Plots mit ggplot2 step by step

Aktuell ist irgendwo ein Glitch drinnen, den ich noch nicht behoben habe. ich suche den Fehler noch. Daher wird die Seite nicht korrekt dargestellt

1 Grafiken mit dem ggplot2 Package.

Hier möchte ich den Aufbau einer Grafik mit dem ggplot2 Package zeigen. Das ggplot2 Package ist ein weit verbreitetes und leistungsfähiges Paket in der Programmiersprache R zur Erstellung von Grafiken und Visualisierungen. Es basiert auf der “Grammar of Graphics” (Grammatik der Grafiken), die von Leland Wilkinson entwickelt wurde. Diese Grammatik bietet ein konsistentes und flexibles Rahmenwerk zum Erstellen von Grafiken, indem sie die verschiedenen Komponenten einer Grafik in einer systematischen Weise beschreibt. Eine genauere Beschreibung des Packetes und unzählige Beispiele kann man unter folgenden Homepage finden: https://ggplot2.tidyverse.org/.

Viele Grafiken sind eher sinnlos und ohne wirklichen Wert. Sie sollen nur zeigen, was mit ggplot2 und weiteren Zusatzpacketen bei der Grafikerstellung möglich ist.

Andere brauchbare Informationsquellen sind RStudio Community oder die Stack Overflow-Seite

1.1 Einführung

Die ersten Grafiken werden mit der Temperaturaufzeichnungsdaten erstellt. Ich halte mich bei der Vorgehensweise an das Einführungstutorial von Cedric Scherer

Als Datensatz nehme ich Originaldatensatz von Cedric Scherer und die Temperaturaufzeichnungen von Wien. Der Datensatz wird von der Gemeinde Wien zur Verfügung gestellt und reicht bis in das Jahr 1872 zurück. Das File wird durch die Gemeinde Wien aktualisiert und als CSV-Datei auf obigen Link bereit gestellt. Da das File der “deutschen” Logik folgt, wird zum Einlesen der Daten der readr-Befehl read_csv2() benutzt.

# Einlesen der Packete
library(readr)
library(tidyverse)
library(ggplot2)
library(ggthemes)
library(rmarkdown)
library(scales)
library(kableExtra)
library(egg)
library(ggpubr) # funktioniert aktuell nicht# FM 
library(ggtext)
library(purrr)
library(patchwork)  # zum zusammenfügen von Grafiken
library(cowplot)    # deto zu patchwork (C) Claus Wilke
library(gridExtra)  # Ähnliches Packet wie Patchwork und cowplot

# Zuweisung des Links für das CSV-File
# Daten der Stadt Wien
link <- "https://www.wien.gv.at/gogv/l9viebdleclwea1872f"

temp_wien <- read_csv2(link, col_names = TRUE, skip = 1)

# Datensatz von Cedric Scherer
link_chi <-"https://cedricscherer.com/data/chicago-nmmaps-custom.csv"

temp_chi <-read_csv(link_chi)

Wir schauen uns mal den Datensatz mit dem Befehl glimpse() an.

glimpse(temp_wien)

Rows: 1,827
Columns: 29
$ NUTS              <chr> "AT13", "AT13", "AT13", "AT13", "AT13", "AT13", "AT1…
$ DISTRICT_CODE     <dbl> 91900, 91900, 91900, 91900, 91900, 91900, 91900, 919…
$ SUB_DISTRICT_CODE <dbl> 91905, 91905, 91905, 91905, 91905, 91905, 91905, 919…
$ REF_YEAR          <dbl> 1872, 1872, 1872, 1872, 1872, 1872, 1872, 1872, 1872…
$ REF_DATE          <dbl> 187204, 187205, 187206, 187207, 187208, 187209, 1872…
$ T                 <dbl> 11.9, 17.0, 17.2, 20.2, 17.6, 16.2, 12.5, 6.1, 3.5, …
$ T_MAX             <dbl> 26.2, 30.6, 28.3, 34.4, 30.2, 28.7, 22.6, 15.2, 16.0…
$ T_MIN             <dbl> 2.2, 7.9, 10.0, 10.5, 8.4, 3.3, 3.0, -1.3, -5.0, -5.…
$ MEAN_T_MAX        <dbl> 18.1, 23.1, 22.6, 25.7, 22.5, 21.8, 16.6, 8.9, 5.4, …
$ MEAN_T_MIN        <dbl> 7.5, 11.8, 12.9, 14.9, 13.4, 11.2, 8.6, 2.7, 1.2, -1…
$ NUM_FROST         <dbl> 0, 0, 0, 0, 0, 0, 0, 3, 11, 23, 20, 2, 1, 0, 0, 0, 0…
$ NUM_ICE           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 6, 6, 0, 0, 0, 0, 0, 0, 0…
$ NUM_SUMMER        <dbl> 3, 13, 7, 15, 8, 11, 0, 0, 0, 0, 0, 0, 0, 0, 13, 22,…
$ NUM_HEAT          <dbl> 0, 2, 0, 5, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 6, 10, …
$ P                 <dbl> 988.3, 990.9, 990.0, 990.9, 990.6, 991.3, 989.3, 990…
$ P_MAX             <dbl> 1001.9, 1003.2, 999.7, 999.5, 997.9, 1000.4, 1002.3,…
$ P_MIN             <dbl> 969.1, 981.2, 981.3, 982.3, 979.1, 979.5, 976.9, 965…
$ SUN_H             <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ NUM_CLEAR         <dbl> 4, 8, 1, 10, 1, 10, 2, 1, 0, 2, 1, 8, 4, 0, 7, 5, 16…
$ NUM_CLOUD         <dbl> 6, 9, 7, 8, 10, 7, 8, 12, 19, 22, 16, 11, 9, 10, 3, …
$ REL_HUM           <dbl> 64, 64, 66, 61, 71, 71, 81, 87, 84, 87, 85, 73, 67, …
$ REL_HUM_MAX       <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ REL_HUM_MIN       <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ WIND_VEL          <dbl> 7.2, 7.2, 10.8, 7.6, 9.7, 9.7, 9.7, 6.5, 7.6, 7.2, 1…
$ NUM_WIND_VEL60    <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ WIND_VEL_MAX      <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ PRECP_SUM         <dbl> 20, 50, 73, 57, 166, 31, 50, 81, 32, 20, 77, 34, 14,…
$ NUM_PRECP_01      <dbl> 10, 8, 11, 12, 18, 6, 10, 14, 17, 13, 17, 5, 10, 18,…
$ STAT_NUM          <dbl> 5901, 5901, 5901, 5901, 5901, 5901, 5901, 5901, 5901…

Der Datensatz besteht aus 29 Spalten mit aktuell 1825 Zeilen mit unterschiedlichsten Beobachtungen, von Temperatur, Luftdruck, Sonnenstunden udgl. Ich werden am Anfang nur die Jahreszahl (REF_DATE) und mittlere Temperatur pro Monat (T) benutzen.

Die Temperaturdaten von Chicago stelle ich als Tabelle dar:

temp_chi %>%
  kbl(caption = "Tagestemperaturen in Chicago von 1997 bis 2000", # Beschriftung **Text** macht überschrift fett
      align = "llccccrr",       # Ausrichtung der Spalten
      digits = 3,                                             # 3 nachkommastellen
      format.args = list(big.mark = ",",                      # Formatierung der Zahlen. Tausendertrennzeichen ","
                         scientific = FALSE)
  ) %>%
  kable_styling(font_size = 14) %>%   # Schriftgröße auf 14 setzen
  scroll_box(width = "100%",         # Die Größe der Scrollbox definieren
             height = "400px")

