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@GeorgyGol
Last active May 26, 2020 13:26
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Time series outliers
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Очистка временного ряда от выбросов\n",
"Блок функций для очистки ряда от выбросов для последующего снятия сезонности\n\n",
"<b>Основная идея:</b>\n",
"С ряда в дальнейшем будет сниматься сезонность - следовательно, ряд периодический (содержит волну).<br>\n",
"Ряд можно разбить на периоды (получится матрица, в строке которой - отдельный период, до целых периодов добиваем np.nan-ми)<br>\n",
"Дальше по каждой строке (периоду) и каждому столбцу отдельно считается z-оценка, но:\n",
"<ul>\n",
"<li>в качестве матожидания по каждому измерению берется trim_mean с обрезкой 20%</li>\n",
"<li>в качестве стандартного отклонения берется среднее для выбранного измерения (много выбросов - больше std - меньше z-оценка нормальной точки и больше для выброса)</li>\n",
"</ul>\n\n",
"Дальше для каждого измерения каждая точка сравнивается с пороговым значением, выбросом считается точка, имеющая превышающее порог значение z-оченки по обоим измерениям. (Полученные матрицы умножаются логическим И, значения True в результате определяют индекс выброса)\n",
"Коррекция ряда происходит по n-соседям (с исключением соседних выбросов - если у выброса сосед - выброс, то берется следующий сосед), либо для соседей по ряду, либо по соседям через период.\n",
"Потом по скорректированному ряду будет сниматься сезоность - возможные погрешности в коррекции должны быть \"срезаны\" на этом этапе"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import scipy.stats as st\n",
"import datetime as dt\n",
"\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>.container { width:100% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<style>.output_result { max-width:100% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<style>.prompt { display:none !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.core.display import display, HTML\n",
"display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
"display(HTML(\"<style>.output_result { max-width:100% !important; }</style>\"))\n",
"display(HTML(\"<style>.prompt { display:none !important; }</style>\"))\n",
"\n",
"np.set_printoptions(precision = 3, linewidth =170)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare\n",
"Читаем тестовый ряд из csv, вносим в него выбросы случайным образом, дополнительно добавляем серию из 3 выбросов"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>generation</th>\n",
" <th>consumption</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2007-01-01 00:00:00</th>\n",
" <td>28652</td>\n",
" <td>26622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-01-01 01:00:00</th>\n",
" <td>27967</td>\n",
" <td>26572</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-01-01 02:00:00</th>\n",
" <td>27289</td>\n",
" <td>25623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-01-01 03:00:00</th>\n",
" <td>26857</td>\n",
" <td>24642</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-01-01 04:00:00</th>\n",
" <td>26662</td>\n",
" <td>24027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-29 11:00:00</th>\n",
" <td>25161</td>\n",
" <td>27726</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-29 12:00:00</th>\n",
" <td>24912</td>\n",
" <td>27083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-29 13:00:00</th>\n",
" <td>24839</td>\n",
" <td>27212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-29 14:00:00</th>\n",
" <td>24622</td>\n",
" <td>27080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-29 15:00:00</th>\n",
