{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Modellering i S1\n", "\n", "Her skal me sjå kort på korleis me kan lesa inn, bearbeida og plotta store datasett.\n" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearJanFebMarAprMayJunJulAugSepOctNovDecJ-DD-NDJFMAMJJASON
01880-0.18-0.24-0.09-0.16-0.10-0.21-0.18-0.10-0.14-0.24-0.22-0.18-0.17NaNNaN-0.12-0.16-0.20
11881-0.20-0.140.030.050.06-0.190.00-0.03-0.15-0.22-0.18-0.07-0.09-0.10-0.170.05-0.07-0.18
218820.160.140.04-0.16-0.14-0.22-0.16-0.08-0.15-0.23-0.17-0.36-0.11-0.090.08-0.08-0.15-0.18
31883-0.29-0.37-0.12-0.19-0.18-0.07-0.07-0.14-0.22-0.11-0.24-0.11-0.18-0.20-0.34-0.16-0.09-0.19
41884-0.13-0.08-0.36-0.40-0.33-0.35-0.33-0.28-0.27-0.25-0.33-0.31-0.28-0.27-0.11-0.37-0.32-0.28
\n", "
" ], "text/plain": [ " Year Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov \\\n", "0 1880 -0.18 -0.24 -0.09 -0.16 -0.10 -0.21 -0.18 -0.10 -0.14 -0.24 -0.22 \n", "1 1881 -0.20 -0.14 0.03 0.05 0.06 -0.19 0.00 -0.03 -0.15 -0.22 -0.18 \n", "2 1882 0.16 0.14 0.04 -0.16 -0.14 -0.22 -0.16 -0.08 -0.15 -0.23 -0.17 \n", "3 1883 -0.29 -0.37 -0.12 -0.19 -0.18 -0.07 -0.07 -0.14 -0.22 -0.11 -0.24 \n", "4 1884 -0.13 -0.08 -0.36 -0.40 -0.33 -0.35 -0.33 -0.28 -0.27 -0.25 -0.33 \n", "\n", " Dec J-D D-N DJF MAM JJA SON \n", "0 -0.18 -0.17 NaN NaN -0.12 -0.16 -0.20 \n", "1 -0.07 -0.09 -0.10 -0.17 0.05 -0.07 -0.18 \n", "2 -0.36 -0.11 -0.09 0.08 -0.08 -0.15 -0.18 \n", "3 -0.11 -0.18 -0.20 -0.34 -0.16 -0.09 -0.19 \n", "4 -0.31 -0.28 -0.27 -0.11 -0.37 -0.32 -0.28 " ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv(\n", " \"https://data.giss.nasa.gov/gistemp/tabledata_v4/GLB.Ts+dSST.csv\", \n", " sep = \",\",\n", " skiprows = 1,\n", " na_values=\"***\"\n", " )\n", "\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Her er me berre interessert i det årlege gjennomsnittet (frå januar til desember). Det finn me i kolonna \"J-D\". Me tar vare på kolonna \"Year\" og \"J-D\". " ] }, { "cell_type": "code", "execution_count": 87, "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", "
YearJ-D
01880-0.17
11881-0.09
21882-0.11
31883-0.18
41884-0.28
\n", "
" ], "text/plain": [ " Year J-D\n", "0 1880 -0.17\n", "1 1881 -0.09\n", "2 1882 -0.11\n", "3 1883 -0.18\n", "4 1884 -0.28" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = data[[\"Year\", \"J-D\"]]\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plottar data\n", "\n", "For å visualisera datamaterialet plottar me det. Set namn på aksar og tittel." ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.plot(\"Year\", \"J-D\", label = \"temperaturavvik\")\n", "plt.xlabel(\"År\")\n", "plt.ylabel(\"Avvik frå 1951-1980 (grader celsius)\")\n", "plt.title(\"GISS Surface Temperature Analysis\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Glatting av datasettet\n", "\n", "Ser at datasettet svingar veldig. Me kan glatta kurven ved å ta eit glidande (\"rolling\") gjennomsnitt (\"mean\"). Set `window = 10` som betyr at han tar eit gjennomsnitt av dei 5 forrige og 5 neste åra. 10 år til saman. Di større `window` di glattare vert kurven. " ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "data_glatt = data.rolling(window = 10).