From adb8b7220b20918757937a3250bc3f7e11d4ea85 Mon Sep 17 00:00:00 2001 From: Artem Mizyuk Date: Tue, 29 Jan 2019 16:23:19 +0300 Subject: [PATCH] Add pylab 1-d array analysis --- 01a_time_series.ipynb | 1419 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1419 insertions(+) create mode 100644 01a_time_series.ipynb diff --git a/01a_time_series.ipynb b/01a_time_series.ipynb new file mode 100644 index 0000000..9a647ec --- /dev/null +++ b/01a_time_series.ipynb @@ -0,0 +1,1419 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Временные ряды. Pylab (low level)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Обработка временных рядов - один из базовых навыков анализа океанографических данных" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для теста используем массив аномалий температуры Гадлей центра (csv файл). Скачать можно [здесь](https://mega.nz/#!C0tDSKwJ!kWaLb9qzYT5MpFqayG_VGiJhcWfSZ_FcFa55DCvaSx4)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Идем в папку, куда скачали" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/mnt/WORK2/Data/HadCRUT4\n" + ] + } + ], + "source": [ + "cd /mnt/WORK2/Data/HadCRUT4" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HadCRUT.4.6.0.0.median.nc HadCRUT4.csv\n" + ] + } + ], + "source": [ + "ls" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time,temperature_anomaly\n", + "1850-01-16,-0.905886\n", + "1850-02-15,-0.20506707\n", + "1850-03-16,-0.7614886\n", + "1850-04-16,-0.5868869\n", + "1850-05-16,-0.40005884\n", + "1850-06-16,-0.2075096\n", + "1850-07-16,-0.11059598\n", + "1850-08-16,-0.1619361\n", + "1850-09-16,-0.43730184\n" + ] + } + ], + "source": [ + "!head HadCRUT4.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "За все время работы мне доставались файлы временных серий, в которых данные записаны в абсолютно разных форматах. Я выбрал относительно простой:\n", + "* мы видим файл с данными, разделенными запятыми (далеко не всегда так делают)\n", + "* это 2 столбца в одном дата в формате ГГГГ-ММ-ДД (тоже не частый формат для даты у нас в институте), в другом, собственно, значения\n", + "\n", + "Файл был получен осреднением HadCRUT.4.6.0.0.median.nc (по пространству). Рекомендую [скачать](https://crudata.uea.ac.uk/cru/data/temperature/HadCRUT.4.6.0.0.median.nc) его тоже." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пробуем прочитать" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not convert string to float: 'time,temperature_anomaly'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloadtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'HadCRUT4.csv'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mloadtxt\u001b[0;34m(fname, dtype, comments, delimiter, converters, skiprows, usecols, unpack, ndmin, encoding)\u001b[0m\n\u001b[1;32m 1099\u001b[0m \u001b[0;31m# converting the data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1100\u001b[0m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1101\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mread_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_loadtxt_chunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1102\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mX\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1103\u001b[0m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mread_data\u001b[0;34m(chunk_size)\u001b[0m\n\u001b[1;32m 1026\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1027\u001b[0m \u001b[0;31m# Convert each value according to its column and store\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1028\u001b[0;31m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconverters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1029\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1030\u001b[0m \u001b[0;31m# Then pack it according to the dtype's nesting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1026\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1027\u001b[0m \u001b[0;31m# Convert each value according to its column and store\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1028\u001b[0;31m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconverters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1029\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1030\u001b[0m \u001b[0;31m# Then pack it according to the dtype's nesting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mfloatconv\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 744\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'0x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 745\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfromhex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 746\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 747\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 748\u001b[0m \u001b[0mtyp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: could not convert string to float: 'time,temperature_anomaly'" + ] + } + ], + "source": [ + "data = loadtxt('HadCRUT4.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функция не может прочитать 1-ю строку, потому что она символьная, пропустим её с помощью skiprows" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not convert string to float: '1850-01-16,-0.905886'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloadtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'HadCRUT4.csv'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mloadtxt\u001b[0;34m(fname, dtype, comments, delimiter, converters, skiprows, usecols, unpack, ndmin, encoding)\u001b[0m\n\u001b[1;32m 1099\u001b[0m \u001b[0;31m# converting the data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1100\u001b[0m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1101\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mread_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_loadtxt_chunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1102\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mX\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1103\u001b[0m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mread_data\u001b[0;34m(chunk_size)\u001b[0m\n\u001b[1;32m 1026\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1027\u001b[0m \u001b[0;31m# Convert each value according to its column and store\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1028\u001b[0;31m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconverters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1029\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1030\u001b[0m \u001b[0;31m# Then pack it according to the dtype's nesting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1026\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1027\u001b[0m \u001b[0;31m# Convert each value according to its column and store\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1028\u001b[0;31m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconverters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1029\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1030\u001b[0m \u001b[0;31m# Then pack it according to the dtype's nesting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mfloatconv\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 744\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'0x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 745\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfromhex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 746\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 747\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 748\u001b[0m \u001b[0mtyp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '1850-01-16,-0.905886'" + ] + } + ], + "source": [ + "data = loadtxt('HadCRUT4.csv',skiprows=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python сообщает нам, что не может перевести строку в число с плавующей точкой (это он делает по умолчанию). Укажем, что наш типа данных это просто какой-то обобщенный object." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "data = loadtxt('HadCRUT4.csv',skiprows=1,dtype='object')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Вроде прочитал. Посмотрим содержимое" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['1850-01-16,-0.905886', '1850-02-15,-0.20506707',\n", + " '1850-03-16,-0.7614886', ..., '2018-09-16,0.66999197',\n", + " '2018-10-16,0.82350284', '2018-11-16,0.64991194'], dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функция считает каждую строку данных просто символьной строкой, а хотелось бы указать, что наши данные разделены запятой \",\"\n", + "\n", + "Для это воспользуемся параметром delimiter" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "data = loadtxt('HadCRUT4.csv',skiprows=1,dtype='object',delimiter=',')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([['1850-01-16', '-0.905886'],\n", + " ['1850-02-15', '-0.20506707'],\n", + " ['1850-03-16', '-0.7614886'],\n", + " ...,\n", + " ['2018-09-16', '0.66999197'],\n", + " ['2018-10-16', '0.82350284'],\n", + " ['2018-11-16', '0.64991194']], dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Мы получили массив (array) объектов. Разберем основные правила индексации в python" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ~~1.~~ 0. Индексация начинается с 0!" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1850-01-16'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[0,0]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'-0.905886'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[0,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2027, 2)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Размерность массива\n", + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "index 2 is out of bounds for axis 1 with size 2", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# индекс за пределами массива\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m: index 2 is out of bounds for axis 1 with size 2" + ] + } + ], + "source": [ + "# индекс за пределами массива\n", + "data[0,2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Для итерации по индексу как и в Matlab пользуемся двоеточием по правилу:\n", + "\n", + "[индекс начала]:[индекс следующий после окончания]:[шаг]\n", + "\n", + "по умолчанию шаг = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['1850-01-16', '1850-02-15', '1850-03-16', '1850-04-16',\n", + " '1850-05-16'], dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#элементы 0-го столбца с 0 по 4-й (не 5-й!!!)\n", + "data[0:5,0]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['-0.22106546', '0.024510305', '-0.06584187', '-0.25872257'],\n", + " dtype=object)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#элементы 1-го столбца с 10-го по 40-й (не 50-й!!!) c шагом 10\n", + "data[10:50:10,1]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['-0.22106546', '0.024510305', '-0.06584187', '-0.25872257',\n", + " '-0.28267363'], dtype=object)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#элементы 1-го столбца с 10-го по 50-й c шагом 10\n", + "data[10:50+1:10,1]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Орицательные индексы соответствуют отчету в обратную сторону: \"-1\" - последний (1-й с конца), \"-2\" - предпоследний (2-й с конца)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2018-11-16'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Дата последнего значения в массиве\n", + "data[-1,0]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([], dtype=object)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# даты от последней до 10-й с конца\n", + "data[-1:-10,0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Задание**: Почему индексация выдала нам пустой массив? Как правильно вывести все данные от последнего до 10-го с конца" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Опущенные индексы - итерация от начала/до конца!" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['0.88641906', '0.7144225', '0.6563031', '0.6740899', '0.86820865',\n", + " '0.9926601', '1.073655', '0.8250244', '0.6768873', '0.66833395',\n", + " '0.7178803', '0.8165542', '0.6442949', '0.69114757', '0.69521326',\n", + " '0.78278303', '0.6857754', '0.62867594', '0.6178256', '0.68146217',\n", + " '0.62054694', '0.6610977', '0.6959786', '0.6933159', '0.66999197',\n", + " '0.82350284', '0.64991194'], dtype=object)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[2000:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([['1850-01-16', '-0.905886'],\n", + " ['1850-02-15', '-0.20506707'],\n", + " ['1850-03-16', '-0.7614886'],\n", + " ['1850-04-16', '-0.5868869'],\n", + " ['1850-05-16', '-0.40005884']], dtype=object)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Простейшая арифметика и визуализация данных" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Сейчас мы не можем производить с массивом символьные операции, так как это все не числовые данные" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "can only concatenate str (not \"int\") to str", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmysst\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: can only concatenate str (not \"int\") to str" + ] + } + ], + "source": [ + "mysst = data[:,1]+5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для того, чтобы правильно работать, нужно преобразовать тип. Обычно это можно сделать командой astype" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "dates = data[:,0].astype('datetime64[D]')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['1850-01-16', '1850-02-15', '1850-03-16', ..., '2018-09-16',\n", + " '2018-10-16', '2018-11-16'], dtype='datetime64[D]')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "мы видим, что это массив дат(времени)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "asst = data[:,1].astype('float')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.905886 , -0.20506707, -0.7614886 , ..., 0.66999197,\n", + " 0.82350284, 0.64991194])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asst" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Теперь это массив чисел." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('float64')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asst.dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot(dates,asst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Примечание*: Если 1 из массивов является массивом даты/времени, то ось на графике автоматически будет иметь вид оси времени" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Изменим параметры по умолчанию" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "rcParams.update({'figure.dpi':150,'savefig.dpi':150,'savefig.bbox':'tight'})" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# figure(figsize=figaspect(0.3))\n", + "plot(dates,asst)\n", + "# grid(True,linestyle='--')\n", + "# xlabel('years')\n", + "# ylabel('Temperature anomaly [C]')\n", + "# title('HadCRUT4 data')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/mizyuk/notebooks/satellite_oceanography\n" + ] + } + ], + "source": [ + "cd ~/notebooks/satellite_oceanography/" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst)\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [C]')\n", + "title('HadCRUT4 data')\n", + "hlines(0.,dates[0],dates[-1],linestyle='--',lw=2,alpha=0.5)\n", + "savefig('./Results/hadcrut_00.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.08137327323481995" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asst.