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June 25, 2022 14:58
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Exploring the Valentia Observatory Monthly Data time-series
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Exploring the Valentia Observatory Monthly Data time-series\n", | |
"\n", | |
"After posting the [Show Your Stripes](https://showyourstripes.info/c/europe/ireland/) chart for Ireland on Twitter, I got a question about the significance of 1971-2000 as the baseline. The conversation led on to looking at the Valentia Observatory Monthly Data time series, provided on [data.gov.ie](https://data.gov.ie/dataset/valentia-observatory-monthly-data?package_type=dataset) by Met Eireann under a CC-By 4.0 license.\n", | |
"\n", | |
"In this notebook, I'll try and look at answering that question.\n", | |
"\n", | |
"## Load the data into a Pandas DataFrame" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" year month mean_temp\n", | |
"0 1939 10 10.0\n", | |
"1 1939 11 10.3\n", | |
"2 1939 12 6.0\n", | |
"3 1940 1 5.8\n", | |
"4 1940 2 7.9\n", | |
".. ... ... ...\n", | |
"987 2022 1 8.2\n", | |
"988 2022 2 8.6\n", | |
"989 2022 3 8.3\n", | |
"990 2022 4 9.8\n", | |
"991 2022 5 12.5\n", | |
"\n", | |
"[992 rows x 3 columns]\n" | |
] | |
} | |
], | |
"source": [ | |
"import duckdb\n", | |
"import matplotlib\n", | |
"import pandas\n", | |
"import typing\n", | |
"import urllib\n", | |
"\n", | |
"SRC: str = \"https://cli.fusio.net/cli/climate_data/webdata/mly2275.csv\"\n", | |
"\n", | |
"with urllib.request.urlopen(SRC) as resp:\n", | |
" raw_data: typing.List = resp.read().decode().split(\"\\n\")\n", | |
"\n", | |
"year: typing.List = []\n", | |
"month: typing.List = []\n", | |
"mean_temp: typing.List = []\n", | |
"\n", | |
"[[year.append(int(row.split(\",\")[0])), \n", | |
" month.append(int(row.split(\",\")[1])),\n", | |
" mean_temp.append(float(row.split(\",\")[2]))] \n", | |
" for row in raw_data[20:-1]]\n", | |
"data_df: pandas.DataFrame = pandas.DataFrame(\n", | |
" list(zip(year, month, mean_temp)),\n", | |
" columns=[\"year\", \"month\", \"mean_temp\"])\n", | |
"print(data_df)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Extract the annual baselines\n", | |
"\n", | |
"Now we have the data loaded up into the notebook, we can extract the same baseline used in Show Your Stripes (1971-2000), and compare that with the full time series." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Mean 1971-2000: 10.616;\tMean to end of 2000: 10.587;\tMean of full timeseries: 10.693\n" | |
] | |
} | |
], | |
"source": [ | |
"conn = duckdb.connect()\n", | |
"\n", | |
"mean_sys: float = conn.execute(\"select AVG(mean_temp) from data_df where year > 1970 and year < 2001\").fetchall()[0][0]\n", | |
"mean_all_to_2000: float = conn.execute(\"select AVG(mean_temp) from data_df where year < 2001\").fetchall()[0][0]\n", | |
"mean_all:float = conn.execute(\"select AVG(mean_temp) from data_df\").fetchall()[0][0]\n", | |
"\n", | |
"print(\n", | |
" f\"Mean 1971-2000: {mean_sys:.5};\\tMean to end of 2000: {mean_all_to_2000:.5};\\tMean of full timeseries: {mean_all:.5}\"\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This quick comparison shows that the mean temperature is lower across the full dataset than the Show Your Stripes window 9i.e. 1971-2000 is warmer) and the full timeseries (including 2001 to early 2022) is warmer still.\n", | |
"\n", | |
"## Show Your Stripes style plots\n", | |
"\n", | |
"These plots will exclude 1939 and 2022 in order to get the full year of data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(array([ 0, 10, 20, 30, 40, 50, 60, 70, 80]),\n", | |
" [Text(0, 0, '1940'),\n", | |
" Text(1, 0, '1941'),\n", | |
" Text(2, 0, '1942'),\n", | |
" Text(3, 0, '1943'),\n", | |
" Text(4, 0, '1944'),\n", | |
" Text(5, 0, '1945'),\n", | |
" Text(6, 0, '1946'),\n", | |
" Text(7, 0, '1947'),\n", | |
" Text(8, 0, '1948')])" | |
] | |
}, | |