Tagestemperaturen in Chicago von 1997 bis 2000

city	date	temp	o3	dewpoint	pm10	season	yday	month	year
chic	1997-01-01	36.0	5.659	37.500	13.052	Winter	1	Jan	1,997
chic	1997-01-02	45.0	5.525	47.250	41.949	Winter	2	Jan	1,997
chic	1997-01-03	40.0	6.289	38.000	27.042	Winter	3	Jan	1,997
chic	1997-01-04	51.5	7.538	45.500	25.073	Winter	4	Jan	1,997
chic	1997-01-05	27.0	20.761	11.250	15.343	Winter	5	Jan	1,997
chic	1997-01-06	17.0	14.941	5.750	9.365	Winter	6	Jan	1,997
chic	1997-01-07	16.0	11.921	7.000	20.228	Winter	7	Jan	1,997
chic	1997-01-08	19.0	8.678	17.750	33.135	Winter	8	Jan	1,997
chic	1997-01-09	26.0	13.356	24.000	12.118	Winter	9	Jan	1,997
chic	1997-01-10	16.0	10.448	5.375	24.762	Winter	10	Jan	1,997
chic	1997-01-11	1.5	15.866	-6.625	18.126	Winter	11	Jan	1,997
chic	1997-01-12	1.0	15.115	-8.875	16.014	Winter	12	Jan	1,997
chic	1997-01-13	3.0	9.381	1.500	34.991	Winter	13	Jan	1,997
chic	1997-01-14	10.0	8.030	11.500	64.945	Winter	14	Jan	1,997
chic	1997-01-15	19.0	7.066	23.250	26.942	Winter	15	Jan	1,997
chic	1997-01-16	9.5	20.113	-9.750	27.023	Winter	16	Jan	1,997
chic	1997-01-17	-3.0	15.364	-10.375	18.837	Winter	17	Jan	1,997
chic	1997-01-18	0.0	12.713	-4.125	31.860	Winter	18	Jan	1,997
chic	1997-01-19	14.0	9.616	22.625	30.923	Winter	19	Jan	1,997
chic	1997-01-20	31.0	16.840	27.250	19.895	Winter	20	Jan	1,997
chic	1997-01-21	35.0	12.759	41.625	27.882	Winter	21	Jan	1,997
chic	1997-01-22	36.5	21.024	20.750	18.509	Winter	22	Jan	1,997
chic	1997-01-23	26.0	18.665	18.750	11.846	Winter	23	Jan	1,997
chic	1997-01-24	32.0	7.132	29.500	26.687	Winter	24	Jan	1,997
chic	1997-01-25	14.5	17.168	-1.375	16.613	Winter	25	Jan	1,997
chic	1997-01-26	11.0	9.960	17.125	21.641	Winter	26	Jan	1,997
chic	1997-01-27	17.0	9.167	8.375	22.672	Winter	27	Jan	1,997
chic	1997-01-28	2.0	13.614	-6.375	28.101	Winter	28	Jan	1,997
chic	1997-01-29	8.0	7.945	11.000	51.777	Winter	29	Jan	1,997
chic	1997-01-30	16.5	7.661	16.375	48.741	Winter	30	Jan	1,997
chic	1997-01-31	31.5	11.883	33.750	24.686	Winter	31	Jan	1,997
chic	1997-02-01	35.0	16.676	29.667	23.785	Winter	32	Feb	1,997
chic	1997-02-02	36.5	12.032	29.625	27.762	Winter	33	Feb	1,997
chic	1997-02-03	30.0	21.850	28.000	21.601	Winter	34	Feb	1,997
chic	1997-02-04	34.5	10.888	32.000	17.051	Winter	35	Feb	1,997
chic	1997-02-05	30.0	14.894	24.250	10.158	Winter	36	Feb	1,997
chic	1997-02-06	26.0	15.958	21.875	15.943	Winter	37	Feb	1,997
chic	1997-02-07	25.5	14.391	23.375	33.011	Winter	38	Feb	1,997
chic	1997-02-08	25.5	19.750	22.500	14.956	Winter	39	Feb	1,997
chic	1997-02-09	26.0	12.398	21.000	30.410	Winter	40	Feb	1,997
chic	1997-02-10	27.0	14.194	21.750	23.915	Winter	41	Feb	1,997
chic	1997-02-11	23.5	20.492	19.500	22.972	Winter	42	Feb	1,997
chic	1997-02-12	21.0	23.092	11.600	12.712	Winter	43	Feb	1,997
chic	1997-02-13	20.5	20.171	16.375	22.720	Winter	44	Feb	1,997
chic	1997-02-14	25.5	15.453	23.000	35.676	Winter	45	Feb	1,997
chic	1997-02-15	20.0	19.527	15.250	28.373	Winter	46	Feb	1,997
chic	1997-02-16	18.5	20.019	8.125	15.662	Winter	47	Feb	1,997
chic	1997-02-17	30.0	17.298	32.625	38.745	Winter	48	Feb	1,997
chic	1997-02-18	48.5	27.013	41.375	27.597	Winter	49	Feb	1,997
chic	1997-02-19	37.5	19.055	27.500	17.612	Winter	50	Feb	1,997
chic	1997-02-20	35.5	6.890	44.125	29.769	Winter	51	Feb	1,997
chic	1997-02-21	36.0	16.314	29.625	7.340	Winter	52	Feb	1,997
chic	1997-02-22	26.0	23.016	24.250	7.857	Winter	53	Feb	1,997
chic	1997-02-23	28.0	24.990	14.625	7.909	Winter	54	Feb	1,997
chic	1997-02-24	21.5	18.939	10.875	17.834	Winter	55	Feb	1,997
chic	1997-02-25	25.5	12.526	27.125	41.124	Winter	56	Feb	1,997
chic	1997-02-26	36.5	7.963	35.000	34.053	Winter	57	Feb	1,997
chic	1997-02-27	34.5	13.194	30.250	19.749	Winter	58	Feb	1,997
chic	1997-02-28	37.5	15.179	36.000	26.127	Winter	59	Feb	1,997
chic	1997-03-01	45.5	13.861	44.000	28.130	Winter	60	Mar	1,997
chic	1997-03-02	35.0	30.992	27.375	9.941	Winter	61	Mar	1,997
chic	1997-03-03	33.5	29.261	29.375	15.981	Winter	62	Mar	1,997
chic	1997-03-04	38.0	15.414	28.875	26.033	Winter	63	Mar	1,997
chic	1997-03-05	33.0	17.791	28.625	31.424	Winter	64	Mar	1,997
chic	1997-03-06	26.5	25.035	13.375	26.508	Winter	65	Mar	1,997
chic	1997-03-07	35.5	18.004	35.250	30.588	Winter	66	Mar	1,997
chic	1997-03-08	39.0	30.112	28.250	16.235	Winter	67	Mar	1,997
chic	1997-03-09	37.0	15.179	32.625	21.209	Winter	68	Mar	1,997
chic	1997-03-10	44.0	20.230	33.250	26.325	Winter	69	Mar	1,997
chic	1997-03-11	37.0	29.976	23.375	20.133	Winter	70	Mar	1,997
chic	1997-03-12	33.5	30.814	25.000	20.435	Winter	71	Mar	1,997
chic	1997-03-13	37.5	28.387	30.500	22.484	Winter	72	Mar	1,997
chic	1997-03-14	26.5	24.616	15.500	18.579	Winter	73	Mar	1,997
chic	1997-03-15	19.0	30.738	8.375	8.030	Winter	74	Mar	1,997
chic	1997-03-16	24.5	26.622	23.750	16.934	Winter	75	Mar	1,997
chic	1997-03-17	45.0	22.216	33.625	31.866	Winter	76	Mar	1,997
chic	1997-03-18	33.5	40.205	27.000	18.605	Winter	77	Mar	1,997
chic	1997-03-19	35.5	28.495	28.875	23.588	Winter	78	Mar	1,997
chic	1997-03-20	46.0	24.948	31.875	31.510	Winter	79	Mar	1,997
chic	1997-03-21	53.5	17.996	42.500	58.497	Winter	80	Mar	1,997
chic	1997-03-22	37.5	27.962	28.625	18.609	Winter	81	Mar	1,997
chic	1997-03-23	32.5	24.768	20.375	15.134	Winter	82	Mar	1,997
chic	1997-03-24	33.0	18.616	32.375	26.642	Winter	83	Mar	1,997
chic	1997-03-25	40.5	14.800	30.000	22.717	Winter	84	Mar	1,997
chic	1997-03-26	44.0	20.563	36.750	21.770	Winter	85	Mar	1,997
chic	1997-03-27	60.5	24.377	40.125	46.764	Winter	86	Mar	1,997
chic	1997-03-28	55.5	10.873	53.875	46.800	Winter	87	Mar	1,997
chic	1997-03-29	43.5	14.851	41.000	22.016	Winter	88	Mar	1,997
chic	1997-03-30	37.5	23.491	33.750	8.767	Winter	89	Mar	1,997
chic	1997-03-31	38.5	25.244	22.000	19.662	Winter	90	Mar	1,997
chic	1997-04-01	44.5	14.059	28.125	59.723	Spring	91	Apr	1,997
chic	1997-04-02	53.0	11.671	29.875	61.740	Spring	92	Apr	1,997
chic	1997-04-03	59.5	10.748	49.875	42.619	Spring	93	Apr	1,997
chic	1997-04-04	62.5	28.970	48.250	50.955	Spring	94	Apr	1,997
chic	1997-04-05	60.5	26.126	54.375	18.402	Spring	95	Apr	1,997
chic	1997-04-06	45.0	26.790	21.750	30.383	Spring	96	Apr	1,997
chic	1997-04-07	34.0	25.264	18.375	20.162	Spring	97	Apr	1,997
chic	1997-04-08	28.5	20.042	9.250	12.213	Spring	98	Apr	1,997
chic	1997-04-09	30.0	20.744	18.875	13.043	Spring	99	Apr	1,997
chic	1997-04-10	30.5	20.501	22.000	25.169	Spring	100	Apr	1,997
chic	1997-04-11	33.5	23.502	32.000	19.922	Spring	101	Apr	1,997
chic	1997-04-12	33.5	20.766	30.375	12.029	Spring	102	Apr	1,997
chic	1997-04-13	38.5	26.702	24.625	10.222	Spring	103	Apr	1,997
chic	1997-04-14	41.5	16.603	28.125	50.133	Spring	104	Apr	1,997
chic	1997-04-15	49.0	26.205	36.250	74.149	Spring	105	Apr	1,997
chic	1997-04-16	43.0	20.300	25.625	24.430	Spring	106	Apr	1,997
chic	1997-04-17	40.5	17.011	25.750	12.267	Spring	107	Apr	1,997
chic	1997-04-18	40.0	11.740	34.750	39.270	Spring	108	Apr	1,997
chic	1997-04-19	45.5	22.376	30.875	32.280	Spring	109	Apr	1,997
chic	1997-04-20	49.0	22.090	42.250	30.360	Spring	110	Apr	1,997
chic	1997-04-21	45.0	32.808	31.000	16.410	Spring	111	Apr	1,997
chic	1997-04-22	43.0	28.007	33.625	14.834	Spring	112	Apr	1,997
chic	1997-04-23	48.5	25.387	34.000	5.566	Spring	113	Apr	1,997
chic	1997-04-24	47.5	21.567	36.500	7.479	Spring	114	Apr	1,997
chic	1997-04-25	48.0	23.195	27.750	22.489	Spring	115	Apr	1,997
chic	1997-04-26	49.5	21.304	24.250	35.488	Spring	116	Apr	1,997
chic	1997-04-27	47.5	27.476	40.250	23.568	Spring	117	Apr	1,997
chic	1997-04-28	50.5	18.507	40.750	61.234	Spring	118	Apr	1,997
chic	1997-04-29	60.0	33.285	45.250	91.574	Spring	119	Apr	1,997
chic	1997-04-30	55.0	22.817	50.000	47.563	Spring	120	Apr	1,997
chic	1997-05-01	48.5	18.893	36.875	15.562	Spring	121	May	1,997
chic	1997-05-02	48.5	8.901	45.500	31.592	Spring	122	May	1,997
chic	1997-05-03	49.0	20.435	40.375	11.617	Spring	123	May	1,997
chic	1997-05-04	51.5	28.133	33.250	19.248	Spring	124	May	1,997
chic	1997-05-05	62.0	28.533	38.875	77.691	Spring	125	May	1,997
chic	1997-05-06	55.5	21.809	35.000	24.782	Spring	126	May	1,997
chic	1997-05-07	52.5	19.118	49.250	37.675	Spring	127	May	1,997
chic	1997-05-08	61.0	27.424	42.750	26.677	Spring	128	May	1,997
chic	1997-05-09	50.5	20.023	36.000	12.688	Spring	129	May	1,997
chic	1997-05-10	52.5	20.498	32.625	27.261	Spring	130	May	1,997
chic	1997-05-11	59.5	25.811	43.875	26.690	Spring	131	May	1,997
chic	1997-05-12	52.5	24.832	32.500	29.666	Spring	132	May	1,997
chic	1997-05-13	45.5	16.768	38.750	22.807	Spring	133	May	1,997
chic	1997-05-14	49.5	10.962	40.625	32.780	Spring	134	May	1,997
chic	1997-05-15	45.0	12.317	35.500	7.752	Spring	135	May	1,997
chic	1997-05-16	51.0	20.181	41.375	35.038	Spring	136	May	1,997
chic	1997-05-17	50.5	27.885	38.250	19.846	Spring	137	May	1,997
chic	1997-05-18	59.5	23.018	63.875	33.909	Spring	138	May	1,997
chic	1997-05-19	54.0	17.894	42.375	20.946	Spring	139	May	1,997
chic	1997-05-20	51.5	16.302	38.125	25.949	Spring	140	May	1,997
chic	1997-05-21	48.0	18.671	34.375	10.899	Spring	141	May	1,997
chic	1997-05-22	50.5	18.694	34.625	29.991	Spring	142	May	1,997
chic	1997-05-23	58.0	23.629	40.750	35.803	Spring	143	May	1,997
chic	1997-05-24	68.5	38.761	56.125	61.784	Spring	144	May	1,997
chic	1997-05-25	50.0	35.799	44.500	21.841	Spring	145	May	1,997
chic	1997-05-26	50.0	30.911	35.875	4.851	Spring	146	May	1,997
chic	1997-05-27	56.0	28.038	39.375	25.736	Spring	147	May	1,997
chic	1997-05-28	58.5	18.696	56.875	30.257	Spring	148	May	1,997
chic	1997-05-29	58.0	15.663	50.750	21.706	Spring	149	May	1,997
chic	1997-05-30	61.0	26.721	51.750	25.708	Spring	150	May	1,997
chic	1997-05-31	59.0	35.436	53.375	20.629	Spring	151	May	1,997
chic	1997-06-01	60.5	42.333	51.250	15.523	Spring	152	Jun	1,997
chic	1997-06-02	58.0	28.201	54.500	17.550	Spring	153	Jun	1,997
chic	1997-06-03	61.5	28.854	52.625	25.806	Spring	154	Jun	1,997
chic	1997-06-04	59.0	28.577	47.500	28.525	Spring	155	Jun	1,997
chic	1997-06-05	62.0	29.241	56.000	47.608	Spring	156	Jun	1,997
chic	1997-06-06	63.5	22.365	58.750	47.641	Spring	157	Jun	1,997
chic	1997-06-07	58.5	19.644	55.375	14.572	Spring	158	Jun	1,997
chic	1997-06-08	61.0	39.023	48.625	19.597	Spring	159	Jun	1,997
chic	1997-06-09	62.5	39.509	51.750	34.120	Spring	160	Jun	1,997
chic	1997-06-10	66.5	39.047	53.875	47.526	Spring	161	Jun	1,997
chic	1997-06-11	67.5	18.851	63.125	54.625	Spring	162	Jun	1,997
chic	1997-06-12	70.0	18.512	63.625	56.748	Spring	163	Jun	1,997
chic	1997-06-13	71.0	27.044	52.000	39.746	Spring	164	Jun	1,997
chic	1997-06-14	56.5	19.263	41.875	8.809	Spring	165	Jun	1,997
chic	1997-06-15	63.0	33.159	59.750	32.280	Spring	166	Jun	1,997
chic	1997-06-16	67.0	30.476	53.375	23.802	Spring	167	Jun	1,997
chic	1997-06-17	60.5	21.376	50.375	23.752	Spring	168	Jun	1,997
chic	1997-06-18	67.0	29.434	61.125	48.672	Spring	169	Jun	1,997
chic	1997-06-19	70.0	30.166	65.875	56.839	Spring	170	Jun	1,997
chic	1997-06-20	81.5	38.251	72.875	74.784	Spring	171	Jun	1,997
chic	1997-06-21	75.5	28.109	64.750	26.785	Spring	172	Jun	1,997
chic	1997-06-22	77.0	35.928	66.875	21.047	Spring	173	Jun	1,997
chic	1997-06-23	82.5	27.364	69.625	68.201	Spring	174	Jun	1,997
chic	1997-06-24	84.0	30.201	60.000	123.434	Spring	175	Jun	1,997
chic	1997-06-25	78.0	27.647	62.750	37.515	Spring	176	Jun	1,997
chic	1997-06-26	73.5	28.026	55.250	25.676	Spring	177	Jun	1,997
chic	1997-06-27	72.5	29.837	59.000	43.908	Spring	178	Jun	1,997
chic	1997-06-28	74.0	44.344	62.000	46.728	Spring	179	Jun	1,997
chic	1997-06-29	75.0	54.688	65.250	60.942	Spring	180	Jun	1,997
chic	1997-06-30	76.0	18.077	69.250	34.947	Spring	181	Jun	1,997
chic	1997-07-01	77.5	36.379	68.625	45.986	Summer	182	Jul	1,997
chic	1997-07-02	79.5	28.561	55.750	58.031	Summer	183	Jul	1,997
chic	1997-07-03	68.5	16.661	54.250	23.395	Summer	184	Jul	1,997
chic	1997-07-04	61.5	9.149	51.875	10.033	Summer	185	Jul	1,997
chic	1997-07-05	65.5	19.712	50.750	15.044	Summer	186	Jul	1,997
chic	1997-07-06	70.0	30.279	57.750	18.201	Summer	187	Jul	1,997
chic	1997-07-07	65.5	25.315	52.500	21.047	Summer	188	Jul	1,997
chic	1997-07-08	71.0	28.162	58.000	38.976	Summer	189	Jul	1,997
chic	1997-07-09	62.0	26.421	50.750	14.955	Summer	190	Jul	1,997
chic	1997-07-10	64.5	23.316	51.000	26.056	Summer	191	Jul	1,997
chic	1997-07-11	68.5	32.427	59.125	41.059	Summer	192	Jul	1,997
chic	1997-07-12	74.5	46.691	63.500	58.096	Summer	193	Jul	1,997
chic	1997-07-13	82.5	37.229	71.750	58.138	Summer	194	Jul	1,997
chic	1997-07-14	83.0	26.188	62.375	41.119	Summer	195	Jul	1,997
chic	1997-07-15	79.0	22.939	64.250	28.355	Summer	196	Jul	1,997
chic	1997-07-16	82.5	30.364	59.875	39.182	Summer	197	Jul	1,997
chic	1997-07-17	84.0	42.000	68.625	58.191	Summer	198	Jul	1,997
chic	1997-07-18	79.0	19.022	69.125	55.124	Summer	199	Jul	1,997
chic	1997-07-19	74.5	28.459	60.625	21.167	Summer	200	Jul	1,997
chic	1997-07-20	76.5	34.592	71.625	38.167	Summer	201	Jul	1,997
chic	1997-07-21	72.0	29.580	65.125	26.736	Summer	202	Jul	1,997
chic	1997-07-22	69.0	26.285	64.375	21.057	Summer	203	Jul	1,997
chic	1997-07-23	69.0	29.620	59.750	25.046	Summer	204	Jul	1,997
chic	1997-07-24	72.5	37.000	64.750	43.140	Summer	205	Jul	1,997
chic	1997-07-25	76.0	35.524	75.750	78.245	Summer	206	Jul	1,997
chic	1997-07-26	85.5	41.668	73.375	58.215	Summer	207	Jul	1,997
chic	1997-07-27	81.5	25.689	73.750	35.023	Summer	208	Jul	1,997
chic	1997-07-28	74.5	19.172	57.375	16.159	Summer	209	Jul	1,997
chic	1997-07-29	66.5	18.645	50.875	5.146	Summer	210	Jul	1,997
chic	1997-07-30	68.5	19.591	52.375	14.100	Summer	211	Jul	1,997
chic	1997-07-31	69.0	23.833	56.250	36.167	Summer	212	Jul	1,997
chic	1997-08-01	74.5	39.654	58.875	70.263	Summer	213	Aug	1,997
chic	1997-08-02	81.5	42.102	59.375	47.407	Summer	214	Aug	1,997
chic	1997-08-03	78.0	35.468	66.500	34.252	Summer	215	Aug	1,997
chic	1997-08-04	71.0	19.798	57.750	13.296	Summer	216	Aug	1,997
chic	1997-08-05	62.5	18.199	45.875	9.565	Summer	217	Aug	1,997
chic	1997-08-06	64.5	13.841	54.000	28.232	Summer	218	Aug	1,997
chic	1997-08-07	67.0	24.374	55.500	45.257	Summer	219	Aug	1,997
chic	1997-08-08	69.5	33.017	52.875	45.727	Summer	220	Aug	1,997
chic	1997-08-09	70.5	24.205	66.000	41.301	Summer	221	Aug	1,997
chic	1997-08-10	75.5	23.537	65.500	42.284	Summer	222	Aug	1,997
chic	1997-08-11	67.5	14.077	62.125	12.100	Summer	223	Aug	1,997
chic	1997-08-12	69.5	4.018	67.875	26.570	Summer	224	Aug	1,997
chic	1997-08-13	68.5	16.347	58.750	17.556	Summer	225	Aug	1,997
chic	1997-08-14	65.5	18.406	63.125	28.228	Summer	226	Aug	1,997
chic	1997-08-15	77.0	19.537	70.000	38.550	Summer	227	Aug	1,997
chic	1997-08-16	80.0	30.213	69.875	36.572	Summer	228	Aug	1,997
chic	1997-08-17	68.5	20.556	64.000	NA	Summer	229	Aug	1,997
chic	1997-08-18	63.5	15.744	54.375	4.528	Summer	230	Aug	1,997
chic	1997-08-19	64.0	14.424	60.000	24.608	Summer	231	Aug	1,997
chic	1997-08-20	67.0	13.593	59.375	28.254	Summer	232	Aug	1,997
chic	1997-08-21	63.5	16.273	52.875	11.614	Summer	233	Aug	1,997
chic	1997-08-22	64.0	10.488	54.875	20.652	Summer	234	Aug	1,997
chic	1997-08-23	65.5	15.647	57.750	25.117	Summer	235	Aug	1,997
chic	1997-08-24	70.5	26.385	62.750	18.252	Summer	236	Aug	1,997
chic	1997-08-25	65.5	25.594	59.500	24.199	Summer	237	Aug	1,997
chic	1997-08-26	69.0	16.187	68.750	45.415	Summer	238	Aug	1,997
chic	1997-08-27	77.0	14.070	67.500	47.160	Summer	239	Aug	1,997
chic	1997-08-28	68.5	17.522	58.125	14.160	Summer	240	Aug	1,997
chic	1997-08-29	67.0	16.195	58.875	25.397	Summer	241	Aug	1,997
chic	1997-08-30	65.0	16.306	68.125	40.250	Summer	242	Aug	1,997
chic	1997-08-31	72.0	26.520	62.125	17.319	Summer	243	Aug	1,997
chic	1997-09-01	70.5	24.372	65.875	29.696	Summer	244	Sep	1,997
chic	1997-09-02	68.0	10.789	51.750	34.349	Summer	245	Sep	1,997
chic	1997-09-03	58.5	15.166	47.125	4.394	Summer	246	Sep	1,997
chic	1997-09-04	59.0	13.716	44.875	28.451	Summer	247	Sep	1,997
chic	1997-09-05	60.5	14.116	51.000	54.488	Summer	248	Sep	1,997
chic	1997-09-06	74.5	30.042	64.750	39.505	Summer	249	Sep	1,997
chic	1997-09-07	66.0	21.219	60.125	20.351	Summer	250	Sep	1,997
chic	1997-09-08	67.5	16.880	62.875	20.538	Summer	251	Sep	1,997
chic	1997-09-09	68.5	18.358	60.375	30.579	Summer	252	Sep	1,997
chic	1997-09-10	64.5	12.456	55.375	13.977	Summer	253	Sep	1,997
chic	1997-09-11	61.5	6.786	53.750	20.088	Summer	254	Sep	1,997
chic	1997-09-12	61.5	10.387	52.750	28.022	Summer	255	Sep	1,997
chic	1997-09-13	63.5	18.221	58.625	41.323	Summer	256	Sep	1,997
chic	1997-09-14	69.0	31.196	62.375	48.036	Summer	257	Sep	1,997
chic	1997-09-15	69.5	32.222	65.375	80.033	Summer	258	Sep	1,997
chic	1997-09-16	74.5	36.328	68.875	81.071	Summer	259	Sep	1,997
chic	1997-09-17	70.0	13.701	50.875	19.216	Summer	260	Sep	1,997
chic	1997-09-18	69.0	19.052	50.375	94.283	Summer	261	Sep	1,997
chic	1997-09-19	73.0	21.447	67.875	35.304	Summer	262	Sep	1,997
chic	1997-09-20	58.5	13.769	48.500	7.531	Summer	263	Sep	1,997
chic	1997-09-21	57.0	8.279	46.125	11.570	Summer	264	Sep	1,997
chic	1997-09-22	57.5	4.055	51.875	34.902	Summer	265	Sep	1,997
chic	1997-09-23	59.0	9.708	46.375	14.934	Summer	266	Sep	1,997
chic	1997-09-24	56.5	7.515	47.375	29.904	Summer	267	Sep	1,997
chic	1997-09-25	66.0	14.738	55.125	28.380	Summer	268	Sep	1,997
chic	1997-09-26	60.0	14.184	51.125	19.578	Summer	269	Sep	1,997
chic	1997-09-27	62.5	17.044	54.125	29.675	Summer	270	Sep	1,997
chic	1997-09-28	64.0	13.628	48.000	22.829	Summer	271	Sep	1,997
chic	1997-09-29	65.0	15.955	44.125	56.581	Summer	272	Sep	1,997
chic	1997-09-30	59.5	8.791	47.000	17.570	Summer	273	Sep	1,997
chic	1997-10-01	52.0	14.169	42.500	18.308	Autumn	274	Oct	1,997
chic	1997-10-02	61.0	12.851	51.875	75.849	Autumn	275	Oct	1,997
chic	1997-10-03	73.0	28.503	60.750	87.943	Autumn	276	Oct	1,997
chic	1997-10-04	68.0	17.994	55.750	44.238	Autumn	277	Oct	1,997
chic	1997-10-05	70.0	27.436	54.875	50.918	Autumn	278	Oct	1,997
chic	1997-10-06	70.5	19.700	56.375	85.929	Autumn	279	Oct	1,997
chic	1997-10-07	73.5	17.620	58.875	54.187	Autumn	280	Oct	1,997
chic	1997-10-08	72.5	29.717	60.375	71.854	Autumn	281	Oct	1,997
chic	1997-10-09	64.0	15.051	44.750	39.877	Autumn	282	Oct	1,997
chic	1997-10-10	59.0	8.026	47.250	42.089	Autumn	283	Oct	1,997
chic	1997-10-11	61.5	16.919	44.250	27.043	Autumn	284	Oct	1,997
chic	1997-10-12	70.0	29.921	56.125	33.979	Autumn	285	Oct	1,997
chic	1997-10-13	59.5	12.438	39.375	20.595	Autumn	286	Oct	1,997
chic	1997-10-14	42.5	7.685	30.250	15.973	Autumn	287	Oct	1,997
chic	1997-10-15	42.5	3.283	36.750	42.062	Autumn	288	Oct	1,997
chic	1997-10-16	47.5	7.980	38.500	45.193	Autumn	289	Oct	1,997
chic	1997-10-17	45.5	6.097	39.250	44.983	Autumn	290	Oct	1,997
chic	1997-10-18	44.5	6.384	36.375	49.991	Autumn	291	Oct	1,997
chic	1997-10-19	50.0	13.703	45.250	36.048	Autumn	292	Oct	1,997
chic	1997-10-20	45.5	5.898	32.625	15.991	Autumn	293	Oct	1,997
chic	1997-10-21	42.5	9.552	20.625	15.972	Autumn	294	Oct	1,997
chic	1997-10-22	36.0	11.699	23.500	26.380	Autumn	295	Oct	1,997
chic	1997-10-23	44.5	2.981	31.250	47.538	Autumn	296	Oct	1,997
chic	1997-10-24	46.0	0.086	44.375	35.439	Autumn	297	Oct	1,997
chic	1997-10-25	47.0	14.755	37.875	22.030	Autumn	298	Oct	1,997
chic	1997-10-26	40.0	21.232	36.000	4.444	Autumn	299	Oct	1,997
chic	1997-10-27	32.5	11.213	25.571	12.494	Autumn	300	Oct	1,997
chic	1997-10-28	39.0	4.554	36.125	40.241	Autumn	301	Oct	1,997
chic	1997-10-29	44.0	2.428	36.000	49.592	Autumn	302	Oct	1,997
chic	1997-10-30	51.0	10.997	50.250	60.634	Autumn	303	Oct	1,997
chic	1997-10-31	59.5	11.128	52.500	37.544	Autumn	304	Oct	1,997
chic	1997-11-01	50.0	8.280	36.125	14.603	Autumn	305	Nov	1,997
chic	1997-11-02	38.5	9.837	30.125	3.595	Autumn	306	Nov	1,997
chic	1997-11-03	36.5	1.572	34.125	17.636	Autumn	307	Nov	1,997
chic	1997-11-04	39.0	0.946	35.250	19.947	Autumn	308	Nov	1,997
chic	1997-11-05	40.0	3.905	40.500	29.920	Autumn	309	Nov	1,997
chic	1997-11-06	45.0	6.817	39.875	22.141	Autumn	310	Nov	1,997
chic	1997-11-07	43.0	17.816	35.250	11.975	Autumn	311	Nov	1,997
chic	1997-11-08	44.0	14.073	34.125	17.986	Autumn	312	Nov	1,997
chic	1997-11-09	42.5	8.691	34.875	20.956	Autumn	313	Nov	1,997
chic	1997-11-10	36.5	9.425	22.125	14.762	Autumn	314	Nov	1,997
chic	1997-11-11	28.5	6.334	18.250	18.698	Autumn	315	Nov	1,997
chic	1997-11-12	26.5	7.309	16.750	29.419	Autumn	316	Nov	1,997
chic	1997-11-13	31.5	8.287	22.250	33.621	Autumn	317	Nov	1,997
chic	1997-11-14	36.0	16.121	31.250	14.350	Autumn	318	Nov	1,997
chic	1997-11-15	29.0	8.693	24.375	12.155	Autumn	319	Nov	1,997
chic	1997-11-16	22.0	14.942	14.000	7.189	Autumn	320	Nov	1,997
chic	1997-11-17	25.5	6.965	24.000	46.015	Autumn	321	Nov	1,997
chic	1997-11-18	32.0	6.573	25.125	37.597	Autumn	322	Nov	1,997
chic	1997-11-19	27.5	4.493	22.625	38.791	Autumn	323	Nov	1,997
chic	1997-11-20	33.5	3.392	37.500	58.741	Autumn	324	Nov	1,997
chic	1997-11-21	35.5	19.418	29.625	15.811	Autumn	325	Nov	1,997
chic	1997-11-22	34.5	10.617	25.625	31.780	Autumn	326	Nov	1,997
chic	1997-11-23	26.0	12.322	20.750	12.887	Autumn	327	Nov	1,997
chic	1997-11-24	26.5	7.094	17.125	32.089	Autumn	328	Nov	1,997
chic	1997-11-25	47.0	9.803	41.250	53.835	Autumn	329	Nov	1,997
chic	1997-11-26	43.0	9.034	23.625	33.727	Autumn	330	Nov	1,997
chic	1997-11-27	37.5	7.275	39.000	27.507	Autumn	331	Nov	1,997
chic	1997-11-28	49.0	4.999	45.250	26.460	Autumn	332	Nov	1,997
chic	1997-11-29	45.5	5.479	47.125	47.377	Autumn	333	Nov	1,997
chic	1997-11-30	42.0	15.479	31.875	16.484	Autumn	334	Nov	1,997
chic	1997-12-01	37.0	21.890	31.125	2.330	Autumn	335	Dec	1,997
chic	1997-12-02	36.5	9.035	30.000	28.286	Autumn	336	Dec	1,997
chic	1997-12-03	36.5	2.975	32.750	27.458	Autumn	337	Dec	1,997
chic	1997-12-04	32.0	6.668	21.375	10.362	Autumn	338	Dec	1,997
chic	1997-12-05	26.0	5.714	17.375	17.475	Autumn	339	Dec	1,997
chic	1997-12-06	28.5	8.989	25.750	19.833	Autumn	340	Dec	1,997
chic	1997-12-07	30.0	9.579	27.000	12.594	Autumn	341	Dec	1,997
chic	1997-12-08	28.5	6.161	26.875	26.541	Autumn	342	Dec	1,997
chic	1997-12-09	33.0	3.330	30.625	36.520	Autumn	343	Dec	1,997
chic	1997-12-10	34.5	13.864	31.000	7.689	Autumn	344	Dec	1,997
chic	1997-12-11	33.5	17.907	25.000	9.747	Autumn	345	Dec	1,997
chic	1997-12-12	27.5	10.487	21.250	25.083	Autumn	346	Dec	1,997
chic	1997-12-13	26.5	6.910	22.250	22.927	Autumn	347	Dec	1,997
chic	1997-12-14	31.0	5.322	25.875	31.883	Autumn	348	Dec	1,997
chic	1997-12-15	37.5	4.512	30.875	48.889	Autumn	349	Dec	1,997
chic	1997-12-16	39.0	5.062	30.000	52.988	Autumn	350	Dec	1,997
chic	1997-12-17	37.0	7.971	26.500	47.957	Autumn	351	Dec	1,997
chic	1997-12-18	38.5	4.119	32.750	44.692	Autumn	352	Dec	1,997
chic	1997-12-19	40.5	3.524	33.125	52.018	Autumn	353	Dec	1,997
chic	1997-12-20	33.0	9.071	23.875	14.126	Autumn	354	Dec	1,997
chic	1997-12-21	32.5	16.469	25.000	13.248	Autumn	355	Dec	1,997
chic	1997-12-22	34.5	7.363	33.000	14.210	Autumn	356	Dec	1,997
chic	1997-12-23	34.0	3.880	27.625	38.301	Autumn	357	Dec	1,997
chic	1997-12-24	34.0	6.740	31.500	31.464	Autumn	358	Dec	1,997
chic	1997-12-25	30.5	7.608	24.500	13.373	Autumn	359	Dec	1,997
chic	1997-12-26	28.5	5.770	23.750	23.326	Autumn	360	Dec	1,997
chic	1997-12-27	23.0	6.411	13.750	16.286	Autumn	361	Dec	1,997
chic	1997-12-28	25.5	6.108	28.750	28.191	Autumn	362	Dec	1,997
chic	1997-12-29	29.5	3.824	23.625	22.274	Autumn	363	Dec	1,997
chic	1997-12-30	21.5	6.970	17.250	23.926	Autumn	364	Dec	1,997