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.08137327323481995" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# или\n", + "mean(asst)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3606176584055668" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "std(asst)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst)\n", + "annotate('Mean = {:4.2}\\nStd = {:4.2}'.format(asst.mean(),asst.std()),(0.05,0.8),\n", + " xycoords='axes fraction',fontsize=16,style='italic',color='0.3')\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [C]')\n", + "title('HadCRUT4 data')\n", + "hlines(asst.mean(),dates[0],dates[-1],linestyle='--',lw=2,alpha=0.5)\n", + "annotate\n", + "savefig('./Results/hadcrut_01.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$\\widehat{T_a}$\n" + ] + } + ], + "source": [ + "print(r'$\\widehat{T_a}$')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst)\n", + "annotate(r'$\\widehat {T_a}$ = '+'{:4.2f}\\n'.format(asst.mean())+r'$\\sigma_T}$ ='+ '{:4.2f}'.format(asst.std()),\n", + " (0.05,0.8),\n", + " xycoords='axes fraction',fontsize=16,style='italic',color='0.3')\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [C]')\n", + "title('HadCRUT4 data')\n", + "hlines(asst.mean(),dates[0],dates[-1],linestyle='--',lw=2,alpha=0.5)\n", + "annotate\n", + "savefig('./Results/hadcrut_02.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst,label='HadCRUT monthly')\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [\\u00b0C]')\n", + "hlines(asst.mean(),dates[0],dates[-1],linestyle='--',lw=2,alpha=0.5,label='HadCRUT mean')\n", + "legend()\n", + "savefig('./Results/hadcrut_03.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "sst0 = zeros_like(asst)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "fill_between(dates, asst, sst0, where=asst >= sst0, facecolor='red', interpolate=True)\n", + "fill_between(dates, asst, sst0, where=asst <= sst0, facecolor='blue', interpolate=True)\n", + "# plot(dates,asst)\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [C]')\n", + "title('HadCRUT4 data')\n", + "savefig('./Results/hadcrut_04.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Найдём среднегодовые значения" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "years = [d.tolist().year for d in dates]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "years = array(years)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.2128306 , 0.6171289 , 0.50739837, 0.6043416 , 0.32508674,\n", + " 0.33719012, 0.33751714, 0.39949158, 0.31530446, 0.24475361,\n", + " 0.1852048 , 0.13000788])" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asst[years==2000]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.35135465" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asst[years==2000].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "assty = []\n", + "for y in unique(years):\n", + " assty.append(asst[years==y].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "assty = array(assty)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "datesy = arange('1850','2019',dtype='datetime64[Y]')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst,label='HadCRUT monthly',color='0.4',alpha=0.5)\n", + "plot(datesy,assty,label='HadCRUT yearly',lw=3.)\n", + "grid(True,linestyle='-.')\n", + "ylabel('Temperature anomaly [\\u00b0C]')\n", + "legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'HadCRUT4 data')" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "fill_between(datesy, assty, 0., where=assty >= 0., facecolor='red', interpolate=True)\n", + "fill_between(datesy, assty, 0., where=assty <= 0., facecolor='blue', interpolate=True)\n", + "# plot(dates,asst)\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [C]')\n", + "title('HadCRUT4 data')\n", + "# savefig('./Results/hadcrut_04.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'HadCRUT4 data')" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "w = 200.\n", + "bar(datesy[assty>=0.], assty[assty>=0.],w,color='r')\n", + "bar(datesy[assty<=0.], assty[assty<=0.],color='b')\n", + "\n", + "# plot(dates,asst)\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [\\u00b0C]')\n", + "title('HadCRUT4 data')\n", + "# savefig('./Results/hadcrut_04.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Найдем линейный тренд" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "ufunc add cannot use operands with types dtype('\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpolyfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdatesy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0massty\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/miniconda/envs/satocean/lib/python3.7/site-packages/numpy/lib/polynomial.py\u001b[0m in \u001b[0;36mpolyfit\u001b[0;34m(x, y, deg, rcond, full, w, cov)\u001b[0m\n\u001b[1;32m 539\u001b[0m \"\"\"\n\u001b[1;32m 540\u001b[0m \u001b[0morder\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdeg\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: ufunc add cannot use operands with types dtype('" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst,label='monthly',color='0.4',alpha=0.3)\n", + "plot(datesy,assty,label='yearly',lw=2.)\n", + "grid(True,linestyle='-.')\n", + "plot(datesy,trend,linestyle='--',lw=3.,alpha=0.8,label='Linear trend')\n", + "\n", + "# plot(dates,asst)\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [\\u00b0C]')\n", + "legend(title = 'HadCRUT4')\n", + "savefig('./Results/hadcrut_05.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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56TkP2Ai4DPhxl30Zm1pKROxGeUj4IeADjaLR4gWWjhnbQhoTYxyXvfZhO6gPdhpJ00BEbE25gNyCMifybGBj4GDg1cD5tZe9Y+W6nAGcn5mvz8xrM/OuzDwZ2LuWv605JB6Iusxeh7LMf4ymlCFik4jYhPJi2JcArwfm1PQGygtlf9yaQrGfuDM29ReZ+UvgZMp10ukRsUtErBURz6LMx/1XddXm+96GjTPPm+rbkLHZyxGUc+b1lOlA24xN9W0ZYvO/gCcCB7TnjB+Bsam+DRmbKzf+vQjYPTOvzMx7MvMsyjXro8CrI2LzxrrGpvo27HkzImYDZ1N+uw+ktJ3WBfYEngycHRF79tptj3xjc5qJiKcBx1P+79+Vmc3ZNkY7lzXX6fW5nzr97MvYnEbGIS57sR3UBzuNpCkuIlYBvkEdkZGZ36ydP4sy8zDgEGADHjtqqDmM83/b28zMhcDvKHPPb9el3prtOtUadXnvwH+IppwhYxPKHN1bUaahOy4zb6/py8CbKE97HNpYvxnPa9Cdsam2/Sij3f4a+D4lji6lTKnQmS++OQf9sHHmeVODGjQ2lxIRHwTeTPkt3zUz2y/MBmNTgxsoNiNiO+CtwHGZ+f0B9mNsalADxWZmLmbJjfrj67s4aJRfCVxMuWm0U6PI2NSghvlN/wwl7t6XmYfXttOdmXk6sBflPt9h9Un6jk7MGZsiIjYGzqQ8sHlobXs3jXYug6VjxraQlsk4xWW3/dgO6pPvNJKmvrmUURy/zsxLu5R/nTJP986NvFuAB4FVgZt6bPcmyg39OY283wDbUJ526mbjxnrSwLEZEU+snx8AFnSpc3otmxsRq2Xm/Zl5d0T8ifK03sZ0mfIOY1MtmXlXRLwQ2BV4ISV+bgS+CnSmELm6sf6wceZ5UwMZNDbbIuKtwEeAPwEvycxf91jV2NRAhojN3Sg3N/8mIs5pbe6pdfnBiHgzcFJmHlnzjE0NZMjz5k2UURu92kI3Uh6ea7eFwNhUnwaNzYhYmTI1HcBJXbZ3cUTcAGxGmfr72lr0G5bM6HBFl0MxNqeJiFifMjX8JsD/Ae/sstqI57KIWJPy/qK7Ou+NsS2kZTFecdllHdtBA7DTSJr6Oiezu3uUd/LX7VZu63EAAAvuSURBVGRk5sMRcRXw7GZ+y3p12exZv5wyXcOze9Tp5He7UNX0M3BsNuoszsylpl/KzEci4j7K3LTrALfVosuBv6XE4GMuYOuIp60onU2/HPBv0BSWmUl52unMZn5EvK3+85xWlWHizPOmBjZEbHbK/4kyHcN9wMsy87IRdmNsamBDxuazRtjk02pqxqqxqYENEZuXUjqNBm0LgbGpAQwYm3MoD3bCYG2oy4FnUmLwjC51jM1pICJmAd+mPJhxCvCmGn9tv6S0WR4XERtn5s2t8l7xYltIA5uAuOzsx3bQgJyeTpr6OjfNt6wn47Zt6/LGVv4363KXdoWI2BTYtH5sjhBZWJe7R8TMVp0NgB0pPfrdXs6p6WeY2OzUWTcintyuUN9/NJvyYsI7GkWd2HxVuw7l5bGrAWdn5v39Hbqmq4hYl/L+rAcpUyU2DRNnnjc1JkaJzc5LZedTXio7LzPPG2WTxqbGRK/YzMwPZ2Z0S431XlfzDmps0tjUmBjlvDlSW2gWS24YXdIoOpMyrd2OETGnVWcmsHst//YyH7ymtBFi8481D8oUdu16awNb1o/NUXI9r1EjYhvKqKSfZ+YNy3bkWl7Vc9DplLj5DuX39ZFu62bmnynTJUL3dk0n71utfNtCGsgExaXtoCHZaSRNfecDv6fMxXlk84QXEU+gzIkMSw9vP4rylNI+EfHiRp21gM9RXhC7MDN/2ynLzIuA8yhPQH28UWdG3d4qwBGZ+dCY/XVakQ0cm7Uh03ma4+iI+KtGnXWAo+vH0zLz4ca+jqXE8ysiYq9GnTnAJ+rH5nuQNM1FxBa14d3Mm0N5+mk94L+6PN00cJx53tSghonNiHg+S86lr8nM7462H2NTgxryvDkwY1ODGjI2T6A8uLRrRLyhUW8GcBjlIaWrKLEIQGbeCnyNMhLkqNY7ZT4BPA74ambehsTgsZmZD7BkRNKhEbFho95qlHPgGsB5NR47TgVuAJ4ZEQc36qwJ/E9ne2P2h2m5Uqc1/BqlE/xHwF7td7V10YmHQyJi88a2ngfsT2nzfLFVx7aQ+jZRcWk7aHjRfcSXpOVZRLwM+EAja3sggYsaeR/NzIV1/T2Bb1CmpFxEeXHr6sDzgFmUJ+R2yszHvMQtIuZR3iuzEnAB5Qb/XODxlIvOHTNzUavO5pTOgPWAKynDkrelPL10IbCzozmmromIzYjYHjgLWIsymujCWjSXEnc3As/PzFtax/ZKSjwHcG6t+yLKNHaHZ+aBy/bXa3k2RGx+GHg3JSYXUab42JESn/OBfbtNkThMnHnenN4mIjYj4k5KDN4A/LDHofw4M49t1TM2p7GJOm/22Pd8ylP2r8vME7qUG5vT2AT+ps+lXHOuSbkmvZEywmhT4A/ALpl5ZavO+pR202bAdXWfz6BMy3QdMDczm6PhNYVM0G/6ZpSbmRtQXtZ+PvBnyjnwCZTRSDtl5lWtejtQ4nl1ynnyprqvDYHTgFf2e47WiiUiDgQ+Wz+eSu+pDd/ZPD9FxGeBAynTeX2P0iH+Ysr9oVdn5sld9mVbSH2ZqLi0HbQMMtNkMq1gCdibcvE5Utq7VWcb4CvAbylD2u+lTC33XmD1Efa1LeUi8g7K/KG/Bj4FrDdCnSdSXl53a6POR0faj2lqpImKTUpD/BhK4/t+ygXD1cDHgHVHOL7nU6YEuZMyhd3FwD6T/b2Zxj8NGpuU+bhPq3H5AOXm0Hcow9lH29fAceZ5c/qmiYjNPrafwPwedY3NaZom8rzZZd/z6/ZfO8I6xuY0TRP8m745cDxliuQH6zaOATYZoc5s4HDKC7IfqMsjGOEa1TQ10kTFJqXD6FDgGkqH0f3Ar4AjgY1HqPcMyhP3d9Q6VwPvAFae7O/ONH4J+HCf14Kbdqm7N6Utsxi4izLS7QWj7M+2kGnUNFFx2ec+5veoO63j0pFGkiRJkiRJkiRJ8p1GkiRJkiRJkiRJstNIkiRJkiRJkiRJ2GkkSZIkSZIkSZIk7DSSJEmSJEmSJEkSdhpJkiRJkiRJkiQJO40kSZIkSZIkSZKEnUaSJEmSJEmSJEnCTiNJkiRJkiRJkiRhp5EkSZIkSZIkSZKw00iSJEmSJEmSJEnYaSRJkiRJkiRJkiTsNJIkSZIkSZIkSRJ2GkmSJEmSJEmSJAk7jSRJkiRJkiRJkoSdRpIkSZIkSZIkScJOI0mSJEkaExGxbURkRJw3wjofqusc0shbNSIOjIifRsQ9EbE4Ii6KiH0jIrpsY8eIODIiroiIOyPizxHxi4j474hYp8v6O9d9zo+Ix0fEsRFxc0Q8HBEH1XVWiYj9637viIj7IuLGiPhWRLx2rL4jSZIkScu3yMzJPgZJkiRJmhIi4mLgOcBWmXl1q2wl4HpgY+BJmbkoItYEvg3sCNwBXAw8CjwPmA0cnZlvbm3nAuBZwFXATcBM4NnAhsDVwNzMvLex/s7AD4AzgK2BGcCPgdWABZl5TEScALymHsP5wH3ARnX9SzNz5zH4eiRJkiQt52ZM9gFIkiRJ0hRyNHAMsB9wcKvs74EnUTpqFtW8T1I6jI4D3tLp7ImIxwELgP0jYkFmLmxs5z+A8zPzzk5GRMwEDgf+BXh7XadtN+BU4B8z8/5G3U0pHUY/Bf62VbY6pYNKkiRJ0jTgSCNJkiRJGiN15NAtwEPARpn5QKPsJOCVwB6ZuSAi5gA31/S05rp1/WcCl1E6mfboY9+rA3cDV2Tmcxr5O1NGGj0AbNbosOqUbwdcCByWmQcN/ldLkiRJmiocaSRJkiRJYyQzF0fEV4ADgHnACQC1g2gPSofSGXX1nYBVgDPbHUZ1W5dHxD3Atu2yiNgI2B14KrA2S95X+yCweY/Du6TdYVT9AlgM7BMRVwOnZOYf+vhzJUmSJE0xK42+iiRJkiRpAJ+vyzc18vamdBD9b2Y+UvM2rcsDIiK7JWAWsH5z4xHxdsq7kT4HHAjsA7yhpjVqnW5+0y0zM++ux7oSZWq92yPimog4KiLm9vk3S5IkSZoCHGkkSZIkSWMoM6+IiAuAXSJis8y8DtgXSOCLjVVXrstLgSv62XbtxPk08CfK+4vOAW7rjFSKiFuADXtUv79HPpn5tYg4C3gF5d1LO1FGSx0QEZ/MzHf3c3ySJEmSVmx2GkmSJEnS2Ps8MBfYNyK+A2wBfDczb2ysc3NdnpOZb+9zu/Pq8pDM/FKzoL7T6PHDHnBm3g4cCxwbEQHsCpwIvCsi5mfmz4fdtiRJkqQVg9PTSZIkSdLY+zpwJ2VaugNq3hda6/wAeAR4eUSsTH9m1+Vvu5T9AxCDHWZ3WZwJLKxZW43FdiVJkiQt3+w0kiRJkqQxlpl/Br5MmSruNcDtwOmtdRYB84HNgeMiYv3WZoiIHSJit0bWtXW5b0Ss0ljv6cDHhznWiNgmIvZqbq/mzwa2rx+7vg9JkiRJ0tRip5EkSZIkjY+jG/+en5kPdVnnbZQRR68Dro+IH0bECRFxTkTcDJxHecdQx/8BtwG7A7+MiBMj4nvAZcCPgJuGOM4nAScDt0fEWRFxfER8C7gReApwamZeMMR2JUmSJK1g7DSSJEmSpHGQmdcAt9SPx/ZY5z5Kp9B+wCWUaeDmAZsB1wHvBj7VWP8PwLbAV4FVgT2AjYAPUjqehnEBcAjwM2BLyjR3zwWuAN4AvHrI7UqSJElawURmTvYxSJIkSdKUExE7UEYKnZuZO0/y4UiSJEnSqBxpJEmSJEnj4311eeSkHoUkSZIk9cmRRpIkSZI0Ruroon0p08xtR5nybbvMfHRSD0ySJEmS+jBjsg9AkiRJkqaQLYA3AvcAC4B/tcNIkiRJ0orCkUaSJEmSJEmSJEnynUaSJEmSJEmSJEmy00iSJEmSJEmSJEnYaSRJkiRJkiRJkiTsNJIkSZIkSZIkSRJ2GkmSJEmSJEmSJAk7jSRJkiRJkiRJkoSdRpIkSZIkSZIkScJOI0mSJEmSJEmSJGGnkSRJkiRJkiRJkrDTSJIkSZIkSZIkSdhpJEmSJEmSJEmSJOw0kiRJkiRJkiRJEnYaSZIkSZIkSZIkCTuNJEmSJEmSJEmSBPw/itlIDJgWufQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=figaspect(0.3))\n", + "plot(dates,asst,label='monthly',color='0.4',alpha=0.3)\n", + "plot(datesy,assty,label='yearly',lw=2.)\n", + "grid(True,linestyle='-.')\n", + "plot(datesy,trend,linestyle='--',lw=3.,alpha=0.8,label='Linear trend')\n", + "\n", + "# plot(dates,asst)\n", + "grid(True,linestyle='-.')\n", + "xlabel('years')\n", + "ylabel('Temperature anomaly [\\u00b0C]')\n", + "legend(title = 'HadCRUT4')\n", + "x,y = datesy[60],trend[60]\n", + "xstr,ystr = datesy[80], -1.\n", + "annotate('y = {:6.4f} x+{:4.2f}'.format(*reg),xy = (x,y),xytext = (xstr,ystr),\n", + " ha='center', va='top',\n", + " fontsize=12,style='italic',\n", + " bbox=dict(boxstyle=\"round\", fc=\"0.95\"),\n", + " arrowprops = dict(arrowstyle=\"fancy\",color=\"0.4\", shrinkB=100,connectionstyle='arc3,rad=-0.5'))\n", + "savefig('./Results/hadcrut_06.png')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "SatOcean", + "language": "python", + "name": "satocean" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}