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plottar både datamaterialet og den glatta kurven i samme plott:" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (10, 5))\n", "plt.plot(data[\"Year\"], data[\"J-D\"], label = \"data\")\n", "plt.plot(data_glatt[\"Year\"], data_glatt[\"J-D\"], label = \"glatta\")\n", "plt.legend()\n", "plt.xlabel(\"År\")\n", "plt.ylabel(\"Grader celsius\")\n", "plt.title(\"GISS Surface Temperature Analysis\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regresjon\n", "\n", "Det er ulike funksjonar som kan utføra regresjon i Python. Her ser me på enkel polynomregresjon med `Numpy` sin `polyfit()` samt litt meir fleksibel regresjon med `curve_fit` frå `SciPy`. For å kunna utføra regresjon må me fjerna rader med verdiar som ikkje har verdiar (NaN). \n" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "data_glatt = data_glatt.dropna()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Polyfit\n", "\n", "Denne kan me bruka til å finna polynomfunksjonar som passar til eit datasett. Me tar utgangspunkt i det glatta datasettet vårt frå over. Ser korleis eit andregradspolynom passar. " ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# K er koeffisientane a, b og c. \n", "K = np.polyfit(\n", " x = data_glatt[\"Year\"], \n", " y = data_glatt[\"J-D\"],\n", " deg = 2\n", " )\n", "\n", "# definerer andregradsfunksjonen\n", "def f(x):\n", " return K[0]*x**2 + K[1]*x + K[2]\n", "\n", "# definerer x-verdiar frå 1880 til 2025\n", "x = np.linspace(1880, 2025, 300)\n", "\n", "# plottar glatta kurve og regresjonsmodellen\n", "plt.plot(data_glatt[\"Year\"], data_glatt[\"J-D\"], label = \"glatta\")\n", "plt.plot(x, f(x), label = \"regresjonsmodellen\")\n", "plt.legend()\n", "plt.xlabel(\"År\")\n", "plt.ylabel(\"Grader celsius\")\n", "plt.title(\"GISS Surface Temperature Analysis\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Me kan sjå korleis denne modellen spår utviklinga fram mot 2100. Plottar data, glatta data og regresjonsmodellen saman: " ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# definerer x-verdiar frå 1880 til 2100\n", "x = np.linspace(1880, 2100, 300)\n", "\n", "# plottar glatta kurve og regresjonsmodellen\n", "plt.figure(figsize = (10, 7))\n", "plt.plot(data[\"Year\"], data[\"J-D\"], label = \"data\")\n", "plt.plot(data_glatt[\"Year\"], data_glatt[\"J-D\"], label = \"glatta\")\n", "plt.plot(x, f(x), \"--\", label = \"regresjonsmodellen\")\n", "plt.legend()\n", "plt.xlabel(\"År\")\n", "plt.ylabel(\"Grader celsius\")\n", "plt.title(\"GISS Surface Temperature Analysis\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curve_fit\n", "\n", "Her kjem døme på bruk av curve_fit..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Kjelder \n", "\n", "- GISTEMP Team, 2022: GISS Surface Temperature Analysis (GISTEMP), version 4. NASA Goddard Institute for Space Studies. Dataset accessed 2022-06-21 at https://data.giss.nasa.gov/gistemp/.\n", "\n", "- Lenssen, N., G. Schmidt, J. Hansen, M. Menne, A. Persin, R. Ruedy, and D. Zyss, 2019: Improvements in the GISTEMP uncertainty model. J. Geophys. Res. Atmos., 124, no. 12, 6307-6326, doi:10.1029/2018JD029522." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "interpreter": { "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f" }, "kernelspec": { "display_name": "Python 3.8.13 64-bit", "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": "3.8.13" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "034280a56507a596863b38a111dd31b1ed4d03eb6644e1297ef960ca85732ce5" } } }, "nbformat": 4, "nbformat_minor": 2 }