" <td>24277</td>\n",
" <td>27110</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>116773 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" generation consumption\n",
"date \n",
"2007-01-01 00:00:00 28652 26622\n",
"2007-01-01 01:00:00 27967 26572\n",
"2007-01-01 02:00:00 27289 25623\n",
"2007-01-01 03:00:00 26857 24642\n",
"2007-01-01 04:00:00 26662 24027\n",
"... ... ...\n",
"2020-04-29 11:00:00 25161 27726\n",
"2020-04-29 12:00:00 24912 27083\n",
"2020-04-29 13:00:00 24839 27212\n",
"2020-04-29 14:00:00 24622 27080\n",
"2020-04-29 15:00:00 24277 27110\n",
"\n",
"[116773 rows x 2 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdf=pd.read_csv('center_gen_hour.csv', parse_dates=True,\n",
" encoding='cp1251', sep=';').rename(columns={'Время Мск':'date', 'Генерация, МВт*ч\\\\':'generation', \n",
" 'Потребление, МВт*ч':'consumption'}).set_index('date')\n",
"pdf.index=pd.to_datetime(pdf.index)\n",
"pdf.sort_index(inplace=True)\n",
"pdf"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>generation</th>\n",
" <th>consumption</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-01-01 00:00:00</th>\n",
" <td>27871</td>\n",
" <td>26023</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-01 01:00:00</th>\n",
" <td>27650</td>\n",
" <td>25872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-01 02:00:00</th>\n",
" <td>27620</td>\n",
" <td>24843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-01 03:00:00</th>\n",
" <td>27613</td>\n",
" <td>23781</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-01 04:00:00</th>\n",
" <td>27333</td>\n",
" <td>23155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-01 19:00:00</th>\n",
" <td>27439</td>\n",
" <td>26642</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-01 20:00:00</th>\n",
" <td>27912</td>\n",
" <td>26477</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-01 21:00:00</th>\n",
" <td>27402</td>\n",
" <td>26545</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-01 22:00:00</th>\n",
" <td>27050</td>\n",
" <td>26189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-01 23:00:00</th>\n",
" <td>26419</td>\n",
" <td>25113</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>17542 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" generation consumption\n",
"date \n",
"2010-01-01 00:00:00 27871 26023\n",
"2010-01-01 01:00:00 27650 25872\n",
"2010-01-01 02:00:00 27620 24843\n",
"2010-01-01 03:00:00 27613 23781\n",
"2010-01-01 04:00:00 27333 23155\n",
"... ... ...\n",
"2012-01-01 19:00:00 27439 26642\n",
"2012-01-01 20:00:00 27912 26477\n",
"2012-01-01 21:00:00 27402 26545\n",
"2012-01-01 22:00:00 27050 26189\n",
"2012-01-01 23:00:00 26419 25113\n",
"\n",
"[17542 rows x 2 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdf['2010-01-01':'2012-01-01']\n",
"#pdf.index.dtype"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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>generation</th>\n",
" <th>consumption</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2007-01-01</th>\n",
" <td>22662577</td>\n",
" <td>21882443</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-02-01</th>\n",
" <td>21586597</td>\n",
" <td>21536845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-03-01</th>\n",
" <td>20859992</td>\n",
" <td>20907035</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-04-01</th>\n",
" <td>18951492</td>\n",
" <td>18953722</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-05-01</th>\n",
" <td>17418632</td>\n",
" <td>17710116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-01</th>\n",
" <td>22514052</td>\n",