chic	1997-12-31	18.0	11.424	5.250	26.379	Autumn	365	Dec	1,997
chic	1998-01-01	28.0	14.273	22.500	23.390	Winter	1	Jan	1,998
chic	1998-01-02	44.0	9.942	35.900	39.417	Winter	2	Jan	1,998
chic	1998-01-03	47.0	11.830	46.900	27.262	Winter	3	Jan	1,998
chic	1998-01-04	45.0	8.871	40.000	10.270	Winter	4	Jan	1,998
chic	1998-01-05	48.0	4.996	46.700	20.060	Winter	5	Jan	1,998
chic	1998-01-06	43.0	9.033	41.100	39.184	Winter	6	Jan	1,998
chic	1998-01-07	38.0	16.453	34.200	NA	Winter	7	Jan	1,998
chic	1998-01-08	34.0	17.750	30.800	0.330	Winter	8	Jan	1,998
chic	1998-01-09	25.0	12.864	25.300	15.180	Winter	9	Jan	1,998
chic	1998-01-10	12.0	13.238	2.800	19.240	Winter	10	Jan	1,998
chic	1998-01-11	18.0	8.143	7.100	30.806	Winter	11	Jan	1,998
chic	1998-01-12	23.0	3.299	20.600	27.301	Winter	12	Jan	1,998
chic	1998-01-13	7.0	7.922	-6.000	40.180	Winter	13	Jan	1,998
chic	1998-01-14	17.0	10.889	15.400	45.189	Winter	14	Jan	1,998
chic	1998-01-15	28.0	6.015	23.100	28.246	Winter	15	Jan	1,998
chic	1998-01-16	28.0	10.601	23.600	17.293	Winter	16	Jan	1,998
chic	1998-01-17	23.0	4.681	21.900	33.854	Winter	17	Jan	1,998
chic	1998-01-18	16.0	5.133	13.500	36.249	Winter	18	Jan	1,998
chic	1998-01-19	24.0	3.272	19.100	41.257	Winter	19	Jan	1,998
chic	1998-01-20	26.0	4.979	21.300	58.232	Winter	20	Jan	1,998
chic	1998-01-21	31.0	5.606	26.800	36.034	Winter	21	Jan	1,998
chic	1998-01-22	32.0	2.858	29.900	36.004	Winter	22	Jan	1,998
chic	1998-01-23	28.0	3.143	25.800	39.348	Winter	23	Jan	1,998
chic	1998-01-24	28.0	3.830	24.200	42.200	Winter	24	Jan	1,998
chic	1998-01-25	28.0	10.645	22.900	24.313	Winter	25	Jan	1,998
chic	1998-01-26	31.0	3.285	28.600	43.299	Winter	26	Jan	1,998
chic	1998-01-27	33.0	2.992	30.400	32.618	Winter	27	Jan	1,998
chic	1998-01-28	36.0	2.921	32.500	38.580	Winter	28	Jan	1,998
chic	1998-01-29	37.0	6.004	30.600	31.079	Winter	29	Jan	1,998
chic	1998-01-30	31.0	7.493	25.600	18.610	Winter	30	Jan	1,998
chic	1998-01-31	35.0	6.841	29.100	36.729	Winter	31	Jan	1,998
chic	1998-02-01	39.0	8.644	31.000	25.636	Winter	32	Feb	1,998
chic	1998-02-02	33.0	12.302	26.600	16.986	Winter	33	Feb	1,998
chic	1998-02-03	34.0	15.970	28.900	24.947	Winter	34	Feb	1,998
chic	1998-02-04	32.0	26.750	25.600	13.990	Winter	35	Feb	1,998
chic	1998-02-05	32.0	29.560	27.400	5.878	Winter	36	Feb	1,998
chic	1998-02-06	36.0	24.882	29.400	13.917	Winter	37	Feb	1,998
chic	1998-02-07	34.0	20.968	28.700	28.988	Winter	38	Feb	1,998
chic	1998-02-08	33.0	25.923	28.300	26.049	Winter	39	Feb	1,998
chic	1998-02-09	35.0	5.953	28.800	87.074	Winter	40	Feb	1,998
chic	1998-02-10	39.0	7.616	33.900	64.650	Winter	41	Feb	1,998
chic	1998-02-11	41.0	5.363	38.600	33.005	Winter	42	Feb	1,998
chic	1998-02-12	35.0	15.204	28.300	11.947	Winter	43	Feb	1,998
chic	1998-02-13	36.0	8.394	31.400	35.812	Winter	44	Feb	1,998
chic	1998-02-14	38.0	8.317	31.000	32.795	Winter	45	Feb	1,998
chic	1998-02-15	43.0	10.154	32.000	27.834	Winter	46	Feb	1,998
chic	1998-02-16	42.0	11.702	35.300	34.614	Winter	47	Feb	1,998
chic	1998-02-17	41.0	13.075	38.800	14.751	Winter	48	Feb	1,998
chic	1998-02-18	39.0	19.050	35.300	NA	Winter	49	Feb	1,998
chic	1998-02-19	40.0	8.959	35.000	20.675	Winter	50	Feb	1,998
chic	1998-02-20	39.0	12.292	33.500	20.974	Winter	51	Feb	1,998
chic	1998-02-21	38.0	15.875	30.100	16.902	Winter	52	Feb	1,998
chic	1998-02-22	44.0	15.246	35.000	40.734	Winter	53	Feb	1,998
chic	1998-02-23	41.0	21.208	29.700	31.709	Winter	54	Feb	1,998
chic	1998-02-24	45.0	10.772	36.700	40.695	Winter	55	Feb	1,998
chic	1998-02-25	42.0	20.450	34.600	41.660	Winter	56	Feb	1,998
chic	1998-02-26	54.0	17.134	36.700	38.843	Winter	57	Feb	1,998
chic	1998-02-27	42.0	16.704	37.700	29.785	Winter	58	Feb	1,998
chic	1998-02-28	41.0	14.239	33.200	22.834	Winter	59	Feb	1,998
chic	1998-03-01	35.0	14.020	28.500	7.848	Winter	60	Mar	1,998
chic	1998-03-02	33.0	7.960	31.500	17.818	Winter	61	Mar	1,998
chic	1998-03-03	34.0	19.970	30.400	6.668	Winter	62	Mar	1,998
chic	1998-03-04	34.0	23.213	24.100	14.939	Winter	63	Mar	1,998
chic	1998-03-05	36.0	22.092	24.100	10.812	Winter	64	Mar	1,998
chic	1998-03-06	34.0	12.622	27.900	33.539	Winter	65	Mar	1,998
chic	1998-03-07	36.0	25.163	28.100	28.818	Winter	66	Mar	1,998
chic	1998-03-08	38.0	24.550	34.200	12.796	Winter	67	Mar	1,998
chic	1998-03-09	26.0	31.156	20.700	21.886	Winter	68	Mar	1,998
chic	1998-03-10	18.0	21.879	4.900	15.615	Winter	69	Mar	1,998
chic	1998-03-11	18.0	18.318	2.300	17.650	Winter	70	Mar	1,998
chic	1998-03-12	18.0	14.605	6.700	37.640	Winter	71	Mar	1,998
chic	1998-03-13	29.0	17.411	20.700	50.460	Winter	72	Mar	1,998
chic	1998-03-14	28.0	27.815	14.000	15.369	Winter	73	Mar	1,998
chic	1998-03-15	27.0	30.461	20.900	13.285	Winter	74	Mar	1,998
chic	1998-03-16	30.0	29.839	22.600	21.573	Winter	75	Mar	1,998
chic	1998-03-17	36.0	15.902	31.700	35.746	Winter	76	Mar	1,998
chic	1998-03-18	45.0	5.551	41.900	37.455	Winter	77	Mar	1,998
chic	1998-03-19	37.0	21.207	34.200	3.895	Winter	78	Mar	1,998
chic	1998-03-20	35.0	38.809	27.100	6.035	Winter	79	Mar	1,998
chic	1998-03-21	37.0	37.163	24.700	3.005	Winter	80	Mar	1,998
chic	1998-03-22	36.0	28.555	22.600	9.145	Winter	81	Mar	1,998
chic	1998-03-23	38.0	17.559	21.600	38.137	Winter	82	Mar	1,998
chic	1998-03-24	40.0	16.057	23.300	32.710	Winter	83	Mar	1,998
chic	1998-03-25	51.0	19.815	38.600	38.159	Winter	84	Mar	1,998
chic	1998-03-26	68.0	32.851	53.900	95.115	Winter	85	Mar	1,998
chic	1998-03-27	67.0	32.379	52.300	100.060	Winter	86	Mar	1,998
chic	1998-03-28	57.0	29.978	50.900	16.243	Winter	87	Mar	1,998
chic	1998-03-29	62.0	22.788	54.300	42.230	Winter	88	Mar	1,998
chic	1998-03-30	73.0	25.773	59.400	31.336	Winter	89	Mar	1,998
chic	1998-03-31	59.0	22.890	51.700	28.224	Winter	90	Mar	1,998
chic	1998-04-01	44.0	19.802	36.600	16.158	Spring	91	Apr	1,998
chic	1998-04-02	44.0	13.979	37.100	13.512	Spring	92	Apr	1,998
chic	1998-04-03	41.0	19.259	35.000	13.476	Spring	93	Apr	1,998
chic	1998-04-04	41.0	28.321	28.100	5.699	Spring	94	Apr	1,998
chic	1998-04-05	41.0	20.060	23.700	16.495	Spring	95	Apr	1,998
chic	1998-04-06	48.0	18.762	32.600	31.818	Spring	96	Apr	1,998
chic	1998-04-07	52.0	18.150	39.400	49.939	Spring	97	Apr	1,998
chic	1998-04-08	48.0	8.664	46.300	20.929	Spring	98	Apr	1,998
chic	1998-04-09	43.0	25.581	32.800	10.703	Spring	99	Apr	1,998
chic	1998-04-10	46.0	25.108	27.000	16.717	Spring	100	Apr	1,998
chic	1998-04-11	50.0	21.052	34.900	32.435	Spring	101	Apr	1,998
chic	1998-04-12	64.0	42.947	38.500	40.645	Spring	102	Apr	1,998
chic	1998-04-13	62.0	31.741	46.700	49.620	Spring	103	Apr	1,998
chic	1998-04-14	58.0	21.232	48.100	23.890	Spring	104	Apr	1,998
chic	1998-04-15	53.0	12.915	46.600	47.735	Spring	105	Apr	1,998
chic	1998-04-16	42.0	10.355	40.000	9.765	Spring	106	Apr	1,998
chic	1998-04-17	45.0	17.439	30.200	21.143	Spring	107	Apr	1,998
chic	1998-04-18	50.0	19.911	32.100	41.716	Spring	108	Apr	1,998
chic	1998-04-19	52.0	28.164	33.000	27.823	Spring	109	Apr	1,998
chic	1998-04-20	52.0	22.490	40.800	45.795	Spring	110	Apr	1,998
chic	1998-04-21	50.0	29.646	46.200	28.538	Spring	111	Apr	1,998
chic	1998-04-22	53.0	30.228	37.100	23.549	Spring	112	Apr	1,998
chic	1998-04-23	56.0	18.241	35.600	44.815	Spring	113	Apr	1,998
chic	1998-04-24	62.0	26.203	36.500	48.549	Spring	114	Apr	1,998
chic	1998-04-25	56.0	29.513	46.800	40.491	Spring	115	Apr	1,998
chic	1998-04-26	48.0	26.918	43.300	25.627	Spring	116	Apr	1,998
chic	1998-04-27	45.0	30.859	27.500	10.800	Spring	117	Apr	1,998
chic	1998-04-28	46.0	21.699	33.800	28.593	Spring	118	Apr	1,998
chic	1998-04-29	54.0	12.796	48.400	52.838	Spring	119	Apr	1,998
chic	1998-04-30	55.0	9.748	51.300	37.698	Spring	120	Apr	1,998
chic	1998-05-01	59.0	12.027	53.700	26.739	Spring	121	May	1,998
chic	1998-05-02	57.0	18.550	52.000	41.780	Spring	122	May	1,998
chic	1998-05-03	53.0	21.614	50.300	19.495	Spring	123	May	1,998
chic	1998-05-04	60.0	20.303	47.000	28.484	Spring	124	May	1,998
chic	1998-05-05	62.0	19.044	54.100	44.082	Spring	125	May	1,998
chic	1998-05-06	68.0	23.592	56.800	39.536	Spring	126	May	1,998
chic	1998-05-07	57.0	23.079	56.000	34.555	Spring	127	May	1,998
chic	1998-05-08	62.0	34.820	51.300	19.742	Spring	128	May	1,998
chic	1998-05-09	58.0	24.642	43.500	13.758	Spring	129	May	1,998
chic	1998-05-10	58.0	26.730	40.100	9.736	Spring	130	May	1,998
chic	1998-05-11	61.0	21.613	48.100	30.594	Spring	131	May	1,998
chic	1998-05-12	63.0	33.355	55.100	57.651	Spring	132	May	1,998
chic	1998-05-13	68.0	29.763	52.500	40.620	Spring	133	May	1,998
chic	1998-05-14	68.0	33.672	55.400	52.666	Spring	134	May	1,998
chic	1998-05-15	75.0	36.307	65.800	110.599	Spring	135	May	1,998
chic	1998-05-16	72.0	34.450	50.900	34.558	Spring	136	May	1,998
chic	1998-05-17	68.0	26.130	49.200	35.012	Spring	137	May	1,998
chic	1998-05-18	76.0	35.230	49.400	101.489	Spring	138	May	1,998
chic	1998-05-19	79.0	35.469	61.000	91.547	Spring	139	May	1,998
chic	1998-05-20	65.0	20.622	52.800	45.449	Spring	140	May	1,998
chic	1998-05-21	64.0	25.150	46.900	33.452	Spring	141	May	1,998
chic	1998-05-22	57.0	20.567	47.900	28.579	Spring	142	May	1,998
chic	1998-05-23	61.0	32.031	45.500	33.419	Spring	143	May	1,998
chic	1998-05-24	61.0	31.689	54.300	27.460	Spring	144	May	1,998
chic	1998-05-25	62.0	35.924	48.300	16.389	Spring	145	May	1,998
chic	1998-05-26	63.0	24.907	45.700	38.362	Spring	146	May	1,998
chic	1998-05-27	67.0	35.256	52.800	69.339	Spring	147	May	1,998
chic	1998-05-28	75.0	31.381	64.300	82.377	Spring	148	May	1,998
chic	1998-05-29	74.0	26.881	62.300	30.286	Spring	149	May	1,998
chic	1998-05-30	73.0	32.142	62.700	60.234	Spring	150	May	1,998
chic	1998-05-31	70.0	37.703	60.200	34.207	Spring	151	May	1,998
chic	1998-06-01	63.0	25.487	45.700	28.437	Spring	152	Jun	1,998
chic	1998-06-02	63.0	24.488	50.700	38.103	Spring	153	Jun	1,998
chic	1998-06-03	55.0	13.018	45.700	23.081	Spring	154	Jun	1,998
chic	1998-06-04	56.0	22.173	37.700	26.575	Spring	155	Jun	1,998
chic	1998-06-05	50.0	19.239	41.600	10.916	Spring	156	Jun	1,998
chic	1998-06-06	54.0	7.454	38.900	16.872	Spring	157	Jun	1,998
chic	1998-06-07	58.0	21.544	41.100	11.058	Spring	158	Jun	1,998
chic	1998-06-08	56.0	16.808	46.000	42.708	Spring	159	Jun	1,998
chic	1998-06-09	61.0	15.934	59.000	24.716	Spring	160	Jun	1,998
chic	1998-06-10	68.0	21.180	58.000	38.318	Spring	161	Jun	1,998
chic	1998-06-11	68.0	17.505	65.800	37.702	Spring	162	Jun	1,998
chic	1998-06-12	74.0	30.770	61.500	22.655	Spring	163	Jun	1,998
chic	1998-06-13	69.0	31.835	58.200	16.757	Spring	164	Jun	1,998
chic	1998-06-14	67.0	27.268	57.500	28.630	Spring	165	Jun	1,998
chic	1998-06-15	70.0	27.164	58.700	24.567	Spring	166	Jun	1,998
chic	1998-06-16	70.0	13.790	61.200	40.075	Spring	167	Jun	1,998
chic	1998-06-17	73.0	20.755	63.700	38.719	Spring	168	Jun	1,998
chic	1998-06-18	77.0	34.504	69.300	56.804	Spring	169	Jun	1,998
chic	1998-06-19	73.0	29.717	61.200	34.662	Spring	170	Jun	1,998
chic	1998-06-20	78.0	31.846	68.000	39.642	Spring	171	Jun	1,998
chic	1998-06-21	79.0	32.431	66.000	14.639	Spring	172	Jun	1,998
chic	1998-06-22	74.0	26.976	61.900	32.084	Spring	173	Jun	1,998
chic	1998-06-23	74.0	39.885	60.600	38.584	Spring	174	Jun	1,998
chic	1998-06-24	83.0	34.970	70.200	74.606	Spring	175	Jun	1,998
chic	1998-06-25	83.0	41.960	70.800	66.618	Spring	176	Jun	1,998
chic	1998-06-26	79.0	37.491	68.400	45.445	Spring	177	Jun	1,998
chic	1998-06-27	82.0	47.711	70.300	44.407	Spring	178	Jun	1,998
chic	1998-06-28	78.0	37.747	69.000	24.510	Spring	179	Jun	1,998
chic	1998-06-29	77.0	19.731	68.200	33.338	Spring	180	Jun	1,998
chic	1998-06-30	74.0	25.363	60.500	18.327	Spring	181	Jun	1,998
chic	1998-07-01	70.0	23.140	56.700	29.468	Summer	182	Jul	1,998
chic	1998-07-02	73.0	25.669	57.800	56.333	Summer	183	Jul	1,998
chic	1998-07-03	79.0	32.119	65.400	50.346	Summer	184	Jul	1,998
chic	1998-07-04	69.0	24.816	62.400	24.926	Summer	185	Jul	1,998
chic	1998-07-05	70.0	24.734	56.300	14.385	Summer	186	Jul	1,998
chic	1998-07-06	78.0	27.795	69.000	42.371	Summer	187	Jul	1,998
chic	1998-07-07	72.0	33.637	66.700	32.493	Summer	188	Jul	1,998
chic	1998-07-08	74.0	33.915	64.900	22.532	Summer	189	Jul	1,998
chic	1998-07-09	75.0	32.249	64.200	40.518	Summer	190	Jul	1,998
chic	1998-07-10	73.0	29.893	62.400	32.850	Summer	191	Jul	1,998
chic	1998-07-11	71.0	37.641	55.900	21.441	Summer	192	Jul	1,998
chic	1998-07-12	71.0	37.818	55.600	24.438	Summer	193	Jul	1,998
chic	1998-07-13	73.0	34.180	60.300	74.388	Summer	194	Jul	1,998
chic	1998-07-14	78.0	37.134	67.100	87.374	Summer	195	Jul	1,998
chic	1998-07-15	79.0	36.653	66.100	58.476	Summer	196	Jul	1,998
chic	1998-07-16	80.0	21.711	57.900	33.389	Summer	197	Jul	1,998
chic	1998-07-17	75.0	27.474	64.700	43.504	Summer	198	Jul	1,998
chic	1998-07-18	77.0	30.660	65.500	63.473	Summer	199	Jul	1,998
chic	1998-07-19	81.0	32.886	71.800	33.463	Summer	200	Jul	1,998
chic	1998-07-20	79.0	26.466	68.100	37.181	Summer	201	Jul	1,998
chic	1998-07-21	85.0	34.038	72.900	57.211	Summer	202	Jul	1,998
chic	1998-07-22	76.0	17.850	67.600	24.596	Summer	203	Jul	1,998
chic	1998-07-23	73.0	19.646	56.600	38.159	Summer	204	Jul	1,998
chic	1998-07-24	72.0	20.499	51.100	26.209	Summer	205	Jul	1,998
chic	1998-07-25	70.0	23.916	55.400	28.229	Summer	206	Jul	1,998
chic	1998-07-26	70.0	27.099	56.800	19.213	Summer	207	Jul	1,998
chic	1998-07-27	74.0	26.818	65.100	39.241	Summer	208	Jul	1,998
chic	1998-07-28	79.0	24.395	64.900	43.752	Summer	209	Jul	1,998
chic	1998-07-29	77.0	32.262	55.200	21.216	Summer	210	Jul	1,998
chic	1998-07-30	72.0	19.685	57.500	30.255	Summer	211	Jul	1,998
chic	1998-07-31	71.0	24.123	54.700	13.256	Summer	212	Jul	1,998
chic	1998-08-01	72.0	30.500	57.300	29.273	Summer	213	Aug	1,998
chic	1998-08-02	72.0	38.513	55.900	26.311	Summer	214	Aug	1,998
chic	1998-08-03	78.0	32.452	64.800	62.209	Summer	215	Aug	1,998
chic	1998-08-04	70.0	20.047	68.600	29.339	Summer	216	Aug	1,998
chic	1998-08-05	76.0	22.015	70.700	27.286	Summer	217	Aug	1,998
chic	1998-08-06	78.0	19.955	71.300	39.514	Summer	218	Aug	1,998
chic	1998-08-07	75.0	10.165	70.800	33.323	Summer	219	Aug	1,998
chic	1998-08-08	77.0	18.396	70.700	33.304	Summer	220	Aug	1,998
chic	1998-08-09	77.0	20.849	70.100	36.232	Summer	221	Aug	1,998
chic	1998-08-10	76.0	27.529	68.500	35.287	Summer	222	Aug	1,998
chic	1998-08-11	71.0	23.366	63.400	36.497	Summer	223	Aug	1,998
chic	1998-08-12	70.0	28.840	60.900	31.164	Summer	224	Aug	1,998
chic	1998-08-13	71.0	30.870	60.200	40.010	Summer	225	Aug	1,998
chic	1998-08-14	71.0	25.803	64.400	64.002	Summer	226	Aug	1,998
chic	1998-08-15	71.0	20.894	64.300	29.805	Summer	227	Aug	1,998
chic	1998-08-16	72.0	27.014	62.900	24.021	Summer	228	Aug	1,998
chic	1998-08-17	75.0	22.610	69.000	52.936	Summer	229	Aug	1,998
chic	1998-08-18	68.0	20.986	63.900	14.924	Summer	230	Aug	1,998
chic	1998-08-19	69.0	20.139	55.100	36.806	Summer	231	Aug	1,998
chic	1998-08-20	73.0	24.545	65.400	61.811	Summer	232	Aug	1,998
chic	1998-08-21	80.0	30.998	70.800	48.809	Summer	233	Aug	1,998
chic	1998-08-22	78.0	32.911	69.500	47.872	Summer	234	Aug	1,998
chic	1998-08-23	81.0	43.654	71.200	62.913	Summer	235	Aug	1,998
chic	1998-08-24	76.0	17.915	71.400	51.809	Summer	236	Aug	1,998
chic	1998-08-25	76.0	24.301	63.900	29.848	Summer	237	Aug	1,998
chic	1998-08-26	73.0	25.264	60.900	33.806	Summer	238	Aug	1,998
chic	1998-08-27	72.0	26.213	64.500	34.007	Summer	239	Aug	1,998
chic	1998-08-28	69.0	12.252	66.400	35.817	Summer	240	Aug	1,998
chic	1998-08-29	76.0	20.438	63.100	26.804	Summer	241	Aug	1,998
chic	1998-08-30	70.0	21.817	55.700	16.897	Summer	242	Aug	1,998
chic	1998-08-31	69.0	18.754	54.600	28.773	Summer	243	Aug	1,998
chic	1998-09-01	69.0	16.847	58.500	54.735	Summer	244	Sep	1,998
chic	1998-09-02	65.0	20.301	50.100	45.754	Summer	245	Sep	1,998
chic	1998-09-03	68.0	23.606	57.900	50.721	Summer	246	Sep	1,998
chic	1998-09-04	69.0	35.041	54.200	29.664	Summer	247	Sep	1,998
chic	1998-09-05	70.0	31.396	61.400	51.603	Summer	248	Sep	1,998
chic	1998-09-06	81.0	47.562	70.400	47.583	Summer	249	Sep	1,998
chic	1998-09-07	66.0	28.268	57.100	22.495	Summer	250	Sep	1,998
chic	1998-09-08	63.0	16.025	46.900	16.261	Summer	251	Sep	1,998
chic	1998-09-09	63.0	14.497	50.300	17.550	Summer	252	Sep	1,998
chic	1998-09-10	63.0	14.397	52.800	53.558	Summer	253	Sep	1,998
chic	1998-09-11	71.0	27.505	53.100	48.599	Summer	254	Sep	1,998
chic	1998-09-12	74.0	35.198	56.700	60.701	Summer	255	Sep	1,998
chic	1998-09-13	74.0	35.251	62.700	68.731	Summer	256	Sep	1,998
chic	1998-09-14	72.0	21.457	67.500	48.293	Summer	257	Sep	1,998
chic	1998-09-15	70.0	14.427	67.000	16.599	Summer	258	Sep	1,998
chic	1998-09-16	72.0	23.698	64.900	17.613	Summer	259	Sep	1,998
chic	1998-09-17	68.0	27.000	58.400	27.650	Summer	260	Sep	1,998
chic	1998-09-18	68.0	27.272	57.800	42.493	Summer	261	Sep	1,998
chic	1998-09-19	72.0	35.912	60.900	66.419	Summer	262	Sep	1,998
chic	1998-09-20	76.0	19.904	66.300	48.980	Summer	263	Sep	1,998
chic	1998-09-21	63.0	12.860	51.800	13.364	Summer	264	Sep	1,998
chic	1998-09-22	58.0	18.149	47.700	10.353	Summer	265	Sep	1,998
chic	1998-09-23	56.0	10.250	41.500	28.457	Summer	266	Sep	1,998
chic	1998-09-24	59.0	6.448	53.600	44.376	Summer	267	Sep	1,998
chic	1998-09-25	66.0	10.824	64.100	73.584	Summer	268	Sep	1,998
chic	1998-09-26	79.0	36.951	65.800	55.420	Summer	269	Sep	1,998
chic	1998-09-27	73.0	30.326	63.800	33.648	Summer	270	Sep	1,998
chic	1998-09-28	63.0	17.532	52.500	30.691	Summer	271	Sep	1,998
chic	1998-09-29	63.0	6.846	57.000	48.613	Summer	272	Sep	1,998
chic	1998-09-30	64.0	13.366	57.900	40.585	Summer	273	Sep	1,998
chic	1998-10-01	53.0	9.788	35.700	11.500	Autumn	274	Oct	1,998
chic	1998-10-02	49.0	10.816	41.900	23.402	Autumn	275	Oct	1,998
chic	1998-10-03	55.0	19.169	49.300	5.327	Autumn	276	Oct	1,998
chic	1998-10-04	60.0	19.164	50.300	8.297	Autumn	277	Oct	1,998
chic	1998-10-05	65.0	9.779	61.400	42.289	Autumn	278	Oct	1,998
chic	1998-10-06	65.0	9.217	61.200	15.343	Autumn	279	Oct	1,998
chic	1998-10-07	56.0	3.876	49.200	15.313	Autumn	280	Oct	1,998
chic	1998-10-08	54.0	11.312	44.800	13.005	Autumn	281	Oct	1,998
chic	1998-10-09	53.0	4.484	45.600	34.272	Autumn	282	Oct	1,998
chic	1998-10-10	53.0	7.985	46.400	57.278	Autumn	283	Oct	1,998
chic	1998-10-11	56.0	19.486	49.100	36.390	Autumn	284	Oct	1,998
chic	1998-10-12	60.0	10.047	46.900	42.459	Autumn	285	Oct	1,998
chic	1998-10-13	49.0	5.860	36.800	22.489	Autumn	286	Oct	1,998
chic	1998-10-14	48.0	4.287	40.400	26.742	Autumn	287	Oct	1,998
chic	1998-10-15	58.0	6.191	48.400	30.426	Autumn	288	Oct	1,998
chic	1998-10-16	68.0	23.327	57.200	50.429	Autumn	289	Oct	1,998
chic	1998-10-17	67.0	22.948	64.400	56.467	Autumn	290	Oct	1,998
chic	1998-10-18	57.0	15.736	48.100	10.530	Autumn	291	Oct	1,998
chic	1998-10-19	52.0	7.958	39.200	27.475	Autumn	292	Oct	1,998
chic	1998-10-20	50.0	9.538	33.900	21.081	Autumn	293	Oct	1,998
chic	1998-10-21	48.0	9.515	34.500	11.459	Autumn	294	Oct	1,998
chic	1998-10-22	45.0	6.526	31.100	21.431	Autumn	295	Oct	1,998
chic	1998-10-23	52.0	6.878	36.300	50.615	Autumn	296	Oct	1,998
chic	1998-10-24	54.0	10.283	38.900	55.728	Autumn	297	Oct	1,998
chic	1998-10-25	55.0	7.279	44.800	37.780	Autumn	298	Oct	1,998
chic	1998-10-26	62.0	9.446	49.700	55.813	Autumn	299	Oct	1,998
chic	1998-10-27	63.0	4.563	58.600	86.695	Autumn	300	Oct	1,998
chic	1998-10-28	54.0	11.918	52.300	14.734	Autumn	301	Oct	1,998
chic	1998-10-29	52.0	3.608	51.900	35.627	Autumn	302	Oct	1,998
chic	1998-10-30	61.0	0.775	58.400	44.691	Autumn	303	Oct	1,998
chic	1998-10-31	57.0	3.346	52.700	10.680	Autumn	304	Oct	1,998
chic	1998-11-01	54.0	19.111	50.000	11.261	Autumn	305	Nov	1,998
chic	1998-11-02	49.0	21.753	39.800	6.609	Autumn	306	Nov	1,998
chic	1998-11-03	41.0	28.138	33.400	5.474	Autumn	307	Nov	1,998
chic	1998-11-04	37.0	21.752	32.800	10.327	Autumn	308	Nov	1,998
chic	1998-11-05	39.0	5.916	27.400	21.333	Autumn	309	Nov	1,998
chic	1998-11-06	38.0	8.331	25.800	20.333	Autumn	310	Nov	1,998
chic	1998-11-07	35.0	6.602	26.100	39.773	Autumn	311	Nov	1,998
chic	1998-11-08	37.0	6.739	31.800	32.364	Autumn	312	Nov	1,998
chic	1998-11-09	43.0	8.349	37.300	52.292	Autumn	313	Nov	1,998
chic	1998-11-10	52.0	14.622	41.200	39.043	Autumn	314	Nov	1,998
chic	1998-11-11	41.0	16.469	28.500	28.316	Autumn	315	Nov	1,998
chic	1998-11-12	40.0	4.694	31.100	31.373	Autumn	316	Nov	1,998
chic	1998-11-13	43.0	11.497	34.600	33.770	Autumn	317	Nov	1,998
chic	1998-11-14	50.0	9.721	40.200	28.626	Autumn	318	Nov	1,998
chic	1998-11-15	43.0	16.875	32.200	12.590	Autumn	319	Nov	1,998
chic	1998-11-16	48.0	6.471	39.100	30.409	Autumn	320	Nov	1,998
chic	1998-11-17	42.0	7.097	34.600	24.504	Autumn	321	Nov	1,998
chic	1998-11-18	48.0	6.955	38.700	46.678	Autumn	322	Nov	1,998
chic	1998-11-19	45.0	8.319	31.100	26.164	Autumn	323	Nov	1,998
chic	1998-11-20	31.0	7.943	24.400	12.557	Autumn	324	Nov	1,998
chic	1998-11-21	34.0	8.487	24.400	31.601	Autumn	325	Nov	1,998
chic	1998-11-22	49.0	14.177	34.900	58.508	Autumn	326	Nov	1,998
chic	1998-11-23	50.0	13.111	35.400	38.396	Autumn	327	Nov	1,998
chic	1998-11-24	46.0	5.458	30.100	32.338	Autumn	328	Nov	1,998
chic	1998-11-25	50.0	4.065	35.800	34.377	Autumn	329	Nov	1,998
chic	1998-11-26	50.0	9.814	32.300	19.404	Autumn	330	Nov	1,998
chic	1998-11-27	48.0	5.618	35.700	62.503	Autumn	331	Nov	1,998
chic	1998-11-28	54.0	10.606	48.600	43.412	Autumn	332	Nov	1,998
chic	1998-11-29	63.0	13.242	58.400	57.635	Autumn	333	Nov	1,998
chic	1998-11-30	52.0	12.611	50.700	34.624	Autumn	334	Nov	1,998
chic	1998-12-01	45.0	6.670	37.700	24.777	Autumn	335	Dec	1,998
chic	1998-12-02	55.0	8.226	45.800	36.671	Autumn	336	Dec	1,998
chic	1998-12-03	61.0	8.492	54.900	43.688	Autumn	337	Dec	1,998
chic	1998-12-04	61.0	3.662	59.300	54.612	Autumn	338	Dec	1,998
chic	1998-12-05	59.0	8.074	56.600	33.471	Autumn	339	Dec	1,998
chic	1998-12-06	50.0	8.093	49.200	11.375	Autumn	340	Dec	1,998
chic	1998-12-07	39.0	18.651	31.600	10.743	Autumn	341	Dec	1,998
chic	1998-12-08	38.0	6.106	29.000	23.323	Autumn	342	Dec	1,998
chic	1998-12-09	39.0	6.532	29.500	29.252	Autumn	343	Dec	1,998
chic	1998-12-10	35.0	5.013	29.000	18.992	Autumn	344	Dec	1,998
chic	1998-12-11	39.0	6.116	26.100	26.059	Autumn	345	Dec	1,998
chic	1998-12-12	38.0	7.123	26.100	29.007	Autumn	346	Dec	1,998
chic	1998-12-13	38.0	13.011	31.200	25.819	Autumn	347	Dec	1,998
chic	1998-12-14	36.0	7.848	32.100	54.043	Autumn	348	Dec	1,998
chic	1998-12-15	44.0	6.422	31.200	31.090	Autumn	349	Dec	1,998
chic	1998-12-16	37.0	5.780	27.200	14.076	Autumn	350	Dec	1,998
chic	1998-12-17	32.0	8.823	22.300	16.003	Autumn	351	Dec	1,998
chic	1998-12-18	43.0	7.964	30.100	52.064	Autumn	352	Dec	1,998
chic	1998-12-19	35.0	9.247	26.300	22.671	Autumn	353	Dec	1,998
chic	1998-12-20	31.0	6.013	27.600	14.091	Autumn	354	Dec	1,998
chic	1998-12-21	23.0	6.906	18.800	19.954	Autumn	355	Dec	1,998
chic	1998-12-22	10.0	15.101	-1.900	24.848	Autumn	356	Dec	1,998
chic	1998-12-23	17.0	9.268	5.700	28.910	Autumn	357	Dec	1,998
chic	1998-12-24	19.0	10.642	4.800	24.037	Autumn	358	Dec	1,998
chic	1998-12-25	25.0	13.891	11.100	19.384	Autumn	359	Dec	1,998
chic	1998-12-26	26.0	11.757	12.300	36.102	Autumn	360	Dec	1,998
chic	1998-12-27	36.0	9.763	24.000	34.105	Autumn	361	Dec	1,998
chic	1998-12-28	29.0	5.780	23.300	33.060	Autumn	362	Dec	1,998
chic	1998-12-29	22.0	12.532	18.400	25.009	Autumn	363	Dec	1,998
chic	1998-12-30	7.0	9.386	-1.600	27.971	Autumn	364	Dec	1,998
