{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "4bf1c93e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Päivitetty 2022-12-14 07:44:20.198403\n" ] } ], "source": [ "from datetime import datetime\n", "print(f'Päivitetty {datetime.now()}')" ] }, { "cell_type": "markdown", "id": "517b5fbe", "metadata": {}, "source": [ "# Tilastokeskuksen tietokannat\n", "\n", "Tilastokeskuksen tietokantoihin (https://statfin.stat.fi/PxWeb/pxweb/fi/StatFin/) tekemistäni kyselyistä voin tallentaa linkkejä, joita voin käyttää koodissa.\n", "\n", "Tässä esimerkissä tallennan automaattisesti päivittyvän linkin tietokantapoiminnan tuloksiin. Käytän esimerkissä tietokantapoimintaa tietokantaan **\"Vanhojen osakeasuntojen hintaindeksi (2020=100) ja kauppojen lukumäärät, kuukausittain...\"**. Kyseiseen tietokantaan pääsee osoitteesta https://statfin.stat.fi/PxWeb/pxweb/fi/StatFin/StatFin__ashi/statfin_ashi_pxt_13ms.px/\n", "\n", "Tietokannasta olen poiminut **Neliöhinnat, Kaikki kuukaudet, Pääkaupunkiseutu ja Koko maa ilman pääkaupunkiseutua, Kerrostalot**.\n", "\n", "Käänsin manuaalisesti taulukkoa siten että ainoastaan **kuukausi** jäi riveille.\n", "\n", "Tietokantapoiminnan viimeisessä vaiheessa (Näytä taulukko) tallensin päivittyvän linkin tietokantapoimintaan **Tallenna poiminta** -toiminnolla. Käytin vaihtoehtoa **Kiinteä aloitusaika, johon lisätään päivitetyt jaksot** ja tiedostomuotoa **Pilkkueroteltu otsikoton**.\n", "\n", "Huomaa, että tilastokeskus ei käytä Pythonin oletus merkistökoodausta UTF-8, jonka vuoksi määrittelen käytetyn merkistökoodauksen **encoding**-paramterilla." ] }, { "cell_type": "code", "execution_count": 2, "id": "badb0a22", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
KuukausiPääkaupunkiseutuMuu Suomi
02020M0147151911
12020M0246841958
22020M0347101954
32020M0448691966
42020M0547581948
52020M0648581976
62020M0748291985
72020M0848812011
82020M0948341981
92020M1048591953
102020M1149011922
112020M1249701983
122021M0149471956
132021M0248701986
142021M0351031991
152021M0450542038
162021M0551972066
172021M0651752078
182021M0750762104
192021M0851942085
202021M0950222010
212021M1052112036
222021M1152812035
232021M1250762031
242022M01*51252078
252022M02*50522096
262022M03*50942064
272022M04*52372108
282022M05*52002155
292022M06*51892141
302022M07*50352110
312022M08*49722173
322022M09*50802100
332022M10*46792037
\n", "
" ], "text/plain": [ " Kuukausi Pääkaupunkiseutu Muu Suomi\n", "0 2020M01 4715 1911\n", "1 2020M02 4684 1958\n", "2 2020M03 4710 1954\n", "3 2020M04 4869 1966\n", "4 2020M05 4758 1948\n", "5 2020M06 4858 1976\n", "6 2020M07 4829 1985\n", "7 2020M08 4881 2011\n", "8 2020M09 4834 1981\n", "9 2020M10 4859 1953\n", "10 2020M11 4901 1922\n", "11 2020M12 4970 1983\n", "12 2021M01 4947 1956\n", "13 2021M02 4870 1986\n", "14 2021M03 5103 1991\n", "15 2021M04 5054 2038\n", "16 2021M05 5197 2066\n", "17 2021M06 5175 2078\n", "18 2021M07 5076 2104\n", "19 2021M08 5194 2085\n", "20 2021M09 5022 2010\n", "21 2021M10 5211 2036\n", "22 2021M11 5281 2035\n", "23 2021M12 5076 2031\n", "24 2022M01* 5125 2078\n", "25 2022M02* 5052 2096\n", "26 2022M03* 5094 2064\n", "27 2022M04* 5237 2108\n", "28 2022M05* 5200 2155\n", "29 2022M06* 5189 2141\n", "30 