" <td>22796175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-01</th>\n",
" <td>21403833</td>\n",
" <td>22019863</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-02-01</th>\n",
" <td>20418678</td>\n",
" <td>21082266</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-01</th>\n",
" <td>20392744</td>\n",
" <td>21206129</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-01</th>\n",
" <td>16042889</td>\n",
" <td>17913597</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>160 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" generation consumption\n",
"date \n",
"2007-01-01 22662577 21882443\n",
"2007-02-01 21586597 21536845\n",
"2007-03-01 20859992 20907035\n",
"2007-04-01 18951492 18953722\n",
"2007-05-01 17418632 17710116\n",
"... ... ...\n",
"2019-12-01 22514052 22796175\n",
"2020-01-01 21403833 22019863\n",
"2020-02-01 20418678 21082266\n",
"2020-03-01 20392744 21206129\n",
"2020-04-01 16042889 17913597\n",
"\n",
"[160 rows x 2 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdfg=pdf.groupby(pd.Grouper(level='date', freq='MS')).sum()\n",
"pdfg"
]
},
{
"cell_type": "code",
"execution_count": 320,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pdfg.plot.line(figsize=(16, 8))\n",
"plt.show();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### добавляем выбросы"
]
},
{
"cell_type": "code",
"execution_count": 474,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{datetime.datetime(2007, 8, 1, 0, 0),\n",
" datetime.datetime(2007, 11, 1, 0, 0),\n",
" datetime.datetime(2008, 6, 1, 0, 0),\n",
" datetime.datetime(2008, 8, 1, 0, 0),\n",
" datetime.datetime(2008, 11, 1, 0, 0),\n",
" datetime.datetime(2010, 2, 1, 0, 0),\n",
" datetime.datetime(2011, 2, 1, 0, 0),\n",
" datetime.datetime(2011, 4, 1, 0, 0),\n",
" datetime.datetime(2012, 5, 1, 0, 0),\n",
" datetime.datetime(2013, 7, 1, 0, 0),\n",
" datetime.datetime(2014, 4, 1, 0, 0),\n",
" datetime.datetime(2016, 2, 1, 0, 0),\n",
" datetime.datetime(2016, 3, 1, 0, 0),\n",
" datetime.datetime(2016, 6, 1, 0, 0),\n",
" datetime.datetime(2019, 3, 1, 0, 0),\n",
" datetime.datetime(2019, 8, 1, 0, 0)}"
]
},
"execution_count": 474,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cnt_outs=18\n",
"\n",
"lst_outl=[dt.datetime(np.random.randint(pdfg.index.min().year, high=pdfg.index.max().year), \n",
" np.random.randint(1, high=12), 1) for i in range(cnt_outs)]\n",
"\n",
"lst_outl=set(lst_outl)\n",
"lst_outl"
]
},
{
"cell_type": "code",
"execution_count": 475,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"period=12\n",
"out_val=1e6 #0 #1.2e7\n",
"\n",
"pdfm=pdfg[['generation']].copy() # сюда будем вносить выбросы\n",
"pdfm['gen_base']=pdfg['generation'].copy() # это исходный эталонный ряд\n",
"pdfm.loc[pdfm.index.normalize().isin(lst_outl), 'generation']=out_val\n",
"pdfm.loc['2008-03-01':'2008-05-01', 'generation']=out_val # специально вносятся 3 последоватеных выброса\n",
"pdfm.plot.line(figsize=(16, 8))\n",
"plt.show();\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Find outliers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Из ряда формируем матрицу: количество целых периодов в ряде Х количество точек в периоде\n",
"отсутствующие точки дополняем пустышками"
]
},
{
"cell_type": "code",
"execution_count": 476,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"new row size 168\n",
"(14, 12)\n",
"[[22662577. 21586597. 20859992. 18951492. 17418632. 15644247. 15738862. 1000000. 18249781. 21157191. 1000000. 24378448.]\n",
" [24266785. 22168658. 1000000. 1000000. 1000000. 1000000. 16996793. 1000000. 18804020. 19928088. 1000000. 21115000.]\n",