chic	1998-12-31	13.0	9.786	5.100	25.801	Autumn	365	Dec	1,998
chic	1999-01-01	14.0	19.544	7.700	17.034	Winter	1	Jan	1,999
chic	1999-01-02	22.0	28.622	21.000	NA	Winter	2	Jan	1,999
chic	1999-01-03	16.0	21.308	8.400	17.982	Winter	3	Jan	1,999
chic	1999-01-04	-2.0	11.434	-6.900	13.949	Winter	4	Jan	1,999
chic	1999-01-05	1.0	8.987	-6.100	30.991	Winter	5	Jan	1,999
chic	1999-01-06	12.0	9.093	9.800	25.115	Winter	6	Jan	1,999
chic	1999-01-07	1.0	6.959	-6.700	36.870	Winter	7	Jan	1,999
chic	1999-01-08	16.0	17.606	10.900	22.892	Winter	8	Jan	1,999
chic	1999-01-09	4.0	12.819	-1.100	17.973	Winter	9	Jan	1,999
chic	1999-01-10	6.0	19.148	-0.400	18.969	Winter	10	Jan	1,999
chic	1999-01-11	5.0	10.172	0.000	30.908	Winter	11	Jan	1,999
chic	1999-01-12	20.0	10.068	14.100	33.441	Winter	12	Jan	1,999
chic	1999-01-13	20.0	30.689	15.400	1.881	Winter	13	Jan	1,999
chic	1999-01-14	18.0	18.219	12.600	21.804	Winter	14	Jan	1,999
chic	1999-01-15	23.0	6.830	20.200	38.578	Winter	15	Jan	1,999
chic	1999-01-16	30.0	9.600	29.800	26.606	Winter	16	Jan	1,999
chic	1999-01-17	28.0	8.006	31.300	32.697	Winter	17	Jan	1,999
chic	1999-01-18	29.0	20.055	25.800	14.374	Winter	18	Jan	1,999
chic	1999-01-19	27.0	9.724	20.000	28.705	Winter	19	Jan	1,999
chic	1999-01-20	30.0	7.200	28.800	55.757	Winter	20	Jan	1,999
chic	1999-01-21	37.0	7.526	32.600	54.760	Winter	21	Jan	1,999
chic	1999-01-22	42.0	5.890	41.500	16.798	Winter	22	Jan	1,999
chic	1999-01-23	39.0	8.243	35.300	5.817	Winter	23	Jan	1,999
chic	1999-01-24	33.0	17.145	30.000	18.821	Winter	24	Jan	1,999
chic	1999-01-25	28.0	10.567	24.600	12.749	Winter	25	Jan	1,999
chic	1999-01-26	29.0	8.855	23.400	32.779	Winter	26	Jan	1,999
chic	1999-01-27	42.0	11.265	34.000	48.608	Winter	27	Jan	1,999
chic	1999-01-28	33.0	10.581	27.400	22.661	Winter	28	Jan	1,999
chic	1999-01-29	33.0	12.499	25.600	27.564	Winter	29	Jan	1,999
chic	1999-01-30	34.0	17.882	28.000	40.605	Winter	30	Jan	1,999
chic	1999-01-31	36.0	23.128	27.500	20.567	Winter	31	Jan	1,999
chic	1999-02-01	40.0	7.147	38.400	22.603	Winter	32	Feb	1,999
chic	1999-02-02	38.0	7.980	32.400	5.458	Winter	33	Feb	1,999
chic	1999-02-03	41.0	15.103	27.400	41.480	Winter	34	Feb	1,999
chic	1999-02-04	31.0	17.076	21.100	16.496	Winter	35	Feb	1,999
chic	1999-02-05	31.0	7.190	24.200	27.102	Winter	36	Feb	1,999
chic	1999-02-06	40.0	12.098	30.400	18.449	Winter	37	Feb	1,999
chic	1999-02-07	33.0	15.665	29.800	24.524	Winter	38	Feb	1,999
chic	1999-02-08	37.0	7.852	36.200	31.507	Winter	39	Feb	1,999
chic	1999-02-09	44.0	12.035	29.800	8.529	Winter	40	Feb	1,999
chic	1999-02-10	44.0	12.572	27.200	49.518	Winter	41	Feb	1,999
chic	1999-02-11	49.0	14.816	47.800	27.314	Winter	42	Feb	1,999
chic	1999-02-12	23.0	23.945	13.100	12.537	Winter	43	Feb	1,999
chic	1999-02-13	23.0	17.655	10.800	21.697	Winter	44	Feb	1,999
chic	1999-02-14	34.0	15.676	21.900	35.713	Winter	45	Feb	1,999
chic	1999-02-15	45.0	15.752	30.600	56.614	Winter	46	Feb	1,999
chic	1999-02-16	39.0	10.133	32.100	29.664	Winter	47	Feb	1,999
chic	1999-02-17	27.0	14.553	20.400	20.356	Winter	48	Feb	1,999
chic	1999-02-18	29.0	13.580	21.800	29.658	Winter	49	Feb	1,999
chic	1999-02-19	28.0	26.467	20.900	8.779	Winter	50	Feb	1,999
chic	1999-02-20	25.0	25.258	17.000	6.762	Winter	51	Feb	1,999
chic	1999-02-21	28.0	35.747	15.700	NA	Winter	52	Feb	1,999
chic	1999-02-22	26.0	28.740	9.400	19.811	Winter	53	Feb	1,999
chic	1999-02-23	29.0	15.680	14.900	36.993	Winter	54	Feb	1,999
chic	1999-02-24	27.0	6.450	22.900	53.879	Winter	55	Feb	1,999
chic	1999-02-25	33.0	9.970	26.500	28.882	Winter	56	Feb	1,999
chic	1999-02-26	36.0	8.256	27.900	43.823	Winter	57	Feb	1,999
chic	1999-02-27	43.0	6.453	39.200	32.967	Winter	58	Feb	1,999
chic	1999-02-28	37.0	15.709	32.100	2.003	Winter	59	Feb	1,999
chic	1999-03-01	38.0	24.636	25.300	22.470	Winter	60	Mar	1,999
chic	1999-03-02	37.0	5.740	33.100	29.989	Winter	61	Mar	1,999
chic	1999-03-03	31.0	21.297	18.700	4.921	Winter	62	Mar	1,999
chic	1999-03-04	30.0	17.511	18.400	17.443	Winter	63	Mar	1,999
chic	1999-03-05	35.0	16.595	28.700	29.943	Winter	64	Mar	1,999
chic	1999-03-06	25.0	35.954	19.700	1.847	Winter	65	Mar	1,999
chic	1999-03-07	21.0	38.569	14.400	18.604	Winter	66	Mar	1,999
chic	1999-03-08	24.0	29.465	16.200	42.927	Winter	67	Mar	1,999
chic	1999-03-09	29.0	26.707	26.400	11.916	Winter	68	Mar	1,999
chic	1999-03-10	29.0	36.945	20.300	2.010	Winter	69	Mar	1,999
chic	1999-03-11	28.0	24.058	20.400	13.225	Winter	70	Mar	1,999
chic	1999-03-12	27.0	32.069	19.600	12.234	Winter	71	Mar	1,999
chic	1999-03-13	28.0	33.905	18.100	23.476	Winter	72	Mar	1,999
chic	1999-03-14	32.0	39.149	18.900	3.335	Winter	73	Mar	1,999
chic	1999-03-15	31.0	15.541	19.200	36.486	Winter	74	Mar	1,999
chic	1999-03-16	43.0	12.755	29.800	44.494	Winter	75	Mar	1,999
chic	1999-03-17	50.0	27.021	40.700	29.452	Winter	76	Mar	1,999
chic	1999-03-18	38.0	26.502	27.100	13.441	Winter	77	Mar	1,999
chic	1999-03-19	36.0	21.985	23.700	21.881	Winter	78	Mar	1,999
chic	1999-03-20	39.0	18.051	27.200	31.425	Winter	79	Mar	1,999
chic	1999-03-21	38.0	31.749	23.200	5.466	Winter	80	Mar	1,999
chic	1999-03-22	36.0	22.381	21.300	23.528	Winter	81	Mar	1,999
chic	1999-03-23	38.0	13.426	21.000	40.412	Winter	82	Mar	1,999
chic	1999-03-24	35.0	32.917	21.900	19.371	Winter	83	Mar	1,999
chic	1999-03-25	32.0	30.220	23.300	22.737	Winter	84	Mar	1,999
chic	1999-03-26	35.0	29.918	25.900	17.412	Winter	85	Mar	1,999
chic	1999-03-27	41.0	21.318	26.300	35.508	Winter	86	Mar	1,999
chic	1999-03-28	43.0	18.002	33.700	54.245	Winter	87	Mar	1,999
chic	1999-03-29	48.0	15.828	24.500	24.116	Winter	88	Mar	1,999
chic	1999-03-30	55.0	22.335	28.500	97.171	Winter	89	Mar	1,999
chic	1999-03-31	60.0	28.356	41.300	64.192	Winter	90	Mar	1,999
chic	1999-04-01	58.0	13.044	51.700	45.317	Spring	91	Apr	1,999
chic	1999-04-02	64.0	12.426	54.600	45.278	Spring	92	Apr	1,999
chic	1999-04-03	63.0	12.984	57.800	40.407	Spring	93	Apr	1,999
chic	1999-04-04	56.0	20.542	47.300	14.126	Spring	94	Apr	1,999
chic	1999-04-05	50.0	18.395	43.200	16.104	Spring	95	Apr	1,999
chic	1999-04-06	53.0	21.260	42.400	18.555	Spring	96	Apr	1,999
chic	1999-04-07	55.0	27.175	42.700	58.076	Spring	97	Apr	1,999
chic	1999-04-08	55.0	28.834	43.700	35.033	Spring	98	Apr	1,999
chic	1999-04-09	45.0	28.640	40.000	6.223	Spring	99	Apr	1,999
chic	1999-04-10	47.0	30.940	35.000	12.423	Spring	100	Apr	1,999
chic	1999-04-11	46.0	20.435	39.700	9.511	Spring	101	Apr	1,999
chic	1999-04-12	45.0	22.314	32.100	26.318	Spring	102	Apr	1,999
chic	1999-04-13	50.0	18.429	33.300	36.415	Spring	103	Apr	1,999
chic	1999-04-14	49.0	25.701	26.000	62.396	Spring	104	Apr	1,999
chic	1999-04-15	49.0	33.305	39.400	27.448	Spring	105	Apr	1,999
chic	1999-04-16	44.0	23.658	37.300	6.554	Spring	106	Apr	1,999
chic	1999-04-17	44.0	15.368	34.000	7.540	Spring	107	Apr	1,999
chic	1999-04-18	42.0	10.940	37.100	29.119	Spring	108	Apr	1,999
chic	1999-04-19	42.0	10.255	36.500	45.653	Spring	109	Apr	1,999
chic	1999-04-20	45.0	20.158	39.400	43.592	Spring	110	Apr	1,999
chic	1999-04-21	54.0	22.511	48.000	32.596	Spring	111	Apr	1,999
chic	1999-04-22	48.0	9.718	47.200	31.472	Spring	112	Apr	1,999
chic	1999-04-23	43.0	27.187	35.600	NA	Spring	113	Apr	1,999
chic	1999-04-24	44.0	30.836	24.600	16.882	Spring	114	Apr	1,999
chic	1999-04-25	48.0	30.583	30.500	19.711	Spring	115	Apr	1,999
chic	1999-04-26	51.0	36.410	33.400	33.645	Spring	116	Apr	1,999
chic	1999-04-27	50.0	26.476	41.500	29.452	Spring	117	Apr	1,999
chic	1999-04-28	51.0	28.573	38.400	12.712	Spring	118	Apr	1,999
chic	1999-04-29	52.0	32.836	32.700	15.517	Spring	119	Apr	1,999
chic	1999-04-30	51.0	29.154	29.000	27.205	Spring	120	Apr	1,999
chic	1999-05-01	56.0	29.712	30.500	28.226	Spring	121	May	1,999
chic	1999-05-02	58.0	42.535	37.300	31.133	Spring	122	May	1,999
chic	1999-05-03	64.0	38.044	42.800	51.162	Spring	123	May	1,999
chic	1999-05-04	67.0	39.147	52.200	75.065	Spring	124	May	1,999
chic	1999-05-05	70.0	32.835	57.200	74.002	Spring	125	May	1,999
chic	1999-05-06	58.0	17.469	52.800	24.573	Spring	126	May	1,999
chic	1999-05-07	56.0	19.581	46.900	31.606	Spring	127	May	1,999
chic	1999-05-08	53.0	10.887	48.200	8.573	Spring	128	May	1,999
chic	1999-05-09	51.0	16.290	42.700	7.446	Spring	129	May	1,999
chic	1999-05-10	58.0	31.671	46.500	32.451	Spring	130	May	1,999
chic	1999-05-11	67.0	31.835	52.100	63.434	Spring	131	May	1,999
chic	1999-05-12	62.0	26.392	52.700	43.987	Spring	132	May	1,999
chic	1999-05-13	51.0	26.167	41.000	16.426	Spring	133	May	1,999
chic	1999-05-14	53.0	24.638	41.300	15.319	Spring	134	May	1,999
chic	1999-05-15	60.0	20.214	54.800	49.206	Spring	135	May	1,999
chic	1999-05-16	69.0	35.568	63.100	44.147	Spring	136	May	1,999
chic	1999-05-17	69.0	26.727	62.600	31.134	Spring	137	May	1,999
chic	1999-05-18	61.0	20.023	52.300	17.576	Spring	138	May	1,999
chic	1999-05-19	61.0	19.217	44.800	25.158	Spring	139	May	1,999
chic	1999-05-20	64.0	34.411	49.100	51.043	Spring	140	May	1,999
chic	1999-05-21	66.0	44.701	56.800	64.952	Spring	141	May	1,999
chic	1999-05-22	59.0	32.945	52.800	8.953	Spring	142	May	1,999
chic	1999-05-23	60.0	16.033	50.700	18.907	Spring	143	May	1,999
chic	1999-05-24	51.0	15.479	40.700	16.085	Spring	144	May	1,999
chic	1999-05-25	56.0	24.188	38.700	33.923	Spring	145	May	1,999
chic	1999-05-26	60.0	21.524	40.400	19.967	Spring	146	May	1,999
chic	1999-05-27	64.0	23.507	41.300	57.028	Spring	147	May	1,999
chic	1999-05-28	75.0	27.486	53.800	43.017	Spring	148	May	1,999
chic	1999-05-29	76.0	45.505	54.400	46.154	Spring	149	May	1,999
chic	1999-05-30	70.0	49.136	56.000	52.650	Spring	150	May	1,999
chic	1999-05-31	73.0	27.124	63.400	35.368	Spring	151	May	1,999
chic	1999-06-01	65.0	15.866	59.700	32.401	Spring	152	Jun	1,999
chic	1999-06-02	64.0	12.711	57.700	11.445	Spring	153	Jun	1,999
chic	1999-06-03	58.0	20.498	47.700	14.275	Spring	154	Jun	1,999
chic	1999-06-04	64.0	30.964	56.600	31.228	Spring	155	Jun	1,999
chic	1999-06-05	75.0	27.161	68.000	30.479	Spring	156	Jun	1,999
chic	1999-06-06	80.0	29.721	69.900	49.322	Spring	157	Jun	1,999
chic	1999-06-07	81.0	33.472	63.800	31.316	Spring	158	Jun	1,999
chic	1999-06-08	80.0	36.227	63.200	36.231	Spring	159	Jun	1,999
chic	1999-06-09	79.0	25.028	63.200	48.151	Spring	160	Jun	1,999
chic	1999-06-10	79.0	26.218	66.700	57.072	Spring	161	Jun	1,999
chic	1999-06-11	78.0	30.261	67.500	46.467	Spring	162	Jun	1,999
chic	1999-06-12	75.0	37.818	68.200	39.088	Spring	163	Jun	1,999
chic	1999-06-13	65.0	25.603	63.500	17.121	Spring	164	Jun	1,999
chic	1999-06-14	66.0	23.252	55.000	10.061	Spring	165	Jun	1,999
chic	1999-06-15	58.0	24.013	37.900	5.181	Spring	166	Jun	1,999
chic	1999-06-16	61.0	26.573	44.700	17.212	Spring	167	Jun	1,999
chic	1999-06-17	57.0	23.743	42.900	16.520	Spring	168	Jun	1,999
chic	1999-06-18	59.0	25.413	47.600	32.228	Spring	169	Jun	1,999
chic	1999-06-19	68.0	36.607	49.900	25.305	Spring	170	Jun	1,999
chic	1999-06-20	67.0	52.132	54.400	34.261	Spring	171	Jun	1,999
chic	1999-06-21	72.0	50.347	59.800	62.253	Spring	172	Jun	1,999
chic	1999-06-22	74.0	31.716	66.200	79.245	Spring	173	Jun	1,999
chic	1999-06-23	76.0	42.227	67.300	61.181	Spring	174	Jun	1,999
chic	1999-06-24	76.0	25.025	65.900	26.220	Spring	175	Jun	1,999
chic	1999-06-25	75.0	28.677	58.200	43.203	Spring	176	Jun	1,999
chic	1999-06-26	76.0	33.650	66.200	40.132	Spring	177	Jun	1,999
chic	1999-06-27	78.0	38.261	70.600	41.202	Spring	178	Jun	1,999
chic	1999-06-28	77.0	28.135	69.200	51.232	Spring	179	Jun	1,999
chic	1999-06-29	66.0	21.563	51.100	22.621	Spring	180	Jun	1,999
chic	1999-06-30	68.0	26.091	54.700	30.284	Spring	181	Jun	1,999
chic	1999-07-01	74.0	23.849	64.300	28.339	Summer	182	Jul	1,999
chic	1999-07-02	77.0	26.201	67.300	30.328	Summer	183	Jul	1,999
chic	1999-07-03	84.0	27.036	76.200	63.336	Summer	184	Jul	1,999
chic	1999-07-04	86.0	27.494	74.100	41.301	Summer	185	Jul	1,999
chic	1999-07-05	87.0	31.308	74.400	33.770	Summer	186	Jul	1,999
chic	1999-07-06	79.0	25.197	62.700	25.336	Summer	187	Jul	1,999
chic	1999-07-07	75.0	26.729	53.700	23.355	Summer	188	Jul	1,999
chic	1999-07-08	76.0	35.527	60.400	71.361	Summer	189	Jul	1,999
chic	1999-07-09	76.0	32.110	65.000	30.345	Summer	190	Jul	1,999
chic	1999-07-10	64.0	21.481	51.500	7.334	Summer	191	Jul	1,999
chic	1999-07-11	67.0	19.312	50.300	24.790	Summer	192	Jul	1,999
chic	1999-07-12	68.0	22.929	50.800	44.328	Summer	193	Jul	1,999
chic	1999-07-13	70.0	30.737	55.700	72.383	Summer	194	Jul	1,999
chic	1999-07-14	74.0	42.504	59.200	95.405	Summer	195	Jul	1,999
chic	1999-07-15	78.0	49.012	62.800	84.349	Summer	196	Jul	1,999
chic	1999-07-16	82.0	43.071	68.300	109.322	Summer	197	Jul	1,999
chic	1999-07-17	75.0	23.912	70.600	32.928	Summer	198	Jul	1,999
chic	1999-07-18	77.0	29.776	66.600	28.360	Summer	199	Jul	1,999
chic	1999-07-19	79.0	24.449	70.100	35.388	Summer	200	Jul	1,999
chic	1999-07-20	76.0	27.106	70.400	28.486	Summer	201	Jul	1,999
chic	1999-07-21	83.0	26.816	72.100	36.486	Summer	202	Jul	1,999
chic	1999-07-22	82.0	25.542	73.400	31.601	Summer	203	Jul	1,999
chic	1999-07-23	83.0	22.969	72.800	35.452	Summer	204	Jul	1,999
chic	1999-07-24	82.0	31.587	73.200	17.585	Summer	205	Jul	1,999
chic	1999-07-25	85.0	35.945	70.600	19.546	Summer	206	Jul	1,999
chic	1999-07-26	80.0	20.986	69.500	49.595	Summer	207	Jul	1,999
chic	1999-07-27	79.0	23.729	68.300	26.573	Summer	208	Jul	1,999
chic	1999-07-28	82.0	30.433	71.800	34.586	Summer	209	Jul	1,999
chic	1999-07-29	83.0	27.571	76.600	45.562	Summer	210	Jul	1,999
chic	1999-07-30	90.0	30.940	77.100	63.567	Summer	211	Jul	1,999
chic	1999-07-31	83.0	34.497	71.400	29.567	Summer	212	Jul	1,999
chic	1999-08-01	74.0	23.913	60.100	8.564	Summer	213	Aug	1,999
chic	1999-08-02	71.0	16.009	56.300	11.548	Summer	214	Aug	1,999
chic	1999-08-03	71.0	21.190	59.000	28.537	Summer	215	Aug	1,999
chic	1999-08-04	76.0	21.252	58.300	32.911	Summer	216	Aug	1,999
chic	1999-08-05	73.0	18.775	55.600	19.504	Summer	217	Aug	1,999
chic	1999-08-06	76.0	26.146	62.000	46.510	Summer	218	Aug	1,999
chic	1999-08-07	72.0	19.676	67.700	39.559	Summer	219	Aug	1,999
chic	1999-08-08	66.0	23.711	57.000	4.518	Summer	220	Aug	1,999
chic	1999-08-09	66.0	20.241	56.200	29.540	Summer	221	Aug	1,999
chic	1999-08-10	78.0	29.447	63.800	32.281	Summer	222	Aug	1,999
chic	1999-08-11	75.0	16.092	61.100	38.425	Summer	223	Aug	1,999
chic	1999-08-12	70.0	13.113	65.900	30.425	Summer	224	Aug	1,999
chic	1999-08-13	72.0	20.441	65.600	30.556	Summer	225	Aug	1,999
chic	1999-08-14	64.0	21.079	52.700	4.532	Summer	226	Aug	1,999
chic	1999-08-15	66.0	17.900	54.400	13.488	Summer	227	Aug	1,999
chic	1999-08-16	73.0	26.920	57.900	36.849	Summer	228	Aug	1,999
chic	1999-08-17	75.0	26.349	60.600	33.617	Summer	229	Aug	1,999
chic	1999-08-18	67.0	5.040	62.700	36.641	Summer	230	Aug	1,999
chic	1999-08-19	68.0	22.006	62.300	14.573	Summer	231	Aug	1,999
chic	1999-08-20	67.0	21.740	57.200	16.608	Summer	232	Aug	1,999
chic	1999-08-21	65.0	17.008	57.400	27.608	Summer	233	Aug	1,999
chic	1999-08-22	67.0	21.075	57.100	32.124	Summer	234	Aug	1,999
chic	1999-08-23	72.0	19.645	64.200	39.433	Summer	235	Aug	1,999
chic	1999-08-24	71.0	27.244	67.100	32.332	Summer	236	Aug	1,999
chic	1999-08-25	70.0	31.181	66.100	21.184	Summer	237	Aug	1,999
chic	1999-08-26	72.0	24.277	64.600	31.238	Summer	238	Aug	1,999
chic	1999-08-27	74.0	22.642	66.100	60.151	Summer	239	Aug	1,999
chic	1999-08-28	80.0	29.829	69.700	58.608	Summer	240	Aug	1,999
chic	1999-08-29	69.0	28.762	56.000	12.258	Summer	241	Aug	1,999
chic	1999-08-30	62.0	23.457	51.800	16.192	Summer	242	Aug	1,999
chic	1999-08-31	65.0	23.004	54.400	31.096	Summer	243	Aug	1,999
chic	1999-09-01	70.0	34.706	57.300	78.137	Summer	244	Sep	1,999
chic	1999-09-02	74.0	38.777	62.100	98.132	Summer	245	Sep	1,999
chic	1999-09-03	76.0	47.018	61.500	76.936	Summer	246	Sep	1,999
chic	1999-09-04	79.0	54.466	61.600	63.096	Summer	247	Sep	1,999
chic	1999-09-05	77.0	53.221	63.500	56.047	Summer	248	Sep	1,999
chic	1999-09-06	66.0	24.289	54.900	10.910	Summer	249	Sep	1,999
chic	1999-09-07	65.0	14.292	55.200	24.891	Summer	250	Sep	1,999
chic	1999-09-08	71.0	17.324	54.200	35.677	Summer	251	Sep	1,999
chic	1999-09-09	62.0	11.815	46.600	39.446	Summer	252	Sep	1,999
chic	1999-09-10	62.0	13.130	45.200	48.652	Summer	253	Sep	1,999
chic	1999-09-11	64.0	19.561	48.700	40.680	Summer	254	Sep	1,999
chic	1999-09-12	68.0	23.811	58.900	27.680	Summer	255	Sep	1,999
chic	1999-09-13	59.0	6.247	49.900	11.564	Summer	256	Sep	1,999
chic	1999-09-14	59.0	8.615	44.400	17.545	Summer	257	Sep	1,999
chic	1999-09-15	55.0	9.027	46.200	26.108	Summer	258	Sep	1,999
chic	1999-09-16	59.0	12.520	47.800	19.647	Summer	259	Sep	1,999
chic	1999-09-17	59.0	13.718	48.100	21.660	Summer	260	Sep	1,999
chic	1999-09-18	62.0	18.675	49.000	50.655	Summer	261	Sep	1,999
chic	1999-09-19	64.0	29.363	53.500	49.682	Summer	262	Sep	1,999
chic	1999-09-20	58.0	11.985	45.900	9.658	Summer	263	Sep	1,999
chic	1999-09-21	51.0	14.565	44.600	13.702	Summer	264	Sep	1,999
chic	1999-09-22	57.0	12.017	39.800	23.564	Summer	265	Sep	1,999
chic	1999-09-23	66.0	22.427	46.300	48.430	Summer	266	Sep	1,999
chic	1999-09-24	57.0	19.720	47.100	5.367	Summer	267	Sep	1,999
chic	1999-09-25	62.0	25.482	48.400	36.373	Summer	268	Sep	1,999
chic	1999-09-26	72.0	43.634	49.300	91.392	Summer	269	Sep	1,999
chic	1999-09-27	66.0	35.492	58.700	25.873	Summer	270	Sep	1,999
chic	1999-09-28	58.0	16.363	56.700	8.556	Summer	271	Sep	1,999
chic	1999-09-29	56.0	11.233	43.700	3.770	Summer	272	Sep	1,999
chic	1999-09-30	56.0	13.015	38.900	29.000	Summer	273	Sep	1,999
chic	1999-10-01	51.0	7.906	35.000	23.954	Autumn	274	Oct	1,999
chic	1999-10-02	46.0	9.355	40.800	15.937	Autumn	275	Oct	1,999
chic	1999-10-03	44.0	15.059	40.200	17.555	Autumn	276	Oct	1,999
chic	1999-10-04	47.0	15.547	38.000	14.896	Autumn	277	Oct	1,999
chic	1999-10-05	51.0	8.447	36.800	39.912	Autumn	278	Oct	1,999
chic	1999-10-06	52.0	17.825	41.800	24.745	Autumn	279	Oct	1,999
chic	1999-10-07	59.0	13.739	42.400	29.718	Autumn	280	Oct	1,999
chic	1999-10-08	61.0	13.533	54.100	62.751	Autumn	281	Oct	1,999
chic	1999-10-09	59.0	4.536	57.600	50.754	Autumn	282	Oct	1,999
chic	1999-10-10	66.0	22.028	58.000	23.677	Autumn	283	Oct	1,999
chic	1999-10-11	55.0	14.504	46.100	28.641	Autumn	284	Oct	1,999
chic	1999-10-12	62.0	19.519	47.200	81.649	Autumn	285	Oct	1,999
chic	1999-10-13	56.0	13.718	44.000	27.688	Autumn	286	Oct	1,999
chic	1999-10-14	48.0	10.072	34.800	31.734	Autumn	287	Oct	1,999
chic	1999-10-15	64.0	23.249	46.300	47.286	Autumn	288	Oct	1,999
chic	1999-10-16	58.0	21.462	54.200	53.392	Autumn	289	Oct	1,999
chic	1999-10-17	45.0	13.897	33.800	1.364	Autumn	290	Oct	1,999
chic	1999-10-18	44.0	4.391	34.400	20.381	Autumn	291	Oct	1,999
chic	1999-10-19	50.0	8.293	33.500	47.414	Autumn	292	Oct	1,999
chic	1999-10-20	44.0	6.106	30.700	30.392	Autumn	293	Oct	1,999
chic	1999-10-21	52.0	9.528	36.300	39.382	Autumn	294	Oct	1,999
chic	1999-10-22	51.0	18.540	26.600	22.504	Autumn	295	Oct	1,999
chic	1999-10-23	43.0	19.395	25.700	6.469	Autumn	296	Oct	1,999
chic	1999-10-24	40.0	13.152	22.100	5.425	Autumn	297	Oct	1,999
chic	1999-10-25	50.0	12.166	28.100	59.444	Autumn	298	Oct	1,999
chic	1999-10-26	53.0	10.993	29.400	51.499	Autumn	299	Oct	1,999
chic	1999-10-27	48.0	9.043	37.000	41.514	Autumn	300	Oct	1,999
chic	1999-10-28	64.0	13.735	43.300	83.282	Autumn	301	Oct	1,999
chic	1999-10-29	62.0	25.028	47.000	93.151	Autumn	302	Oct	1,999
chic	1999-10-30	66.0	36.842	50.700	88.173	Autumn	303	Oct	1,999
chic	1999-10-31	58.0	14.896	49.300	42.189	Autumn	304	Oct	1,999
chic	1999-11-01	59.0	15.208	46.900	59.143	Autumn	305	Nov	1,999
chic	1999-11-02	42.0	19.026	22.600	21.793	Autumn	306	Nov	1,999
chic	1999-11-03	37.0	15.577	17.700	26.244	Autumn	307	Nov	1,999
chic	1999-11-04	46.0	12.917	24.200	120.233	Autumn	308	Nov	1,999
chic	1999-11-05	55.0	14.505	34.300	51.127	Autumn	309	Nov	1,999
chic	1999-11-06	45.0	14.703	20.300	30.052	Autumn	310	Nov	1,999
chic	1999-11-07	44.0	20.237	32.300	41.980	Autumn	311	Nov	1,999
chic	1999-11-08	55.0	10.036	41.000	46.494	Autumn	312	Nov	1,999
chic	1999-11-09	67.0	23.377	48.500	55.783	Autumn	313	Nov	1,999
chic	1999-11-10	58.0	24.532	46.700	50.915	Autumn	314	Nov	1,999
chic	1999-11-11	44.0	21.410	38.000	14.757	Autumn	315	Nov	1,999
chic	1999-11-12	47.0	7.467	41.200	67.673	Autumn	316	Nov	1,999
chic	1999-11-13	54.0	15.472	43.800	82.673	Autumn	317	Nov	1,999
chic	1999-11-14	45.0	22.983	30.500	24.647	Autumn	318	Nov	1,999
chic	1999-11-15	41.0	9.997	26.300	14.799	Autumn	319	Nov	1,999
chic	1999-11-16	38.0	17.235	29.300	12.766	Autumn	320	Nov	1,999
chic	1999-11-17	40.0	11.749	25.000	27.858	Autumn	321	Nov	1,999
chic	1999-11-18	58.0	18.059	36.200	85.864	Autumn	322	Nov	1,999
chic	1999-11-19	49.0	16.215	37.700	75.007	Autumn	323	Nov	1,999
chic	1999-11-20	39.0	4.948	35.200	38.481	Autumn	324	Nov	1,999
chic	1999-11-21	42.0	5.338	42.000	46.095	Autumn	325	Nov	1,999
chic	1999-11-22	54.0	9.171	46.000	52.958	Autumn	326	Nov	1,999
chic	1999-11-23	52.0	11.317	50.000	33.058	Autumn	327	Nov	1,999
chic	1999-11-24	40.0	10.067	30.700	14.251	Autumn	328	Nov	1,999
chic	1999-11-25	36.0	9.685	27.800	25.158	Autumn	329	Nov	1,999
chic	1999-11-26	37.0	10.547	32.200	30.175	Autumn	330	Nov	1,999
chic	1999-11-27	41.0	10.172	30.100	10.175	Autumn	331	Nov	1,999
chic	1999-11-28	34.0	10.613	25.000	6.290	Autumn	332	Nov	1,999
chic	1999-11-29	32.0	10.908	19.900	12.231	Autumn	333	Nov	1,999
chic	1999-11-30	30.0	8.230	15.300	20.283	Autumn	334	Nov	1,999
chic	1999-12-01	36.0	8.773	20.800	46.225	Autumn	335	Dec	1,999
chic	1999-12-02	50.0	10.413	32.900	32.784	Autumn	336	Dec	1,999
chic	1999-12-03	53.0	12.599	48.000	58.078	Autumn	337	Dec	1,999
chic	1999-12-04	49.0	6.401	48.500	50.143	Autumn	338	Dec	1,999
chic	1999-12-05	39.0	13.904	34.300	NA	Autumn	339	Dec	1,999
chic	1999-12-06	29.0	10.388	22.600	11.257	Autumn	340	Dec	1,999
chic	1999-12-07	33.0	7.706	29.100	30.221	Autumn	341	Dec	1,999
chic	1999-12-08	38.0	6.523	33.500	30.068	Autumn	342	Dec	1,999
chic	1999-12-09	43.0	8.432	38.600	56.046	Autumn	343	Dec	1,999
chic	1999-12-10	31.0	10.923	23.400	12.969	Autumn	344	Dec	1,999
chic	1999-12-11	31.0	8.321	25.000	21.795	Autumn	345	Dec	1,999
chic	1999-12-12	35.0	5.447	30.600	14.734	Autumn	346	Dec	1,999
chic	1999-12-13	35.0	11.131	31.200	38.756	Autumn	347	Dec	1,999
chic	1999-12-14	38.0	15.035	34.200	16.264	Autumn	348	Dec	1,999
chic	1999-12-15	36.0	5.678	33.900	17.600	Autumn	349	Dec	1,999
chic	1999-12-16	27.0	7.292	20.300	9.594	Autumn	350	Dec	1,999
chic	1999-12-17	23.0	13.004	17.900	9.729	Autumn	351	Dec	1,999
chic	1999-12-18	19.0	10.560	14.600	21.624	Autumn	352	Dec	1,999
chic	1999-12-19	32.0	7.754	29.100	30.674	Autumn	353	Dec	1,999
chic	1999-12-20	21.0	16.036	11.000	23.115	Autumn	354	Dec	1,999
chic	1999-12-21	8.0	11.040	-1.600	20.734	Autumn	355	Dec	1,999
chic	1999-12-22	13.0	7.549	5.800	22.917	Autumn	356	Dec	1,999
chic	1999-12-23	10.0	9.435	3.800	35.791	Autumn	357	Dec	1,999
chic	1999-12-24	14.0	11.422	4.700	27.716	Autumn	358	Dec	1,999
chic	1999-12-25	19.0	10.562	14.000	42.755	Autumn	359	Dec	1,999
chic	1999-12-26	28.0	24.355	14.300	25.435	Autumn	360	Dec	1,999
chic	1999-12-27	19.0	15.308	11.600	20.889	Autumn	361	Dec	1,999
chic	1999-12-28	21.0	11.371	16.400	12.985	Autumn	362	Dec	1,999
chic	1999-12-29	36.0	7.360	30.200	22.016	Autumn	363	Dec	1,999
chic	1999-12-30	34.0	12.759	28.900	5.930	Autumn	364	Dec	1,999
chic	1999-12-31	34.0	8.921	25.900	22.914	Autumn	365	Dec	1,999
