{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", "display_name": "Python 3", "language": "python" } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "source": [ "# Daily Temperatures" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from hotstepper.utilities.helpers import prepare_datetime,get_clean_step_data\n", "from hotstepper import Steps\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Date Temp\n", "0 1981-01-01 20.7\n", "1 1981-01-02 17.9\n", "2 1981-01-03 18.8\n", "3 1981-01-04 14.6\n", "4 1981-01-05 15.8" ], "text/html": "
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DateTemp
01981-01-0120.7
11981-01-0217.9
21981-01-0318.8
31981-01-0414.6
41981-01-0515.8
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" }, "metadata": {}, "execution_count": 2 } ], "source": [ "df_temps = pd.read_csv(r'https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/daily-min-temperatures.csv',parse_dates=['Date'])\n", "df_temps.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "vals = np.diff(df_temps.Temp,prepend=0)\n", "temps_steps = Steps.read_dataframe(df_temps,start='Date',weight='Temp',convert_delta=True)\n", "ax = temps_steps.plot()\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-03-17T11:58:38.215610\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.4, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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}, "metadata": { "needs_background": "light" } } ], "source": [ "temps_steps.summary();" ] }, { "source": [ "From the summary view of the data, we can clearly see that there is a cycle in the data, so the next question is, how long is this? Some quick ways to see the nature of time series is to use auto correlation and partial auto correlation. Luckily, out of the box, Hotstepper implements both. We can expect a large correlation between the 1st and 2nd lag,s therefore we can exclude them from the chart to get a better look at the remaining lags." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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oAAAAdEFABQAAoAsCKgAAAF0QUAEAAOiCgAoAAEAXBFQAAAC6sPXmbgBsKsfWxuc5rK18OwAAgIXpQQUAAKALelBhC6dnGACA1UIPKgAAAF3QgwqbiZ5PAAC4JgEVpiRYAgDAyhBQgSSLC96J8A0AwMoRUIGZ08sMAMBSCKgAiyR4AwCsLAEV6JZACABw3SKgAqueoAsAsGVwH1QAAAC6IKACAADQBYf4AmwGszrsuLc6AADLoQcVAACALgioAAAAdEFABQAAoAsCKgAAAF1wkSQAZsbFlgCA5dCDCgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0wVV8AWATcqVjANgwPagAAAB0QQ8qAGyB9MQCsBrpQQUAAKALi+pBrapvJLk0yZVJrmitrauqnZO8PcmeSb6R5OGttYur6qFJnpPkB0kOaq1dVFW3SfKC1tojZv8WAGDl6bEEgJU3zSG+v9ta+/7E82ck+Whr7aiqesb4/OlJjkiyb5I/SHJwkpcleV6SZ86myQCsdsIgAFw3LecQ34ckOW4cPi7JQePwVUm2TbImyeVVda8kF7TWzl3GawEAALDKLbYHtSX5cFW1JK9urR2TZLfW2nfH6Rck2W0cfmGSjyQ5P8ljkhyf5JGzazIAAACr0WID6j1ba9+pqhsnObGqvjw5sbXWxvCa1tqJSU5Mkqr6wyQfSLJXVT01ycVJntRa+8nk8lV1eJLDk+QWt7jFct4PAFyDw4Wv3WLWT3LdXkcAbDqLOsS3tfad8eeFSd6dZL8k36uq3ZNk/Hnh5DJVtSbJoUlekeTIJIck+XSSRy9Q/5jW2rrW2rq1a9cu+c0AAACw5dpoQK2qX6mqG84NJ7lvki8meW+G0Jnx5wnzFn1akqNba5cn2S7DYcJXZTg3FQAAAK5hMYf47pbk3VU1N/9bWmsfqqpTkryjqg5Lcl6Sh88tUFV7JNmvtXbkOOplSU5JckmuvpgSAAAA/MJGA2pr7etJ9l5g/EVJDtjAMucneeDE8+MzXCwJAAAAFrSc28wAAADAzAioAAAAdGGxt5kBALhWbukDwHLpQQUAAKALAioAAABdcIgvALAqOeQYYMsjoAIAXREsAa67HOILAABAFwRUAAAAuiCgAgAA0AUBFQAAgC64SBIAwBbGhaSA1UoPKgAAAF0QUAEAAOiCQ3wBAK6Fw2kBNh0BFQBgExF2Aa6dQ3wBAADogoAKAABAFwRUAAAAuuAcVACA6yjnxAK90YMKAABAFwRUAAAAuiCgAgAA0AUBFQAAgC4IqAAAAHRBQAUAAKALAioAAABdEFABAADogoAKAABAFwRUAAAAuiCgAgAA0AUBFQAAgC4IqAAAAHRh683dAAAAtmzH1sbnOaytfDuALZ8eVAAAALogoAIAANAFARUAAIAuOAcVAIBVx3mxsGXSgwoAAEAXBFQAAAC6IKACAADQBeegAgDQhcWcN5ps2nNHncsKm5YeVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IL7oAIAwApzP1VYHD2oAAAAdEFABQAAoAsCKgAAAF0QUAEAAOiCgAoAAEAXBFQAAAC6sOjbzFTV9ZKcmuQ7rbUHVdWtkrwtyS5JTkvy2Nbaz6vqiCSPT/LNJAeN4+6Z5KGttSfP/i0AAMB1g9vVsNpN04P6pCTnTDz/+yQvaa3dNsnFSQ4bxz86yZ2SfDbJ/aqqkvxtkucuv7kAAACsVovqQa2qmyV5YJLnJ/mLMXTeO8nB4yzHJXl2klclqSTbJFmT5PIkj0nywdbaD2bacgAAYMn0xtKjxR7i+9Ikf5nkhuPzXZJc0lq7Ynz+7SQ3HYdfnuSkJGcn+UySE5LcbxaNBQAAYPXa6CG+VfWgJBe21k5bTMHW2htba/u01h6T5MlJjk5y/6p6Z1W9pKp+6TWr6vCqOrWqTl2/fv207wEAAIBVYDHnoN4jye9V1TcyXBTp3kn+KcmOVTXXA3uzJN+ZXKiq9kiyX2vtPUmekuQRSS5JcsD8F2itHdNaW9daW7d27dqlvRMAAAC2aBs9xLe19ldJ/ipJqmr/JE9trT26qo5P8rAMofWQDIfyTnpukr8bh7dL0pJcleHcVAAAYBVwLiuztJz7oD49wwWTvprhnNRj5yZU1T5J0lo7fRz1liRnZeiN/dAyXhMAAIBVatH3QU2S1tonknxiHP56kv02MN/nc/VtZ9Jae2mGCy0BAADAgpbTgwoAAAAzM1UPKgAAwEpwLiuJHlQAAAA6IaACAADQBQEVAACALgioAAAAdEFABQAAoAsCKgAAAF1wmxkAAGDVcLuaLZseVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IL7oAIAAMyzmPupJu