"execution_count": 36, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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/2y9HWXphHdkagTTid8AtEfGepM8BU2kgcUXEJGASQE1NjW9yNGuGPwytFJqaE/2ciPiVpEsaWh8RP2jhsVcAfQuW+6RlhcdYXbA4GfhuC49pZlXKSbP0mqqBbJ8+5jXy7kxgQDpd7grgDOCswg0k9YqIuomsTgaezykWMzPbSk1Nafvz9PGqPA4cERskfR54COgATImIhZK+BcyKiHuBiyWdDGwAXgfG5hFLHvxtx8zau6aasH7U1Asj4uKWHjwippEMjVJY9vWC518BvtLS45iZWek11YQ1u9WiMLM25RqzFaOpJqyphcuSukTEP/IPyczMKkGWGQkPlrQI+HO6PETST3OPzMzMylqWsbCuBY4BVgNExDzgsBxjMjOzCpAlgdDA3d8f5BCLmZlVkCxDmSyTdAgQkjoBE/D9GGZW5dzxIFsNZDxwEcnYVSuAoemymZll1NKh08sxhixjYb0GnF2yI5qZWbuQpRfWdyV1k9RJ0u/TCZ7OaY3grLTK4RuQWbWohv+3LE1YR0fEGuBE4GXgI8CX8wzKzMzKX5YEUtfMdQJwR0S8lWM8ZmZFqYZv/OX2O2bphXWfpD8D7wIXSNoFWJdvWGZWSdwjqTo1WwOJiMuBQ4CaiFgPvEMy9ayZmVWxLDUQgN2BT0nqXFB2Uw7xmJlZhWg2gUj6BnAEMIhk6PXjgP+lnSUQV8HNzLZOlovopwEjgL9HxL8DQ4Adc43KzMzKXpYE8m5EbAQ2SOoGvMqmc5mbmVkVynINZJakDwHXk0wytRZ4Ks+gzMys/GUZyuTC9OnPJD0IdIuI5/INy6x6+Xpc9aj0v3WmXliSPg18EgiSC+hOINYuVfo/tFlryjIW1k9JRuSdDywAPifpurwDMzOz8palBnIUMDAiAkDSVGBhrlGZmdlWa+0adJZeWEuAPQqW+6Zl7Vq5jTlj2fjvZtZ6Gq2BSPodyTWPrsDzkp5Jlw8Cnmmd8KyQ2+fNrJw01YT1360WhZmZVZxGE0hEPNaagZiZWWXJOphiRSlsA3dzj5lZPrJcRDczM9tC1hsJtwX2ThdfSOcFMTOzKpZlOPcjgKkk86EL6CtpTEQ8nmtkVvHclGjWvmWpgXwfODoiXgCQtDdwCzAsz8DMzKpduXfdz3INpFNd8gCIiBeBTvmFZGZmlSDrcO6TgV+ly2cDs/ILyczMKkGWBHIBcBFwcbr8J8CDKZpZqyn3ppxqlSWBjI+IHwA/qCuQNAH4YW5RmeWkHD+IHFNxKiHG9i7LNZAxDZSNLXEcZmZWYZoaTPFM4Cygv6R7C1Z1BV7POzAzMytvTTVhPQnUAjuTdOWt8zaekbAqucnAzAo1NZjiUmApcHDrhWMtsbUf8E4IViy/dwzaeCwsScdKekHSEkmXN7D+XyTdlq5/WlK/NgjTzMwa0GYJRFIHku7AxwGDgDMlDdpss/OANyLiI8D/AN9p3Sgtb55BMH8+x5aXTAlE0naSPlriY38cWBIRf4mI94FbgVGbbTOKZBwugDuBEZJU4jjMzKwIioimN5BOIpmdcNuI6C9pKPCtiDi5RQeWTgOOjYhx6fK/AQdFxOcLtlmQbrM8XX4p3ea1zfZ1PnA+wB577DFs6dKlWxxv8zbblrbhtnR/zb0+y0CEzR2z1L9jc+uzHK+l+9zaY+axvqUx5vVeKdV7Ow/lGFOpVfrvKGl2RNRszWuy1EC+SVJbeBMgIuYC/bcytlxFxKSIqImIml122aWtwzEzqwpZEsj6iHhrs7Kmqy3ZrAD6Fiz3Scsa3EZSR2BHYHUJjm1mZi2UZSiThZLOAjpIGkAyJtaTJTj2TGCApP4kieIMkhsXC91Lcif8U8BpwB+iuTa3VlKp1VQzs1LJkkC+AFwBvAf8GngIuLqlB46IDZI+n+6vAzAlIhZK+hYwKyLuBW4AfilpCcnd72e09LhmW8NfFMwalyWB7BMRV5AkkZKKiGnAtM3Kvl7wfB3wmVIf18zMWi7TjISSdiPpRntbRCzIOSazds21Gmsvmr2IHhFHAkcCq4CfS5ov6crcIzMzs7KW6UbCiPh7RPwIGA/MBb7e9CvMzKy9a7YJS9JA4LPAqSRdaG8DLs05rqrnZg4zK3dZroFMIUkax0TEKznHY2ZmFaLZBBIRHs7dzMy20NSMhLdHxOmS5rPpnecCIiL2zz26HLV1E1FbH9/MrKWaqoFMSB9PbI1AzMyssjTaCysiatOnF0bE0sIf4MLWCc/MzMpVlm68IxsoO67UgZiZWWVp6hrIBSQ1jT0lPVewqivwRN6BWfPyvo7i6zRm1pSmroH8GngAuAYonK/87Yh4PdeozMys7DWaQNI5QN4CzgSQ1BPoDOwgaYeI+FvrhGhmZuWo2Wsgkk6StBj4K/AY8DJJzcTMzKpYljvRrwaGA49GxMckHQmck29YlcfXC/Lh8+pzYOUrSwJZHxGrJW0jaZuImC7p2rwDM7PiOOFYa8mSQN6UtAPwOHCzpFeBd/INy8zMyl2W+0BGAe8CXwIeBF4CTsozKDMzK39ZBlMsrG1MzTEWM2un3KzWPjV1I+HbNDCIIv8cTLFbzrGZmVkZa+o+kK6tGYiVnr/15cPn1SyR5SI6kj4JDIiIX0jaGegaEX/NNzSzyuCEYtUqy42E3wAuA76SFm0L/CrPoMzMrPxlqYGcAnwMmAMQEa9IcvOWlQV/+zdrO1m68b4fEUF6QV3S9vmGZGZmlSBLDeR2ST8HPiTpP4BzgevzDcus/XAtydqrJhOIJAG3AfsAa4CPAl+PiEdaIbaS8j+xmVlpNZlAIiIkTYuIwUDFJQ0zM8tPliasOZIOjIiZuUdTxVxDMrNKkyWBHAScLWkpySCKdXei759rZGZmVtayJJBjco/CrI245mdWvCyDKS5tjUDMzKyyZLkPxMzMbAtOIGZmVpSsgyl+mGQwxUclbQd0jIi38w3NzBri6zZWLrIMpvgfwJ3Az9OiPsDdOcZkZmYVIEsT1kXAJ0juRCciFgM98wzKzMzKX5YE8l5EvF+3IKkjm85UaGZmVShLAnlM0leB7SSNBO4AfpdvWGZmVu6yJJDLgFXAfOBzwDTgypYcVNJOkh6RtDh97N7Idh9Impv+3NuSY5qZWWk1NxpvB2BhROxDaYdwvxz4fURMlHR5unxZA9u9GxFDS3hcMzMrkSZrIBHxAfCCpD1KfNxRwNT0+VTgX0u8fzMzy1mW+0C6AwslPUMymCIAEXFyC467a0TUps//DuzayHadJc0CNgATI+LuhjaSdD5wPsAee5Q611lr8j0OZpUjSwL5WjE7lvQosFsDq64oXEjnHGmsV9eHI2KFpD2BP0iaHxEvbb5RREwCJgHU1NS4h1gZc4Kw9qoa39tZBlN8rJgdR8SnGlsnaaWkXhFRK6kX8Goj+1iRPv5F0h+BjwFbJBAzM2t9We5Ef1vSmvRnXdozak0Lj3svMCZ9Pga4p4Hjdpf0L+nznUluZlzUwuOamVmJZKmBdK17ns6RPgoY3sLjTgRul3QesBQ4Pd1/DTA+IsYBA4GfS9pIkugmRoQTiJlZmcg0mGKdiAjgbknfIOl6W5SIWA2MaKB8FjAuff4kMLjYY5iZWb6aTSCSPl2wuA1QA6zLLSKzJlTjhUqzcpWlBnJSwfMNwMskzVhmZlbFsiSQyRHxRGGBpE/QSM8pMzOrDlnGwvpxxjIzM6sijdZAJB0MHALsIumSglXdgA55B2ZmZuWtqSasbYEd0m26FpSvAU7LMygzMyt/jSaQ9A70xyTdGBFLWzEmMzOrAFkuov9D0veAfYHOdYURcVRuUZmZWdnLkkBuBm4DTgTGkww9sirPoKwy+J4Ms+qWpRdWj4i4AVgfEY9FxLmAax9mZlUuSw1kffpYK+kE4BVgp/xCMjOzSpAlgVwtaUfgUpL7P7oBX8o1KjMzK3tZ5kQfEBH3AW8BR7ZKVGZmVvayzIl+ZivFYmZmFSRLE9YTkn5C0hOrcE70OblFZVYi7ilmlp8sCWRo+vitgrLAPbHMzKpalhkJfd3DzMy2kGVO9F0l3SDpgXR5UDoVrZmZVbEsNxLeCDwE7J4uvwh8Mad4zMysQmRJIDtHxO3ARoCI2AB8kGtUZmZW9rIkkHck9SC5cI6k4ST3hJiZWRXL0gvrEuBeYC9JTwC74PlAzMyqXpZeWHMkHQ58FBDwQkSsb+ZlZmbWzjWbQCR1Bi4EPknSjPUnST+LiHV5B2dmZuUrSxPWTcDbJAMpApwF/BL4TF5BmZlZ+cuSQPaLiEEFy9MlLcorIDMzqwxZemHNSXteASDpIGBWfiGZmVklyFIDGQY8Kelv6fIewAuS5gMREfvnFp2ZmZWtLAnk2NyjMDOzipOlG+9SSd2BvoXbezh3M7PqlqUb77eBscBLpHej4+HczcyqXpYmrNOBvSLi/byDMWsPPImVVYssvbAWAB/KOQ4zM6swWWog1wDPSloAvFdXGBEn5xaVmZmVvSwJZCrwHWA+6ZDuZmZmWRLIPyLiR7lHYhXPbf9m1SVLAvmTpGtIhnQvbMJyN14zsyqWJYF8LH0cXlDmbrxmZlUuy42ER7ZGIGZmVlma7cYraVdJN0h6IF0eJOm8lhxU0mckLZS0UVJNE9sdK+kFSUskXd6SY5qZWWlluQ/kRuAhYPd0+UXgiy087gLg08DjjW0gqQNwHXAcMAg4U9KgxrY3M7PW1WgCkVTXvLVzRNxO2oU3IjYAH7TkoBHxfES80MxmHweWRMRf0rvgbwVGteS4ZmZWOk3VQJ5JH9+R1IN0HKx0bpC38g4M6A0sK1henpZtQdL5kmZJmrVq1apWCM3MzJq6iK708RKSLrx7SXoC2AU4rbkdS3oU2K2BVVdExD1bG2hTImISMAmgpqYmmtnczMxKoKkEsoukS9LnvwWmkSSV94BPAc81teOI+FQLY1tBMoR8nT5pmZmZlYGmEkgHYAf+WROp0yW/cDYxExggqT9J4jgDOKuVjm1WMTwCgLWVphJIbUR8K4+DSjoF+DFJc9j9kuZGxDGSdgcmR8TxEbFB0udJeoB1AKZExMI84jEzs62X5RpIyUXEb0maxTYvfwU4vmB5GknTmZmZlZmmemGNaLUozMys4jSaQCLi9dYMxMzMKkuWO9HNzMy24ARiZmZFcQIxM7OiOIGYmVlRnEDMzKwoimhfQ0dJWgUsBXYGXmvjcJrjGEvDMZZGucdY7vFBZcf44YjYZWt21O4SSB1JsyKi0cmqyoFjLA3HWBrlHmO5xwfVF6ObsMzMrChOIGZmVpT2nEAmtXUAGTjG0nCMpVHuMZZ7fFBlMbbbayBmZpav9lwDMTOzHDmBmJlZUSoqgUiaIulVSQsKyoZIekrSfEm/k9Rts9fsIWmtpP8sKDtW0guSlki6vK1ilNRP0ruS5qY/Pyt4zbB0+yWSfiSpZPOzbO15lLR/um5hur5znjFu5Tk8u+D8zZW0UdLQPOMrIsZOkqam5c9L+krBa8rlvbitpF+k5fMkHVHwmjzPY19J0yUtSt9fE9LynSQ9Imlx+tg9LVcawxJJz0k6oGBfY9LtF0sa00bx7ZOe3/dU8JmTrsvlb11EjGen526+pCclDSk6xoiomB/gMOAAYEFB2Uzg8PT5ucC3N3vNncAdwH+myx2Al4A9gW2BecCgtogR6Fe43Wb7eQYYTjKx1wPAcW0UY0fgOWBIutwD6JBnjMX8ndPywcBLZXgOzwJuTZ93AV5O//bl9F68CPhF+rwnMBvYphXOYy/ggPR5V+BFYBDwXeDytPxy4Dvp8+PTGJTG9HRavhPwl/Sxe/q8exvE1xM4EPgv0s+ctDy3v3URMR5Sd26A4wrO4VbHWFE1kIh4HNh8npK9gcfT548Ap9atkPSvwF+BwqlwPw4siYi/RMT7wK3AqLaKsSGSegHdImJGJH/Zm4B/baMYjwaei4h56WtXR8QHecbYgnN4Jsnfs9zOYQDbS+oIbAe8D6yhvN6Lg4A/pK97FXgTqGmF81gbEXPS528DzwO9Sc7D1HSzqQXHHAXcFIkZwIfSGI8BHomI1yPijfR3O7a144uIVyNiJrB+s13l9rcuIsYn03MEMAPoU2yMFZVAGrGQf/6SnwH6AkjaAbgMuGqz7XsDywqWl6dlrR5jqr+kZyU9JunQghiXl0mMewMh6SFJcyT9nzaKsalzWOezwC3p83I6h3cC7wC1wN+A/45kwrZyei/OA06W1FFSf2BYuq7VzqOkfsDHgKeBXSOiNl31d2DX9Hlj5yz3c5kxvsa0yt+6iBjPI6nRFRVje0gg5wIXSppNUn17Py3/JvA/EbG2rQIr0FiMtcAeEfEx4BLg19rsGk4ZxNgR+CRwdvp4iqS2mO64sfgAkHQQ8I+IWNDQi1tJYzF+HPgA2B3oD1wqac+2CbHRGKeQfGDMAq4FniSJuVWkX/juAr4YEWsK16U1nza936Dc44Otj1HSkSQJ5LJij9mx2BeWi4j4M0kzC5L2Bk5IVx0EnCbpu8CHgI2S1pG07RZ+e+0DrGiLGCPiPeC99PlsSS+RfONfwT+rlW0aI8mHyuMR8Vq6bhpJu/qvWjPGJuKrcwb/rH1AeZ3Ds4AHI2I98KqkJ4Aakm975fJe3AB8qW47SU+StKW/Qc7nUVInkg++myPiN2nxSkm9IqI2baJ6NS1fQcPnbAVwxGblf2yD+BrTWNwlsbUxStofmExyPWt1sTFWfA1EUs/0cRvgSuBnABFxaET0i4h+JN+o/m9E/ITkIuIASf0lbUvywXNvW8QoaRdJHdLnewIDgL+k1c41koZLEjAauKctYgQeAgZL6pK24R8OLGrtGJuIr67sdNLrH5C0C7dmfM3E+DfgqHTd9iQXf/9Meb0Xu6SxIWkksCEicv87p/u8AXg+In5QsOpeoK4n1ZiCY94LjFZiOPBWGuNDwNGSuqe9jY5Oy1o7vsbk9rfe2hgl7QH8Bvi3iHixRTGWohdAa/2QfMOsJblAtZyk+jWB5JvSi8BE0rvrN3vdN9m0R8Tx6fYvAVe0VYwkFzAXAnOBOcBJBfupARakMf6kod+rtc4jcE4a5wLgu3nHWER8RwAzGthPWZxDYAeSnoALgUXAl8vwvdgPeIHkAuyjJEN7t8Z5/CRJ08pz6f/B3PSc9AB+DyxO49kp3V7AdWks84Gagn2dCyxJf/69jeLbLT3Xa0g6Iiwn6YSQ29+6iBgnk9Qs67adVez70UOZmJlZUSq+CcvMzNqGE4iZmRXFCcTMzIriBGJmZkVxAjEzs6I4gZiZWVGcQMzKUN0NpmblzAnErIUkfUvSFwuW/0vSBElfljRTydwLVxWsv1vSbCVzN5xfUL5W0vclzQMObt3fwmzrOYGYtdwUkiE+6oYIOYNk9NMBJAMpDgWGSTos3f7ciBhGcof3xZJ6pOXbk8zNMCQi/rcV4zcrSsUPpmjW1iLiZUmrJX2MZMjsZ0kmFTo6fQ7JcCYDSObiuFjSKWl537R8Ncnot3e1ZuxmLeEEYlYak4GxJGMhTQFGANdExM8LN1IyVeyngIMj4h+S/gh0Tlevi4hWG0LdrKXchGVWGr8lmQHvQJJRYB8Czk3naEBS73Qk3B2BN9LksQ/JyLxmFck1ELMSiIj3JU0H3kxrEQ9LGgg8lYy2zVqSUY0fBMZLep5k9NsZbRWzWUt5NF6zEkgvns8BPhMRi9s6HrPW4CYssxaSNIhkDorfO3lYNXENxMzMiuIaiJmZFcUJxMzMiuIEYmZmRXECMTOzojiBmJlZUf4/ffjZFT112i4AAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"yearly_averages: pandas.DataFrame = conn.execute(\"\"\"\n", | |
" select year, avg(mean_temp) as mean_temp from data_df\n", | |
" where year < 2022\n", | |
" and year > 1939\n", | |
" group by year\n", | |
" order by year\n", | |
"\"\"\").df()\n", | |
"\n", | |
"yearly_averages[\"Baseline: 1970-2000\"] = yearly_averages[\"mean_temp\"] - mean_sys\n", | |