chic	2000-01-01	42.0	8.655	32.200	31.378	Winter	1	Jan	2,000
chic	2000-01-02	48.0	19.001	42.300	43.983	Winter	2	Jan	2,000
chic	2000-01-03	35.0	13.341	33.700	5.003	Winter	3	Jan	2,000
chic	2000-01-04	28.0	15.288	22.200	10.002	Winter	4	Jan	2,000
chic	2000-01-05	20.0	8.163	16.600	21.962	Winter	5	Jan	2,000
chic	2000-01-06	34.0	7.430	25.300	32.942	Winter	6	Jan	2,000
chic	2000-01-07	25.0	10.838	13.300	27.253	Winter	7	Jan	2,000
chic	2000-01-08	37.0	9.420	28.500	25.012	Winter	8	Jan	2,000
chic	2000-01-09	39.0	6.056	38.500	25.878	Winter	9	Jan	2,000
chic	2000-01-10	42.0	11.034	34.900	8.893	Winter	10	Jan	2,000
chic	2000-01-11	33.0	14.487	21.500	8.914	Winter	11	Jan	2,000
chic	2000-01-12	31.0	16.808	21.700	12.043	Winter	12	Jan	2,000
chic	2000-01-13	25.0	12.177	18.400	20.673	Winter	13	Jan	2,000
chic	2000-01-14	20.0	7.395	14.500	30.374	Winter	14	Jan	2,000
chic	2000-01-15	34.0	7.444	24.200	42.631	Winter	15	Jan	2,000
chic	2000-01-16	31.0	22.857	19.400	6.733	Winter	16	Jan	2,000
chic	2000-01-17	22.0	21.891	12.700	21.721	Winter	17	Jan	2,000
chic	2000-01-18	25.0	6.874	20.900	18.771	Winter	18	Jan	2,000
chic	2000-01-19	21.0	5.751	15.700	35.539	Winter	19	Jan	2,000
chic	2000-01-20	10.0	15.369	2.100	12.810	Winter	20	Jan	2,000
chic	2000-01-21	5.0	9.051	-3.200	45.855	Winter	21	Jan	2,000
chic	2000-01-22	17.0	8.266	14.500	30.000	Winter	22	Jan	2,000
chic	2000-01-23	16.0	16.893	4.300	18.903	Winter	23	Jan	2,000
chic	2000-01-24	6.0	8.840	-0.600	33.873	Winter	24	Jan	2,000
chic	2000-01-25	17.0	13.177	8.500	24.398	Winter	25	Jan	2,000
chic	2000-01-26	15.0	12.160	5.400	26.727	Winter	26	Jan	2,000
chic	2000-01-27	20.0	14.709	11.500	26.646	Winter	27	Jan	2,000
chic	2000-01-28	21.0	8.975	14.500	49.724	Winter	28	Jan	2,000
chic	2000-01-29	24.0	25.951	19.100	26.856	Winter	29	Jan	2,000
chic	2000-01-30	28.0	11.195	23.300	23.892	Winter	30	Jan	2,000
chic	2000-01-31	20.0	13.115	14.400	35.121	Winter	31	Jan	2,000
chic	2000-02-01	25.0	12.216	16.500	25.800	Winter	32	Feb	2,000
chic	2000-02-02	21.0	9.548	16.000	38.794	Winter	33	Feb	2,000
chic	2000-02-03	33.0	11.692	26.700	18.842	Winter	34	Feb	2,000
chic	2000-02-04	25.0	14.343	19.000	13.814	Winter	35	Feb	2,000
chic	2000-02-05	21.0	13.601	16.500	20.834	Winter	36	Feb	2,000
chic	2000-02-06	23.0	9.188	21.600	37.996	Winter	37	Feb	2,000
chic	2000-02-07	26.0	17.672	23.300	15.806	Winter	38	Feb	2,000
chic	2000-02-08	22.0	13.417	21.600	43.806	Winter	39	Feb	2,000
chic	2000-02-09	41.0	14.038	30.200	36.769	Winter	40	Feb	2,000
chic	2000-02-10	35.0	11.680	32.100	48.789	Winter	41	Feb	2,000
chic	2000-02-11	24.0	22.128	13.900	8.803	Winter	42	Feb	2,000
chic	2000-02-12	24.0	26.077	14.500	30.679	Winter	43	Feb	2,000
chic	2000-02-13	30.0	15.742	26.800	36.744	Winter	44	Feb	2,000
chic	2000-02-14	26.0	16.329	22.500	14.604	Winter	45	Feb	2,000
chic	2000-02-15	31.0	8.546	28.100	28.640	Winter	46	Feb	2,000
chic	2000-02-16	28.0	19.189	19.000	19.685	Winter	47	Feb	2,000
chic	2000-02-17	27.0	18.302	18.600	35.727	Winter	48	Feb	2,000
chic	2000-02-18	30.0	26.327	27.800	22.044	Winter	49	Feb	2,000
chic	2000-02-19	29.0	23.354	21.700	7.761	Winter	50	Feb	2,000
chic	2000-02-20	27.0	24.361	19.700	19.817	Winter	51	Feb	2,000
chic	2000-02-21	35.0	12.490	29.100	48.836	Winter	52	Feb	2,000
chic	2000-02-22	49.0	10.445	40.300	55.808	Winter	53	Feb	2,000
chic	2000-02-23	59.0	27.482	40.600	85.736	Winter	54	Feb	2,000
chic	2000-02-24	49.0	17.252	49.900	24.305	Winter	55	Feb	2,000
chic	2000-02-25	55.0	17.538	50.300	59.584	Winter	56	Feb	2,000
chic	2000-02-26	56.0	26.031	51.700	35.590	Winter	57	Feb	2,000
chic	2000-02-27	45.0	24.953	30.700	NA	Winter	58	Feb	2,000
chic	2000-02-28	43.0	13.287	26.800	24.685	Winter	59	Feb	2,000
chic	2000-02-29	54.0	21.047	34.400	42.593	Winter	60	Feb	2,000
chic	2000-03-01	46.0	25.691	32.900	16.711	Winter	61	Mar	2,000
chic	2000-03-02	33.0	28.683	23.800	5.534	Winter	62	Mar	2,000
chic	2000-03-03	35.0	25.007	24.100	32.626	Winter	63	Mar	2,000
chic	2000-03-04	46.0	15.323	30.700	25.786	Winter	64	Mar	2,000
chic	2000-03-05	52.0	15.226	36.500	18.836	Winter	65	Mar	2,000
chic	2000-03-06	51.0	18.657	32.100	63.990	Winter	66	Mar	2,000
chic	2000-03-07	66.0	22.871	49.700	39.429	Winter	67	Mar	2,000
chic	2000-03-08	67.0	28.622	50.900	88.974	Winter	68	Mar	2,000
chic	2000-03-09	46.0	21.179	32.700	15.895	Winter	69	Mar	2,000
chic	2000-03-10	30.0	22.150	21.900	5.853	Winter	70	Mar	2,000
chic	2000-03-11	30.0	29.123	19.000	0.887	Winter	71	Mar	2,000
chic	2000-03-12	34.0	17.006	19.300	10.946	Winter	72	Mar	2,000
chic	2000-03-13	39.0	8.221	33.400	38.186	Winter	73	Mar	2,000
chic	2000-03-14	45.0	16.057	32.600	41.878	Winter	74	Mar	2,000
chic	2000-03-15	50.0	18.335	41.900	32.761	Winter	75	Mar	2,000
chic	2000-03-16	33.0	37.352	22.300	0.752	Winter	76	Mar	2,000
chic	2000-03-17	32.0	35.738	18.500	6.783	Winter	77	Mar	2,000
chic	2000-03-18	34.0	22.739	20.800	14.808	Winter	78	Mar	2,000
chic	2000-03-19	39.0	15.699	34.100	30.779	Winter	79	Mar	2,000
chic	2000-03-20	49.0	15.238	46.400	12.820	Winter	80	Mar	2,000
chic	2000-03-21	47.0	3.118	45.300	41.595	Winter	81	Mar	2,000
chic	2000-03-22	51.0	8.406	44.000	52.576	Winter	82	Mar	2,000
chic	2000-03-23	50.0	15.465	43.700	66.621	Winter	83	Mar	2,000
chic	2000-03-24	57.0	18.917	49.000	39.674	Winter	84	Mar	2,000
chic	2000-03-25	53.0	32.473	32.800	20.708	Winter	85	Mar	2,000
chic	2000-03-26	52.0	30.752	31.800	26.769	Winter	86	Mar	2,000
chic	2000-03-27	47.0	28.539	31.200	8.016	Winter	87	Mar	2,000
chic	2000-03-28	39.0	15.303	31.100	8.004	Winter	88	Mar	2,000
chic	2000-03-29	40.0	18.090	29.300	17.954	Winter	89	Mar	2,000
chic	2000-03-30	40.0	22.069	31.000	31.920	Winter	90	Mar	2,000
chic	2000-03-31	45.0	12.262	28.100	53.567	Winter	91	Mar	2,000
chic	2000-04-01	52.0	14.203	33.900	49.730	Spring	92	Apr	2,000
chic	2000-04-02	51.0	21.893	42.500	36.523	Spring	93	Apr	2,000
chic	2000-04-03	52.0	16.809	34.300	29.399	Spring	94	Apr	2,000
chic	2000-04-04	38.0	22.541	19.700	8.338	Spring	95	Apr	2,000
chic	2000-04-05	44.0	21.073	23.800	68.430	Spring	96	Apr	2,000
chic	2000-04-06	53.0	23.212	27.300	77.613	Spring	97	Apr	2,000
chic	2000-04-07	41.0	14.063	32.700	21.537	Spring	98	Apr	2,000
chic	2000-04-08	34.0	25.542	23.000	25.699	Spring	99	Apr	2,000
chic	2000-04-09	45.0	22.047	26.700	16.876	Spring	100	Apr	2,000
chic	2000-04-10	37.0	27.680	28.100	20.898	Spring	101	Apr	2,000
chic	2000-04-11	34.0	21.432	33.100	8.890	Spring	102	Apr	2,000
chic	2000-04-12	39.0	19.541	25.300	32.426	Spring	103	Apr	2,000
chic	2000-04-13	49.0	19.780	28.300	43.679	Spring	104	Apr	2,000
chic	2000-04-14	58.0	22.358	42.800	104.422	Spring	105	Apr	2,000
chic	2000-04-15	56.0	22.126	46.900	50.394	Spring	106	Apr	2,000
chic	2000-04-16	44.0	17.064	40.900	15.489	Spring	107	Apr	2,000
chic	2000-04-17	41.0	14.450	38.900	8.394	Spring	108	Apr	2,000
chic	2000-04-18	48.0	7.358	42.500	40.620	Spring	109	Apr	2,000
chic	2000-04-19	52.0	7.965	48.800	49.279	Spring	110	Apr	2,000
chic	2000-04-20	53.0	12.203	50.200	18.209	Spring	111	Apr	2,000
chic	2000-04-21	44.0	28.244	35.000	0.203	Spring	112	Apr	2,000
chic	2000-04-22	48.0	20.588	31.400	10.178	Spring	113	Apr	2,000
chic	2000-04-23	47.0	31.589	40.300	19.088	Spring	114	Apr	2,000
chic	2000-04-24	52.0	33.146	32.600	22.943	Spring	115	Apr	2,000
chic	2000-04-25	49.0	34.412	23.400	11.002	Spring	116	Apr	2,000
chic	2000-04-26	52.0	26.751	24.200	29.049	Spring	117	Apr	2,000
chic	2000-04-27	53.0	23.201	26.300	86.951	Spring	118	Apr	2,000
chic	2000-04-28	54.0	28.326	32.200	61.036	Spring	119	Apr	2,000
chic	2000-04-29	48.0	21.697	39.100	7.293	Spring	120	Apr	2,000
chic	2000-04-30	54.0	22.728	40.000	40.319	Spring	121	Apr	2,000
chic	2000-05-01	57.0	20.522	49.200	46.548	Spring	122	May	2,000
chic	2000-05-02	57.0	24.924	43.100	26.599	Spring	123	May	2,000
chic	2000-05-03	63.0	30.536	48.600	59.590	Spring	124	May	2,000
chic	2000-05-04	72.0	29.978	58.100	76.492	Spring	125	May	2,000
chic	2000-05-05	74.0	32.486	59.300	77.775	Spring	126	May	2,000
chic	2000-05-06	74.0	31.006	61.300	38.453	Spring	127	May	2,000
chic	2000-05-07	71.0	24.232	65.000	33.842	Spring	128	May	2,000
chic	2000-05-08	76.0	23.697	67.500	100.881	Spring	129	May	2,000
chic	2000-05-09	59.0	20.799	55.000	9.985	Spring	130	May	2,000
chic	2000-05-10	55.0	19.418	45.000	15.028	Spring	131	May	2,000
chic	2000-05-11	67.0	19.037	59.900	47.160	Spring	132	May	2,000
chic	2000-05-12	73.0	21.790	66.800	40.323	Spring	133	May	2,000
chic	2000-05-13	53.0	23.337	38.400	15.328	Spring	134	May	2,000
chic	2000-05-14	52.0	30.363	33.000	14.538	Spring	135	May	2,000
chic	2000-05-15	57.0	17.945	35.000	33.560	Spring	136	May	2,000
chic	2000-05-16	61.0	18.203	49.600	43.436	Spring	137	May	2,000
chic	2000-05-17	61.0	14.224	56.500	49.391	Spring	138	May	2,000
chic	2000-05-18	58.0	27.815	51.800	29.972	Spring	139	May	2,000
chic	2000-05-19	46.0	25.201	40.300	NA	Spring	140	May	2,000
chic	2000-05-20	55.0	23.159	37.800	15.763	Spring	141	May	2,000
chic	2000-05-21	57.0	25.529	48.600	27.794	Spring	142	May	2,000
chic	2000-05-22	67.0	18.125	56.400	69.889	Spring	143	May	2,000
chic	2000-05-23	69.0	23.377	52.000	41.982	Spring	144	May	2,000
chic	2000-05-24	68.0	32.668	42.200	59.435	Spring	145	May	2,000
chic	2000-05-25	64.0	28.655	36.500	54.945	Spring	146	May	2,000
chic	2000-05-26	61.0	16.744	48.500	68.920	Spring	147	May	2,000
chic	2000-05-27	60.0	31.002	55.900	26.900	Spring	148	May	2,000
chic	2000-05-28	55.0	24.876	52.000	4.900	Spring	149	May	2,000
chic	2000-05-29	56.0	25.104	47.400	6.822	Spring	150	May	2,000
chic	2000-05-30	65.0	25.921	61.400	35.946	Spring	151	May	2,000
chic	2000-05-31	67.0	13.323	64.800	53.802	Spring	152	May	2,000
chic	2000-06-01	73.0	31.653	65.500	59.903	Spring	153	Jun	2,000
chic	2000-06-02	60.0	24.986	52.800	21.169	Spring	154	Jun	2,000
chic	2000-06-03	55.0	28.948	44.900	8.332	Spring	155	Jun	2,000
chic	2000-06-04	56.0	27.622	50.600	14.436	Spring	156	Jun	2,000
chic	2000-06-05	54.0	30.356	47.000	20.657	Spring	157	Jun	2,000
chic	2000-06-06	60.0	20.128	41.800	45.343	Spring	158	Jun	2,000
chic	2000-06-07	64.0	31.610	46.800	96.382	Spring	159	Jun	2,000
chic	2000-06-08	78.0	49.303	59.800	54.461	Spring	160	Jun	2,000
chic	2000-06-09	77.0	54.180	57.500	86.576	Spring	161	Jun	2,000
chic	2000-06-10	80.0	31.051	67.000	89.503	Spring	162	Jun	2,000
chic	2000-06-11	70.0	15.029	66.800	26.050	Spring	163	Jun	2,000
chic	2000-06-12	57.0	8.302	56.000	10.461	Spring	164	Jun	2,000
chic	2000-06-13	69.0	11.746	63.800	32.486	Spring	165	Jun	2,000
chic	2000-06-14	72.0	25.588	64.600	42.407	Spring	166	Jun	2,000
chic	2000-06-15	70.0	24.928	58.800	20.398	Spring	167	Jun	2,000
chic	2000-06-16	67.0	21.578	60.300	24.317	Spring	168	Jun	2,000
chic	2000-06-17	60.0	24.943	45.300	15.642	Spring	169	Jun	2,000
chic	2000-06-18	65.0	27.921	46.900	8.348	Spring	170	Jun	2,000
chic	2000-06-19	66.0	28.965	57.000	43.353	Spring	171	Jun	2,000
chic	2000-06-20	74.0	19.387	68.600	33.334	Spring	172	Jun	2,000
chic	2000-06-21	74.0	24.868	58.000	13.275	Spring	173	Jun	2,000
chic	2000-06-22	72.0	27.350	56.200	13.306	Spring	174	Jun	2,000
chic	2000-06-23	71.0	23.006	61.700	33.124	Spring	175	Jun	2,000
chic	2000-06-24	71.0	21.430	67.500	30.367	Spring	176	Jun	2,000
chic	2000-06-25	75.0	28.725	65.100	16.429	Spring	177	Jun	2,000
chic	2000-06-26	72.0	20.490	63.900	18.370	Spring	178	Jun	2,000
chic	2000-06-27	68.0	18.655	52.600	17.367	Spring	179	Jun	2,000
chic	2000-06-28	62.0	8.919	57.000	NA	Spring	180	Jun	2,000
chic	2000-06-29	66.0	18.802	52.300	27.481	Spring	181	Jun	2,000
chic	2000-06-30	66.0	19.457	54.700	NA	Spring	182	Jun	2,000
chic	2000-07-01	71.0	32.851	61.200	NA	Summer	183	Jul	2,000
chic	2000-07-02	74.0	33.889	70.000	NA	Summer	184	Jul	2,000
chic	2000-07-03	68.0	20.342	64.700	NA	Summer	185	Jul	2,000
chic	2000-07-04	70.0	26.692	64.500	NA	Summer	186	Jul	2,000
chic	2000-07-05	76.0	40.434	65.000	35.761	Summer	187	Jul	2,000
chic	2000-07-06	74.0	36.873	64.200	31.384	Summer	188	Jul	2,000
chic	2000-07-07	70.0	22.823	58.000	26.384	Summer	189	Jul	2,000
chic	2000-07-08	73.0	32.081	64.000	52.384	Summer	190	Jul	2,000
chic	2000-07-09	81.0	35.527	70.700	56.384	Summer	191	Jul	2,000
chic	2000-07-10	73.0	26.560	68.300	19.384	Summer	192	Jul	2,000
chic	2000-07-11	69.0	31.801	64.000	31.907	Summer	193	Jul	2,000
chic	2000-07-12	72.0	35.732	58.100	27.384	Summer	194	Jul	2,000
chic	2000-07-13	75.0	31.958	64.500	40.384	Summer	195	Jul	2,000
chic	2000-07-14	77.0	31.155	63.400	23.384	Summer	196	Jul	2,000
chic	2000-07-15	73.0	26.047	60.100	18.384	Summer	197	Jul	2,000
chic	2000-07-16	73.0	21.586	57.700	20.384	Summer	198	Jul	2,000
chic	2000-07-17	77.0	21.662	63.400	31.036	Summer	199	Jul	2,000
chic	2000-07-18	66.0	20.179	54.300	18.384	Summer	200	Jul	2,000
chic	2000-07-19	63.0	18.644	53.900	14.384	Summer	201	Jul	2,000
chic	2000-07-20	67.0	16.079	56.300	38.384	Summer	202	Jul	2,000
chic	2000-07-21	67.0	15.322	51.100	16.384	Summer	203	Jul	2,000
chic	2000-07-22	63.0	16.222	53.900	17.384	Summer	204	Jul	2,000
chic	2000-07-23	63.0	16.459	49.700	18.235	Summer	205	Jul	2,000
chic	2000-07-24	66.0	29.202	53.600	31.384	Summer	206	Jul	2,000
chic	2000-07-25	69.0	30.002	56.700	45.384	Summer	207	Jul	2,000
chic	2000-07-26	73.0	34.104	60.800	84.384	Summer	208	Jul	2,000
chic	2000-07-27	77.0	29.944	65.800	64.384	Summer	209	Jul	2,000
chic	2000-07-28	74.0	30.626	65.500	28.384	Summer	210	Jul	2,000
chic	2000-07-29	73.0	47.237	65.900	33.286	Summer	211	Jul	2,000
chic	2000-07-30	71.0	34.432	67.100	17.384	Summer	212	Jul	2,000
chic	2000-07-31	70.0	16.303	66.200	22.384	Summer	213	Jul	2,000
chic	2000-08-01	73.0	16.344	67.200	32.384	Summer	214	Aug	2,000
chic	2000-08-02	76.0	23.917	64.600	31.384	Summer	215	Aug	2,000
chic	2000-08-03	63.0	26.842	54.500	4.384	Summer	216	Aug	2,000
chic	2000-08-04	67.0	22.232	53.800	32.207	Summer	217	Aug	2,000
chic	2000-08-05	67.0	22.187	61.300	40.384	Summer	218	Aug	2,000
chic	2000-08-06	78.0	28.105	70.600	36.384	Summer	219	Aug	2,000
chic	2000-08-07	76.0	17.045	66.500	19.384	Summer	220	Aug	2,000
chic	2000-08-08	77.0	18.423	69.400	30.384	Summer	221	Aug	2,000
chic	2000-08-09	79.0	24.536	67.000	44.384	Summer	222	Aug	2,000
chic	2000-08-10	74.0	21.574	62.300	32.579	Summer	223	Aug	2,000
chic	2000-08-11	71.0	16.842	60.800	26.384	Summer	224	Aug	2,000
chic	2000-08-12	71.0	22.365	61.000	31.384	Summer	225	Aug	2,000
chic	2000-08-13	74.0	24.190	62.500	26.384	Summer	226	Aug	2,000
chic	2000-08-14	76.0	28.105	67.900	64.384	Summer	227	Aug	2,000
chic	2000-08-15	82.0	37.076	68.800	54.384	Summer	228	Aug	2,000
chic	2000-08-16	70.0	19.663	54.900	22.773	Summer	229	Aug	2,000
chic	2000-08-17	68.0	20.016	62.300	22.384	Summer	230	Aug	2,000
chic	2000-08-18	67.0	21.441	59.500	9.384	Summer	231	Aug	2,000
chic	2000-08-19	64.0	16.457	56.000	11.384	Summer	232	Aug	2,000
chic	2000-08-20	65.0	26.163	54.000	8.384	Summer	233	Aug	2,000
chic	2000-08-21	67.0	27.613	56.300	31.384	Summer	234	Aug	2,000
chic	2000-08-22	76.0	26.686	67.600	45.741	Summer	235	Aug	2,000
chic	2000-08-23	76.0	26.631	69.000	59.384	Summer	236	Aug	2,000
chic	2000-08-24	71.0	24.908	58.500	33.384	Summer	237	Aug	2,000
chic	2000-08-25	70.0	23.484	59.000	75.384	Summer	238	Aug	2,000
chic	2000-08-26	73.0	28.773	64.600	59.384	Summer	239	Aug	2,000
chic	2000-08-27	72.0	40.856	64.300	16.384	Summer	240	Aug	2,000
chic	2000-08-28	75.0	29.959	64.200	43.349	Summer	241	Aug	2,000
chic	2000-08-29	77.0	26.555	68.700	50.384	Summer	242	Aug	2,000
chic	2000-08-30	77.0	29.216	70.600	66.384	Summer	243	Aug	2,000
chic	2000-08-31	80.0	34.961	68.200	66.384	Summer	244	Aug	2,000
chic	2000-09-01	80.0	39.319	69.000	66.384	Summer	245	Sep	2,000
chic	2000-09-02	79.0	36.070	67.300	31.384	Summer	246	Sep	2,000
chic	2000-09-03	77.0	34.758	66.800	39.015	Summer	247	Sep	2,000
chic	2000-09-04	66.0	23.021	55.100	2.384	Summer	248	Sep	2,000
chic	2000-09-05	63.0	27.645	45.200	10.384	Summer	249	Sep	2,000
chic	2000-09-06	61.0	22.124	48.400	34.384	Summer	250	Sep	2,000
chic	2000-09-07	74.0	24.724	60.500	65.384	Summer	251	Sep	2,000
chic	2000-09-08	75.0	12.868	66.800	52.384	Summer	252	Sep	2,000
chic	2000-09-09	76.0	16.782	67.400	31.232	Summer	253	Sep	2,000
chic	2000-09-10	78.0	12.345	70.500	21.384	Summer	254	Sep	2,000
chic	2000-09-11	75.0	17.810	67.900	46.384	Summer	255	Sep	2,000
chic	2000-09-12	63.0	16.115	52.900	20.384	Summer	256	Sep	2,000
chic	2000-09-13	63.0	10.673	49.700	61.384	Summer	257	Sep	2,000
chic	2000-09-14	65.0	17.353	52.500	28.384	Summer	258	Sep	2,000
chic	2000-09-15	56.0	11.547	40.100	17.235	Summer	259	Sep	2,000
chic	2000-09-16	56.0	12.710	41.000	14.384	Summer	260	Sep	2,000
chic	2000-09-17	68.0	26.632	47.700	20.384	Summer	261	Sep	2,000
chic	2000-09-18	69.0	22.477	53.200	79.384	Summer	262	Sep	2,000
chic	2000-09-19	75.0	38.000	51.100	91.384	Summer	263	Sep	2,000
chic	2000-09-20	58.0	7.856	53.000	17.384	Summer	264	Sep	2,000
chic	2000-09-21	54.0	13.414	40.500	20.569	Summer	265	Sep	2,000
chic	2000-09-22	58.0	5.690	51.300	31.384	Summer	266	Sep	2,000
chic	2000-09-23	63.0	11.436	58.200	11.384	Summer	267	Sep	2,000
chic	2000-09-24	53.0	21.400	46.200	0.384	Summer	268	Sep	2,000
chic	2000-09-25	49.0	16.246	40.200	5.384	Summer	269	Sep	2,000
chic	2000-09-26	56.0	9.551	41.200	33.384	Summer	270	Sep	2,000
chic	2000-09-27	59.0	14.273	46.600	27.353	Summer	271	Sep	2,000
chic	2000-09-28	55.0	13.931	41.100	17.384	Summer	272	Sep	2,000
chic	2000-09-29	61.0	10.459	42.100	56.384	Summer	273	Sep	2,000
chic	2000-09-30	65.0	23.487	48.100	67.384	Summer	274	Sep	2,000
chic	2000-10-01	72.0	46.527	50.700	91.384	Autumn	275	Oct	2,000
chic	2000-10-02	69.0	28.575	53.800	54.384	Autumn	276	Oct	2,000
chic	2000-10-03	59.0	14.483	49.700	35.081	Autumn	277	Oct	2,000
chic	2000-10-04	57.0	28.235	47.100	8.384	Autumn	278	Oct	2,000
chic	2000-10-05	52.0	16.853	48.200	13.384	Autumn	279	Oct	2,000
chic	2000-10-06	41.0	14.073	29.400	6.384	Autumn	280	Oct	2,000
chic	2000-10-07	40.0	10.918	26.700	6.384	Autumn	281	Oct	2,000
chic	2000-10-08	39.0	12.230	26.600	1.384	Autumn	282	Oct	2,000
chic	2000-10-09	44.0	7.795	25.900	23.182	Autumn	283	Oct	2,000
chic	2000-10-10	49.0	7.667	27.000	33.384	Autumn	284	Oct	2,000
chic	2000-10-11	53.0	8.985	30.200	67.384	Autumn	285	Oct	2,000
chic	2000-10-12	58.0	19.408	36.300	120.384	Autumn	286	Oct	2,000
chic	2000-10-13	66.0	28.336	39.600	125.384	Autumn	287	Oct	2,000
chic	2000-10-14	67.0	24.587	49.300	70.384	Autumn	288	Oct	2,000
chic	2000-10-15	55.0	16.845	47.600	23.875	Autumn	289	Oct	2,000
chic	2000-10-16	51.0	16.380	46.600	37.384	Autumn	290	Oct	2,000
chic	2000-10-17	52.0	10.858	45.500	37.384	Autumn	291	Oct	2,000
chic	2000-10-18	54.0	9.248	45.700	75.384	Autumn	292	Oct	2,000
chic	2000-10-19	62.0	12.797	47.300	57.384	Autumn	293	Oct	2,000
chic	2000-10-20	66.0	22.313	49.100	78.384	Autumn	294	Oct	2,000
chic	2000-10-21	58.0	20.754	50.300	43.893	Autumn	295	Oct	2,000
chic	2000-10-22	59.0	10.924	51.800	40.384	Autumn	296	Oct	2,000
chic	2000-10-23	65.0	3.186	60.500	66.384	Autumn	297	Oct	2,000
chic	2000-10-24	63.0	9.693	60.300	33.384	Autumn	298	Oct	2,000
chic	2000-10-25	62.0	11.084	57.900	36.384	Autumn	299	Oct	2,000
chic	2000-10-26	68.0	17.369	58.300	76.384	Autumn	300	Oct	2,000
chic	2000-10-27	61.0	14.359	53.400	32.209	Autumn	301	Oct	2,000
chic	2000-10-28	50.0	23.109	41.400	3.384	Autumn	302	Oct	2,000
chic	2000-10-29	46.0	15.557	36.800	18.384	Autumn	303	Oct	2,000
chic	2000-10-30	50.0	10.369	32.700	25.384	Autumn	304	Oct	2,000
chic	2000-10-31	59.0	4.712	37.600	43.384	Autumn	305	Oct	2,000
chic	2000-11-01	63.0	9.089	44.600	42.384	Autumn	306	Nov	2,000
chic	2000-11-02	55.0	7.167	48.600	37.147	Autumn	307	Nov	2,000
chic	2000-11-03	48.0	9.302	34.800	21.384	Autumn	308	Nov	2,000
chic	2000-11-04	46.0	8.188	31.400	29.384	Autumn	309	Nov	2,000
chic	2000-11-05	46.0	15.271	31.000	32.384	Autumn	310	Nov	2,000
chic	2000-11-06	49.0	20.140	38.000	30.384	Autumn	311	Nov	2,000
chic	2000-11-07	49.0	5.869	41.900	10.384	Autumn	312	Nov	2,000
chic	2000-11-08	40.0	3.769	31.500	21.489	Autumn	313	Nov	2,000
chic	2000-11-09	39.0	6.469	37.000	6.384	Autumn	314	Nov	2,000
chic	2000-11-10	37.0	4.841	31.600	10.384	Autumn	315	Nov	2,000
chic	2000-11-11	38.0	6.118	32.100	17.384	Autumn	316	Nov	2,000
chic	2000-11-12	45.0	6.951	37.300	10.384	Autumn	317	Nov	2,000
chic	2000-11-13	36.0	5.083	29.700	11.384	Autumn	318	Nov	2,000
chic	2000-11-14	32.0	7.868	26.400	17.235	Autumn	319	Nov	2,000
chic	2000-11-15	31.0	7.769	23.600	31.384	Autumn	320	Nov	2,000
chic	2000-11-16	36.0	5.388	29.200	26.384	Autumn	321	Nov	2,000
chic	2000-11-17	30.0	10.076	20.800	7.384	Autumn	322	Nov	2,000
chic	2000-11-18	27.0	12.492	18.300	29.384	Autumn	323	Nov	2,000
chic	2000-11-19	30.0	11.978	22.000	17.384	Autumn	324	Nov	2,000
chic	2000-11-20	24.0	10.903	17.900	23.566	Autumn	325	Nov	2,000
chic	2000-11-21	19.0	11.360	8.000	22.384	Autumn	326	Nov	2,000
chic	2000-11-22	22.0	6.137	11.000	31.384	Autumn	327	Nov	2,000
chic	2000-11-23	29.0	5.401	17.000	33.384	Autumn	328	Nov	2,000
chic	2000-11-24	32.0	5.064	19.200	36.384	Autumn	329	Nov	2,000
chic	2000-11-25	38.0	8.763	32.600	30.384	Autumn	330	Nov	2,000
chic	2000-11-26	39.0	2.499	36.600	27.235	Autumn	331	Nov	2,000
chic	2000-11-27	34.0	2.387	30.500	36.384	Autumn	332	Nov	2,000
chic	2000-11-28	34.0	4.305	29.700	25.384	Autumn	333	Nov	2,000
chic	2000-11-29	35.0	2.666	33.100	18.384	Autumn	334	Nov	2,000
chic	2000-11-30	34.0	7.069	30.700	12.384	Autumn	335	Nov	2,000
chic	2000-12-01	34.0	23.172	24.800	3.384	Autumn	336	Dec	2,000
chic	2000-12-02	31.0	29.714	21.600	10.902	Autumn	337	Dec	2,000
chic	2000-12-03	28.0	7.702	19.300	15.384	Autumn	338	Dec	2,000
chic	2000-12-04	32.0	7.769	24.000	36.384	Autumn	339	Dec	2,000
chic	2000-12-05	21.0	14.150	2.800	11.384	Autumn	340	Dec	2,000
chic	2000-12-06	15.0	6.442	8.000	18.384	Autumn	341	Dec	2,000
chic	2000-12-07	25.0	3.159	23.500	24.384	Autumn	342	Dec	2,000
chic	2000-12-08	18.0	8.187	11.800	34.069	Autumn	343	Dec	2,000
chic	2000-12-09	16.0	5.130	13.100	41.384	Autumn	344	Dec	2,000
chic	2000-12-10	30.0	3.937	24.800	24.384	Autumn	345	Dec	2,000
chic	2000-12-11	23.0	17.063	21.200	NA	Autumn	346	Dec	2,000
chic	2000-12-12	4.0	9.951	0.300	NA	Autumn	347	Dec	2,000
chic	2000-12-13	8.0	5.999	7.900	38.384	Autumn	348	Dec	2,000
chic	2000-12-14	17.0	4.202	17.100	36.735	Autumn	349	Dec	2,000
chic	2000-12-15	17.0	3.058	17.400	41.384	Autumn	350	Dec	2,000
chic	2000-12-16	25.0	3.463	27.000	13.384	Autumn	351	Dec	2,000
chic	2000-12-17	8.0	14.350	0.600	12.384	Autumn	352	Dec	2,000
chic	2000-12-18	8.0	5.912	3.500	31.384	Autumn	353	Dec	2,000
chic	2000-12-19	14.0	9.248	9.200	24.384	Autumn	354	Dec	2,000
chic	2000-12-20	6.0	5.621	4.700	44.853	Autumn	355	Dec	2,000
chic	2000-12-21	6.0	12.815	0.100	14.384	Autumn	356	Dec	2,000
chic	2000-12-22	-1.0	8.621	-7.100	15.384	Autumn	357	Dec	2,000
chic	2000-12-23	8.0	6.725	5.100	31.384	Autumn	358	Dec	2,000
chic	2000-12-24	5.0	11.006	-1.400	23.384	Autumn	359	Dec	2,000
chic	2000-12-25	5.0	7.100	-1.700	39.384	Autumn	360	Dec	2,000
chic	2000-12-26	11.0	8.642	9.200	30.015	Autumn	361	Dec	2,000
chic	2000-12-27	12.0	7.403	7.600	23.384	Autumn	362	Dec	2,000
chic	2000-12-28	13.0	9.498	9.000	20.384	Autumn	363	Dec	2,000
chic	2000-12-29	21.0	14.642	16.900	29.384	Autumn	364	Dec	2,000
chic	2000-12-30	27.0	20.079	23.000	6.384	Autumn	365	Dec	2,000
chic	2000-12-31	16.0	15.787	16.300	7.384	Autumn	366	Dec	2,000