6pOmsCKgAAwApaTNgVdAcO8QUAAKALAioAAABdEFABAADogoAKAABAF1wkCQAAYAtwXbjYkh5UAAAAuiCgAgAA0AUBFQAAgC4IqAAAAHRBQAUAAKALAioAAABdcJsZAACA65Ceb1ejBxUAAIAu6EEFAABgaivRE6sHFQAAgC4IqAAAAHRBQAUAAKALAioAAABdEFABAADogoAKAABAFwRUAAAAuiCgAgAA0AUBFQAAgC4IqAAAAHRBQAUAAKALAioAAABdEFABAADogoAKAABAFwRUAAAAuiCgAgAA0AUBFQAAgC4IqAAAAHRBQAUAAKALAioAAABdEFABAADogoAKAABAFwRUAAAAuiCgAgAA0AUBFQAAgC5sNKBW1Q2q6nNV9YWqOruqjhzH36qqTq6qr1bV26vq+uP4I6rqi1X1gYlx96yql6zsWwEAAGBLtpge1J8luXdrbe8kd05yYFXdLcnfJ3lJa+22SS5Octg4/6OT3CnJZ5Pcr6oqyd8mee6M2w4AAMAqstGA2gaXjU+3GR8tyb2TvHMcf1ySg8bhGudZk+TyJI9J8sHW2g9m12wAAABWm0Wdg1pV16uqM5JcmOTEJF9Lcklr7Ypxlm8nuek4/PIkJyW5RZLPJHlcklfMsM0AAACsQosKqK21K1trd05ysyT7Jbn9tcz7xtbaPq21xyR5cpKjk9y/qt5ZVS+pql96zao6vKpOrapT169fv6Q3AgAAwJZtqqv4ttYuSfLxJHdPsmNVbT1OulmS70zOW1V7JNmvtfaeJE9J8ogklyQ5YIG6x7TW1rXW1q1du3bKtwAAAMBqsJir+K6tqh3H4e2S/K8k52QIqg8bZzskyQnzFn1ukr8bh7fLcN7qVRnOTQUAAIBr2Hrjs2T3JMdV1fUyBNp3tNbeX1VfSvK2qnpeks8nOXZugaraJ0laa6ePo96S5Kwk30ryohm2HwAAgFViowG1tXZmkn0WGP/1DOejLrTM53P1bWfSWntpkpcutZEAAACsflOdgwoAAAArRUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0YaMBtapuXlUfr6ovVdXZVfWkcfzOVXViVZ07/txpHP/Qcb5PVdUu47jbVNXbV/atAAAAsCVbTA/qFUme0lq7Q5K7JfnTqrpDkmck+Whr7XZJPjo+T5Ijkuyb5NVJDh7HPS/JM2fZcAAAAFaXjQbU1tp3W2unj8OXJjknyU2TPCTJceNsxyU5aBy+Ksm2SdYkubyq7pXkgtbaubNtOgAAAKvJ1tPMXFV7JtknyclJdmutfXecdEGS3cbhFyb5SJLzkzwmyfFJHjmLxgIAALB6LfoiSVW1fZJ/TfLnrbUfTU5rrbUkbRw+sbV2l9bagzP0sn4gyV5V9c6qek1VrVmg9uFVdWpVnbp+/frlvB8AAAC2UIsKqFW1TYZw+ubW2rvG0d+rqt3H6bsnuXDeMmuSHJrkFUmOTHJIkk8nefT8+q21Y1pr61pr69auXbvEtwIAAMCWbDFX8a0kxyY5p7X24olJ780QOjP+PGHeok9LcnRr7fIk22XoYb0qw7mpAAAAcA2LOQf1Hkkem+SsqjpjHPfXSY5K8o6qOizJeUkePrdAVe2RZL/W2pHjqJclOSXJJbn6YkoAAADwCxsNqK21TyepDUw+YAPLnJ/kgRPPj89wsSQAAABY0KIvkgQAAAArSUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAubDSgVtXrqurCqvrixLidq+rEqjp3/LnTOP6hVXV2VX2qqnYZx92mqt6+cm8BAACA1WAxPahvSHLgvHHPSPLR1trtknx0fJ4kRyTZN8mrkxw8jntekmcuu6UAAACsahsNqK21Tyb5wbzRD0ly3Dh8XJKDxuGrkmybZE2Sy6vqXkkuaK2dO5PWAgAAsGptvcTldmutfXccviDJbuPwC5N8JMn5SR6T5Pgkj1xWCwEAALhOWPZFklprLUkbh09srd2ltfbgDL2sH0iyV1W9s6peU1VrFqpRVYdX1alVder69euX2yQAAAC2QEsNqN+rqt2TZPx54eTEMYgemuQVSY5MckiSTyd59ELFWmvHtNbWtdbWrV27dolNAgAAYEu21ID63gyhM+PPE+ZNf1qSo1trlyfZLkMP61UZzk0FAACAX7LRc1Cr6q1J9k+ya1V9O8mzkhyV5B1VdViS85I8fGL+PZLs11