" [21100435. 19350349. 20341350. 17783955. 14529410. 14843779. 15783571. 15790688. 16869668. 20147337. 21019297. 23707817.]\n",
" [24423543. 1000000. 21846685. 17638200. 15081852. 15207168. 17012227. 17434885. 17566718. 20553245. 20884850. 23664468.]\n",
" [23016244. 1000000. 22275743. 1000000. 16057701. 15772768. 16936588. 17393845. 17379790. 20991121. 22524966. 23617673.]\n",
" [23410709. 23982658. 22326468. 18204391. 1000000. 16419972. 17525449. 17669305. 17945759. 20641884. 21709678. 24322955.]\n",
" [23497856. 20947647. 22297186. 18621983. 15996464. 16041617. 1000000. 17008354. 18181036. 20688200. 20238383. 22921697.]\n",
" [23067688. 20833660. 20096114. 1000000. 15961487. 16550708. 17057650. 17818926. 18607222. 22118429. 21831816. 24368031.]\n",
" [23373124. 21087375. 21073327. 19012913. 15935454. 16499456. 17570995. 18169859. 17484724. 20776677. 21235555. 21619787.]\n",
" [22162466. 1000000. 1000000. 17256165. 15988010. 1000000. 17439602. 17281058. 18580543. 21394884. 22348374. 23637925.]\n",
" [22616873. 20529542. 21936770. 19074185. 17559928. 16425964. 16177243. 17633574. 17941189. 20856441. 20763164. 22027865.]\n",
" [21527133. 21011068. 21653915. 16623551. 15583234. 15144743. 16278664. 17400562. 17718270. 20613975. 21762094. 23359312.]\n",
" [22284924. 20429946. 1000000. 18324076. 16560477. 16173923. 16841985. 1000000. 18275826. 20465441. 21510119. 22514052.]\n",
" [21403833. 20418678. 20392744. 16042889. nan nan nan nan nan nan nan nan]]\n"
]
}
],
"source": [
"np.set_printoptions(threshold=np.inf)\n",
"\n",
"wa=pdfm['generation'].copy().to_numpy()\n",
"cnt_fill=period - wa.shape[0] % period\n",
"ww=np.append(wa, [np.nan] * cnt_fill)\n",
"\n",
"print('new row size', ww.size)\n",
"ww.shape=(ww.size // period, period)\n",
"\n",
"print(ww.shape)\n",
"print(np.round(ww, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### индексы точек с выбросами - контрольно. Выбросы определяются по внесенному значению"
]
},
{
"cell_type": "code",
"execution_count": 477,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"indexes for matrix with outliers - control [(0, 7), (0, 10), (1, 2), (1, 3), (1, 4), (1, 5), (1, 7), (1, 10), (3, 1), (4, 1), (4, 3), (5, 4), (6, 6), (7, 3), (9, 1), (9, 2), (9, 5), (12, 2), (12, 7)]\n",
"indexes for flat row with outliers - control [ 7 10 14 15 16 17 19 22 37 49 51 64 78 87 109 110 113 146 151]\n"
]
}
],
"source": [
"index=np.where(ww == out_val)\n",
"print('indexes for matrix with outliers - control', list(zip(index[0], index[1])))\n",
"index_l=np.where(wa == out_val)\n",
"print('indexes for flat row with outliers - control', index_l[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Поиск выбросов при помощи z-score расчитанной от trimmed_mean"
]
},
{
"cell_type": "code",
"execution_count": 478,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 7 10 14 15 16 17 19 22 37 49 51 64 78 87 109 110 113 146 151]\n",
"[ 7 10 14 15 16 17 19 22 37 49 51 64 78 87 109 110 113 146 151]\n",
"[(0, 7), (0, 10), (1, 2), (1, 3), (1, 4), (1, 5), (1, 7), (1, 10), (3, 1), (4, 1), (4, 3), (5, 4), (6, 6), (7, 3), (9, 1), (9, 2), (9, 5), (12, 2), (12, 7)]\n",
"control set - NOT finded outliers: set()\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/egor/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in greater\n",
" app.launch_new_instance()\n",
"/home/egor/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in greater\n",
"/home/egor/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:31: RuntimeWarning: invalid value encountered in greater\n",
"/home/egor/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:32: RuntimeWarning: invalid value encountered in greater\n"
]
}
],