Der Datensatz ist in Grad Fahrenheit. daher werde ich die Spalte temp in temp_f umwandeln und eine neue Spalte mit der Temperatur in Celius, temp_c, einfügen. Das Gleiche wird mit der Spalte dewpoint gemacht

Dazu benutze ich folgende Konvertierungsformel:

\[ (xF-32) * 5/9 = yC \]

Nach der Konvertierung wird die Spalte temp_c hinter die Spalte mit den Grad Fahrenheit gereiht. Gleiches wird mit den Spalten dewpoint_x gemacht In R sieht die Umwandlung dann so aus:

temp_chi <- temp_chi %>%
  rename(temp_f = temp,
         dewpoint_f = dewpoint) %>%                # Umbenennung der Spalte
  mutate(temp_c = (temp_f - 32) * 5/9,
         dewpoint_c = (dewpoint_f -32) * 5/9) %>% # Konvertierung in Celsius
  relocate(temp_c, .after = temp_f) %>%  # Spalte neu einordnen
  relocate(dewpoint_c, .after = dewpoint_f) %>%
  relocate(date) # Datum an erster Stelle

temp_chi %>%
  kbl(caption = "Umbau: Tagestemperaturen in Chicago von 1997 bis 2000", # Beschriftung **Text** macht überschrift fett
      align = "llccccrr",       # Ausrichtung der Spalten
      digits = 3,                                             # 3 nachkommastellen
      format.args = list(big.mark = ",",                      # Formatierung der Zahlen. Tausendertrennzeichen ","
                         scientific = FALSE)
  ) %>%
  kable_styling(font_size = 14) %>%   # Schriftgröße auf 14 setzen
  scroll_box(width = "100%",         # Die Größe der Scrollbox definieren
             height = "400px")