2022M07* 5035 2110\n", "31 2022M08* 4972 2173\n", "32 2022M09* 5080 2100\n", "33 2022M10* 4679 2037" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.read_csv('https://statfin.stat.fi:443/PxWeb/sq/fefc9029-9e16-456b-91ca-124333085037', encoding = 'cp1252')\n", "\n", "# Sarakeotsikot\n", "df.columns = ['Kuukausi', 'Pääkaupunkiseutu', 'Muu Suomi']\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 3, "id": "ac31a07c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PääkaupunkiseutuMuu Suomi
Kuukausi
2020-01-0147151911
2020-02-0146841958
2020-03-0147101954
2020-04-0148691966
2020-05-0147581948
2020-06-0148581976
2020-07-0148291985
2020-08-0148812011
2020-09-0148341981
2020-10-0148591953
2020-11-0149011922
2020-12-0149701983
2021-01-0149471956
2021-02-0148701986
2021-03-0151031991
2021-04-0150542038
2021-05-0151972066
2021-06-0151752078
2021-07-0150762104
2021-08-0151942085
2021-09-0150222010
2021-10-0152112036
2021-11-0152812035
2021-12-0150762031
2022-01-0151252078
2022-02-0150522096
2022-03-0150942064
2022-04-0152372108
2022-05-0152002155
2022-06-0151892141
2022-07-0150352110
2022-08-0149722173
2022-09-0150802100
2022-10-0146792037
\n", "
" ], "text/plain": [ " Pääkaupunkiseutu Muu Suomi\n", "Kuukausi \n", "2020-01-01 4715 1911\n", "2020-02-01 4684 1958\n", "2020-03-01 4710 1954\n", "2020-04-01 4869 1966\n", "2020-05-01 4758 1948\n", "2020-06-01 4858 1976\n", "2020-07-01 4829 1985\n", "2020-08-01 4881 2011\n", "2020-09-01 4834 1981\n", "2020-10-01 4859 1953\n", "2020-11-01 4901 1922\n", "2020-12-01 4970 1983\n", "2021-01-01 4947 1956\n", "2021-02-01 4870 1986\n", "2021-03-01 5103 1991\n", "2021-04-01 5054 2038\n", "2021-05-01 5197 2066\n", "2021-06-01 5175 2078\n", "2021-07-01 5076 2104\n", "2021-08-01 5194 2085\n", "2021-09-01 5022 2010\n", "2021-10-01 5211 2036\n", "2021-11-01 5281 2035\n", "2021-12-01 5076 2031\n", "2022-01-01 5125 2078\n", "2022-02-01 5052 2096\n", "2022-03-01 5094 2064\n", "2022-04-01 5237 2108\n", "2022-05-01 5200 2155\n", "2022-06-01 5189 2141\n", "2022-07-01 5035 2110\n", "2022-08-01 4972 2173\n", "2022-09-01 5080 2100\n", "2022-10-01 4679 2037" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Poistan tähdet ennakkotiedoista (tähdellä merkitään tietoja, jotka saattavat vielä tarkistusten jälkeen muuttua)\n", "df['Kuukausi'] = df['Kuukausi'].astype(str).str.strip('*')\n", "\n", "# Lisään aikaleimat indeksiin. Huomaa formaatti, jossa M vuosiluvun Y ja kuukauden m välissä!\n", "df.index = pd.to_datetime(df['Kuukausi'], format = '%YM%m')\n", "df = df.drop('Kuukausi', axis = 1)\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 4, "id": "1a8bb750", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Muu Suomi')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Viivakuvio neliöhintojen kehityksestä (kummallakin sarjalla oma arvoakseli)\n", "\n", "plt.figure(figsize = (10, 6))\n", "ax1 = df['Pääkaupunkiseutu'].plot(color = 'C0', title = 'Vanhojen osakeasuntojen neliöhinta')\n", "ax1.set_ylabel('Pääkaupunkiseutu', color = 'C0', fontsize = 12)\n", "ax2 = ax1.twinx()\n", "df['Muu Suomi'].plot(ax = ax2, color = 'C1')\n", "ax2.set_ylabel('Muu Suomi', color = 'C1', fontsize = 12)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }