{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Aerosol size distribution observations" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "#import matplotlib.dates as mdates\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Zeppelin Station 2010 hourly data" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "filename = \"shared-ns1000k/inputs/Aerosol_sizedist_obs/Zeppelin_2010_hourly.csv\"\n", "mydateparser = lambda x: pd.datetime.strptime(x, \"%Y %m %d %H %M\")\n", "\n", "data = pd.read_csv(filename, parse_dates=[['0', '0.1', '0.2', '0.3', '0.4']], date_parser = mydateparser)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | date | \n", "0.5 | \n", "20 | \n", "22.44 | \n", "25.179 | \n", "28.251 | \n", "31.698 | \n", "35.566 | \n", "39.905 | \n", "44.774 | \n", "... | \n", "200 | \n", "224.4 | \n", "251.79 | \n", "282.51 | \n", "316.98 | \n", "355.66 | \n", "399.05 | \n", "447.74 | \n", "502.38 | \n", "0.6 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "2010-01-01 00:00:00 | \n", "127.010 | \n", "9.2141 | \n", "13.324 | \n", "18.261 | \n", "23.245 | \n", "30.351 | \n", "39.469 | \n", "47.835 | \n", "47.834 | \n", "... | \n", "115.400 | \n", "168.74 | \n", "298.22 | \n", "358.39 | \n", "247.52 | \n", "125.57 | \n", "54.136 | \n", "22.321 | \n", "9.6607 | \n", "0 | \n", "
1 | \n", "2010-01-01 01:00:00 | \n", "110.150 | \n", "7.4015 | \n", "12.835 | \n", "18.326 | \n", "23.133 | \n", "26.412 | \n", "31.988 | \n", "38.002 | \n", "38.111 | \n", "... | \n", "101.910 | \n", "140.92 | \n", "244.34 | \n", "294.45 | \n", "218.56 | \n", "115.03 | \n", "49.696 | \n", "20.944 | \n", "9.4524 | \n", "0 | \n", "
2 | \n", "2010-01-01 02:00:00 | \n", "98.864 | \n", "8.2293 | \n", "10.186 | \n", "14.526 | \n", "19.346 | \n", "23.288 | \n", "30.828 | \n", "32.256 | \n", "33.385 | \n", "... | \n", "88.761 | \n", "121.91 | \n", "207.21 | \n", "267.87 | \n", "196.08 | \n", "101.87 | \n", "45.479 | \n", "20.855 | \n", "9.9242 | \n", "0 | \n", "
3 | \n", "2010-01-01 03:00:00 | \n", "103.960 | \n", "6.0217 | \n", "10.014 | \n", "14.795 | \n", "21.470 | \n", "26.444 | \n", "28.621 | \n", "31.333 | \n", "31.407 | \n", "... | \n", "93.949 | \n", "133.17 | \n", "231.84 | \n", "290.35 | \n", "209.66 | \n", "110.80 | \n", "50.558 | \n", "23.200 | \n", "11.1620 | \n", "0 | \n", "
4 | \n", "2010-01-01 04:00:00 | \n", "109.060 | \n", "9.8351 | \n", "12.526 | \n", "15.748 | \n", "19.991 | \n", "24.453 | \n", "30.328 | \n", "33.429 | \n", "36.533 | \n", "... | \n", "106.060 | \n", "142.54 | \n", "243.29 | \n", "307.78 | \n", "215.96 | \n", "115.79 | \n", "54.965 | \n", "24.622 | \n", "12.0210 | \n", "0 | \n", "
5 rows × 32 columns
\n", "date | \n", "2010-01-01 00:00:00 | \n", "2010-01-01 01:00:00 | \n", "2010-01-01 02:00:00 | \n", "2010-01-01 03:00:00 | \n", "2010-01-01 04:00:00 | \n", "2010-01-01 05:00:00 | \n", "2010-01-01 06:00:00 | \n", "2010-01-01 07:00:00 | \n", "2010-01-01 08:00:00 | \n", "2010-01-01 09:00:00 | \n", "... | \n", "2010-11-11 15:00:00 | \n", "2010-11-11 16:00:00 | \n", "2010-11-11 17:00:00 | \n", "2010-11-11 18:00:00 | \n", "2010-11-11 19:00:00 | \n", "2010-11-11 20:00:00 | \n", "2010-11-11 21:00:00 | \n", "2010-11-11 22:00:00 | \n", "2010-11-11 23:00:00 | \n", "2010-12-31 23:00:00 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
502.38 | \n", "9.6607 | \n", "9.4524 | \n", "9.9242 | \n", "11.162 | \n", "12.021 | \n", "9.3495 | \n", "12.388 | \n", "12.919 | \n", "14.007 | \n", "18.316 | \n", "... | \n", "0.52357 | \n", "0.58579 | \n", "0.56616 | \n", "0.65425 | \n", "0.68104 | \n", "0.6944 | \n", "0.68916 | \n", "0.69631 | \n", "0.91661 | \n", "10.942 | \n", "
447.74 | \n", "22.3210 | \n", "20.9440 | \n", "20.8550 | \n", "23.200 | \n", "24.622 | \n", "22.9040 | \n", "25.120 | \n", "29.511 | \n", "31.854 | \n", "45.473 | \n", "... | \n", "1.16750 | \n", "1.19520 | \n", "1.17160 | \n", "1.25830 | \n", "1.32100 | \n", "1.3670 | \n", "1.39310 | \n", "1.35720 | \n", "1.37450 | \n", "24.243 | \n", "
399.05 | \n", "54.1360 | \n", "49.6960 | \n", "45.4790 | \n", "50.558 | \n", "54.965 | \n", "52.1210 | \n", "52.426 | \n", "67.742 | \n", "72.495 | \n", "109.400 | \n", "... | \n", "2.41200 | \n", "2.43870 | \n", "2.43170 | \n", "2.47260 | \n", "2.55230 | \n", "2.7754 | \n", "2.65180 | \n", "2.56280 | \n", "2.34410 | \n", "54.696 | \n", "
355.66 | \n", "125.5700 | \n", "115.0300 | \n", "101.8700 | \n", "110.800 | \n", "115.790 | \n", "113.4400 | \n", "108.550 | \n", "142.830 | \n", "148.160 | \n", "210.980 | \n", "... | \n", "4.60300 | \n", "4.72110 | \n", "4.73730 | \n", "4.48980 | \n", "4.84750 | \n", "5.1592 | \n", "4.82660 | \n", "4.62230 | \n", "4.10160 | \n", "134.400 | \n", "
316.98 | \n", "247.5200 | \n", "218.5600 | \n", "196.0800 | \n", "209.660 | \n", "215.960 | \n", "215.5900 | \n", "200.790 | \n", "257.340 | \n", "242.750 | \n", "296.610 | \n", "... | \n", "7.59920 | \n", "8.00990 | \n", "7.83710 | \n", "7.21800 | \n", "7.99940 | \n", "8.3029 | \n", "7.96630 | \n", "7.88700 | \n", "6.86390 | \n", "278.080 | \n", "
5 rows × 7200 columns
\n", "