Umbau: Tagestemperaturen in Chicago von 1997 bis 2000

date	city	temp_f	temp_c	o3	dewpoint_f	dewpoint_c	pm10	season	yday	month	year
1997-01-01	chic	36.0	2.222	5.659	37.500	3.056	13.052	Winter	1	Jan	1,997
1997-01-02	chic	45.0	7.222	5.525	47.250	8.472	41.949	Winter	2	Jan	1,997
1997-01-03	chic	40.0	4.444	6.289	38.000	3.333	27.042	Winter	3	Jan	1,997
1997-01-04	chic	51.5	10.833	7.538	45.500	7.500	25.073	Winter	4	Jan	1,997
1997-01-05	chic	27.0	-2.778	20.761	11.250	-11.528	15.343	Winter	5	Jan	1,997
1997-01-06	chic	17.0	-8.333	14.941	5.750	-14.583	9.365	Winter	6	Jan	1,997
1997-01-07	chic	16.0	-8.889	11.921	7.000	-13.889	20.228	Winter	7	Jan	1,997
1997-01-08	chic	19.0	-7.222	8.678	17.750	-7.917	33.135	Winter	8	Jan	1,997
1997-01-09	chic	26.0	-3.333	13.356	24.000	-4.444	12.118	Winter	9	Jan	1,997
1997-01-10	chic	16.0	-8.889	10.448	5.375	-14.792	24.762	Winter	10	Jan	1,997
1997-01-11	chic	1.5	-16.944	15.866	-6.625	-21.458	18.126	Winter	11	Jan	1,997
1997-01-12	chic	1.0	-17.222	15.115	-8.875	-22.708	16.014	Winter	12	Jan	1,997
1997-01-13	chic	3.0	-16.111	9.381	1.500	-16.944	34.991	Winter	13	Jan	1,997
1997-01-14	chic	10.0	-12.222	8.030	11.500	-11.389	64.945	Winter	14	Jan	1,997
1997-01-15	chic	19.0	-7.222	7.066	23.250	-4.861	26.942	Winter	15	Jan	1,997
1997-01-16	chic	9.5	-12.500	20.113	-9.750	-23.194	27.023	Winter	16	Jan	1,997
1997-01-17	chic	-3.0	-19.444	15.364	-10.375	-23.542	18.837	Winter	17	Jan	1,997
1997-01-18	chic	0.0	-17.778	12.713	-4.125	-20.069	31.860	Winter	18	Jan	1,997
1997-01-19	chic	14.0	-10.000	9.616	22.625	-5.208	30.923	Winter	19	Jan	1,997
1997-01-20	chic	31.0	-0.556	16.840	27.250	-2.639	19.895	Winter	20	Jan	1,997
1997-01-21	chic	35.0	1.667	12.759	41.625	5.347	27.882	Winter	21	Jan	1,997
1997-01-22	chic	36.5	2.500	21.024	20.750	-6.250	18.509	Winter	22	Jan	1,997
1997-01-23	chic	26.0	-3.333	18.665	18.750	-7.361	11.846	Winter	23	Jan	1,997
1997-01-24	chic	32.0	0.000	7.132	29.500	-1.389	26.687	Winter	24	Jan	1,997
1997-01-25	chic	14.5	-9.722	17.168	-1.375	-18.542	16.613	Winter	25	Jan	1,997
1997-01-26	chic	11.0	-11.667	9.960	17.125	-8.264	21.641	Winter	26	Jan	1,997
1997-01-27	chic	17.0	-8.333	9.167	8.375	-13.125	22.672	Winter	27	Jan	1,997
1997-01-28	chic	2.0	-16.667	13.614	-6.375	-21.319	28.101	Winter	28	Jan	1,997
1997-01-29	chic	8.0	-13.333	7.945	11.000	-11.667	51.777	Winter	29	Jan	1,997
1997-01-30	chic	16.5	-8.611	7.661	16.375	-8.681	48.741	Winter	30	Jan	1,997
1997-01-31	chic	31.5	-0.278	11.883	33.750	0.972	24.686	Winter	31	Jan	1,997
1997-02-01	chic	35.0	1.667	16.676	29.667	-1.296	23.785	Winter	32	Feb	1,997
1997-02-02	chic	36.5	2.500	12.032	29.625	-1.319	27.762	Winter	33	Feb	1,997
1997-02-03	chic	30.0	-1.111	21.850	28.000	-2.222	21.601	Winter	34	Feb	1,997
1997-02-04	chic	34.5	1.389	10.888	32.000	0.000	17.051	Winter	35	Feb	1,997
1997-02-05	chic	30.0	-1.111	14.894	24.250	-4.306	10.158	Winter	36	Feb	1,997
1997-02-06	chic	26.0	-3.333	15.958	21.875	-5.625	15.943	Winter	37	Feb	1,997
1997-02-07	chic	25.5	-3.611	14.391	23.375	-4.792	33.011	Winter	38	Feb	1,997
1997-02-08	chic	25.5	-3.611	19.750	22.500	-5.278	14.956	Winter	39	Feb	1,997
1997-02-09	chic	26.0	-3.333	12.398	21.000	-6.111	30.410	Winter	40	Feb	1,997
1997-02-10	chic	27.0	-2.778	14.194	21.750	-5.694	23.915	Winter	41	Feb	1,997
1997-02-11	chic	23.5	-4.722	20.492	19.500	-6.944	22.972	Winter	42	Feb	1,997
1997-02-12	chic	21.0	-6.111	23.092	11.600	-11.333	12.712	Winter	43	Feb	1,997
1997-02-13	chic	20.5	-6.389	20.171	16.375	-8.681	22.720	Winter	44	Feb	1,997
1997-02-14	chic	25.5	-3.611	15.453	23.000	-5.000	35.676	Winter	45	Feb	1,997
1997-02-15	chic	20.0	-6.667	19.527	15.250	-9.306	28.373	Winter	46	Feb	1,997
1997-02-16	chic	18.5	-7.500	20.019	8.125	-13.264	15.662	Winter	47	Feb	1,997
1997-02-17	chic	30.0	-1.111	17.298	32.625	0.347	38.745	Winter	48	Feb	1,997
1997-02-18	chic	48.5	9.167	27.013	41.375	5.208	27.597	Winter	49	Feb	1,997
1997-02-19	chic	37.5	3.056	19.055	27.500	-2.500	17.612	Winter	50	Feb	1,997
1997-02-20	chic	35.5	1.944	6.890	44.125	6.736	29.769	Winter	51	Feb	1,997
1997-02-21	chic	36.0	2.222	16.314	29.625	-1.319	7.340	Winter	52	Feb	1,997
1997-02-22	chic	26.0	-3.333	23.016	24.250	-4.306	7.857	Winter	53	Feb	1,997
1997-02-23	chic	28.0	-2.222	24.990	14.625	-9.653	7.909	Winter	54	Feb	1,997
1997-02-24	chic	21.5	-5.833	18.939	10.875	-11.736	17.834	Winter	55	Feb	1,997
1997-02-25	chic	25.5	-3.611	12.526	27.125	-2.708	41.124	Winter	56	Feb	1,997
1997-02-26	chic	36.5	2.500	7.963	35.000	1.667	34.053	Winter	57	Feb	1,997
1997-02-27	chic	34.5	1.389	13.194	30.250	-0.972	19.749	Winter	58	Feb	1,997
1997-02-28	chic	37.5	3.056	15.179	36.000	2.222	26.127	Winter	59	Feb	1,997
1997-03-01	chic	45.5	7.500	13.861	44.000	6.667	28.130	Winter	60	Mar	1,997
1997-03-02	chic	35.0	1.667	30.992	27.375	-2.569	9.941	Winter	61	Mar	1,997
1997-03-03	chic	33.5	0.833	29.261	29.375	-1.458	15.981	Winter	62	Mar	1,997
1997-03-04	chic	38.0	3.333	15.414	28.875	-1.736	26.033	Winter	63	Mar	1,997
1997-03-05	chic	33.0	0.556	17.791	28.625	-1.875	31.424	Winter	64	Mar	1,997
1997-03-06	chic	26.5	-3.056	25.035	13.375	-10.347	26.508	Winter	65	Mar	1,997
1997-03-07	chic	35.5	1.944	18.004	35.250	1.806	30.588	Winter	66	Mar	1,997
1997-03-08	chic	39.0	3.889	30.112	28.250	-2.083	16.235	Winter	67	Mar	1,997
1997-03-09	chic	37.0	2.778	15.179	32.625	0.347	21.209	Winter	68	Mar	1,997
1997-03-10	chic	44.0	6.667	20.230	33.250	0.694	26.325	Winter	69	Mar	1,997
1997-03-11	chic	37.0	2.778	29.976	23.375	-4.792	20.133	Winter	70	Mar	1,997
1997-03-12	chic	33.5	0.833	30.814	25.000	-3.889	20.435	Winter	71	Mar	1,997
1997-03-13	chic	37.5	3.056	28.387	30.500	-0.833	22.484	Winter	72	Mar	1,997
1997-03-14	chic	26.5	-3.056	24.616	15.500	-9.167	18.579	Winter	73	Mar	1,997
1997-03-15	chic	19.0	-7.222	30.738	8.375	-13.125	8.030	Winter	74	Mar	1,997
1997-03-16	chic	24.5	-4.167	26.622	23.750	-4.583	16.934	Winter	75	Mar	1,997
1997-03-17	chic	45.0	7.222	22.216	33.625	0.903	31.866	Winter	76	Mar	1,997
1997-03-18	chic	33.5	0.833	40.205	27.000	-2.778	18.605	Winter	77	Mar	1,997
1997-03-19	chic	35.5	1.944	28.495	28.875	-1.736	23.588	Winter	78	Mar	1,997
1997-03-20	chic	46.0	7.778	24.948	31.875	-0.069	31.510	Winter	79	Mar	1,997
1997-03-21	chic	53.5	11.944	17.996	42.500	5.833	58.497	Winter	80	Mar	1,997
1997-03-22	chic	37.5	3.056	27.962	28.625	-1.875	18.609	Winter	81	Mar	1,997
1997-03-23	chic	32.5	0.278	24.768	20.375	-6.458	15.134	Winter	82	Mar	1,997
1997-03-24	chic	33.0	0.556	18.616	32.375	0.208	26.642	Winter	83	Mar	1,997
1997-03-25	chic	40.5	4.722	14.800	30.000	-1.111	22.717	Winter	84	Mar	1,997
1997-03-26	chic	44.0	6.667	20.563	36.750	2.639	21.770	Winter	85	Mar	1,997
1997-03-27	chic	60.5	15.833	24.377	40.125	4.514	46.764	Winter	86	Mar	1,997
1997-03-28	chic	55.5	13.056	10.873	53.875	12.153	46.800	Winter	87	Mar	1,997
1997-03-29	chic	43.5	6.389	14.851	41.000	5.000	22.016	Winter	88	Mar	1,997
1997-03-30	chic	37.5	3.056	23.491	33.750	0.972	8.767	Winter	89	Mar	1,997
1997-03-31	chic	38.5	3.611	25.244	22.000	-5.556	19.662	Winter	90	Mar	1,997
1997-04-01	chic	44.5	6.944	14.059	28.125	-2.153	59.723	Spring	91	Apr	1,997
1997-04-02	chic	53.0	11.667	11.671	29.875	-1.181	61.740	Spring	92	Apr	1,997
1997-04-03	chic	59.5	15.278	10.748	49.875	9.931	42.619	Spring	93	Apr	1,997
1997-04-04	chic	62.5	16.944	28.970	48.250	9.028	50.955	Spring	94	Apr	1,997
1997-04-05	chic	60.5	15.833	26.126	54.375	12.431	18.402	Spring	95	Apr	1,997
1997-04-06	chic	45.0	7.222	26.790	21.750	-5.694	30.383	Spring	96	Apr	1,997
1997-04-07	chic	34.0	1.111	25.264	18.375	-7.569	20.162	Spring	97	Apr	1,997
1997-04-08	chic	28.5	-1.944	20.042	9.250	-12.639	12.213	Spring	98	Apr	1,997
1997-04-09	chic	30.0	-1.111	20.744	18.875	-7.292	13.043	Spring	99	Apr	1,997
1997-04-10	chic	30.5	-0.833	20.501	22.000	-5.556	25.169	Spring	100	Apr	1,997
1997-04-11	chic	33.5	0.833	23.502	32.000	0.000	19.922	Spring	101	Apr	1,997
1997-04-12	chic	33.5	0.833	20.766	30.375	-0.903	12.029	Spring	102	Apr	1,997
1997-04-13	chic	38.5	3.611	26.702	24.625	-4.097	10.222	Spring	103	Apr	1,997
1997-04-14	chic	41.5	5.278	16.603	28.125	-2.153	50.133	Spring	104	Apr	1,997
1997-04-15	chic	49.0	9.444	26.205	36.250	2.361	74.149	Spring	105	Apr	1,997
1997-04-16	chic	43.0	6.111	20.300	25.625	-3.542	24.430	Spring	106	Apr	1,997
1997-04-17	chic	40.5	4.722	17.011	25.750	-3.472	12.267	Spring	107	Apr	1,997
1997-04-18	chic	40.0	4.444	11.740	34.750	1.528	39.270	Spring	108	Apr	1,997
1997-04-19	chic	45.5	7.500	22.376	30.875	-0.625	32.280	Spring	109	Apr	1,997
1997-04-20	chic	49.0	9.444	22.090	42.250	5.694	30.360	Spring	110	Apr	1,997
1997-04-21	chic	45.0	7.222	32.808	31.000	-0.556	16.410	Spring	111	Apr	1,997
1997-04-22	chic	43.0	6.111	28.007	33.625	0.903	14.834	Spring	112	Apr	1,997
1997-04-23	chic	48.5	9.167	25.387	34.000	1.111	5.566	Spring	113	Apr	1,997
1997-04-24	chic	47.5	8.611	21.567	36.500	2.500	7.479	Spring	114	Apr	1,997
1997-04-25	chic	48.0	8.889	23.195	27.750	-2.361	22.489	Spring	115	Apr	1,997
1997-04-26	chic	49.5	9.722	21.304	24.250	-4.306	35.488	Spring	116	Apr	1,997
1997-04-27	chic	47.5	8.611	27.476	40.250	4.583	23.568	Spring	117	Apr	1,997
1997-04-28	chic	50.5	10.278	18.507	40.750	4.861	61.234	Spring	118	Apr	1,997
1997-04-29	chic	60.0	15.556	33.285	45.250	7.361	91.574	Spring	119	Apr	1,997
1997-04-30	chic	55.0	12.778	22.817	50.000	10.000	47.563	Spring	120	Apr	1,997
1997-05-01	chic	48.5	9.167	18.893	36.875	2.708	15.562	Spring	121	May	1,997
1997-05-02	chic	48.5	9.167	8.901	45.500	7.500	31.592	Spring	122	May	1,997
1997-05-03	chic	49.0	9.444	20.435	40.375	4.653	11.617	Spring	123	May	1,997
1997-05-04	chic	51.5	10.833	28.133	33.250	0.694	19.248	Spring	124	May	1,997
1997-05-05	chic	62.0	16.667	28.533	38.875	3.819	77.691	Spring	125	May	1,997
1997-05-06	chic	55.5	13.056	21.809	35.000	1.667	24.782	Spring	126	May	1,997
1997-05-07	chic	52.5	11.389	19.118	49.250	9.583	37.675	Spring	127	May	1,997
1997-05-08	chic	61.0	16.111	27.424	42.750	5.972	26.677	Spring	128	May	1,997
1997-05-09	chic	50.5	10.278	20.023	36.000	2.222	12.688	Spring	129	May	1,997
1997-05-10	chic	52.5	11.389	20.498	32.625	0.347	27.261	Spring	130	May	1,997
1997-05-11	chic	59.5	15.278	25.811	43.875	6.597	26.690	Spring	131	May	1,997
1997-05-12	chic	52.5	11.389	24.832	32.500	0.278	29.666	Spring	132	May	1,997
1997-05-13	chic	45.5	7.500	16.768	38.750	3.750	22.807	Spring	133	May	1,997
1997-05-14	chic	49.5	9.722	10.962	40.625	4.792	32.780	Spring	134	May	1,997
1997-05-15	chic	45.0	7.222	12.317	35.500	1.944	7.752	Spring	135	May	1,997
1997-05-16	chic	51.0	10.556	20.181	41.375	5.208	35.038	Spring	136	May	1,997
1997-05-17	chic	50.5	10.278	27.885	38.250	3.472	19.846	Spring	137	May	1,997
1997-05-18	chic	59.5	15.278	23.018	63.875	17.708	33.909	Spring	138	May	1,997
1997-05-19	chic	54.0	12.222	17.894	42.375	5.764	20.946	Spring	139	May	1,997
1997-05-20	chic	51.5	10.833	16.302	38.125	3.403	25.949	Spring	140	May	1,997
1997-05-21	chic	48.0	8.889	18.671	34.375	1.319	10.899	Spring	141	May	1,997
1997-05-22	chic	50.5	10.278	18.694	34.625	1.458	29.991	Spring	142	May	1,997
1997-05-23	chic	58.0	14.444	23.629	40.750	4.861	35.803	Spring	143	May	1,997
1997-05-24	chic	68.5	20.278	38.761	56.125	13.403	61.784	Spring	144	May	1,997
1997-05-25	chic	50.0	10.000	35.799	44.500	6.944	21.841	Spring	145	May	1,997
1997-05-26	chic	50.0	10.000	30.911	35.875	2.153	4.851	Spring	146	May	1,997
1997-05-27	chic	56.0	13.333	28.038	39.375	4.097	25.736	Spring	147	May	1,997
1997-05-28	chic	58.5	14.722	18.696	56.875	13.819	30.257	Spring	148	May	1,997
1997-05-29	chic	58.0	14.444	15.663	50.750	10.417	21.706	Spring	149	May	1,997
1997-05-30	chic	61.0	16.111	26.721	51.750	10.972	25.708	Spring	150	May	1,997
1997-05-31	chic	59.0	15.000	35.436	53.375	11.875	20.629	Spring	151	May	1,997
1997-06-01	chic	60.5	15.833	42.333	51.250	10.694	15.523	Spring	152	Jun	1,997
1997-06-02	chic	58.0	14.444	28.201	54.500	12.500	17.550	Spring	153	Jun	1,997
1997-06-03	chic	61.5	16.389	28.854	52.625	11.458	25.806	Spring	154	Jun	1,997
1997-06-04	chic	59.0	15.000	28.577	47.500	8.611	28.525	Spring	155	Jun	1,997
1997-06-05	chic	62.0	16.667	29.241	56.000	13.333	47.608	Spring	156	Jun	1,997
1997-06-06	chic	63.5	17.500	22.365	58.750	14.861	47.641	Spring	157	Jun	1,997
1997-06-07	chic	58.5	14.722	19.644	55.375	12.986	14.572	Spring	158	Jun	1,997
1997-06-08	chic	61.0	16.111	39.023	48.625	9.236	19.597	Spring	159	Jun	1,997
1997-06-09	chic	62.5	16.944	39.509	51.750	10.972	34.120	Spring	160	Jun	1,997
1997-06-10	chic	66.5	19.167	39.047	53.875	12.153	47.526	Spring	161	Jun	1,997
1997-06-11	chic	67.5	19.722	18.851	63.125	17.292	54.625	Spring	162	Jun	1,997
1997-06-12	chic	70.0	21.111	18.512	63.625	17.569	56.748	Spring	163	Jun	1,997
1997-06-13	chic	71.0	21.667	27.044	52.000	11.111	39.746	Spring	164	Jun	1,997
1997-06-14	chic	56.5	13.611	19.263	41.875	5.486	8.809	Spring	165	Jun	1,997
1997-06-15	chic	63.0	17.222	33.159	59.750	15.417	32.280	Spring	166	Jun	1,997
1997-06-16	chic	67.0	19.444	30.476	53.375	11.875	23.802	Spring	167	Jun	1,997
1997-06-17	chic	60.5	15.833	21.376	50.375	10.208	23.752	Spring	168	Jun	1,997
1997-06-18	chic	67.0	19.444	29.434	61.125	16.181	48.672	Spring	169	Jun	1,997
1997-06-19	chic	70.0	21.111	30.166	65.875	18.819	56.839	Spring	170	Jun	1,997
1997-06-20	chic	81.5	27.500	38.251	72.875	22.708	74.784	Spring	171	Jun	1,997
1997-06-21	chic	75.5	24.167	28.109	64.750	18.194	26.785	Spring	172	Jun	1,997
1997-06-22	chic	77.0	25.000	35.928	66.875	19.375	21.047	Spring	173	Jun	1,997
1997-06-23	chic	82.5	28.056	27.364	69.625	20.903	68.201	Spring	174	Jun	1,997
1997-06-24	chic	84.0	28.889	30.201	60.000	15.556	123.434	Spring	175	Jun	1,997
1997-06-25	chic	78.0	25.556	27.647	62.750	17.083	37.515	Spring	176	Jun	1,997
1997-06-26	chic	73.5	23.056	28.026	55.250	12.917	25.676	Spring	177	Jun	1,997
1997-06-27	chic	72.5	22.500	29.837	59.000	15.000	43.908	Spring	178	Jun	1,997
1997-06-28	chic	74.0	23.333	44.344	62.000	16.667	46.728	Spring	179	Jun	1,997
1997-06-29	chic	75.0	23.889	54.688	65.250	18.472	60.942	Spring	180	Jun	1,997
1997-06-30	chic	76.0	24.444	18.077	69.250	20.694	34.947	Spring	181	Jun	1,997
1997-07-01	chic	77.5	25.278	36.379	68.625	20.347	45.986	Summer	182	Jul	1,997
1997-07-02	chic	79.5	26.389	28.561	55.750	13.194	58.031	Summer	183	Jul	1,997
1997-07-03	chic	68.5	20.278	16.661	54.250	12.361	23.395	Summer	184	Jul	1,997
1997-07-04	chic	61.5	16.389	9.149	51.875	11.042	10.033	Summer	185	Jul	1,997
1997-07-05	chic	65.5	18.611	19.712	50.750	10.417	15.044	Summer	186	Jul	1,997
1997-07-06	chic	70.0	21.111	30.279	57.750	14.306	18.201	Summer	187	Jul	1,997
1997-07-07	chic	65.5	18.611	25.315	52.500	11.389	21.047	Summer	188	Jul	1,997
1997-07-08	chic	71.0	21.667	28.162	58.000	14.444	38.976	Summer	189	Jul	1,997
1997-07-09	chic	62.0	16.667	26.421	50.750	10.417	14.955	Summer	190	Jul	1,997
1997-07-10	chic	64.5	18.056	23.316	51.000	10.556	26.056	Summer	191	Jul	1,997
1997-07-11	chic	68.5	20.278	32.427	59.125	15.069	41.059	Summer	192	Jul	1,997
1997-07-12	chic	74.5	23.611	46.691	63.500	17.500	58.096	Summer	193	Jul	1,997
1997-07-13	chic	82.5	28.056	37.229	71.750	22.083	58.138	Summer	194	Jul	1,997
1997-07-14	chic	83.0	28.333	26.188	62.375	16.875	41.119	Summer	195	Jul	1,997
1997-07-15	chic	79.0	26.111	22.939	64.250	17.917	28.355	Summer	196	Jul	1,997
1997-07-16	chic	82.5	28.056	30.364	59.875	15.486	39.182	Summer	197	Jul	1,997
1997-07-17	chic	84.0	28.889	42.000	68.625	20.347	58.191	Summer	198	Jul	1,997
1997-07-18	chic	79.0	26.111	19.022	69.125	20.625	55.124	Summer	199	Jul	1,997
1997-07-19	chic	74.5	23.611	28.459	60.625	15.903	21.167	Summer	200	Jul	1,997
1997-07-20	chic	76.5	24.722	34.592	71.625	22.014	38.167	Summer	201	Jul	1,997
1997-07-21	chic	72.0	22.222	29.580	65.125	18.403	26.736	Summer	202	Jul	1,997
1997-07-22	chic	69.0	20.556	26.285	64.375	17.986	21.057	Summer	203	Jul	1,997
1997-07-23	chic	69.0	20.556	29.620	59.750	15.417	25.046	Summer	204	Jul	1,997
1997-07-24	chic	72.5	22.500	37.000	64.750	18.194	43.140	Summer	205	Jul	1,997
1997-07-25	chic	76.0	24.444	35.524	75.750	24.306	78.245	Summer	206	Jul	1,997
1997-07-26	chic	85.5	29.722	41.668	73.375	22.986	58.215	Summer	207	Jul	1,997
1997-07-27	chic	81.5	27.500	25.689	73.750	23.194	35.023	Summer	208	Jul	1,997
1997-07-28	chic	74.5	23.611	19.172	57.375	14.097	16.159	Summer	209	Jul	1,997
1997-07-29	chic	66.5	19.167	18.645	50.875	10.486	5.146	Summer	210	Jul	1,997
1997-07-30	chic	68.5	20.278	19.591	52.375	11.319	14.100	Summer	211	Jul	1,997
1997-07-31	chic	69.0	20.556	23.833	56.250	13.472	36.167	Summer	212	Jul	1,997
1997-08-01	chic	74.5	23.611	39.654	58.875	14.931	70.263	Summer	213	Aug	1,997
1997-08-02	chic	81.5	27.500	42.102	59.375	15.208	47.407	Summer	214	Aug	1,997
1997-08-03	chic	78.0	25.556	35.468	66.500	19.167	34.252	Summer	215	Aug	1,997
1997-08-04	chic	71.0	21.667	19.798	57.750	14.306	13.296	Summer	216	Aug	1,997
1997-08-05	chic	62.5	16.944	18.199	45.875	7.708	9.565	Summer	217	Aug	1,997
1997-08-06	chic	64.5	18.056	13.841	54.000	12.222	28.232	Summer	218	Aug	1,997
1997-08-07	chic	67.0	19.444	24.374	55.500	13.056	45.257	Summer	219	Aug	1,997
1997-08-08	chic	69.5	20.833	33.017	52.875	11.597	45.727	Summer	220	Aug	1,997
1997-08-09	chic	70.5	21.389	24.205	66.000	18.889	41.301	Summer	221	Aug	1,997
1997-08-10	chic	75.5	24.167	23.537	65.500	18.611	42.284	Summer	222	Aug	1,997
1997-08-11	chic	67.5	19.722	14.077	62.125	16.736	12.100	Summer	223	Aug	1,997
1997-08-12	chic	69.5	20.833	4.018	67.875	19.931	26.570	Summer	224	Aug	1,997
1997-08-13	chic	68.5	20.278	16.347	58.750	14.861	17.556	Summer	225	Aug	1,997
1997-08-14	chic	65.5	18.611	18.406	63.125	17.292	28.228	Summer	226	Aug	1,997
1997-08-15	chic	77.0	25.000	19.537	70.000	21.111	38.550	Summer	227	Aug	1,997
1997-08-16	chic	80.0	26.667	30.213	69.875	21.042	36.572	Summer	228	Aug	1,997
1997-08-17	chic	68.5	20.278	20.556	64.000	17.778	NA	Summer	229	Aug	1,997
1997-08-18	chic	63.5	17.500	15.744	54.375	12.431	4.528	Summer	230	Aug	1,997
1997-08-19	chic	64.0	17.778	14.424	60.000	15.556	24.608	Summer	231	Aug	1,997
1997-08-20	chic	67.0	19.444	13.593	59.375	15.208	28.254	Summer	232	Aug	1,997
1997-08-21	chic	63.5	17.500	16.273	52.875	11.597	11.614	Summer	233	Aug	1,997
1997-08-22	chic	64.0	17.778	10.488	54.875	12.708	20.652	Summer	234	Aug	1,997
1997-08-23	chic	65.5	18.611	15.647	57.750	14.306	25.117	Summer	235	Aug	1,997
1997-08-24	chic	70.5	21.389	26.385	62.750	17.083	18.252	Summer	236	Aug	1,997
1997-08-25	chic	65.5	18.611	25.594	59.500	15.278	24.199	Summer	237	Aug	1,997
1997-08-26	chic	69.0	20.556	16.187	68.750	20.417	45.415	Summer	238	Aug	1,997
1997-08-27	chic	77.0	25.000	14.070	67.500	19.722	47.160	Summer	239	Aug	1,997
1997-08-28	chic	68.5	20.278	17.522	58.125	14.514	14.160	Summer	240	Aug	1,997
1997-08-29	chic	67.0	19.444	16.195	58.875	14.931	25.397	Summer	241	Aug	1,997
1997-08-30	chic	65.0	18.333	16.306	68.125	20.069	40.250	Summer	242	Aug	1,997
1997-08-31	chic	72.0	22.222	26.520	62.125	16.736	17.319	Summer	243	Aug	1,997
1997-09-01	chic	70.5	21.389	24.372	65.875	18.819	29.696	Summer	244	Sep	1,997
1997-09-02	chic	68.0	20.000	10.789	51.750	10.972	34.349	Summer	245	Sep	1,997
1997-09-03	chic	58.5	14.722	15.166	47.125	8.403	4.394	Summer	246	Sep	1,997
1997-09-04	chic	59.0	15.000	13.716	44.875	7.153	28.451	Summer	247	Sep	1,997
1997-09-05	chic	60.5	15.833	14.116	51.000	10.556	54.488	Summer	248	Sep	1,997
1997-09-06	chic	74.5	23.611	30.042	64.750	18.194	39.505	Summer	249	Sep	1,997
1997-09-07	chic	66.0	18.889	21.219	60.125	15.625	20.351	Summer	250	Sep	1,997
1997-09-08	chic	67.5	19.722	16.880	62.875	17.153	20.538	Summer	251	Sep	1,997
1997-09-09	chic	68.5	20.278	18.358	60.375	15.764	30.579	Summer	252	Sep	1,997
1997-09-10	chic	64.5	18.056	12.456	55.375	12.986	13.977	Summer	253	Sep	1,997
1997-09-11	chic	61.5	16.389	6.786	53.750	12.083	20.088	Summer	254	Sep	1,997
1997-09-12	chic	61.5	16.389	10.387	52.750	11.528	28.022	Summer	255	Sep	1,997
1997-09-13	chic	63.5	17.500	18.221	58.625	14.792	41.323	Summer	256	Sep	1,997
1997-09-14	chic	69.0	20.556	31.196	62.375	16.875	48.036	Summer	257	Sep	1,997
1997-09-15	chic	69.5	20.833	32.222	65.375	18.542	80.033	Summer	258	Sep	1,997
1997-09-16	chic	74.5	23.611	36.328	68.875	20.486	81.071	Summer	259	Sep	1,997
1997-09-17	chic	70.0	21.111	13.701	50.875	10.486	19.216	Summer	260	Sep	1,997
1997-09-18	chic	69.0	20.556	19.052	50.375	10.208	94.283	Summer	261	Sep	1,997
1997-09-19	chic	73.0	22.778	21.447	67.875	19.931	35.304	Summer	262	Sep	1,997
1997-09-20	chic	58.5	14.722	13.769	48.500	9.167	7.531	Summer	263	Sep	1,997
1997-09-21	chic	57.0	13.889	8.279	46.125	7.847	11.570	Summer	264	Sep	1,997
1997-09-22	chic	57.5	14.167	4.055	51.875	11.042	34.902	Summer	265	Sep	1,997
1997-09-23	chic	59.0	15.000	9.708	46.375	7.986	14.934	Summer	266	Sep	1,997
1997-09-24	chic	56.5	13.611	7.515	47.375	8.542	29.904	Summer	267	Sep	1,997
1997-09-25	chic	66.0	18.889	14.738	55.125	12.847	28.380	Summer	268	Sep	1,997
1997-09-26	chic	60.0	15.556	14.184	51.125	10.625	19.578	Summer	269	Sep	1,997
1997-09-27	chic	62.5	16.944	17.044	54.125	12.292	29.675	Summer	270	Sep	1,997
1997-09-28	chic	64.0	17.778	13.628	48.000	8.889	22.829	Summer	271	Sep	1,997
1997-09-29	chic	65.0	18.333	15.955	44.125	6.736	56.581	Summer	272	Sep	1,997
1997-09-30	chic	59.5	15.278	8.791	47.000	8.333	17.570	Summer	273	Sep	1,997
1997-10-01	chic	52.0	11.111	14.169	42.500	5.833	18.308	Autumn	274	Oct	1,997
1997-10-02	chic	61.0	16.111	12.851	51.875	11.042	75.849	Autumn	275	Oct	1,997
1997-10-03	chic	73.0	22.778	28.503	60.750	15.972	87.943	Autumn	276	Oct	1,997
1997-10-04	chic	68.0	20.000	17.994	55.750	13.194	44.238	Autumn	277	Oct	1,997
1997-10-05	chic	70.0	21.111	27.436	54.875	12.708	50.918	Autumn	278	Oct	1,997
1997-10-06	chic	70.5	21.389	19.700	56.375	13.542	85.929	Autumn	279	Oct	1,997
1997-10-07	chic	73.5	23.056	17.620	58.875	14.931	54.187	Autumn	280	Oct	1,997
1997-10-08	chic	72.5	22.500	29.717	60.375	15.764	71.854	Autumn	281	Oct	1,997
1997-10-09	chic	64.0	17.778	15.051	44.750	7.083	39.877	Autumn	282	Oct	1,997
1997-10-10	chic	59.0	15.000	8.026	47.250	8.472	42.089	Autumn	283	Oct	1,997
1997-10-11	chic	61.5	16.389	16.919	44.250	6.806	27.043	Autumn	284	Oct	1,997
1997-10-12	chic	70.0	21.111	29.921	56.125	13.403	33.979	Autumn	285	Oct	1,997
1997-10-13	chic	59.5	15.278	12.438	39.375	4.097	20.595	Autumn	286	Oct	1,997
1997-10-14	chic	42.5	5.833	7.685	30.250	-0.972	15.973	Autumn	287	Oct	1,997
1997-10-15	chic	42.5	5.833	3.283	36.750	2.639	42.062	Autumn	288	Oct	1,997
1997-10-16	chic	47.5	8.611	7.980	38.500	3.611	45.193	Autumn	289	Oct	1,997
1997-10-17	chic	45.5	7.500	6.097	39.250	4.028	44.983	Autumn	290	Oct	1,997
1997-10-18	chic	44.5	6.944	6.384	36.375	2.431	49.991	Autumn	291	Oct	1,997
1997-10-19	chic	50.0	10.000	13.703	45.250	7.361	36.048	Autumn	292	Oct	1,997
1997-10-20	chic	45.5	7.500	5.898	32.625	0.347	15.991	Autumn	293	Oct	1,997
1997-10-21	chic	42.5	5.833	9.552	20.625	-6.319	15.972	Autumn	294	Oct	1,997
1997-10-22	chic	36.0	2.222	11.699	23.500	-4.722	26.380	Autumn	295	Oct	1,997
1997-10-23	chic	44.5	6.944	2.981	31.250	-0.417	47.538	Autumn	296	Oct	1,997
1997-10-24	chic	46.0	7.778	0.086	44.375	6.875	35.439	Autumn	297	Oct	1,997
1997-10-25	chic	47.0	8.333	14.755	37.875	3.264	22.030	Autumn	298	Oct	1,997
1997-10-26	chic	40.0	4.444	21.232	36.000	2.222	4.444	Autumn	299	Oct	1,997
1997-10-27	chic	32.5	0.278	11.213	25.571	-3.571	12.494	Autumn	300	Oct	1,997
1997-10-28	chic	39.0	3.889	4.554	36.125	2.292	40.241	Autumn	301	Oct	1,997
1997-10-29	chic	44.0	6.667	2.428	36.000	2.222	49.592	Autumn	302	Oct	1,997
1997-10-30	chic	51.0	10.556	10.997	50.250	10.139	60.634	Autumn	303	Oct	1,997
1997-10-31	chic	59.5	15.278	11.128	52.500	11.389	37.544	Autumn	304	Oct	1,997
1997-11-01	chic	50.0	10.000	8.280	36.125	2.292	14.603	Autumn	305	Nov	1,997
1997-11-02	chic	38.5	3.611	9.837	30.125	-1.042	3.595	Autumn	306	Nov	1,997
1997-11-03	chic	36.5	2.500	1.572	34.125	1.181	17.636	Autumn	307	Nov	1,997
1997-11-04	chic	39.0	3.889	0.946	35.250	1.806	19.947	Autumn	308	Nov	1,997
1997-11-05	chic	40.0	4.444	3.905	40.500	4.722	29.920	Autumn	309	Nov	1,997
1997-11-06	chic	45.0	7.222	6.817	39.875	4.375	22.141	Autumn	310	Nov	1,997
1997-11-07	chic	43.0	6.111	17.816	35.250	1.806	11.975	Autumn	311	Nov	1,997
1997-11-08	chic	44.0	6.667	14.073	34.125	1.181	17.986	Autumn	312	Nov	1,997
1997-11-09	chic	42.5	5.833	8.691	34.875	1.597	20.956	Autumn	313	Nov	1,997
1997-11-10	chic	36.5	2.500	9.425	22.125	-5.486	14.762	Autumn	314	Nov	1,997
1997-11-11	chic	28.5	-1.944	6.334	18.250	-7.639	18.698	Autumn	315	Nov	1,997
1997-11-12	chic	26.5	-3.056	7.309	16.750	-8.472	29.419	Autumn	316	Nov	1,997
1997-11-13	chic	31.5	-0.278	8.287	22.250	-5.417	33.621	Autumn	317	Nov	1,997
1997-11-14	chic	36.0	2.222	16.121	31.250	-0.417	14.350	Autumn	318	Nov	1,997
1997-11-15	chic	29.0	-1.667	8.693	24.375	-4.236	12.155	Autumn	319	Nov	1,997
1997-11-16	chic	22.0	-5.556	14.942	14.000	-10.000	7.189	Autumn	320	Nov	1,997
1997-11-17	chic	25.5	-3.611	6.965	24.000	-4.444	46.015	Autumn	321	Nov	1,997
1997-11-18	chic	32.0	0.000	6.573	25.125	-3.819	37.597	Autumn	322	Nov	1,997
1997-11-19	chic	27.5	-2.500	4.493	22.625	-5.208	38.791	Autumn	323	Nov	1,997
1997-11-20	chic	33.5	0.833	3.392	37.500	3.056	58.741	Autumn	324	Nov	1,997
1997-11-21	chic	35.5	1.944	19.418	29.625	-1.319	15.811	Autumn	325	Nov	1,997
1997-11-22	chic	34.5	1.389	10.617	25.625	-3.542	31.780	Autumn	326	Nov	1,997
1997-11-23	chic	26.0	-3.333	12.322	20.750	-6.250	12.887	Autumn	327	Nov	1,997
1997-11-24	chic	26.5	-3.056	7.094	17.125	-8.264	32.089	Autumn	328	Nov	1,997
1997-11-25	chic	47.0	8.333	9.803	41.250	5.139	53.835	Autumn	329	Nov	1,997
1997-11-26	chic	43.0	6.111	9.034	23.625	-4.653	33.727	Autumn	330	Nov	1,997
1997-11-27	chic	37.5	3.056	7.275	39.000	3.889	27.507	Autumn	331	Nov	1,997
1997-11-28	chic	49.0	9.444	4.999	45.250	7.361	26.460	Autumn	332	Nov	1,997
1997-11-29	chic	45.5	7.500	5.479	47.125	8.403	47.377	Autumn	333	Nov	1,997
1997-11-30	chic	42.0	5.556	15.479	31.875	-0.069	16.484	Autumn	334	Nov	1,997
1997-12-01	chic	37.0	2.778	21.890	31.125	-0.486	2.330	Autumn	335	Dec	1,997
1997-12-02	chic	36.5	2.500	9.035	30.000	-1.111	28.286	Autumn	336	Dec	1,997
1997-12-03	chic	36.5	2.500	2.975	32.750	0.417	27.458	Autumn	337	Dec	1,997
1997-12-04	chic	32.0	0.000	6.668	21.375	-5.903	10.362	Autumn	338	Dec	1,997
1997-12-05	chic	26.0	-3.333	5.714	17.375	-8.125	17.475	Autumn	339	Dec	1,997
1997-12-06	chic	28.5	-1.944	8.989	25.750	-3.472	19.833	Autumn	340	Dec	1,997
1997-12-07	chic	30.0	-1.111	9.579	27.000	-2.778	12.594	Autumn	341	Dec	1,997
1997-12-08	chic	28.5	-1.944	6.161	26.875	-2.847	26.541	Autumn	342	Dec	1,997
1997-12-09	chic	33.0	0.556	3.330	30.625	-0.764	36.520	Autumn	343	Dec	1,997
1997-12-10	chic	34.5	1.389	13.864	31.000	-0.556	7.689	Autumn	344	Dec	1,997
1997-12-11	chic	33.5	0.833	17.907	25.000	-3.889	9.747	Autumn	345	Dec	1,997
1997-12-12	chic	27.5	-2.500	10.487	21.250	-5.972	25.083	Autumn	346	Dec	1,997
1997-12-13	chic	26.5	-3.056	6.910	22.250	-5.417	22.927	Autumn	347	Dec	1,997
1997-12-14	chic	31.0	-0.556	5.322	25.875	-3.403	31.883	Autumn	348	Dec	1,997
1997-12-15	chic	37.5	3.056	4.512	30.875	-0.625	48.889	Autumn	349	Dec	1,997
1997-12-16	chic	39.0	3.889	5.062	30.000	-1.111	52.988	Autumn	350	Dec	1,997
1997-12-17	chic	37.0	2.778	7.971	26.500	-3.056	47.957	Autumn	351	Dec	1,997
1997-12-18	chic	38.5	3.611	4.119	32.750	0.417	44.692	Autumn	352	Dec	1,997
1997-12-19	chic	40.5	4.722	3.524	33.125	0.625	52.018	Autumn	353	Dec	1,997
1997-12-20	chic	33.0	0.556	9.071	23.875	-4.514	14.126	Autumn	354	Dec	1,997
1997-12-21	chic	32.5	0.278	16.469	25.000	-3.889	13.248	Autumn	355	Dec	1,997
1997-12-22	chic	34.5	1.389	7.363	33.000	0.556	14.210	Autumn	356	Dec	1,997
1997-12-23	chic	34.0	1.111	3.880	27.625	-2.431	38.301	Autumn	357	Dec	1,997
1997-12-24	chic	34.0	1.111	6.740	31.500	-0.278	31.464	Autumn	358	Dec	1,997
1997-12-25	chic	30.5	-0.833	7.608	24.500	-4.167	13.373	Autumn	359	Dec	1,997
1997-12-26	chic	28.5	-1.944	5.770	23.750	-4.583	23.326	Autumn	360	Dec	1,997
1997-12-27	chic	23.0	-5.000	6.411	13.750	-10.139	16.286	Autumn	361	Dec	1,997
1997-12-28	chic	25.5	-3.611	6.108	28.750	-1.806	28.191	Autumn	362	Dec	1,997
1997-12-29	chic	29.5	-1.389	3.824	23.625	-4.653	22.274	Autumn	363	Dec	1,997
1997-12-30	chic	21.5	-5.833	6.970	17.250	-8.194	23.926	Autumn	364	Dec	1,997
1997-12-31	chic	18.0	-7.778	11.424	5.250	-14.861	26.379	Autumn	365	Dec	1,997
1998-01-01	chic	28.0	-2.222	14.273	22.500	-5.278	23.390	Winter	1	Jan	1,998
1998-01-02	chic	44.0	6.667	9.942	35.900	2.167	39.417	Winter	2	Jan	1,998
1998-01-03	chic	47.0	8.333	11.830	46.900	8.278	27.262	Winter	3	Jan	1,998
1998-01-04	chic	45.0	7.222	8.871	40.000	4.444	10.270	Winter	4	Jan	1,998
1998-01-05	chic	48.0	8.889	4.996	46.700	8.167	20.060	Winter	5	Jan	1,998
1998-01-06	chic	43.0	6.111	9.033	41.100	5.056	39.184	Winter	6	Jan	1,998
1998-01-07	chic	38.0	3.333	16.453	34.200	1.222	NA	Winter	7	Jan	1,998
1998-01-08	chic	34.0	1.111	17.750	30.800	-0.667	0.330	Winter	8	Jan	1,998
1998-01-09	chic	25.0	-3.889	12.864	25.300	-3.722	15.180	Winter	9	Jan	1,998
1998-01-10	chic	12.0	-11.111	13.238	2.800	-16.222	19.240	Winter	10	Jan	1,998
1998-01-11	chic	18.0	-7.778	8.143	7.100	-13.833	30.806	Winter	11	Jan	1,998
1998-01-12	chic	23.0	-5.000	3.299	20.600	-6.333	27.301	Winter	12	Jan	1,998
1998-01-13	chic	7.0	-13.889	7.922	-6.000	-21.111	40.180	Winter	13	Jan	1,998
1998-01-14	chic	17.0	-8.333	10.889	15.400	-9.222	45.189	Winter	14	Jan	1,998
1998-01-15	chic	28.0	-2.222	6.015	23.100	-4.944	28.246	Winter	15	Jan	1,998
1998-01-16	chic	28.0	-2.222	10.601	23.600	-4.667	17.293	Winter	16	Jan	1,998
1998-01-17	chic	23.0	-5.000	4.681	21.900	-5.611	33.854	Winter	17	Jan	1,998
1998-01-18	chic	16.0	-8.889	5.133	13.500	-10.278	36.249	Winter	18	Jan	1,998
1998-01-19	chic	24.0	-4.444	3.272	19.100	-7.167	41.257	Winter	19	Jan	1,998
1998-01-20	chic	26.0	-3.333	4.979	21.300	-5.944	58.232	Winter	20	Jan	1,998
1998-01-21	chic	31.0	-0.556	5.606	26.800	-2.889	36.034	Winter	21	Jan	1,998
1998-01-22	chic	32.0	0.000	2.858	29.900	-1.167	36.004	Winter	22	Jan	1,998
1998-01-23	chic	28.0	-2.222	3.143	25.800	-3.444	39.348	Winter	23	Jan	1,998
1998-01-24	chic	28.0	-2.222	3.830	24.200	-4.333	42.200	Winter	24	Jan	1,998
1998-01-25	chic	28.0	-2.222	10.645	22.900	-5.056	24.313	Winter	25	Jan	1,998
1998-01-26	chic	31.0	-0.556	3.285	28.600	-1.889	43.299	Winter	26	Jan	1,998
1998-01-27	chic	33.0	0.556	2.992	30.400	-0.889	32.618	Winter	27	Jan	1,998
1998-01-28	chic	36.0	2.222	2.921	32.500	0.278	38.580	Winter	28	Jan	1,998
1998-01-29	chic	37.0	2.778	6.004	30.600	-0.778	31.079	Winter	29	Jan	1,998
1998-01-30	chic	31.0	-0.556	7.493	25.600	-3.556	18.610	Winter	30	Jan	1,998
1998-01-31	chic	35.0	1.667	6.841	29.100	-1.611	36.729	Winter	31	Jan	1,998
1998-02-01	chic	39.0	3.889	8.644	31.000	-0.556	25.636	Winter	32	Feb	1,998
1998-02-02	chic	33.0	0.556	12.302	26.600	-3.000	16.986	Winter	33	Feb	1,998
1998-02-03	chic	34.0	1.111	15.970	28.900	-1.722	24.947	Winter	34	Feb	1,998
1998-02-04	chic	32.0	0.000	26.750	25.600	-3.556	13.990	Winter	35	Feb	1,998
1998-02-05	chic	32.0	0.000	29.560	27.400	-2.556	5.878	Winter	36	Feb	1,998
1998-02-06	chic	36.0	2.222	24.882	29.400	-1.444	13.917	Winter	37	Feb	1,998
1998-02-07	chic	34.0	1.111	20.968	28.700	-1.833	28.988	Winter	38	Feb	1,998
1998-02-08	chic	33.0	0.556	25.923	28.300	-2.056	26.049	Winter	39	Feb	1,998
1998-02-09	chic	35.0	1.667	5.953	28.800	-1.778	87.074	Winter	40	Feb	1,998
1998-02-10	chic	39.0	3.889	7.616	33.900	1.056	64.650	Winter	41	Feb	1,998
1998-02-11	chic	41.0	5.000	5.363	38.600	3.667	33.005	Winter	42	Feb	1,998
1998-02-12	chic	35.0	1.667	15.204	28.300	-2.056	11.947	Winter	43	Feb	1,998
1998-02-13	chic	36.0	2.222	8.394	31.400	-0.333	35.812	Winter	44	Feb	1,998
1998-02-14	chic	38.0	3.333	8.317	31.000	-0.556	32.795	Winter	45	Feb	1,998
1998-02-15	chic	43.0	6.111	10.154	32.000	0.000	27.834	Winter	46	Feb	1,998
1998-02-16	chic	42.0	5.556	11.702	35.300	1.833	34.614	Winter	47	Feb	1,998
1998-02-17	chic	41.0	5.000	13.075	38.800	3.778	14.751	Winter	48	Feb	1,998
1998-02-18	chic	39.0	3.889	19.050	35.300	1.833	NA	Winter	49	Feb	1,998
1998-02-19	chic	40.0	4.444	8.959	35.000	1.667	20.675	Winter	50	Feb	1,998
1998-02-20	chic	39.0	3.889	12.292	33.500	0.833	20.974	Winter	51	Feb	1,998
1998-02-21	chic	38.0	3.333	15.875	30.100	-1.056	16.902	Winter	52	Feb	1,998
1998-02-22	chic	44.0	6.667	15.246	35.000	1.667	40.734	Winter	53	Feb	1,998
1998-02-23	chic	41.0	5.000	21.208	29.700	-1.278	31.709	Winter	54	Feb	1,998
1998-02-24	chic	45.0	7.222	10.772	36.700	2.611	40.695	Winter	55	Feb	1,998
1998-02-25	chic	42.0	5.556	20.450	34.600	1.444	41.660	Winter	56	Feb	1,998
1998-02-26	chic	54.0	12.222	17.134	36.700	2.611	38.843	Winter	57	Feb	1,998
1998-02-27	chic	42.0	5.556	16.704	37.700	3.167	29.785	Winter	58	Feb	1,998
1998-02-28	chic	41.0	5.000	14.239	33.200	0.667	22.834	Winter	59	Feb	1,998
1998-03-01	chic	35.0	1.667	14.020	28.500	-1.944	7.848	Winter	60	Mar	1,998
1998-03-02	chic	33.0	0.556	7.960	31.500	-0.278	17.818	Winter	61	Mar	1,998
1998-03-03	chic	34.0	1.111	19.970	30.400	-0.889	6.668	Winter	62	Mar	1,998
1998-03-04	chic	34.0	1.111	23.213	24.100	-4.389	14.939	Winter	63	Mar	1,998
1998-03-05	chic	36.0	2.222	22.092	24.100	-4.389	10.812	Winter	64	Mar	1,998
1998-03-06	chic	34.0	1.111	12.622	27.900	-2.278	33.539	Winter	65	Mar	1,998
1998-03-07	chic	36.0	2.222	25.163	28.100	-2.167	28.818	Winter	66	Mar	1,998
1998-03-08	chic	38.0	3.333	24.550	34.200	1.222	12.796	Winter	67	Mar	1,998
1998-03-09	chic	26.0	-3.333	31.156	20.700	-6.278	21.886	Winter	68	Mar	1,998
1998-03-10	chic	18.0	-7.778	21.879	4.900	-15.056	15.615	Winter	69	Mar	1,998
1998-03-11	chic	18.0	-7.778	18.318	2.300	-16.500	17.650	Winter	70	Mar	1,998
1998-03-12	chic	18.0	-7.778	14.605	6.700	-14.056	37.640	Winter	71	Mar	1,998
1998-03-13	chic	29.0	-1.667	17.411	20.700	-6.278	50.460	Winter	72	Mar	1,998
1998-03-14	chic	28.0	-2.222	27.815	14.000	-10.000	15.369	Winter	73	Mar	1,998
1998-03-15	chic	27.0	-2.778	30.461	20.900	-6.167	13.285	Winter	74	Mar	1,998
1998-03-16	chic	30.0	-1.111	29.839	22.600	-5.222	21.573	Winter	75	Mar	1,998
1998-03-17	chic	36.0	2.222	15.902	31.700	-0.167	35.746	Winter	76	Mar	1,998
1998-03-18	chic	45.0	7.222	5.551	41.900	5.500	37.455	Winter	77	Mar	1,998
1998-03-19	chic	37.0	2.778	21.207	34.200	1.222	3.895	Winter	78	Mar	1,998
1998-03-20	chic	35.0	1.667	38.809	27.100	-2.722	6.035	Winter	79	Mar	1,998
1998-03-21	chic	37.0	2.778	37.163	24.700	-4.056	3.005	Winter	80	Mar	1,998
1998-03-22	chic	36.0	2.222	28.555	22.600	-5.222	9.145	Winter	81	Mar	1,998
1998-03-23	chic	38.0	3.333	17.559	21.600	-5.778	38.137	Winter	82	Mar	1,998
1998-03-24	chic	40.0	4.444	16.057	23.300	-4.833	32.710	Winter	83	Mar	1,998
1998-03-25	chic	51.0	10.556	19.815	38.600	3.667	38.159	Winter	84	Mar	1,998
1998-03-26	chic	68.0	20.000	32.851	53.900	12.167	95.115	Winter	85	Mar	1,998
1998-03-27	chic	67.0	19.444	32.379	52.300	11.278	100.060	Winter	86	Mar	1,998
1998-03-28	chic	57.0	13.889	29.978	50.900	10.500	16.243	Winter	87	Mar	1,998
1998-03-29	chic	62.0	16.667	22.788	54.300	12.389	42.230	Winter	88	Mar	1,998
1998-03-30	chic	73.0	22.778	25.773	59.400	15.222	31.336	Winter	89	Mar	1,998
1998-03-31	chic	59.0	15.000	22.890	51.700	10.944	28.224	Winter	90	Mar	1,998
1998-04-01	chic	44.0	6.667	19.802	36.600	2.556	16.158	Spring	91	Apr	1,998
