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@georgebv
Created March 12, 2022 19:00
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F6_Lucens
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "8afa1f6d-7787-467c-9e8c-6c41d98fd012",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import pyextremes"
]
},
{
"cell_type": "markdown",
"id": "1b0922d4-46fd-4d79-9313-494f659375a7",
"metadata": {},
"source": [
"# Read data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "39d71655-5b1a-4865-b13a-a72ff88c8744",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2019-06-11 21:00:00 479.53\n",
"2019-06-11 22:00:00 479.53\n",
"2019-06-11 23:00:00 479.53\n",
"2019-06-12 00:00:00 479.54\n",
"2019-06-12 01:00:00 479.54\n",
"Name: Waterlevel, dtype: float64"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = (\n",
" pd.read_csv(\n",
" \"F6_Lucens.csv\",\n",
" index_col=0,\n",
" parse_dates=True,\n",
" squeeze=True,\n",
" )\n",
" .sort_index(ascending=True)\n",
" .astype(float)\n",
" .dropna()\n",
")\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"id": "343c10a1-d28b-4941-b11c-f21f424dd4e6",
"metadata": {},
"source": [
"# Extract extremes"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0f5d5273-b5b9-4001-b304-f7d40e3bcded",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 768x480 with 1 Axes>,\n",
" <AxesSubplot:xlabel='Date', ylabel='Waterlevel'>)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 768x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = pyextremes.EVA(data)\n",
"model.get_extremes(\n",
" method=\"BM\",\n",
" extremes_type=\"high\",\n",
" block_size=\"50D\",\n",
" errors=\"raise\",\n",
")\n",
"model.plot_extremes()"
]
},
{
"cell_type": "markdown",
"id": "1ac74542-d25a-4047-8dc2-3be4e8389155",
"metadata": {},
"source": [
"# Fit model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3a8278c4-af9a-46e0-945b-cc38e17d1ffb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" Univariate Extreme Value Analysis \n",
"========================================================================================\n",
" Source Data \n",
"----------------------------------------------------------------------------------------\n",
"Data label: Waterlevel Size: 23,312\n",
"Start: June 2019 End: March 2022\n",
"========================================================================================\n",
" Extreme Values \n",
"----------------------------------------------------------------------------------------\n",
"Count: 21 Extraction method: BM\n",
"Type: high Block size: 50 days 00:00:00\n",
"========================================================================================\n",
" Model \n",
"----------------------------------------------------------------------------------------\n",
"Model: MLE Distribution: gumbel_r\n",
"Log-likelihood: -1.654 AIC: 7.974\n",
"----------------------------------------------------------------------------------------\n",
"Free parameters: loc=479.888 Fixed parameters: All parameters are free\n",
" scale=0.227 \n",
"========================================================================================"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit_model()\n",
"model"
]
},
{
"cell_type": "markdown",
"id": "a01a2cd0-03e1-4152-8fd3-ab89b5ab2956",
"metadata": {},
"source": [
"# Get results"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "548aa3f4-671b-47b0-bbf6-89c1408025f7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\georg\\Git\\.venv\\lib\\site-packages\\numpy\\lib\\function_base.py:4009: RuntimeWarning: invalid value encountered in subtract\n",
" diff_b_a = subtract(b, a)\n"
]
},
{
"data": {
"text/plain": [
"(<Figure size 768x768 with 4 Axes>,\n",
" (<AxesSubplot:title={'center':'Return value plot'}, xlabel='Return period', ylabel='Waterlevel'>,\n",
" <AxesSubplot:title={'center':'Probability density plot'}, xlabel='Waterlevel', ylabel='Probability density'>,\n",
" <AxesSubplot:title={'center':'Q-Q plot'}, xlabel='Theoretical', ylabel='Observed'>,\n",
" <AxesSubplot:title={'center':'P-P plot'}, xlabel='Theoretical', ylabel='Observed'>))"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 768x768 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot_diagnostic(\n",
" return_period=np.logspace(-1, 2, 100),\n",
" alpha=0.95,\n",
" n_samples=1000,\n",
" return_period_size=\"200D\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "79638781-fa64-4572-b95d-40bc92f6704e",
"metadata": {},
"outputs": [
{
"data": {
"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",
" vertical-align: top;\n",
" }\n",
"\n",
" .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>return value</th>\n",
" <th>lower ci</th>\n",
" <th>upper ci</th>\n",
" </tr>\n",
" <tr>\n",
" <th>return period</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1.0</th>\n",
" <td>480.170490</td>\n",
" <td>480.021032</td>\n",
" <td>480.319292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2.0</th>\n",
" <td>480.344798</td>\n",
" <td>480.151679</td>\n",
" <td>480.518669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5.0</th>\n",
" <td>480.562087</td>\n",
" <td>480.311772</td>\n",
" <td>480.784827</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10.0</th>\n",
" <td>480.722435</td>\n",
" <td>480.425624</td>\n",
" <td>480.976510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25.0</th>\n",
" <td>480.932258</td>\n",
" <td>480.581697</td>\n",
" <td>481.238220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50.0</th>\n",
" <td>481.090247</td>\n",
" <td>480.691525</td>\n",
" <td>481.432361</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100.0</th>\n",
" <td>481.247949</td>\n",
" <td>480.802667</td>\n",
" <td>481.629261</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250.0</th>\n",
" <td>481.456214</td>\n",
" <td>480.946741</td>\n",
" <td>481.882826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>500.0</th>\n",
" <td>481.613689</td>\n",
" <td>481.056259</td>\n",
" <td>482.080008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1000.0</th>\n",
" <td>481.771135</td>\n",
" <td>481.170577</td>\n",
" <td>482.278626</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" return value lower ci upper ci\n",
"return period \n",
"1.0 480.170490 480.021032 480.319292\n",
"2.0 480.344798 480.151679 480.518669\n",
"5.0 480.562087 480.311772 480.784827\n",
"10.0 480.722435 480.425624 480.976510\n",
"25.0 480.932258 480.581697 481.238220\n",
"50.0 481.090247 480.691525 481.432361\n",
"100.0 481.247949 480.802667 481.629261\n",
"250.0 481.456214 480.946741 481.882826\n",
"500.0 481.613689 481.056259 482.080008\n",
"1000.0 481.771135 481.170577 482.278626"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary = model.get_summary(\n",
" return_period=[1, 2, 5, 10, 25, 50, 100, 250, 500, 1000],\n",
" return_period_size=\"200D\",\n",
" alpha=0.95,\n",
" n_samples=1000,\n",
")\n",
"summary"
]
}
],
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
@LinRoman
Copy link

Hi Georgii,
Thank you very much for your help. Yes, I understood what it means to change the return period size :)

I tried to reproduce the same in Jupyter but somehow the code still stops when I try to get the results.

I'm trying again to run the code in SPYDER, but i can't figure out how to run the code under the if name == 'main' block for multiprocessing as you told me in your e-mail. To be very honest, I don't know what exacetly this statement is and where I should insert or change it.
I found some doc about this issue:
https://docs.python.org/3/library/multiprocessing.html

May I ask you again if you can tell me where I should insert or modify this block in order to make it run?

Thanks a lot!

Cheers,
Roman

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