o7chz1siSnJLkkV19MCQAAAK5howG1tfaoDUw6YAPzn5/kgRPPj89wsSQAAADYoGVfJAkAAABmQUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0QUAFAACgCwIqAAAAXRBQAQAA6IKACgAAQBcEVAAAALogoAIAANAFARUAAIAuCKgAAAB0YVkBtaoOrKqvVNVXq+oZ47g3V9WZVfWCifmeWVUHLbOtAAAArGJLDqhVdb0kr0hy/yR3SPKoqrpTkp+21u6UZN+q2qGqdk9y19bae2bRYAAAAFanrZex7H5Jvtpa+3qSVNXbkjwwyXZVtVWSbZJcmeQ5SZ613IYCAACwui3nEN+bJvnWxPNvj+PWJzk9yfuS3DbJVq2105fxOgAAAFwHVGttaQtWPSzJga21PxqfPzbDobx/NjHP+5I8Psnjkuyd5MTW2msWqHV4ksPHp7+a5Csbefldk3x/SQ1fuVrqbLpaq7XOLGups+lqqbPpaq3WOrOspc6mq7Va68yyljqbrtZqrTPLWupsulqLqXPL1traBae01pb0SHL3JP8+8fyvkvzVxPOHJHl2kr2SvG4c9+9J1iz1NSdqn7rcGrOupc6W16be6vTYptVap8c2rdY6Pbaptzo9tmm11umxTb3V6bFNq7VOj23qrU6PbVqtdXpq03IO8T0lye2q6lZVdf0kj0zy3iSpqm2S/HmSFyXZLslcN+31klx/Ga8JAADAKrXkgNpauyLJn2XoFT0nyTtaa2ePk/80yXGttZ8kOTPJmqo6K8lprbVLltdkAAAAVqPlXMU3rbUPJPnAAuNfOjHckjxqOa+zgGM6rKXOpqu1WuvMspY6m66WOpuu1mqtM8ta6my6Wqu1zixrqbPpaq3WOrOspc6mq7WsOku+SBIAAADM0nLOQQUAAICZEVABAADowhYRUKvq9lV1QFVtP2/8gVPW2a+q9h2H71BVf1FVD5hB+/5luTXGOvcc23TfKZe7a1XdaBzerqqOrKr3VdXfV9UOU9R5YlXdfNp2L1Dn+lX1h1V1n/H5wVX18qr60/EKz9PUunVVPbWq/qmqXlxVT5h7rwAAwOrS/TmoVfXEDFcFPifJnZM8qbV2wjjt9Nbaby6yzrOS3D/DhaFOTHLXJB9P8r8y3M/1+Yus8975o5L8bpKPJUlr7fcWU2es9bnW2n7j8B9neJ/vTnLfJO9rrR21yDpnJ9m7tXZFVR2T5CdJ3pnkgHH8Hyyyzg+T/DjJ15K8NcnxrbX1i30/E3XenGE9r0lySZLtk7xrbE+11g5ZZJ0nJnlQkk8meUCSz4/1fj/Jn7TWPjFt2wCq6sattQs3dzvmVNUurbWLNnc7AKALs7qx60o9kpyVZPtxeM8kp2YIqUny+SnrXC9DaPpRkhuN47dLcuYUdU5P8qYk+yf5nfHnd8fh35nyvX1+YviUJGvH4V9JctYUdc6ZbN+8aWdM054Mver3TXJskvVJPpTkkCQ3nKLOmePPrZN8L8n1xuc15bo+a2LZNUk+MQ7fYprfvcfSH0luvLnbsECbdtncbejlkWSHJEcl+XKSHyS5KMPOvKOS7Dij1/jgFPPeKMkLk7wxycHzpr1yyte9SZJXJXlFkl2SPHv8THhHkt2nqLPzvMcuSb6RZKckO09R58B56/3YDLdRe0uS3aaoc1SSXcfhdUm+nuSrSc5bwv+Q05M8M8ltlvk7Xpdhh+2bktw8w07cH47/l/aZos72SZ6T5Oxx+fVJTkpy6JTt2TrJ48f/P2eOjw8meUKSbWa0XR8z5fzXG9v03CT3mDftmVPUWZPkL5M8LckNkhya4R7yL8r4XWcZ7+m/lrDMnSaGtxm3p/cmeUGSNVPW+rOJbfu2GXYuX5Lk5CS/MUWddyV5zAzWx62TvC7J88Zt8zVJvpjk+CR7TlFnqyT/J8m/JfnC+Hf3tiT7265X93Y9q216NW/XY62ZfxfZEg7x3aq1dlmStNa+kSEQ3r+qXpwh8CzWFa21K9twb9avtdZ+NNb8aZKrpqizLslpSf4myQ/b0Iv309baf7TW/mOKOkmyVVXtVFW7ZOhZXD+26cdJrpiizher6nHj8Beqal2SVNVeSS6fok5rrV3VWvtwa+2wJHskeWWSAzN8iVqsrarq+klumOFDa+4w420zfFBMY+5WSNtm+ENMa+2b09apqh2q6qiq+nJV/aCqLqqqc8ZxO07Zpg29xgennP9GVfXCqnpjVR08b9