"source": [
"def make_period_matrix(row, period, fill_val=np.nan):\n",
" #make periods-matrix from row\n",
" offs=period-row.shape[0] % period\n",
" kper=(row.shape[0] // period) + (1 if offs else 0)\n",
" \n",
" rw=np.append(row, [fill_val]*offs)\n",
" return np.reshape(rw, (kper, period))\n",
"\n",
"def outliers_zscore_find_matrix(src_matrix, pers_minmax_trim=0.2, level_zscore=2.0):\n",
" \"\"\"find outliers in source time series transformed to period matrix by z-score, return 2D array of indexes\"\"\"\n",
" \n",
" #calc z-score between periods and inside periods\n",
" zscore0=np.transpose((np.transpose(src_matrix) - st.trim_mean(src_matrix, pers_minmax_trim, axis=1))/np.mean(np.nanstd(src_matrix, axis=1))) \n",
" zscore1=(src_matrix - st.trim_mean(src_matrix, pers_minmax_trim, axis=0))/np.mean(np.nanstd(src_matrix, axis=0))\n",
" \n",
" x0=np.abs(zscore0)>level_zscore\n",
" x1=np.abs(zscore1)>level_zscore\n",
" \n",
" result=np.where(x0 & x1)\n",
" return list(zip(result[0], result[1]))\n",
" \n",
"def outliers_zscore_find(row, period, pers_minmax_trim=0.2, level_zscore=2.0, fill_val=np.nan):\n",
" \"\"\"find outliers in source time series by z-score, return 1D array of indexes\"\"\"\n",
" #make periods-matrix from row\n",
" rw=make_period_matrix(row, period, fill_val=fill_val)\n",
" #calc z-score between periods and inside periods\n",
"\n",
" zscore0=np.transpose((np.transpose(rw) - st.trim_mean(rw, pers_minmax_trim, axis=1))/np.mean(np.nanstd(rw, axis=1))) \n",
" zscore1=(rw - st.trim_mean(rw, pers_minmax_trim, axis=0))/np.mean(np.nanstd(rw, axis=0))\n",
"\n",
" x0=np.abs(zscore0)>level_zscore\n",
" x1=np.abs(zscore1)>level_zscore\n",
" resm=(x0 & x1).ravel()\n",
"\n",
" result=np.where(resm)\n",
" return result[0]\n",
" \n",
"\n",
"lstres_m=outliers_zscore_find_matrix(make_period_matrix(wa, 12), level_zscore=1.3)\n",
"lstres=outliers_zscore_find(wa, 12, level_zscore=1.5)\n",
"print(lstres)\n",
"print(index_l[0])\n",
"index=np.where(ww == out_val)\n",
"lstcntr=list(zip(index[0], index[1]))\n",
"\n",
"print(lstcntr)\n",
"print('control set - NOT finded outliers:', set(lstres_m)^set(lstcntr))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correction"
]
},
{
"cell_type": "code",
"execution_count": 479,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def neighbours(ar, ind, nbr=3, excl=[]):\n",
" rmax=np.max([0, ind+nbr - len(ar)])\n",
" lmin=np.max([ind-(nbr+rmax), 0])\n",
" \n",
" excl=set(excl) | {ind}\n",
" nbs=[i for i in range(lmin, len(ar)) if i not in excl]\n",
" return ar[nbs[:nbr*2]]\n",
"\n",
"def linear_correction(row, outliers_indexes, corr_by_neibs=3):\n",
" \"\"\"коррекция по соседним точкам ряда\"\"\"\n",
" lcor=np.asarray([neighbours(row, i, nbr=corr_by_neibs, excl=outliers_indexes) for i in outliers_indexes])\n",
" wcor=row.copy()\n",
" \n",
" for i in range(len(outliers_indexes)):\n",
" wcor[outliers_indexes[i]]=np.nanmean(lcor[i])\n",
" return wcor\n",
"\n",
"pdfm['correction_line']=linear_correction(wa, lstres, corr_by_neibs=2)\n",
"\n",
"pdfm.plot.line(figsize=(16, 8))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 480,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/egor/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in greater\n",
" app.launch_new_instance()\n",
"/home/egor/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in greater\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def correction_inter_period(src_matrix, outliers_indexes, corr_by_neibs=3, axis=1):\n",
" \"\"\"коррекция по соседним точкам периода или через период\"\"\"\n",
" lst_res=[]\n",
" if axis==1:\n",
" for i in range(src_matrix.shape[axis]):\n",
" ind=[k[0] for k in outliers_indexes if k[1]==i]\n",
" lst_res.append( linear_correction(src_matrix[:, i], ind, corr_by_neibs=corr_by_neibs))\n",
" return np.transpose(np.asarray(lst_res))\n",
" elif axis==0:\n",
" for i in range(src_matrix.shape[axis]):\n",
" ind=[k[1] for k in outliers_indexes if k[0]==i]\n",
" lst_res.append( linear_correction(src_matrix[i, :], ind, corr_by_neibs=corr_by_neibs))\n",
" return np.asarray(lst_res)\n",
" else:\n",
" raise()\n",
"\n",
"as_matrix=make_period_matrix(wa, 12)\n",
"out_index_m=outliers_zscore_find_matrix(as_matrix, level_zscore=1.3)\n",
"corr_m=correction_inter_period(as_matrix, out_index_m, corr_by_neibs=2, axis=1)\n",
"# print(corr_m.ravel()[:len(wa)])\n",
"\n",
"pdfm['correction_matr']=corr_m.ravel()[:len(wa)]\n",
"\n",
"pdfm.plot.line(figsize=(16, 8))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 481,
"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>generation</th>\n",
" <th>gen_base</th>\n",
" <th>correction_line</th>\n",
" <th>correction_matr</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2007-01-01</th>\n",
" <td>22662577.0</td>\n",
" <td>22662577</td>\n",
" <td>22662577.0</td>\n",
" <td>22662577.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-02-01</th>\n",
" <td>21586597.0</td>\n",
" <td>21586597</td>\n",
" <td>21586597.0</td>\n",
" <td>21586597.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-03-01</th>\n",
" <td>20859992.0</td>\n",
" <td>20859992</td>\n",
" <td>20859992.0</td>\n",
" <td>20859992.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-04-01</th>\n",
" <td>18951492.0</td>\n",
" <td>18951492</td>\n",
" <td>18951492.0</td>\n",
" <td>18951492.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-05-01</th>\n",
" <td>17418632.0</td>\n",
" <td>17418632</td>\n",
" <td>17418632.0</td>\n",
" <td>17418632.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-01</th>\n",
" <td>22514052.0</td>\n",
" <td>22514052</td>\n",
" <td>22514052.0</td>\n",
" <td>22514052.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-01</th>\n",
" <td>21403833.0</td>\n",
" <td>21403833</td>\n",
" <td>21403833.0</td>\n",
" <td>21403833.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-02-01</th>\n",
" <td>20418678.0</td>\n",
" <td>20418678</td>\n",
" <td>20418678.0</td>\n",
" <td>20418678.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-01</th>\n",
" <td>20392744.0</td>\n",
" <td>20392744</td>\n",
" <td>20392744.0</td>\n",
" <td>20392744.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-01</th>\n",
" <td>16042889.0</td>\n",
" <td>16042889</td>\n",
" <td>16042889.0</td>\n",
" <td>16042889.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>160 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" generation gen_base correction_line correction_matr\n",
"date \n",
"2007-01-01 22662577.0 22662577 22662577.0 22662577.0\n",
"2007-02-01 21586597.0 21586597 21586597.0 21586597.0\n",
"2007-03-01 20859992.0 20859992 20859992.0 20859992.0\n",
"2007-04-01 18951492.0 18951492 18951492.0 18951492.0\n",
"2007-05-01 17418632.0 17418632 17418632.0 17418632.0\n",
"... ... ... ... ...\n",
"2019-12-01 22514052.0 22514052 22514052.0 22514052.0\n",
"2020-01-01 21403833.0 21403833 21403833.0 21403833.0\n",
"2020-02-01 20418678.0 20418678 20418678.0 20418678.0\n",
"2020-03-01 20392744.0 20392744 20392744.0 20392744.0\n",
"2020-04-01 16042889.0 16042889 16042889.0 16042889.0\n",
"\n",
"[160 rows x 4 columns]"
]
},
"execution_count": 481,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdfm"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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