w latach 2005–2024 oraz opracowanie wiarygodnych prognoz na kolejne kwartały. Dane wykazały umiarkowaną zmienność i sezonowość wskaźnika inflacji, a także silny wpływ czynników ogólnokrajowych na przebieg procesów inflacyjnych. Modele ARIMA pozwoliły uzyskać dobrej jakości prognozy dla większości regionów. Wizualizacja wyników na mapie Polski ułatwia intuicyjne porównanie sytuacji w poszczególnych województwach.\n",
|
||
"\n",
|
||
"Należy pamiętać, że prognozy opierają się na założeniu kontynuacji dotychczasowych trendów i nie uwzględniają potencjalnych, nieprzewidywalnych zdarzeń przyszłych. W przyszłych badaniach warto rozważyć uwzględnienie dodatkowych zmiennych makroekonomicznych oraz alternatywnych metod prognostycznych dla jeszcze lepszego odwzorowania procesów inflacyjnych w Polsce."
|
||
]
|
||
}
|
||
],
|
||
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|
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"name": "ipython",
|
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"nbconvert_exporter": "python",
|
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"pygments_lexer": "ipython3",
|
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"version": "3.11.12"
|
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|
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|
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|
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