orp6hzk6p6VVW9oqp2qapnV9VZVfWOqtp9ijo7z3vskuRz4za68xR1DpwY3qGqjq2qM6vqLVW122LrjMsfVVW7jsPrqurrSU6uqvOq6nemqHN6VT2zqm4zzesvUGddVX28qt5UVTevqhOr6odVdUpV7TNFne2r6jlVdfa4/PqqOqmqDp2ySe9IcnGGfyg7t9Z2yXBEx8XjtMW25zc38LhLhiNXFuv1GT6X/zXJI6vqX6tq23Ha3aaokyRvSPKlJN/KEJ5+muFIik8l+ecp6nw/w2f23OPUJDfN8M/41CnqvGBi+B8z7Jh8cIYQ9+op6jywtfb9cfj/JXlEa+22GY7m+ccp6iRDyN4xycer6nNV9eSq2mPKGsnwOf+iDF9UPpvk1a21HZI8Y5y2WG/O8L/ifkmOTHJ0kscm+d2qesG1LTjPGzNsd8/O8Dt/wFhv7wwhelEW+Eyb/Gyb9vSeV2fYEX1RkqPH7yBzFnWU0ugNSXZLcqsM63tdhu2gMuyQWZSqurSqfjQ+Lq2qS5PcZm78lO2Zc1SGL+H/mGHn/TR/Z0nyfye27X9K8pLW2o5Jnj5lrbsmOSjJN8f/Y78/fqeY1hsy/H1elmFHyZczHEn3oQxf8Bfr2Aw7xl+Y4bPo/eO4Z1bVEVPUsV1vRIfb9ay26WT1btfJjL6LXMNyUvymeGQ4dPbO88ZtneRfklw5RZ2TM+41yRB6J1P/6Uto180y7K14eZJvLvG9fSPDP/P/Hn/uPo7fPtP1fO6QYYP92vg+Lx/r/UeGQ3wXW+fz1zJtmj1OTx5f/7wkT0zy0Qx7eM5K8qwp6jwpwx7G12T4A3zcOH5tkk9Oua7/PcMHyk0mxt1kHPfhKer85gYed0ny3Snb9K8ZPjgPyrBn71+TbDtOW/Q2meFD6YgMXybPHN/TzcdxJ0xR56pxW5x8XD63fU5R5/SJ4ddm2Mt3y3G7eM+U6+isieGPJ9l3HN4ryalT1PnvJP+Q5JtJPje2ZY9p2jLW+VyGfwSPyhCcHjaOPyDJf05R54QMe5hvluQvkvxtktslOS7JC6ao85WlTFtg3iszfNZ+fIHHT6eoc8a853+T5DMZei2n+pzNNY8w+ea1vc5G6jxl/Bv5jYlx/72E3/3pG3r9KdtzTpKtx+GT5k1b9JEzC7TpXhnC5AXj7+3wGa3rz09R5wvznp8y/twqyZenqLPBHpNrm7bAvFfm6v+xc4+55z+fcl2fOTG8dYZ7/L0rw87TadbRGePPGn9XNfF8miOMjs7wPWi3iXH/Pc17WuB3f0bGnrxp2zMu85WJ4VM2tP4W26YMR2Q8NskHMvTGvz7JfZf43pazXZ857/lJ489tM3EE2yLq2K43Xqer7XpW2/Rkm1bbdj1/PU0z7VprLmWhTfnI8AXuJhuYdo8p6my7gfG7Zspu+nnLPzBTfKFcZM01SW61hOVulGFP3F0yxSFnE8vvNcP3sEfGAJBhD//Dkuy3hDp3HJe9/TLb09UX+bHWGfOeL+nL/EY+rM6Yok5XX+TH+WfyZT6r94v8hzMcVjX5z3y3DDspPjJFnS8mud0Gpn1ryt/XVvPGHZrhkM/zpvzdf2Fi+HlL/d2P88/tUHxxhiM7Fr3DZaLGtzPsTHhKhi+DNTFtmi88R4y/t3tn6En5pww9GEcmeeOUbfqlz4kMh+wdmOT1U9T5zwyndvzvDDsWDxrH/06m2xH02ST3HId/L8P1HeamTfM5e9LYlsmdyVsleUSSk6eoc26SW2xg2qK363H+X/q7TPKsDJ/Z505R54yJ4dfNm/aFKdt0lwz/j544rp+lbNdfz9BT9tDM+1K6hPY8P8PO8lsn+eskf55h5+Tjkrx/ijoLbde7ZDgU9mNT1Dktw87M/TIcSbFuHH/bKf9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}, "metadata": { "needs_background": "light" } } ], "source": [ "temps_steps.acf_plot(50,2);" ] }, { "source": [ "How often was it over 20 degrees?\n", "This is a good lesson to understand that step functions aren't the same as regular functions.