"yearly_averages[\"Baseline: All years to end of 2000\"] = yearly_averages[\"mean_temp\"] - mean_all_to_2000\n", | |
"yearly_averages[\"Baseline: All years\"] = yearly_averages[\"mean_temp\"] - mean_all\n", | |
"\n", | |
"yearly_averages.plot(x='year', y='Baseline: All years to end of 2000', kind='bar')\n", | |
"matplotlib.pyplot.ylabel(\"Temperature relative to baseline (deg C)\")\n", | |
"matplotlib.pyplot.locator_params(axis='x', nbins=9)\n", | |
"matplotlib.pyplot.xticks(rotation=0)\n", | |
"\n", | |
"yearly_averages.plot(x='year', y='Baseline: 1970-2000', kind='bar')\n", | |
"matplotlib.pyplot.ylabel(\"Temperature relative to baseline (deg C)\")\n", | |
"matplotlib.pyplot.locator_params(axis='x', nbins=9)\n", | |
"matplotlib.pyplot.xticks(rotation=0)\n", | |
"\n", | |
"yearly_averages.plot(x='year', y='Baseline: All years', kind='bar')\n", | |
"matplotlib.pyplot.ylabel(\"Temperature relative to baseline (deg C)\")\n", | |
"matplotlib.pyplot.locator_params(axis='x', nbins=9)\n", | |
"matplotlib.pyplot.xticks(rotation=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" month 1970 to 2000 All years to end of 2000 All years\n", | |
"0 1 7.003333 6.832787 7.031325\n", | |
"1 2 7.090000 6.814754 6.965060\n", | |
"2 3 7.813333 7.947541 7.972289\n", | |
"3 4 8.903333 9.106557 9.245783\n", | |
"4 5 11.170000 11.204918 11.308434\n", | |
"5 6 13.270000 13.401639 13.510976\n", | |
"6 7 15.160000 14.929508 15.018293\n", | |
"7 8 15.146667 15.050820 15.091463\n", | |
"8 9 13.673333 13.698361 13.840244\n", | |
"9 10 11.320000 11.480645 11.604819\n", | |
"10 11 9.016667 8.924194 9.059036\n", | |
"11 12 7.830000 7.714516 7.844578\n" | |
] | |
} | |
], | |
"source": [ | |
"monthly_mean_sys = conn.execute(\"\"\"\n", | |
" select month, AVG(mean_temp) \n", | |
" from data_df \n", | |
" where year > 1970 and year < 2001 \n", | |
" group by month\n", | |
" order by month\"\"\").fetchall()\n", | |
"monthly_mean_all_to_2000 = conn.execute(\"\"\"\n", | |
" select month, AVG(mean_temp) \n", | |
" from data_df \n", | |
" where year < 2001 \n", | |
" group by month\n", | |
" order by month\"\"\").fetchall()\n", | |
"monthly_mean_all = conn.execute(\"\"\"\n", | |
" select month, AVG(mean_temp) \n", | |
" from data_df \n", | |
" group by month\n", | |
" order by month\"\"\").fetchall()\n", | |
"\n", | |
"monthly_means = pandas.DataFrame(list(zip(\n", | |
" [row[0] for row in monthly_mean_sys],\n", | |
" [row[1] for row in monthly_mean_sys],\n", | |
" [row[1] for row in monthly_mean_all_to_2000],\n", | |
" [row[1] for row in monthly_mean_all]\n", | |
")), columns=[\"month\",\n", | |
" \"1970 to 2000\",\n", | |
" \"All years to end of 2000\",\n", | |
" \"All years\"])\n", | |
"\n", | |
"print(monthly_means)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"There's not really any discernable pattern here, although in most cases taking all years gives the highest average.\n", | |
"\n", | |
"## Month-by-Month Plots" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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k7v4NUDmETBooH2Nd5WspDYVyrMN0M37ezG4FZgObKhe6+8IM834V6GJmHUk0YkcA38swTRGRvFNo3e5EpKjFVa+DEEPI6hs+BtEMS0lnSFCUQ5UyKWPYcoXdxlTDgBo6JCjMEKqww9ei2sZsHYc4h5/V9/koh2alM/wsymMa9fCxMI3ZsuDvfyYtczKc+c7dt5rZJcBjJCp4d7r70kzSFBHJN+p2JyJ5piz4G2m9LiwNHxORKNXbmHX32MbJuvs8YF5c6ReSQuuimWl5C217RTKgmduTFNqkKlFMulFI2yvFL856HRpCVqXQfveq10mhqvc+s2a2n5lNNbNHgtfdzeyC+IsmIlIUaut2d2COyiIiJS7mel3VEDIza0ZiCNlDEaUtIrKTMN2MpwF3AVcHr98iMc5iakxlEklJZ/8aRvurMOTTOLJM0w07nibT8UfZHmMV5W25wh7TutJt6DEJu435No6sId+bmjIZR5bOWLcCug3ZNGKq12kImaRLdZWG0f7aod4rs8C+7n4vsB0SgQrYFmupRESKR6hud+4+xd3L3b28devWWSuciJScWOt17j7P3Q9x907uPjGqdEVEahPmyuwmM2tFYnIAzGwAiXuTiUQil2eXdGYrHnXt1xLd31Xd7tDM7SUt19//XOdfjAo01qleJ7HK9fc/1/kXo3yOdWEasz8hMd6hk5k9D7QGzoq1VCIiRULd7kQkz6heJyJFI8xsxgvN7FigK2DACnffEnvJikQ+nLGQ8ArheBVCGaW6Upi5Xd/LwlIIx6sQyliIVK/LjL6XhaUQjlchlDGf1duYNbPmwEXAUSS6pPzdzP7g7pvjLpyIiIiIREf1OhEpJmG6Gc8AvgBuCV5/D7gbGB5XoUREREQkFqrXiUjRCNOYPczduye9fsrMlsVVICk86h4hIqVAsU6KhOp1kpJinRSSMLfmWRjMdAeAmR0BVMRXJBERERGJiep1IlI0wlyZ7Qe8YGb/DF63B1aY2RuAu3uv2EonIiIiIlFSvU5EikaYxuzQ2EshIiIiItmgep2IFI0wt+Z538xaAgclr+/uC+MsWFTU718kt/QbzB7ta5HcKZTfX6HX66Bw9rVIMcq331+YW/PcAIwG3iUxhTvB3xPiK5aIiIiIRE31OhEpJmG6GZ8NdHL3b6LK1MyGA9cBhwL93V0TD4iIiIjEL/J6nYhIroSZzXgJsHfE+S4Bvgs8G3G6IiIiIlK3OOp1IiI5EebK7K+B18xsCfB15UJ3H5Zupu7+JoCZpZuEiIiIiDRc5PU6UK87EcmNMI3Z6cCNwBvA9niLszMzGweMA2jfvn22sxcREREpJnHV6yp73f0xwjRFRFIK05j90t1/19CEzWw+sH8tb13t7nPDpuPuU4ApAOXl5V7P6iIiIiJSt7TqdfVRrzsRyYUwjdm/m9mvgYeo3h0l5RTu7n5ihmWTPJNvU3GLiMRBsU6KXFr1Oik+inVSDMI0ZvsEfwckLdMU7iIi9dAYMhHJQ2nX66LodafhYyISpXobs+5+fNSZmtkZwC1Aa+BhM1vk7kMamo7OKIlInotkDJlinYhEJZN6XRS97lINH1OsE5GGqvfWPGa2n5lNNbNHgtfdzeyCTDJ19wfcvZ277+Lu+6XTkBURyXfu/qa7r8h1OUREKsVRrxMRyZUw95mdBjwGtA1evwVcFlN5RERKkpmNM7MKM6tYu3ZtrosjIsVrGjHU68zsDDNbBQwk0evusUzTFBGpT5gxs/u6+71mdhWAu281s20xl0tKVCl0MSqFbSwlmrld0lEKcaAUtrFAxVKvc/cHgAcyLp0UlVKIA6WwjfksTGN2k5m1IjE5AGY2AFgfa6lERAqEZm4XkQKjep2IFI0wjdmfkJi+vZOZPU9i0qbhsZZKREqOzmyKSCnIg1inep2IxC5bsS5MY3YpcCzQFTBgBeHG2oqIlLSoZm4XEYmQ6nUiUjTCNGZfdPe+JIIfAGa2EOgbW6nSkAdnOmNXCtuYKe0jySdxjCErhe94KWxjprSPJAOq1+WJUtjGTGkfSX3qbMya2f7AgcCuZtaHxNk7gD2BFlkom4iIiIhEQPU6ESlGqa7MDgFGA+2A/2JH0NsA/DzeYomIiIhIhFSvE5GiU2dj1t2nA9PN7Ex3vz+LZRIRERGRCKleJyLFqN4B/wp4IiIiIsVB9ToRKSaavU5EREREREQKjhqzIiIiIiIiUnDqvTWPmbUALgfau/u/m1kXoKu7/zX20onkIU0TLyKlQLGuOKleJ1KdYl1hC3Nl9i7ga2Bg8Ho18KtMMjWzyWa23MxeN7MHzGzvTNITERERkVAir9eJiORKvVdmgU7ufo6ZjQRw9y/NzOr7UD2eAK5y961mdiNwFXBlhmlKkdGZMhEpBYp1kmVx1OtE6qVYJ3EIc2X2GzPbFXAAM+tE4oxe2tz9cXffGrx8icQ9z0REREQkXpHX60REciXMldlfAo8CB5nZPcC3SNx0OypjgNkRpiciIiIitYulXmdmk4HTgG+Ad4EfuPvnmaYrIpJKvY1Zd3/CzBYCAwADLnX3T+r7nJnNB/av5a2r3X1usM7VwFbgnhTpjAPGAbRv376+bLNK3SVEpBQo1okUj3TrdSEU/BAyxTqRwhNmNuO+wdM1wd/2ZrYX8H5SV+GduPuJ9aQ7GjgVGOTuniKdKcAUgPLy8jrXExEREZHU0q3X1cfdH096+RJwVrppiYiEFaab8f8CfYHXSZzBOwxYCuxlZj+qEbxCMbOhwM+AY939y4Z+XkRERETSEnm9rhYaQiYiWRFmAqgPgT7uXu7u/YA+wD+AwcBv0sz3VmAP4AkzW2Rmf0gzHRGRvKXbkIlIHkq7Xmdm881sSS2P05PWSTmEzMzGmVmFmVWsXbs2so0SkdIU5srsIe6+tPKFuy8zs27u/o90Z3J3985pfVBEpLAU/BgyESk6adfrohhCpuFjIhKlMI3ZpWZ2GzAreH0OsMzMdgG2xFYyEZECpzFkIpKHYqnXaQiZiORCmMbsaOAi4LLg9fPAT0kEvONjKZXEQrP0STr0vYlMyjFk+Txze6HRd1bSUULfm9HEU6+7FdiFxBAygJfc/cIM0pN6lNB3ViJUbN+bMLfm+Qr4r+BR08bISyQiUkCiug2Zut6JSDbEVa/TEDIRyYUwt+bpAvwa6A40r1zu7gfHWC4RkYIQ1W3IRESyQfU6ESkmYWYzvgu4jcRVheOBGcCf4iyUiEgxSBpDNkxjyEQkT6heJyJFI0xjdld3fxIwd3/f3a8DiquztYhIPHQbMhHJN6rXiUjRCDMB1Ndm1gh428wuAVYDu8dbLBGRwqcxZCKSh1SvE5GiEebK7KVAC2A80A84Dzg/zkKJiIiISCxUrxORopHyyqyZNQbOcfefkpjh7gdZKZWIiIiIREr1OhEpNimvzLr7NuCoLJVFRERERGKiep2IFJswY2ZfM7OHgPuATZUL3f3PsZVKREREROKgep2IFI0wjdnmwDrghKRlDijoZWDlpPgmDswk7TjLJSKlR7FOJO+oXheTuOJKpukq3kkxq7cx6+4aTyEiIiJSBFSvE5FiUu9sxmZ2iJk9aWZLgte9zOya+IsmIiIiIlFSvU5EikmYW/PcDlwFbAFw99eBEZlkamY3mNnrZrbIzB43s7aZpCciIiIioURerxMRyZUwjdkW7v5KjWVbM8x3srv3cvcy4K/ALzJMT0RERETqF0e9TkQkJ8I0Zj8xs04kJgfAzM4C1mSSqbtvSHq5W2XaIiIiIhKryOt1IiK5EmY244uBKUA3M1sNvAecm2nGZjYRGAWsB47PNL1CoNnkRKQUKNaJ5LW46nU3AKcD24GPgdHu/mGm6eYzxTqR3AtzZfZ9dz8RaA10c/ej3P39+j5kZvPNbEktj9MB3P1qdz8IuAe4JEU648yswswq1q5dG3KzRERERKQWadXrQtAQMhHJujBXZt8zs0eB2cDfwiYcBMow7gHmAb+sI50pJM4gUl5eru7IIiIiIulLq15XHw0hE5FcCHNlthswn0S3lPfM7FYzOyqTTM2sS9LL04HlmaQnIpKvNHu7iOSZyOt1lcxsopl9QKLbsq7Mikjs6m3MuvuX7n6vu38X6APsCTyTYb6Tgi7HrwPfBi7NMD0RkXylrncikjcyqddFMYRMw8dEJEphuhljZscC5wBDgQrg7EwydfczM/m8iEihUNc7Eck36dbrohhCpuFjIhKlehuzZrYSeA24F7jC3TfFXSgRkWJSirO3i0h+iqteZ2Zd3P3t4KWGkIlIVoS5MturxpUFERFJYmbzgf1reetqd5/r7lcDV5vZVSS63u10tcLMxgHjANq3bx9ncUWktMVVr5tkZl1J3JrnfeDCGPIQEakmTGP2GzO7GOgBNK9c6O5jYiuViEgBUdc7ESkgsdTrNIRMRHIhzGzGd5O44jCExAQB7YAv4iyUiEix0OztIpJnVK8TkaIR5spsZ3cfbmanu/t0M/s/4O9xF0xyb+WkU3JdBJFioK53BUDxTkqI6nUlTLFOik2YxuyW4O/nZnYY8C+gTXxFEhEpHup6JyJ5RvU6ESkaYRqzU8ysJXAN8BCwO3BtrKUSERERkTioXiciRaPexqy73xE8fRY4ON7iiIiIiEhcVK8TkWISZgIoERERERERkbyixqyIiIiIiIgUHDVmRUREREREpOCEmQAKMzsS6JC8vrvPiKlMUuC2bNnCqlWr2Lx5c66LUqvbhx0AwJtvvpnjkkhDNW/enHbt2tG0adNcF0UaKN/jQjFSrCtccce6fK7XRRUr9P0vPPofL+motzFrZncDnYBFwLZgsQN5EfQk/6xatYo99tiDDh06YGa5Ls5Otqz6HIBD2+2d03JIw7g769atY9WqVXTs2DHXxZEGyve4UIwU6wpT3LEu3+t1UcUKff8Li/7HS7rCXJktB7q7u8ddGCkOmzdvVoVVImdmtGrVirVr1+a6KJIGxQWRcLIQ6/K6XqdYUZr0P17SFWbM7BJg/zgyN7PLzczNbN840pfc0T8hiYO+V4VNx08knJh/K7HV66KiWFGadNwlHWEas/sCy8zsMTN7qPKRacZmdhDwbeCfmaYlUlPjxo0pKyujd+/e9O3blxdeeCHS9EePHs2cOXMAGDt2LMuWLYs0fYAxY8bQpk0bDjvssGrLFy9ezMCBA+nZsyennXYaGzZsAOCee+6hrKys6tGoUSMWLVoEwIIFC+jZsyedO3dm/Pjx1HZC/sEHH2zwdvz2t7+le/fu9OrVi0GDBvH+++9XvTd9+nS6dOlCly5dmD59etXyusry6aefMnjwYLp06cLgwYP57LPPGlQWkfoUQ1yAxG/VzFi+fHnVspUrV1bFiqeffppTTz01lrzTNW3aND788MOs5pl8PMJYvnw5ZWVl9OnTh3fffbdq+Zdffskpp5xCt27d6NGjBxMmTKh67+uvv+acc86hc+fOHHHEEaxcubLqvV//+td07tyZrl278thjj1Utf/TRR+natSudO3dm0qRJmW1kemKp1xUTxQqRwhGmm/F1MeX938DPgLkxpS95osOEhyNNb+WkU+pdZ9ddd61qyD322GNcddVVPPPMM5GWo9Idd9xR/0ppGD16NJdccgmjRo2qtnzs2LHcdNNNHHvssdx5551MnjyZG264gXPPPZdzzz0XgDfeeIPvfOc7lJWVAfCjH/2I22+/nSOOOIKTTz6ZRx99lJNOOqlaug8++CCnnnoq3bt3D13GPn36UFFRQYsWLbjtttv42c9+xuzZs/n000+5/vrrqaiowMzo168fw4YNo2XLlnWWZdKkSQwaNIgJEyYwadIkJk2axI033pjZTpS8pbiQvpkzZ3LUUUcxc+ZMrr/++tjyCWPr1q00aVJ/VWLatGkcdthhtG3bNgulSs+DDz7IWWedxTXXXLPTez/96U85/vjj+eabbxg0aBCPPPIIJ510ElOnTqVly5a88847zJo1iyuvvJLZs2ezbNkyZs2axdKlS/nwww858cQTeeuttwC4+OKLeeKJJ2jXrh2HH344w4YNa1DcjcB12cwsU4oV6SvEWCHSUPVemXX3Z2p7ZJKpmZ0OrHb3xSHWHWdmFWZWoX70ko4NGzbQsmVLADZu3Mi/jzidc046lp49ezJ3buJcyqZNmzjllFPo3bs3hx12GLNnzwYSVxGPPfZY+vXrx5AhQ1izZs1O6R933HFUVFQAsPvuu3P11VfTu3dvBgwYwEcffQTA2rVrOfPMMzn88MM5/PDDef755+st9zHHHMM+++yz0/K33nqLY445BoDBgwdz//3377TOzJkzGTFiBABr1qxhw4YNDBgwADNj1KhRPPjgg9XWf+GFF3jooYe44oorKCsr491332XRokUMGDCAXr16ccYZZ9R6pfT444+nRYsWAAwYMIBVq1YBiX/+gwcPZp999qFly5YMHjyYRx99NGVZ5s6dy/nnnw/A+eefv1MZRaJUMy4MGjSIvn375n1c2LhxI8899xxTp05l1qxZDdrmY445pqqCDnDUUUexePFiNm3axJgxY+jfvz99+vSp2v6VK1dy9NFH07dv32pXp55++mmOPvroqkZYXfup0pw5c6ioqODcc8+lrKyMr776iieffJI+ffrQs2dPxowZw9dff71Ted99912GDh1Kv379OProo6uuLo0ePZrx48dz5JFHcvDBB1dd4XJ3LrnkErp27cqJJ57Ixx9/XOt+qC22zZs3j5tvvpnbbruN448/vtr6LVq0qFrWrFkz+vbtWxXrkuPWWWedxZNPPom7M3fuXEaMGMEuu+xCx44d6dy5M6+88gqvvPIKnTt35uCDD6ZZs2aMGDGian9nSxz1umTFNoRMsSJ7sUIkHfU2Zs1sgJm9amYbzewbM9tmZhtCfG6+mS2p5XE68HPgF2EK6O5T3L3c3ctbt24d5iMifPXVV5SVldGtWzfGjh3LtddeCySmff/v2+9m9iPP8NRTT3H55Zfj7jz66KO0bduWxYsXs2TJEoYOHcqWLVv4j//4D+bMmcOCBQsYM2YMV199dcp8N23axIABA1i8eDHHHHMMt99+OwCXXnopP/7xj3n11Ve5//77GTt2LAAVFRVVz8Pq0aNH1T+Q++67jw8++GCndWbPns3IkSMBWL16Ne3atat6r127dqxevbra+kceeSTDhg1j8uTJLFq0iE6dOjFq1ChuvPFGXn/9dXr27FnvWd2pU6dWXe1dvXo1Bx100E55pirLRx99xAEHJG6lsP/++1f9ExeJSqq48MADD7Bw4cK8jwtz585l6NChHHLIIbRq1YoFCxaE3v4LLriAadOmAYmTYps3b6Z3795MnDiRE044gVdeeYWnnnqKK664gk2bNtGmTRueeOIJFi5cyOzZsxk/fnxVWgsXLuR//ud/eOutt2rdT8nOOussysvLueeee1i0aBFmxujRo5k9ezZvvPEGW7du5bbbbtupvOPGjeOWW25hwYIF3HTTTVx00UVV761Zs4bnnnuOv/71r1Xdfh944AFWrFjBsmXLmDFjRp1dQ2uLbSeffDIXXnghP/7xj3nqqafq3Ieff/45f/nLXxg0aBBQPdY1adKEvfbai3Xr1qWMgbUtz6Z063Uh0y6KIWSKFbmJFSLpCHO9/1ZgBHAfiRnwRgGH1Pchdz+xtuVm1hPoCCwOBnq3AxaaWX93/1fIcouklNxF6MUXX2TUqFEsWbIEd+d3N97AwpdfoMUuTVm9ejUfffQRPXv25PLLL+fKK6/k1FNP5eijj2bJkiUsWbKEwYMHA7Bt27aqxlZdmjVrVjX+pF+/fjzxxBMAzJ8/v9qYmA0bNrBx40bKy8sb3MXozjvvZPz48dxwww0MGzaMZs2aVXv/5ZdfpkWLFjuNtW2I9evX8/nnn3PssccCiSulw4cPr3P9P/3pT1RUVETWDcvMNBGERC5VXPj5z3/Os88+S6NGjfI6LsycOZNLL70UgBEjRjBz5kz69esXavuHDx/ODTfcwOTJk7nzzjsZPXo0AI8//jgPPfQQN910E5CYTfaf//wnbdu25ZJLLmHRokU0bty4qpssQP/+/atun1HbfkplxYoVdOzYkUMOSVQlzj//fH7/+99z2WWXVa2zceNGXnjhhWpxJ/nq7Xe+8x0aNWpE9+7dq058Pfvss4wcOZLGjRvTtm1bTjjhhJ3ybmhsS7Z161ZGjhzJ+PHjOfjgg0N9Jk+lVa8LqSiGkClW5EesEAkjVOd1d3/HzBq7+zbgLjN7DbgqnQzd/Q2gTeVrM1sJlLv7J+mkJ1KfgQMH8sknn7B27VrmzZvHZ+vWMXPe0/Tr2JoOHTqwefNmDjnkEBYuXMi8efO45pprGDRoEGeccQY9evTgxRdfDJ1X06ZNqxphjRs3ZuvWrQBs376dl156iebNm2e8Pd26dePxxx8HEmdMH364+niiWbNmVV2VBTjwwAOrusRB4h5+Bx54YMblqDR//nwmTpzIM888wy677FKV59NPP10tz+OOOy5lWfbbbz/WrFnDAQccwJo1a2jTpg3FxMwuB24CWive5V7NuLB27VoWLFhA06ZN8zYufPrpp/ztb3/jjTfewMzYtm0bZsbkyZNDfb5FixYMHjyYuXPncu+991ZdqXF37r//frp27Vpt/euuu4799tuPxYsXs3379mrl3G233aqe17affvGLUJ2v6rR9+3b23nvval0dk1XGmsryZ8O4cePo0qVLtUb3gQceyAcffEC7du3YunUr69evp1WrVlXLKyXHurqWZ1OU9bpKyUPIUp2MNLNxwDiA9u3bZ5JlVihW5HesEAkzm/GXZtYMWGRmvzGzH4f8nEheWL58Odu2baNVq1asX7+effbdl6ZNm/LUU09Vzb774Ycf0qJFC8477zyuuOIKFi5cSNeuXVm7dm3VP6ItW7awdOnStMrw7W9/m1tuuaXqdV0VtDAqx4Ft376dX/3qV1x44YVV723fvp177723arwswAEHHMCee+7JSy+9hLszY8YMTj/99J3S3WOPPfjiiy8A2GuvvWjZsiV///vfAbj77rurrmQke+211/jhD3/IQw89VK3xOWTIEB5//HE+++wzPvvsMx5//HGGDBmSsizDhg2rmvV4+vTptZaxUBVL17tiUjMutGnTJu/jwpw5c/j+97/P+++/z8qVK/nggw/o2LFj1e80jLFjxzJ+/HgOP/zwqnGAQ4YM4ZZbbqlqFL722mtA4irmAQccQKNGjbj77rvZtm1brWnWtp9qSo4vXbt2ZeXKlbzzzjtA7fFlzz33pGPHjtx3331AohK9eHHqaTaOOeYYZs+ezbZt21izZk2t3YXDxraarrnmGtavX8/NN99cbXly3JozZw4nnHACZsawYcOYNWsWX3/9Ne+99x5vv/02/fv35/DDD+ftt9/mvffe45tvvmHWrFkMGzas3vwjlna9LoohZIU2fEyxIruxQqShwgSv7wfrXQJsAg4CzoyqAO7eQVcpJGqV413Kyso455xzmD59Oo0bN+bcc89l5fI3OPeko5kxYwbdunUDErP/9u/fn7KyMq6//nquueYamjVrxpw5c7jyyivp3bs3ZWVlaU/P/7vf/Y6Kigp69epF9+7d+cMf/gCkHu8ycuRIBg4cyIoVK2jXrh1Tp04FEl2HDjnkELp160bbtm35wQ9+UPWZZ599loMOOminLnD/+7//y9ixY+ncuTOdOnXaaSZjSHRDmjx5ctVtKaZPn84VV1xBr169WLRoUa1nT6+44go2btzI8OHDKSsrq6qU7bPPPlx77bVVk1X84he/qJrMqq6yTJgwgSeeeIIuXbowf/78are/KAKVXe+ycwlJapUqLlRUVNCzZ8+8jgszZ87kjDPOqLbszDPPZObMmbWm36vd3vRqt3e1Zf369WPPPfesFjeuvfZatmzZQq9evejRo0fV+MCLLrqI6dOn07t3b5YvX17tCkuy2vZTTaNHj+bCCy+krKwMd+euu+5i+PDh9OzZk0aNGlU7KVfpnnvuYerUqfTu3bvaXAF1OeOMM+jSpQvdu3dn1KhRDBw4sNb1wsS2ZKtWrWLixIksW7aMvn37UlZWVtW184ILLmDdunV07tyZ3/72t1W32unRowdnn3023bt3Z+jQofz+97+ncePGNGnShFtvvZUhQ4Zw6KGHcvbZZ9OjR4+U+ccg7Xqdu5/o7ofVfAD/YMcQspXsGEKW1/ezrUupxYra5CpWpGPlpFNCzVItxcnCdM8xs12B9u6+Iv4i1a28vNwrZ3yLWocJD+uHEJE333yTQw89NNfFkCJV2/fLzBa4e3mOipRScMXiBHe/NOywirhjHYS7PUWUFBfyw4cffshxxx3H8uXLadRInazyWZyxLu56XSaxLqpY8fqqzwF2OqEj4eQqVuh/hUDDYl2Y2YxPAxYBjwavy3RzbRGRHaLoeqfbkEncZsyYwRFHHMHEiRPVkC1hqtdJfRQrpJCEmQDqOqA/8DSAuy8ys44xlklEpKBEMXu7u08BpkDiakW8JZZSNGrUKEaNGpXrYkjuXUfM9Tp37xBlepJdihVSSMI0Zre4+/oaM9MVXUVLXYxFJGr5OHu7Yp1IySuJep26F4uUhjB9B5aa2feAxmbWxcxuAdIbwS4lI1u3SpDSou9VYdPxEwkn5t9K3tfrFCtKk467pCNMY/Y/gB7A18BMYANwWYxlkgLXvHlz1q1bp6AkkXJ31q1bF8m9enOllGdvV1wQCScLsS6v63WKFaWpGP7HS27U283Y3b8Erg4eIvVq164dq1atQpPYSNSaN29Ou3btcl0MSYPigkh4cca6fK/XKVaULv2Pl3TU2Zitb2Y7d8/6Xb6lMDRt2pSOHTVHmIjsoLggkluFUq9TrBCRhkh1ZXYg8AGJLigvA5ZiXRERERHJX6rXiUjRSdWY3R8YDIwEvgc8DMx096XZKJiIiIiIREb1OhEpOnVOAOXu29z9UXc/HxgAvAM8bWaXZK10IiIiIpIx1etEpBhZqtnizGwX4BQSZ/E6AA8Bd7r76qyUbufyrAXeB/YFcjUjaC7zznX+pbztuc6/lLc9TP7/5u6ts1WYuCnWlXz+2vbcyff8M4p1qtfVKt+PeTHnX8rbnuv8833bQ8e6OhuzZjYDOAyYB8xy9yUNLWVczKzC3ctLLe9c51/K257r/Et52/Mh/1zRd64089e2l+a2x52/6nX5l3ep51/K257r/Itp21ONmT0P2ARcCow3q5onwAB39z2jKICIiIiIxE71OhEpOnU2Zt29zvG0IiIiIlI4VK8TkWJUqIFtSonmnev8S3nbc51/KW97PuSfK/rOlWb+2nblX2r0nSvN/Et523Odf9Fse8oJoERERERERETyUaFemRUREREREZFS5u45fwB3Ah8DS5KW9QZeBN4A/gLsWeMz7YGNwE+Tlg0FVpC4d9qEOPInMZX9V8Ci4PGHpM/0C9Z/B/gdwZXvKLcd6BW8tzR4v3m6eaex7ecmbfciYDtQlsX8mwLTg+VvAldlcuwbmHcz4K5g+WLguEyOe/C5g4CngGXB8bw0WL4P8ATwdvC3ZbDcgvTfAV4H+ialdX6w/tvA+THk3S3YL1+T9JvLYN83NP9zg21+A3gB6J3p7z4Xj4Z855LeV6xTrFOs25GWYp1inWJddNuuWKdYV/CxLucBLyj0MUDfGl++V4Fjg+djgBtqfGYOcF/lAQAaA+8CBwdf0MVA96jzJxH0ltSRziskbkRuwCPASRHn3SQ48L2D162Axunmne6+D5b3BN7NZNvT2P7vkbidAEALYGVwPNI69g3M+2LgruB5G2AB0CjDbT+AIHABewBvAd2B3xD8eIEJwI3B85OD9C3I7+Vg+T7AP4K/LYPnLSPOuw1wODCR6hWNdPd9Q/M/kh0B8KSkbU/7d5+LR0O+c0nvK9Yp1q1EsQ4U6xTrFOsU66LLW7GuSGJdzgNe0k7oUOPLt54dY3oPApYlvfcdYDJwHTuC3kDgsaR1riLpDE9U+ddcr8ZBXJ70eiTwx4jzPhn4U5R5N3TfJ63z/4CJ2cw/SPcvJIJ/q+CHsk8mx74Bef8e+H7Sek8C/TPd9hplmQsMJnE26oCkfbsieP5HYGTS+iuC96vlWXO9KPJOWu86qge9jH53Dc0/WN4SWB1l/tl8NOT3hmJdZHk3dN8nraNYp1hHJvs+nfyD5Yp1inVp/d4asu+T1lGsU6wjk32fTv7B8oxiXT6PmV0KnB48H07iC4iZ7Q5cCVxfY/0DgQ+SXq8KlkWaf6Cjmb1mZs+Y2dFJ+a+KKP+68j4EcDN7zMwWmtnPYsg7Vf7JzgFmZjn/OSTukbcG+Cdwk7t/SrTHvq68FwPDzKyJmXUk0QXlICLadjPrAPQBXgb2c/c1wVv/AvYLnte1nRltf8i865Lxvk8j/wtInMmMJP88oFi3c96KdYp1inWKdYp10eSdKv9kinWKdanKFFq2Y10+N2bHABeZ2QISl6u/CZZfB/y3u2/MUf5rgPbu3gf4CfB/Zhb1jcbryrsJcBSJfuZHAWeY2aCI806VPwBmdgTwpbsviSHvVPn3B7YBbYGOwOVmdnCW8r6TxA+qAriZRP/+bVFkGPwjvx+4zN03JL/nidNSHkU++ZZ3Ovmb2fEkgt6VcZYryxTrFOsU6xTrFOsU6xTrFOsKOu908o8i1jVJ94Nxc/flwLcBzOwQ4JTgrSOAs8zsN8DewHYz20yir3vymaZ2wOqo83f3r0kMlsbdF5jZuyTOrK0O8sw4/xTbvgp41t0/Cd6bR2JswJ+iyrue/CuNYMfZO4hw2+vJ/3vAo+6+BfjYzJ4HykmcwYnk2Kc47luBH1euZ2YvkOgO8xkZbLuZNSXxo7/H3f8cLP7IzA5w9zVmdgCJyQwI0q1tO1cDx9VY/nTEedelrjLVq6H5m1kv4A4SY1fWZZp/vlCsU6yrJX/FOsU6xTrFOsW6CPJXrCuBWFdfn+dsPdi5j3ub4G8jYAYwppbPXMeOsRVNSAyQ7siOAcM9os4faM2OwfkHBzt4n+B1zQHjJ0ecd0tgIYlB8k2A+cApmeTd0H0fLFsNHFwjjdjzJ3HW5q7g+W4kZkzrlcmxb0DeLYDdgueDSfzzyWjbg/VnADfXWD6Z6oPlfxM8P4XqEwW8EizfB3gv+H60DJ7vE2Xetf3mMvndpbHt7UnMandkjfUz+t3n4hH2O1fXfs90mxvwnVesU6xTrNvxWrGugY+w37m69num29yA77xinWKdYt2O1wUX63Ia6JIKPpNEN48tJM5SXQBcSuIMyVvAJGqZFruWA3BysP67wNVx5A+cSaL//SISAei0pHTKgSVB/rfWVuZMtx04L8h/SfIXMp2808z/OOClWtKJPX9gdxIzHS4lEfCuyOTYNzDvDiQGsb9J4p/Nv0Ww7UeR6G7xOjumxT+ZxCQIT5KYxnw+O/6pGokJC94lMZV5eVJaY0gEhXeAH8SQ9/7BPtoAfB48r5zePp1939D87yBxtrRy3YpMf/e5eDTkO1fjc9ehWKdYl/7vTbFOsU6xTrFOsU6xrihjXeUBFRERERERESkY+TwBlIiIiIiIiEit1JgVERERERGRgqPGrIiIiIiIiBQcNWZFRERERESk4KgxKyIiIiIiIgVHjVkREREREREpOGrMSlEzs8a5LoOISDYo3olIKVCsk2RqzEreMLP/NLPLkl5PNLNLzewKM3vVzF43s+uT3n/QzBaY2VIzG5e0fKOZ/ZeZLQYGZncrRETqp3gnIqVAsU7ipsas5JM7gVEAZtYIGAH8C+gC9AfKgH5mdkyw/hh37weUA+PNrFWwfDfgZXfv7e7PZbH8IiJhKd6JSClQrJNYNcl1AUQquftKM1tnZn2A/YDXgMOBbwfPAXYnEQCfJRHkzgiWHxQsXwdsA+7PZtlFRBpC8U5ESoFincRNjVnJN3cAo4H9SZzNGwT82t3/mLySmR0HnAgMdPcvzexpoHnw9mZ335al8oqIpEvxTkRKgWKdxEbdjCXfPAAMJXHW7rHgMcbMdgcwswPNrA2wF/BZEOy6AQNyVWARkTQp3olIKVCsk9joyqzkFXf/xsyeAj4PzsA9bmaHAi+aGcBG4DzgUeBCM3sTWAG8lKsyi4ikQ/FOREqBYp3Eydw912UQqRJMDrAQGO7ub+e6PCIicVG8E5FSoFgncVI3Y8kbZtYdeAd4UsFORIqZ4p2IlALFOombrsyKiIiIiIhIwdGVWRERERERESk4asyKiIiIiIhIwVFjVkRERERERAqOGrMiIiIiIiJScNSYFRERERERkYKjxqyIiIiIiIgUnP8P5ns2v5TuMY4AAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1152x216 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"monthly_means.plot(x='month', y=['All years to end of 2000', \n", | |
" '1970 to 2000',\n", | |
" 'All years'], kind=\"bar\")\n", | |
"matplotlib.pyplot.ylabel(\"Mean average temperature deg C\")\n", | |
"matplotlib.pyplot.xlabel(\"Month\")\n", | |
"matplotlib.pyplot.xticks(rotation=0)\n", | |
"\n", | |
"data_df[\"Baseline: 1970 to 2000\"] = [x[1] - monthly_means[\"1970 to 2000\"][x[0]-1]\n", | |
" for x in zip(data_df[\"month\"], \n", | |
" data_df[\"mean_temp\"])]\n", | |
"data_df[\"Baseline: All years to end of 2000\"] = [x[1] - monthly_means[\"All years to end of 2000\"][x[0]-1]\n", | |
" for x in zip(data_df[\"month\"], \n", | |
" data_df[\"mean_temp\"])]\n", | |
"data_df[\"Baseline: All years\"] = [x[1] - monthly_means[\"All years\"][x[0]-1]\n", | |
" for x in zip(data_df[\"month\"], \n", | |
" data_df[\"mean_temp\"])]\n", | |
"\n", | |
"month_labels = [\"January\",\n", | |
" \"February\",\n", | |
" \"March\",\n", | |
" \"April\",\n", | |
" \"May\",\n", | |
" \"June\",\n", | |
" \"July\",\n", | |
" \"August\",\n", | |
" \"September\",\n", | |
" \"October\",\n", | |
" \"November\",\n", | |
" \"December\"]\n", | |
"\n", | |
"df = data_df.set_index(\"month\")\n", | |
"for x in range(0, 12):\n", | |
" figure, axes = matplotlib.pyplot.subplots(1, 3, figsize=(16, 3))\n", | |
" matplotlib.pyplot.title(month_labels[x])\n", | |
" temp_df = df.loc[x+1]\n", | |
" temp_df.plot(x=\"year\", y=\"Baseline: 1970 to 2000\", kind=\"bar\", ax=axes[0])\n", | |
" matplotlib.pyplot.sca(axes[0])\n", | |
" matplotlib.pyplot.ylabel(\"Mean average temperature deg C\")\n", | |
" matplotlib.pyplot.locator_params(axis='x', nbins=9)\n", | |
" matplotlib.pyplot.xticks(rotation=0)\n", | |
" temp_df.plot(x=\"year\", y=\"Baseline: All years to end of 2000\", kind=\"bar\", ax=axes[1])\n", | |
" matplotlib.pyplot.sca(axes[1])\n", | |
" matplotlib.pyplot.locator_params(axis='x', nbins=9)\n", | |
" matplotlib.pyplot.xticks(rotation=0)\n", | |
" temp_df.plot(x=\"year\", y=\"Baseline: All years\", kind=\"bar\", ax=axes[2])\n", | |
" matplotlib.pyplot.sca(axes[2])\n", | |
" matplotlib.pyplot.ylabel(\"Mean average temperature deg C\")\n", | |
" matplotlib.pyplot.locator_params(axis='x', nbins=9)\n", | |
" matplotlib.pyplot.xticks(rotation=0)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"In conclusion, there doesn't look to be much significance in choosing 1970-2000 as the baseline - the results show the same patterns with other baselines. This is born out annually, and month-by-month.\n", | |
"\n", | |
"Don't forget, this comparison is only for one site." | |
] | |
} | |
], | |
"metadata": { | |
"interpreter": { | |
"hash": "3ab2845e772ce50339755a95fbece947f29046e15564f42ee7145647e51aba3d" | |
}, | |
"kernelspec": { | |
"display_name": "Python 3.10.3 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": "3.10.3" | |
}, | |
"orig_nbformat": 4 | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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