\n", "\n", "If we naively filter the data and take the ratio to the total of the days having a temperature greater than 20 degrees, we would have an incorrect result." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Percentage days greater than 20 degrees, via steps 0.02\nPercentage days greater than 20 degrees, via pandas 0.020273972602739727\n" ] } ], "source": [ "temps_step20 = (temps_steps>20)\n", "gt20 = temps_step20.normalise().integrate()/temps_steps.normalise().integrate()\n", "\n", "gt20_df = df_temps[df_temps.Temp > 20]['Temp'].count()/df_temps['Temp'].count()\n", "\n", "print(f\"Percentage days greater than 20 degrees, via steps {gt20}\")\n", "print(f\"Percentage days greater than 20 degrees, via pandas {gt20_df}\")" ] }, { "source": [ "So what has happened?, the simple answer is that we are are only evaluating the step function on and after each step key, therefore, if the first day is over 20, whilst it is in the steps function, when we include it in the integral, it has no weight, as it exists only at a single instant of the step function.\n", "\n", "So, we have to include the full day of the first step, instead of only the value at the edge between the first and second day. The easy way to do this and ensure we don't include anything else is to clamp the values beyond the range of the first full day and the last." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Percentage days greater than 20 degrees, via steps 0.02027397260273973\nPercentage days greater than 20 degrees, via pandas 0.020273972602739727\n" ] } ], "source": [ "gt20 =(\n", " temps_step20.clamp(lbound=temps_step20.first()-pd.Timedelta(days=1))\n", " .normalise()\n", " .integrate()/temps_steps.normalise().integrate())\n", "\n", "print(f\"Percentage days greater than 20 degrees, via steps {gt20}\")\n", "print(f\"Percentage days greater than 20 degrees, via pandas {gt20_df}\")" ] }, { "source": [ "For some reason, we might want to return the steps data as a Pandas Series object, I don't blame you, they are nice and handy, so, through the magic of HotStepper and method chaining, we can create a Series object and call the Pandas.Series.plot method on it." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "temps_steps.series().plot();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ] }