1998-04-02	chic	44.0	6.667	13.979	37.100	2.833	13.512	Spring	92	Apr	1,998
1998-04-03	chic	41.0	5.000	19.259	35.000	1.667	13.476	Spring	93	Apr	1,998
1998-04-04	chic	41.0	5.000	28.321	28.100	-2.167	5.699	Spring	94	Apr	1,998
1998-04-05	chic	41.0	5.000	20.060	23.700	-4.611	16.495	Spring	95	Apr	1,998
1998-04-06	chic	48.0	8.889	18.762	32.600	0.333	31.818	Spring	96	Apr	1,998
1998-04-07	chic	52.0	11.111	18.150	39.400	4.111	49.939	Spring	97	Apr	1,998
1998-04-08	chic	48.0	8.889	8.664	46.300	7.944	20.929	Spring	98	Apr	1,998
1998-04-09	chic	43.0	6.111	25.581	32.800	0.444	10.703	Spring	99	Apr	1,998
1998-04-10	chic	46.0	7.778	25.108	27.000	-2.778	16.717	Spring	100	Apr	1,998
1998-04-11	chic	50.0	10.000	21.052	34.900	1.611	32.435	Spring	101	Apr	1,998
1998-04-12	chic	64.0	17.778	42.947	38.500	3.611	40.645	Spring	102	Apr	1,998
1998-04-13	chic	62.0	16.667	31.741	46.700	8.167	49.620	Spring	103	Apr	1,998
1998-04-14	chic	58.0	14.444	21.232	48.100	8.944	23.890	Spring	104	Apr	1,998
1998-04-15	chic	53.0	11.667	12.915	46.600	8.111	47.735	Spring	105	Apr	1,998
1998-04-16	chic	42.0	5.556	10.355	40.000	4.444	9.765	Spring	106	Apr	1,998
1998-04-17	chic	45.0	7.222	17.439	30.200	-1.000	21.143	Spring	107	Apr	1,998
1998-04-18	chic	50.0	10.000	19.911	32.100	0.056	41.716	Spring	108	Apr	1,998
1998-04-19	chic	52.0	11.111	28.164	33.000	0.556	27.823	Spring	109	Apr	1,998
1998-04-20	chic	52.0	11.111	22.490	40.800	4.889	45.795	Spring	110	Apr	1,998
1998-04-21	chic	50.0	10.000	29.646	46.200	7.889	28.538	Spring	111	Apr	1,998
1998-04-22	chic	53.0	11.667	30.228	37.100	2.833	23.549	Spring	112	Apr	1,998
1998-04-23	chic	56.0	13.333	18.241	35.600	2.000	44.815	Spring	113	Apr	1,998
1998-04-24	chic	62.0	16.667	26.203	36.500	2.500	48.549	Spring	114	Apr	1,998
1998-04-25	chic	56.0	13.333	29.513	46.800	8.222	40.491	Spring	115	Apr	1,998
1998-04-26	chic	48.0	8.889	26.918	43.300	6.278	25.627	Spring	116	Apr	1,998
1998-04-27	chic	45.0	7.222	30.859	27.500	-2.500	10.800	Spring	117	Apr	1,998
1998-04-28	chic	46.0	7.778	21.699	33.800	1.000	28.593	Spring	118	Apr	1,998
1998-04-29	chic	54.0	12.222	12.796	48.400	9.111	52.838	Spring	119	Apr	1,998
1998-04-30	chic	55.0	12.778	9.748	51.300	10.722	37.698	Spring	120	Apr	1,998
1998-05-01	chic	59.0	15.000	12.027	53.700	12.056	26.739	Spring	121	May	1,998
1998-05-02	chic	57.0	13.889	18.550	52.000	11.111	41.780	Spring	122	May	1,998
1998-05-03	chic	53.0	11.667	21.614	50.300	10.167	19.495	Spring	123	May	1,998
1998-05-04	chic	60.0	15.556	20.303	47.000	8.333	28.484	Spring	124	May	1,998
1998-05-05	chic	62.0	16.667	19.044	54.100	12.278	44.082	Spring	125	May	1,998
1998-05-06	chic	68.0	20.000	23.592	56.800	13.778	39.536	Spring	126	May	1,998
1998-05-07	chic	57.0	13.889	23.079	56.000	13.333	34.555	Spring	127	May	1,998
1998-05-08	chic	62.0	16.667	34.820	51.300	10.722	19.742	Spring	128	May	1,998
1998-05-09	chic	58.0	14.444	24.642	43.500	6.389	13.758	Spring	129	May	1,998
1998-05-10	chic	58.0	14.444	26.730	40.100	4.500	9.736	Spring	130	May	1,998
1998-05-11	chic	61.0	16.111	21.613	48.100	8.944	30.594	Spring	131	May	1,998
1998-05-12	chic	63.0	17.222	33.355	55.100	12.833	57.651	Spring	132	May	1,998
1998-05-13	chic	68.0	20.000	29.763	52.500	11.389	40.620	Spring	133	May	1,998
1998-05-14	chic	68.0	20.000	33.672	55.400	13.000	52.666	Spring	134	May	1,998
1998-05-15	chic	75.0	23.889	36.307	65.800	18.778	110.599	Spring	135	May	1,998
1998-05-16	chic	72.0	22.222	34.450	50.900	10.500	34.558	Spring	136	May	1,998
1998-05-17	chic	68.0	20.000	26.130	49.200	9.556	35.012	Spring	137	May	1,998
1998-05-18	chic	76.0	24.444	35.230	49.400	9.667	101.489	Spring	138	May	1,998
1998-05-19	chic	79.0	26.111	35.469	61.000	16.111	91.547	Spring	139	May	1,998
1998-05-20	chic	65.0	18.333	20.622	52.800	11.556	45.449	Spring	140	May	1,998
1998-05-21	chic	64.0	17.778	25.150	46.900	8.278	33.452	Spring	141	May	1,998
1998-05-22	chic	57.0	13.889	20.567	47.900	8.833	28.579	Spring	142	May	1,998
1998-05-23	chic	61.0	16.111	32.031	45.500	7.500	33.419	Spring	143	May	1,998
1998-05-24	chic	61.0	16.111	31.689	54.300	12.389	27.460	Spring	144	May	1,998
1998-05-25	chic	62.0	16.667	35.924	48.300	9.056	16.389	Spring	145	May	1,998
1998-05-26	chic	63.0	17.222	24.907	45.700	7.611	38.362	Spring	146	May	1,998
1998-05-27	chic	67.0	19.444	35.256	52.800	11.556	69.339	Spring	147	May	1,998
1998-05-28	chic	75.0	23.889	31.381	64.300	17.944	82.377	Spring	148	May	1,998
1998-05-29	chic	74.0	23.333	26.881	62.300	16.833	30.286	Spring	149	May	1,998
1998-05-30	chic	73.0	22.778	32.142	62.700	17.056	60.234	Spring	150	May	1,998
1998-05-31	chic	70.0	21.111	37.703	60.200	15.667	34.207	Spring	151	May	1,998
1998-06-01	chic	63.0	17.222	25.487	45.700	7.611	28.437	Spring	152	Jun	1,998
1998-06-02	chic	63.0	17.222	24.488	50.700	10.389	38.103	Spring	153	Jun	1,998
1998-06-03	chic	55.0	12.778	13.018	45.700	7.611	23.081	Spring	154	Jun	1,998
1998-06-04	chic	56.0	13.333	22.173	37.700	3.167	26.575	Spring	155	Jun	1,998
1998-06-05	chic	50.0	10.000	19.239	41.600	5.333	10.916	Spring	156	Jun	1,998
1998-06-06	chic	54.0	12.222	7.454	38.900	3.833	16.872	Spring	157	Jun	1,998
1998-06-07	chic	58.0	14.444	21.544	41.100	5.056	11.058	Spring	158	Jun	1,998
1998-06-08	chic	56.0	13.333	16.808	46.000	7.778	42.708	Spring	159	Jun	1,998
1998-06-09	chic	61.0	16.111	15.934	59.000	15.000	24.716	Spring	160	Jun	1,998
1998-06-10	chic	68.0	20.000	21.180	58.000	14.444	38.318	Spring	161	Jun	1,998
1998-06-11	chic	68.0	20.000	17.505	65.800	18.778	37.702	Spring	162	Jun	1,998
1998-06-12	chic	74.0	23.333	30.770	61.500	16.389	22.655	Spring	163	Jun	1,998
1998-06-13	chic	69.0	20.556	31.835	58.200	14.556	16.757	Spring	164	Jun	1,998
1998-06-14	chic	67.0	19.444	27.268	57.500	14.167	28.630	Spring	165	Jun	1,998
1998-06-15	chic	70.0	21.111	27.164	58.700	14.833	24.567	Spring	166	Jun	1,998
1998-06-16	chic	70.0	21.111	13.790	61.200	16.222	40.075	Spring	167	Jun	1,998
1998-06-17	chic	73.0	22.778	20.755	63.700	17.611	38.719	Spring	168	Jun	1,998
1998-06-18	chic	77.0	25.000	34.504	69.300	20.722	56.804	Spring	169	Jun	1,998
1998-06-19	chic	73.0	22.778	29.717	61.200	16.222	34.662	Spring	170	Jun	1,998
1998-06-20	chic	78.0	25.556	31.846	68.000	20.000	39.642	Spring	171	Jun	1,998
1998-06-21	chic	79.0	26.111	32.431	66.000	18.889	14.639	Spring	172	Jun	1,998
1998-06-22	chic	74.0	23.333	26.976	61.900	16.611	32.084	Spring	173	Jun	1,998
1998-06-23	chic	74.0	23.333	39.885	60.600	15.889	38.584	Spring	174	Jun	1,998
1998-06-24	chic	83.0	28.333	34.970	70.200	21.222	74.606	Spring	175	Jun	1,998
1998-06-25	chic	83.0	28.333	41.960	70.800	21.556	66.618	Spring	176	Jun	1,998
1998-06-26	chic	79.0	26.111	37.491	68.400	20.222	45.445	Spring	177	Jun	1,998
1998-06-27	chic	82.0	27.778	47.711	70.300	21.278	44.407	Spring	178	Jun	1,998
1998-06-28	chic	78.0	25.556	37.747	69.000	20.556	24.510	Spring	179	Jun	1,998
1998-06-29	chic	77.0	25.000	19.731	68.200	20.111	33.338	Spring	180	Jun	1,998
1998-06-30	chic	74.0	23.333	25.363	60.500	15.833	18.327	Spring	181	Jun	1,998
1998-07-01	chic	70.0	21.111	23.140	56.700	13.722	29.468	Summer	182	Jul	1,998
1998-07-02	chic	73.0	22.778	25.669	57.800	14.333	56.333	Summer	183	Jul	1,998
1998-07-03	chic	79.0	26.111	32.119	65.400	18.556	50.346	Summer	184	Jul	1,998
1998-07-04	chic	69.0	20.556	24.816	62.400	16.889	24.926	Summer	185	Jul	1,998
1998-07-05	chic	70.0	21.111	24.734	56.300	13.500	14.385	Summer	186	Jul	1,998
1998-07-06	chic	78.0	25.556	27.795	69.000	20.556	42.371	Summer	187	Jul	1,998
1998-07-07	chic	72.0	22.222	33.637	66.700	19.278	32.493	Summer	188	Jul	1,998
1998-07-08	chic	74.0	23.333	33.915	64.900	18.278	22.532	Summer	189	Jul	1,998
1998-07-09	chic	75.0	23.889	32.249	64.200	17.889	40.518	Summer	190	Jul	1,998
1998-07-10	chic	73.0	22.778	29.893	62.400	16.889	32.850	Summer	191	Jul	1,998
1998-07-11	chic	71.0	21.667	37.641	55.900	13.278	21.441	Summer	192	Jul	1,998
1998-07-12	chic	71.0	21.667	37.818	55.600	13.111	24.438	Summer	193	Jul	1,998
1998-07-13	chic	73.0	22.778	34.180	60.300	15.722	74.388	Summer	194	Jul	1,998
1998-07-14	chic	78.0	25.556	37.134	67.100	19.500	87.374	Summer	195	Jul	1,998
1998-07-15	chic	79.0	26.111	36.653	66.100	18.944	58.476	Summer	196	Jul	1,998
1998-07-16	chic	80.0	26.667	21.711	57.900	14.389	33.389	Summer	197	Jul	1,998
1998-07-17	chic	75.0	23.889	27.474	64.700	18.167	43.504	Summer	198	Jul	1,998
1998-07-18	chic	77.0	25.000	30.660	65.500	18.611	63.473	Summer	199	Jul	1,998
1998-07-19	chic	81.0	27.222	32.886	71.800	22.111	33.463	Summer	200	Jul	1,998
1998-07-20	chic	79.0	26.111	26.466	68.100	20.056	37.181	Summer	201	Jul	1,998
1998-07-21	chic	85.0	29.444	34.038	72.900	22.722	57.211	Summer	202	Jul	1,998
1998-07-22	chic	76.0	24.444	17.850	67.600	19.778	24.596	Summer	203	Jul	1,998
1998-07-23	chic	73.0	22.778	19.646	56.600	13.667	38.159	Summer	204	Jul	1,998
1998-07-24	chic	72.0	22.222	20.499	51.100	10.611	26.209	Summer	205	Jul	1,998
1998-07-25	chic	70.0	21.111	23.916	55.400	13.000	28.229	Summer	206	Jul	1,998
1998-07-26	chic	70.0	21.111	27.099	56.800	13.778	19.213	Summer	207	Jul	1,998
1998-07-27	chic	74.0	23.333	26.818	65.100	18.389	39.241	Summer	208	Jul	1,998
1998-07-28	chic	79.0	26.111	24.395	64.900	18.278	43.752	Summer	209	Jul	1,998
1998-07-29	chic	77.0	25.000	32.262	55.200	12.889	21.216	Summer	210	Jul	1,998
1998-07-30	chic	72.0	22.222	19.685	57.500	14.167	30.255	Summer	211	Jul	1,998
1998-07-31	chic	71.0	21.667	24.123	54.700	12.611	13.256	Summer	212	Jul	1,998
1998-08-01	chic	72.0	22.222	30.500	57.300	14.056	29.273	Summer	213	Aug	1,998
1998-08-02	chic	72.0	22.222	38.513	55.900	13.278	26.311	Summer	214	Aug	1,998
1998-08-03	chic	78.0	25.556	32.452	64.800	18.222	62.209	Summer	215	Aug	1,998
1998-08-04	chic	70.0	21.111	20.047	68.600	20.333	29.339	Summer	216	Aug	1,998
1998-08-05	chic	76.0	24.444	22.015	70.700	21.500	27.286	Summer	217	Aug	1,998
1998-08-06	chic	78.0	25.556	19.955	71.300	21.833	39.514	Summer	218	Aug	1,998
1998-08-07	chic	75.0	23.889	10.165	70.800	21.556	33.323	Summer	219	Aug	1,998
1998-08-08	chic	77.0	25.000	18.396	70.700	21.500	33.304	Summer	220	Aug	1,998
1998-08-09	chic	77.0	25.000	20.849	70.100	21.167	36.232	Summer	221	Aug	1,998
1998-08-10	chic	76.0	24.444	27.529	68.500	20.278	35.287	Summer	222	Aug	1,998
1998-08-11	chic	71.0	21.667	23.366	63.400	17.444	36.497	Summer	223	Aug	1,998
1998-08-12	chic	70.0	21.111	28.840	60.900	16.056	31.164	Summer	224	Aug	1,998
1998-08-13	chic	71.0	21.667	30.870	60.200	15.667	40.010	Summer	225	Aug	1,998
1998-08-14	chic	71.0	21.667	25.803	64.400	18.000	64.002	Summer	226	Aug	1,998
1998-08-15	chic	71.0	21.667	20.894	64.300	17.944	29.805	Summer	227	Aug	1,998
1998-08-16	chic	72.0	22.222	27.014	62.900	17.167	24.021	Summer	228	Aug	1,998
1998-08-17	chic	75.0	23.889	22.610	69.000	20.556	52.936	Summer	229	Aug	1,998
1998-08-18	chic	68.0	20.000	20.986	63.900	17.722	14.924	Summer	230	Aug	1,998
1998-08-19	chic	69.0	20.556	20.139	55.100	12.833	36.806	Summer	231	Aug	1,998
1998-08-20	chic	73.0	22.778	24.545	65.400	18.556	61.811	Summer	232	Aug	1,998
1998-08-21	chic	80.0	26.667	30.998	70.800	21.556	48.809	Summer	233	Aug	1,998
1998-08-22	chic	78.0	25.556	32.911	69.500	20.833	47.872	Summer	234	Aug	1,998
1998-08-23	chic	81.0	27.222	43.654	71.200	21.778	62.913	Summer	235	Aug	1,998
1998-08-24	chic	76.0	24.444	17.915	71.400	21.889	51.809	Summer	236	Aug	1,998
1998-08-25	chic	76.0	24.444	24.301	63.900	17.722	29.848	Summer	237	Aug	1,998
1998-08-26	chic	73.0	22.778	25.264	60.900	16.056	33.806	Summer	238	Aug	1,998
1998-08-27	chic	72.0	22.222	26.213	64.500	18.056	34.007	Summer	239	Aug	1,998
1998-08-28	chic	69.0	20.556	12.252	66.400	19.111	35.817	Summer	240	Aug	1,998
1998-08-29	chic	76.0	24.444	20.438	63.100	17.278	26.804	Summer	241	Aug	1,998
1998-08-30	chic	70.0	21.111	21.817	55.700	13.167	16.897	Summer	242	Aug	1,998
1998-08-31	chic	69.0	20.556	18.754	54.600	12.556	28.773	Summer	243	Aug	1,998
1998-09-01	chic	69.0	20.556	16.847	58.500	14.722	54.735	Summer	244	Sep	1,998
1998-09-02	chic	65.0	18.333	20.301	50.100	10.056	45.754	Summer	245	Sep	1,998
1998-09-03	chic	68.0	20.000	23.606	57.900	14.389	50.721	Summer	246	Sep	1,998
1998-09-04	chic	69.0	20.556	35.041	54.200	12.333	29.664	Summer	247	Sep	1,998
1998-09-05	chic	70.0	21.111	31.396	61.400	16.333	51.603	Summer	248	Sep	1,998
1998-09-06	chic	81.0	27.222	47.562	70.400	21.333	47.583	Summer	249	Sep	1,998
1998-09-07	chic	66.0	18.889	28.268	57.100	13.944	22.495	Summer	250	Sep	1,998
1998-09-08	chic	63.0	17.222	16.025	46.900	8.278	16.261	Summer	251	Sep	1,998
1998-09-09	chic	63.0	17.222	14.497	50.300	10.167	17.550	Summer	252	Sep	1,998
1998-09-10	chic	63.0	17.222	14.397	52.800	11.556	53.558	Summer	253	Sep	1,998
1998-09-11	chic	71.0	21.667	27.505	53.100	11.722	48.599	Summer	254	Sep	1,998
1998-09-12	chic	74.0	23.333	35.198	56.700	13.722	60.701	Summer	255	Sep	1,998
1998-09-13	chic	74.0	23.333	35.251	62.700	17.056	68.731	Summer	256	Sep	1,998
1998-09-14	chic	72.0	22.222	21.457	67.500	19.722	48.293	Summer	257	Sep	1,998
1998-09-15	chic	70.0	21.111	14.427	67.000	19.444	16.599	Summer	258	Sep	1,998
1998-09-16	chic	72.0	22.222	23.698	64.900	18.278	17.613	Summer	259	Sep	1,998
1998-09-17	chic	68.0	20.000	27.000	58.400	14.667	27.650	Summer	260	Sep	1,998
1998-09-18	chic	68.0	20.000	27.272	57.800	14.333	42.493	Summer	261	Sep	1,998
1998-09-19	chic	72.0	22.222	35.912	60.900	16.056	66.419	Summer	262	Sep	1,998
1998-09-20	chic	76.0	24.444	19.904	66.300	19.056	48.980	Summer	263	Sep	1,998
1998-09-21	chic	63.0	17.222	12.860	51.800	11.000	13.364	Summer	264	Sep	1,998
1998-09-22	chic	58.0	14.444	18.149	47.700	8.722	10.353	Summer	265	Sep	1,998
1998-09-23	chic	56.0	13.333	10.250	41.500	5.278	28.457	Summer	266	Sep	1,998
1998-09-24	chic	59.0	15.000	6.448	53.600	12.000	44.376	Summer	267	Sep	1,998
1998-09-25	chic	66.0	18.889	10.824	64.100	17.833	73.584	Summer	268	Sep	1,998
1998-09-26	chic	79.0	26.111	36.951	65.800	18.778	55.420	Summer	269	Sep	1,998
1998-09-27	chic	73.0	22.778	30.326	63.800	17.667	33.648	Summer	270	Sep	1,998
1998-09-28	chic	63.0	17.222	17.532	52.500	11.389	30.691	Summer	271	Sep	1,998
1998-09-29	chic	63.0	17.222	6.846	57.000	13.889	48.613	Summer	272	Sep	1,998
1998-09-30	chic	64.0	17.778	13.366	57.900	14.389	40.585	Summer	273	Sep	1,998
1998-10-01	chic	53.0	11.667	9.788	35.700	2.056	11.500	Autumn	274	Oct	1,998
1998-10-02	chic	49.0	9.444	10.816	41.900	5.500	23.402	Autumn	275	Oct	1,998
1998-10-03	chic	55.0	12.778	19.169	49.300	9.611	5.327	Autumn	276	Oct	1,998
1998-10-04	chic	60.0	15.556	19.164	50.300	10.167	8.297	Autumn	277	Oct	1,998
1998-10-05	chic	65.0	18.333	9.779	61.400	16.333	42.289	Autumn	278	Oct	1,998
1998-10-06	chic	65.0	18.333	9.217	61.200	16.222	15.343	Autumn	279	Oct	1,998
1998-10-07	chic	56.0	13.333	3.876	49.200	9.556	15.313	Autumn	280	Oct	1,998
1998-10-08	chic	54.0	12.222	11.312	44.800	7.111	13.005	Autumn	281	Oct	1,998
1998-10-09	chic	53.0	11.667	4.484	45.600	7.556	34.272	Autumn	282	Oct	1,998
1998-10-10	chic	53.0	11.667	7.985	46.400	8.000	57.278	Autumn	283	Oct	1,998
1998-10-11	chic	56.0	13.333	19.486	49.100	9.500	36.390	Autumn	284	Oct	1,998
1998-10-12	chic	60.0	15.556	10.047	46.900	8.278	42.459	Autumn	285	Oct	1,998
1998-10-13	chic	49.0	9.444	5.860	36.800	2.667	22.489	Autumn	286	Oct	1,998
1998-10-14	chic	48.0	8.889	4.287	40.400	4.667	26.742	Autumn	287	Oct	1,998
1998-10-15	chic	58.0	14.444	6.191	48.400	9.111	30.426	Autumn	288	Oct	1,998
1998-10-16	chic	68.0	20.000	23.327	57.200	14.000	50.429	Autumn	289	Oct	1,998
1998-10-17	chic	67.0	19.444	22.948	64.400	18.000	56.467	Autumn	290	Oct	1,998
1998-10-18	chic	57.0	13.889	15.736	48.100	8.944	10.530	Autumn	291	Oct	1,998
1998-10-19	chic	52.0	11.111	7.958	39.200	4.000	27.475	Autumn	292	Oct	1,998
1998-10-20	chic	50.0	10.000	9.538	33.900	1.056	21.081	Autumn	293	Oct	1,998
1998-10-21	chic	48.0	8.889	9.515	34.500	1.389	11.459	Autumn	294	Oct	1,998
1998-10-22	chic	45.0	7.222	6.526	31.100	-0.500	21.431	Autumn	295	Oct	1,998
1998-10-23	chic	52.0	11.111	6.878	36.300	2.389	50.615	Autumn	296	Oct	1,998
1998-10-24	chic	54.0	12.222	10.283	38.900	3.833	55.728	Autumn	297	Oct	1,998
1998-10-25	chic	55.0	12.778	7.279	44.800	7.111	37.780	Autumn	298	Oct	1,998
1998-10-26	chic	62.0	16.667	9.446	49.700	9.833	55.813	Autumn	299	Oct	1,998
1998-10-27	chic	63.0	17.222	4.563	58.600	14.778	86.695	Autumn	300	Oct	1,998
1998-10-28	chic	54.0	12.222	11.918	52.300	11.278	14.734	Autumn	301	Oct	1,998
1998-10-29	chic	52.0	11.111	3.608	51.900	11.056	35.627	Autumn	302	Oct	1,998
1998-10-30	chic	61.0	16.111	0.775	58.400	14.667	44.691	Autumn	303	Oct	1,998
1998-10-31	chic	57.0	13.889	3.346	52.700	11.500	10.680	Autumn	304	Oct	1,998
1998-11-01	chic	54.0	12.222	19.111	50.000	10.000	11.261	Autumn	305	Nov	1,998
1998-11-02	chic	49.0	9.444	21.753	39.800	4.333	6.609	Autumn	306	Nov	1,998
1998-11-03	chic	41.0	5.000	28.138	33.400	0.778	5.474	Autumn	307	Nov	1,998
1998-11-04	chic	37.0	2.778	21.752	32.800	0.444	10.327	Autumn	308	Nov	1,998
1998-11-05	chic	39.0	3.889	5.916	27.400	-2.556	21.333	Autumn	309	Nov	1,998
1998-11-06	chic	38.0	3.333	8.331	25.800	-3.444	20.333	Autumn	310	Nov	1,998
1998-11-07	chic	35.0	1.667	6.602	26.100	-3.278	39.773	Autumn	311	Nov	1,998
1998-11-08	chic	37.0	2.778	6.739	31.800	-0.111	32.364	Autumn	312	Nov	1,998
1998-11-09	chic	43.0	6.111	8.349	37.300	2.944	52.292	Autumn	313	Nov	1,998
1998-11-10	chic	52.0	11.111	14.622	41.200	5.111	39.043	Autumn	314	Nov	1,998
1998-11-11	chic	41.0	5.000	16.469	28.500	-1.944	28.316	Autumn	315	Nov	1,998
1998-11-12	chic	40.0	4.444	4.694	31.100	-0.500	31.373	Autumn	316	Nov	1,998
1998-11-13	chic	43.0	6.111	11.497	34.600	1.444	33.770	Autumn	317	Nov	1,998
1998-11-14	chic	50.0	10.000	9.721	40.200	4.556	28.626	Autumn	318	Nov	1,998
1998-11-15	chic	43.0	6.111	16.875	32.200	0.111	12.590	Autumn	319	Nov	1,998
1998-11-16	chic	48.0	8.889	6.471	39.100	3.944	30.409	Autumn	320	Nov	1,998
1998-11-17	chic	42.0	5.556	7.097	34.600	1.444	24.504	Autumn	321	Nov	1,998
1998-11-18	chic	48.0	8.889	6.955	38.700	3.722	46.678	Autumn	322	Nov	1,998
1998-11-19	chic	45.0	7.222	8.319	31.100	-0.500	26.164	Autumn	323	Nov	1,998
1998-11-20	chic	31.0	-0.556	7.943	24.400	-4.222	12.557	Autumn	324	Nov	1,998
1998-11-21	chic	34.0	1.111	8.487	24.400	-4.222	31.601	Autumn	325	Nov	1,998
1998-11-22	chic	49.0	9.444	14.177	34.900	1.611	58.508	Autumn	326	Nov	1,998
1998-11-23	chic	50.0	10.000	13.111	35.400	1.889	38.396	Autumn	327	Nov	1,998
1998-11-24	chic	46.0	7.778	5.458	30.100	-1.056	32.338	Autumn	328	Nov	1,998
1998-11-25	chic	50.0	10.000	4.065	35.800	2.111	34.377	Autumn	329	Nov	1,998
1998-11-26	chic	50.0	10.000	9.814	32.300	0.167	19.404	Autumn	330	Nov	1,998
1998-11-27	chic	48.0	8.889	5.618	35.700	2.056	62.503	Autumn	331	Nov	1,998
1998-11-28	chic	54.0	12.222	10.606	48.600	9.222	43.412	Autumn	332	Nov	1,998
1998-11-29	chic	63.0	17.222	13.242	58.400	14.667	57.635	Autumn	333	Nov	1,998
1998-11-30	chic	52.0	11.111	12.611	50.700	10.389	34.624	Autumn	334	Nov	1,998
1998-12-01	chic	45.0	7.222	6.670	37.700	3.167	24.777	Autumn	335	Dec	1,998
1998-12-02	chic	55.0	12.778	8.226	45.800	7.667	36.671	Autumn	336	Dec	1,998
1998-12-03	chic	61.0	16.111	8.492	54.900	12.722	43.688	Autumn	337	Dec	1,998
1998-12-04	chic	61.0	16.111	3.662	59.300	15.167	54.612	Autumn	338	Dec	1,998
1998-12-05	chic	59.0	15.000	8.074	56.600	13.667	33.471	Autumn	339	Dec	1,998
1998-12-06	chic	50.0	10.000	8.093	49.200	9.556	11.375	Autumn	340	Dec	1,998
1998-12-07	chic	39.0	3.889	18.651	31.600	-0.222	10.743	Autumn	341	Dec	1,998
1998-12-08	chic	38.0	3.333	6.106	29.000	-1.667	23.323	Autumn	342	Dec	1,998
1998-12-09	chic	39.0	3.889	6.532	29.500	-1.389	29.252	Autumn	343	Dec	1,998
1998-12-10	chic	35.0	1.667	5.013	29.000	-1.667	18.992	Autumn	344	Dec	1,998
1998-12-11	chic	39.0	3.889	6.116	26.100	-3.278	26.059	Autumn	345	Dec	1,998
1998-12-12	chic	38.0	3.333	7.123	26.100	-3.278	29.007	Autumn	346	Dec	1,998
1998-12-13	chic	38.0	3.333	13.011	31.200	-0.444	25.819	Autumn	347	Dec	1,998
1998-12-14	chic	36.0	2.222	7.848	32.100	0.056	54.043	Autumn	348	Dec	1,998
1998-12-15	chic	44.0	6.667	6.422	31.200	-0.444	31.090	Autumn	349	Dec	1,998
1998-12-16	chic	37.0	2.778	5.780	27.200	-2.667	14.076	Autumn	350	Dec	1,998
1998-12-17	chic	32.0	0.000	8.823	22.300	-5.389	16.003	Autumn	351	Dec	1,998
1998-12-18	chic	43.0	6.111	7.964	30.100	-1.056	52.064	Autumn	352	Dec	1,998
1998-12-19	chic	35.0	1.667	9.247	26.300	-3.167	22.671	Autumn	353	Dec	1,998
1998-12-20	chic	31.0	-0.556	6.013	27.600	-2.444	14.091	Autumn	354	Dec	1,998
1998-12-21	chic	23.0	-5.000	6.906	18.800	-7.333	19.954	Autumn	355	Dec	1,998
1998-12-22	chic	10.0	-12.222	15.101	-1.900	-18.833	24.848	Autumn	356	Dec	1,998
1998-12-23	chic	17.0	-8.333	9.268	5.700	-14.611	28.910	Autumn	357	Dec	1,998
1998-12-24	chic	19.0	-7.222	10.642	4.800	-15.111	24.037	Autumn	358	Dec	1,998
1998-12-25	chic	25.0	-3.889	13.891	11.100	-11.611	19.384	Autumn	359	Dec	1,998
1998-12-26	chic	26.0	-3.333	11.757	12.300	-10.944	36.102	Autumn	360	Dec	1,998
1998-12-27	chic	36.0	2.222	9.763	24.000	-4.444	34.105	Autumn	361	Dec	1,998
1998-12-28	chic	29.0	-1.667	5.780	23.300	-4.833	33.060	Autumn	362	Dec	1,998
1998-12-29	chic	22.0	-5.556	12.532	18.400	-7.556	25.009	Autumn	363	Dec	1,998
1998-12-30	chic	7.0	-13.889	9.386	-1.600	-18.667	27.971	Autumn	364	Dec	1,998
1998-12-31	chic	13.0	-10.556	9.786	5.100	-14.944	25.801	Autumn	365	Dec	1,998
1999-01-01	chic	14.0	-10.000	19.544	7.700	-13.500	17.034	Winter	1	Jan	1,999
1999-01-02	chic	22.0	-5.556	28.622	21.000	-6.111	NA	Winter	2	Jan	1,999
1999-01-03	chic	16.0	-8.889	21.308	8.400	-13.111	17.982	Winter	3	Jan	1,999
1999-01-04	chic	-2.0	-18.889	11.434	-6.900	-21.611	13.949	Winter	4	Jan	1,999
1999-01-05	chic	1.0	-17.222	8.987	-6.100	-21.167	30.991	Winter	5	Jan	1,999
1999-01-06	chic	12.0	-11.111	9.093	9.800	-12.333	25.115	Winter	6	Jan	1,999
1999-01-07	chic	1.0	-17.222	6.959	-6.700	-21.500	36.870	Winter	7	Jan	1,999
1999-01-08	chic	16.0	-8.889	17.606	10.900	-11.722	22.892	Winter	8	Jan	1,999
1999-01-09	chic	4.0	-15.556	12.819	-1.100	-18.389	17.973	Winter	9	Jan	1,999
1999-01-10	chic	6.0	-14.444	19.148	-0.400	-18.000	18.969	Winter	10	Jan	1,999
1999-01-11	chic	5.0	-15.000	10.172	0.000	-17.778	30.908	Winter	11	Jan	1,999
1999-01-12	chic	20.0	-6.667	10.068	14.100	-9.944	33.441	Winter	12	Jan	1,999
1999-01-13	chic	20.0	-6.667	30.689	15.400	-9.222	1.881	Winter	13	Jan	1,999
1999-01-14	chic	18.0	-7.778	18.219	12.600	-10.778	21.804	Winter	14	Jan	1,999
1999-01-15	chic	23.0	-5.000	6.830	20.200	-6.556	38.578	Winter	15	Jan	1,999
1999-01-16	chic	30.0	-1.111	9.600	29.800	-1.222	26.606	Winter	16	Jan	1,999
1999-01-17	chic	28.0	-2.222	8.006	31.300	-0.389	32.697	Winter	17	Jan	1,999
1999-01-18	chic	29.0	-1.667	20.055	25.800	-3.444	14.374	Winter	18	Jan	1,999
1999-01-19	chic	27.0	-2.778	9.724	20.000	-6.667	28.705	Winter	19	Jan	1,999
1999-01-20	chic	30.0	-1.111	7.200	28.800	-1.778	55.757	Winter	20	Jan	1,999
1999-01-21	chic	37.0	2.778	7.526	32.600	0.333	54.760	Winter	21	Jan	1,999
1999-01-22	chic	42.0	5.556	5.890	41.500	5.278	16.798	Winter	22	Jan	1,999
1999-01-23	chic	39.0	3.889	8.243	35.300	1.833	5.817	Winter	23	Jan	1,999
1999-01-24	chic	33.0	0.556	17.145	30.000	-1.111	18.821	Winter	24	Jan	1,999
1999-01-25	chic	28.0	-2.222	10.567	24.600	-4.111	12.749	Winter	25	Jan	1,999
1999-01-26	chic	29.0	-1.667	8.855	23.400	-4.778	32.779	Winter	26	Jan	1,999
1999-01-27	chic	42.0	5.556	11.265	34.000	1.111	48.608	Winter	27	Jan	1,999
1999-01-28	chic	33.0	0.556	10.581	27.400	-2.556	22.661	Winter	28	Jan	1,999
1999-01-29	chic	33.0	0.556	12.499	25.600	-3.556	27.564	Winter	29	Jan	1,999
1999-01-30	chic	34.0	1.111	17.882	28.000	-2.222	40.605	Winter	30	Jan	1,999
1999-01-31	chic	36.0	2.222	23.128	27.500	-2.500	20.567	Winter	31	Jan	1,999
1999-02-01	chic	40.0	4.444	7.147	38.400	3.556	22.603	Winter	32	Feb	1,999
1999-02-02	chic	38.0	3.333	7.980	32.400	0.222	5.458	Winter	33	Feb	1,999
1999-02-03	chic	41.0	5.000	15.103	27.400	-2.556	41.480	Winter	34	Feb	1,999
1999-02-04	chic	31.0	-0.556	17.076	21.100	-6.056	16.496	Winter	35	Feb	1,999
1999-02-05	chic	31.0	-0.556	7.190	24.200	-4.333	27.102	Winter	36	Feb	1,999
1999-02-06	chic	40.0	4.444	12.098	30.400	-0.889	18.449	Winter	37	Feb	1,999
1999-02-07	chic	33.0	0.556	15.665	29.800	-1.222	24.524	Winter	38	Feb	1,999
1999-02-08	chic	37.0	2.778	7.852	36.200	2.333	31.507	Winter	39	Feb	1,999
1999-02-09	chic	44.0	6.667	12.035	29.800	-1.222	8.529	Winter	40	Feb	1,999
1999-02-10	chic	44.0	6.667	12.572	27.200	-2.667	49.518	Winter	41	Feb	1,999
1999-02-11	chic	49.0	9.444	14.816	47.800	8.778	27.314	Winter	42	Feb	1,999
1999-02-12	chic	23.0	-5.000	23.945	13.100	-10.500	12.537	Winter	43	Feb	1,999
1999-02-13	chic	23.0	-5.000	17.655	10.800	-11.778	21.697	Winter	44	Feb	1,999
1999-02-14	chic	34.0	1.111	15.676	21.900	-5.611	35.713	Winter	45	Feb	1,999
1999-02-15	chic	45.0	7.222	15.752	30.600	-0.778	56.614	Winter	46	Feb	1,999
1999-02-16	chic	39.0	3.889	10.133	32.100	0.056	29.664	Winter	47	Feb	1,999
1999-02-17	chic	27.0	-2.778	14.553	20.400	-6.444	20.356	Winter	48	Feb	1,999
1999-02-18	chic	29.0	-1.667	13.580	21.800	-5.667	29.658	Winter	49	Feb	1,999
1999-02-19	chic	28.0	-2.222	26.467	20.900	-6.167	8.779	Winter	50	Feb	1,999
1999-02-20	chic	25.0	-3.889	25.258	17.000	-8.333	6.762	Winter	51	Feb	1,999
1999-02-21	chic	28.0	-2.222	35.747	15.700	-9.056	NA	Winter	52	Feb	1,999
1999-02-22	chic	26.0	-3.333	28.740	9.400	-12.556	19.811	Winter	53	Feb	1,999
1999-02-23	chic	29.0	-1.667	15.680	14.900	-9.500	36.993	Winter	54	Feb	1,999
1999-02-24	chic	27.0	-2.778	6.450	22.900	-5.056	53.879	Winter	55	Feb	1,999
1999-02-25	chic	33.0	0.556	9.970	26.500	-3.056	28.882	Winter	56	Feb	1,999
1999-02-26	chic	36.0	2.222	8.256	27.900	-2.278	43.823	Winter	57	Feb	1,999
1999-02-27	chic	43.0	6.111	6.453	39.200	4.000	32.967	Winter	58	Feb	1,999
1999-02-28	chic	37.0	2.778	15.709	32.100	0.056	2.003	Winter	59	Feb	1,999
1999-03-01	chic	38.0	3.333	24.636	25.300	-3.722	22.470	Winter	60	Mar	1,999
1999-03-02	chic	37.0	2.778	5.740	33.100	0.611	29.989	Winter	61	Mar	1,999
1999-03-03	chic	31.0	-0.556	21.297	18.700	-7.389	4.921	Winter	62	Mar	1,999
1999-03-04	chic	30.0	-1.111	17.511	18.400	-7.556	17.443	Winter	63	Mar	1,999
1999-03-05	chic	35.0	1.667	16.595	28.700	-1.833	29.943	Winter	64	Mar	1,999
1999-03-06	chic	25.0	-3.889	35.954	19.700	-6.833	1.847	Winter	65	Mar	1,999
1999-03-07	chic	21.0	-6.111	38.569	14.400	-9.778	18.604	Winter	66	Mar	1,999
1999-03-08	chic	24.0	-4.444	29.465	16.200	-8.778	42.927	Winter	67	Mar	1,999
1999-03-09	chic	29.0	-1.667	26.707	26.400	-3.111	11.916	Winter	68	Mar	1,999
1999-03-10	chic	29.0	-1.667	36.945	20.300	-6.500	2.010	Winter	69	Mar	1,999
1999-03-11	chic	28.0	-2.222	24.058	20.400	-6.444	13.225	Winter	70	Mar	1,999
1999-03-12	chic	27.0	-2.778	32.069	19.600	-6.889	12.234	Winter	71	Mar	1,999
1999-03-13	chic	28.0	-2.222	33.905	18.100	-7.722	23.476	Winter	72	Mar	1,999
1999-03-14	chic	32.0	0.000	39.149	18.900	-7.278	3.335	Winter	73	Mar	1,999
1999-03-15	chic	31.0	-0.556	15.541	19.200	-7.111	36.486	Winter	74	Mar	1,999
1999-03-16	chic	43.0	6.111	12.755	29.800	-1.222	44.494	Winter	75	Mar	1,999
1999-03-17	chic	50.0	10.000	27.021	40.700	4.833	29.452	Winter	76	Mar	1,999
1999-03-18	chic	38.0	3.333	26.502	27.100	-2.722	13.441	Winter	77	Mar	1,999
1999-03-19	chic	36.0	2.222	21.985	23.700	-4.611	21.881	Winter	78	Mar	1,999
1999-03-20	chic	39.0	3.889	18.051	27.200	-2.667	31.425	Winter	79	Mar	1,999
1999-03-21	chic	38.0	3.333	31.749	23.200	-4.889	5.466	Winter	80	Mar	1,999
1999-03-22	chic	36.0	2.222	22.381	21.300	-5.944	23.528	Winter	81	Mar	1,999
1999-03-23	chic	38.0	3.333	13.426	21.000	-6.111	40.412	Winter	82	Mar	1,999
1999-03-24	chic	35.0	1.667	32.917	21.900	-5.611	19.371	Winter	83	Mar	1,999
1999-03-25	chic	32.0	0.000	30.220	23.300	-4.833	22.737	Winter	84	Mar	1,999
1999-03-26	chic	35.0	1.667	29.918	25.900	-3.389	17.412	Winter	85	Mar	1,999
1999-03-27	chic	41.0	5.000	21.318	26.300	-3.167	35.508	Winter	86	Mar	1,999
1999-03-28	chic	43.0	6.111	18.002	33.700	0.944	54.245	Winter	87	Mar	1,999
1999-03-29	chic	48.0	8.889	15.828	24.500	-4.167	24.116	Winter	88	Mar	1,999
1999-03-30	chic	55.0	12.778	22.335	28.500	-1.944	97.171	Winter	89	Mar	1,999
1999-03-31	chic	60.0	15.556	28.356	41.300	5.167	64.192	Winter	90	Mar	1,999
1999-04-01	chic	58.0	14.444	13.044	51.700	10.944	45.317	Spring	91	Apr	1,999
1999-04-02	chic	64.0	17.778	12.426	54.600	12.556	45.278	Spring	92	Apr	1,999
1999-04-03	chic	63.0	17.222	12.984	57.800	14.333	40.407	Spring	93	Apr	1,999
1999-04-04	chic	56.0	13.333	20.542	47.300	8.500	14.126	Spring	94	Apr	1,999
1999-04-05	chic	50.0	10.000	18.395	43.200	6.222	16.104	Spring	95	Apr	1,999
1999-04-06	chic	53.0	11.667	21.260	42.400	5.778	18.555	Spring	96	Apr	1,999
1999-04-07	chic	55.0	12.778	27.175	42.700	5.944	58.076	Spring	97	Apr	1,999
1999-04-08	chic	55.0	12.778	28.834	43.700	6.500	35.033	Spring	98	Apr	1,999
1999-04-09	chic	45.0	7.222	28.640	40.000	4.444	6.223	Spring	99	Apr	1,999
1999-04-10	chic	47.0	8.333	30.940	35.000	1.667	12.423	Spring	100	Apr	1,999
1999-04-11	chic	46.0	7.778	20.435	39.700	4.278	9.511	Spring	101	Apr	1,999
1999-04-12	chic	45.0	7.222	22.314	32.100	0.056	26.318	Spring	102	Apr	1,999
1999-04-13	chic	50.0	10.000	18.429	33.300	0.722	36.415	Spring	103	Apr	1,999
1999-04-14	chic	49.0	9.444	25.701	26.000	-3.333	62.396	Spring	104	Apr	1,999
1999-04-15	chic	49.0	9.444	33.305	39.400	4.111	27.448	Spring	105	Apr	1,999
1999-04-16	chic	44.0	6.667	23.658	37.300	2.944	6.554	Spring	106	Apr	1,999
1999-04-17	chic	44.0	6.667	15.368	34.000	1.111	7.540	Spring	107	Apr	1,999
1999-04-18	chic	42.0	5.556	10.940	37.100	2.833	29.119	Spring	108	Apr	1,999
1999-04-19	chic	42.0	5.556	10.255	36.500	2.500	45.653	Spring	109	Apr	1,999
1999-04-20	chic	45.0	7.222	20.158	39.400	4.111	43.592	Spring	110	Apr	1,999
1999-04-21	chic	54.0	12.222	22.511	48.000	8.889	32.596	Spring	111	Apr	1,999
1999-04-22	chic	48.0	8.889	9.718	47.200	8.444	31.472	Spring	112	Apr	1,999
1999-04-23	chic	43.0	6.111	27.187	35.600	2.000	NA	Spring	113	Apr	1,999
1999-04-24	chic	44.0	6.667	30.836	24.600	-4.111	16.882	Spring	114	Apr	1,999
1999-04-25	chic	48.0	8.889	30.583	30.500	-0.833	19.711	Spring	115	Apr	1,999
1999-04-26	chic	51.0	10.556	36.410	33.400	0.778	33.645	Spring	116	Apr	1,999
1999-04-27	chic	50.0	10.000	26.476	41.500	5.278	29.452	Spring	117	Apr	1,999
1999-04-28	chic	51.0	10.556	28.573	38.400	3.556	12.712	Spring	118	Apr	1,999
1999-04-29	chic	52.0	11.111	32.836	32.700	0.389	15.517	Spring	119	Apr	1,999
1999-04-30	chic	51.0	10.556	29.154	29.000	-1.667	27.205	Spring	120	Apr	1,999
1999-05-01	chic	56.0	13.333	29.712	30.500	-0.833	28.226	Spring	121	May	1,999
1999-05-02	chic	58.0	14.444	42.535	37.300	2.944	31.133	Spring	122	May	1,999
1999-05-03	chic	64.0	17.778	38.044	42.800	6.000	51.162	Spring	123	May	1,999
1999-05-04	chic	67.0	19.444	39.147	52.200	11.222	75.065	Spring	124	May	1,999
1999-05-05	chic	70.0	21.111	32.835	57.200	14.000	74.002	Spring	125	May	1,999
1999-05-06	chic	58.0	14.444	17.469	52.800	11.556	24.573	Spring	126	May	1,999
1999-05-07	chic	56.0	13.333	19.581	46.900	8.278	31.606	Spring	127	May	1,999
1999-05-08	chic	53.0	11.667	10.887	48.200	9.000	8.573	Spring	128	May	1,999
1999-05-09	chic	51.0	10.556	16.290	42.700	5.944	7.446	Spring	129	May	1,999
1999-05-10	chic	58.0	14.444	31.671	46.500	8.056	32.451	Spring	130	May	1,999
1999-05-11	chic	67.0	19.444	31.835	52.100	11.167	63.434	Spring	131	May	1,999
1999-05-12	chic	62.0	16.667	26.392	52.700	11.500	43.987	Spring	132	May	1,999
1999-05-13	chic	51.0	10.556	26.167	41.000	5.000	16.426	Spring	133	May	1,999
1999-05-14	chic	53.0	11.667	24.638	41.300	5.167	15.319	Spring	134	May	1,999
1999-05-15	chic	60.0	15.556	20.214	54.800	12.667	49.206	Spring	135	May	1,999
1999-05-16	chic	69.0	20.556	35.568	63.100	17.278	44.147	Spring	136	May	1,999
1999-05-17	chic	69.0	20.556	26.727	62.600	17.000	31.134	Spring	137	May	1,999
1999-05-18	chic	61.0	16.111	20.023	52.300	11.278	17.576	Spring	138	May	1,999
1999-05-19	chic	61.0	16.111	19.217	44.800	7.111	25.158	Spring	139	May	1,999
1999-05-20	chic	64.0	17.778	34.411	49.100	9.500	51.043	Spring	140	May	1,999
1999-05-21	chic	66.0	18.889	44.701	56.800	13.778	64.952	Spring	141	May	1,999
1999-05-22	chic	59.0	15.000	32.945	52.800	11.556	8.953	Spring	142	May	1,999
1999-05-23	chic	60.0	15.556	16.033	50.700	10.389	18.907	Spring	143	May	1,999
1999-05-24	chic	51.0	10.556	15.479	40.700	4.833	16.085	Spring	144	May	1,999
1999-05-25	chic	56.0	13.333	24.188	38.700	3.722	33.923	Spring	145	May	1,999
1999-05-26	chic	60.0	15.556	21.524	40.400	4.667	19.967	Spring	146	May	1,999
1999-05-27	chic	64.0	17.778	23.507	41.300	5.167	57.028	Spring	147	May	1,999
1999-05-28	chic	75.0	23.889	27.486	53.800	12.111	43.017	Spring	148	May	1,999
1999-05-29	chic	76.0	24.444	45.505	54.400	12.444	46.154	Spring	149	May	1,999
1999-05-30	chic	70.0	21.111	49.136	56.000	13.333	52.650	Spring	150	May	1,999
1999-05-31	chic	73.0	22.778	27.124	63.400	17.444	35.368	Spring	151	May	1,999
1999-06-01	chic	65.0	18.333	15.866	59.700	15.389	32.401	Spring	152	Jun	1,999
1999-06-02	chic	64.0	17.778	12.711	57.700	14.278	11.445	Spring	153	Jun	1,999
1999-06-03	chic	58.0	14.444	20.498	47.700	8.722	14.275	Spring	154	Jun	1,999
1999-06-04	chic	64.0	17.778	30.964	56.600	13.667	31.228	Spring	155	Jun	1,999
1999-06-05	chic	75.0	23.889	27.161	68.000	20.000	30.479	Spring	156	Jun	1,999
1999-06-06	chic	80.0	26.667	29.721	69.900	21.056	49.322	Spring	157	Jun	1,999
1999-06-07	chic	81.0	27.222	33.472	63.800	17.667	31.316	Spring	158	Jun	1,999
1999-06-08	chic	80.0	26.667	36.227	63.200	17.333	36.231	Spring	159	Jun	1,999
1999-06-09	chic	79.0	26.111	25.028	63.200	17.333	48.151	Spring	160	Jun	1,999
1999-06-10	chic	79.0	26.111	26.218	66.700	19.278	57.072	Spring	161	Jun	1,999
1999-06-11	chic	78.0	25.556	30.261	67.500	19.722	46.467	Spring	162	Jun	1,999
1999-06-12	chic	75.0	23.889	37.818	68.200	20.111	39.088	Spring	163	Jun	1,999
1999-06-13	chic	65.0	18.333	25.603	63.500	17.500	17.121	Spring	164	Jun	1,999
1999-06-14	chic	66.0	18.889	23.252	55.000	12.778	10.061	Spring	165	Jun	1,999
1999-06-15	chic	58.0	14.444	24.013	37.900	3.278	5.181	Spring	166	Jun	1,999
1999-06-16	chic	61.0	16.111	26.573	44.700	7.056	17.212	Spring	167	Jun	1,999
1999-06-17	chic	57.0	13.889	23.743	42.900	6.056	16.520	Spring	168	Jun	1,999
1999-06-18	chic	59.0	15.000	25.413	47.600	8.667	32.228	Spring	169	Jun	1,999
1999-06-19	chic	68.0	20.000	36.607	49.900	9.944	25.305	Spring	170	Jun	1,999
1999-06-20	chic	67.0	19.444	52.132	54.400	12.444	34.261	Spring	171	Jun	1,999
1999-06-21	chic	72.0	22.222	50.347	59.800	15.444	62.253	Spring	172	Jun	1,999
1999-06-22	chic	74.0	23.333	31.716	66.200	19.000	79.245	Spring	173	Jun	1,999
1999-06-23	chic	76.0	24.444	42.227	67.300	19.611	61.181	Spring	174	Jun	1,999
1999-06-24	chic	76.0	24.444	25.025	65.900	18.833	26.220	Spring	175	Jun	1,999
1999-06-25	chic	75.0	23.889	28.677	58.200	14.556	43.203	Spring	176	Jun	1,999
1999-06-26	chic	76.0	24.444	33.650	66.200	19.000	40.132	Spring	177	Jun	1,999
1999-06-27	chic	78.0	25.556	38.261	70.600	21.444	41.202	Spring	178	Jun	1,999
1999-06-28	chic	77.0	25.000	28.135	69.200	20.667	51.232	Spring	179	Jun	1,999
1999-06-29	chic	66.0	18.889	21.563	51.100	10.611	22.621	Spring	180	Jun	1,999
1999-06-30	chic	68.0	20.000	26.091	54.700	12.611	30.284	Spring	181	Jun	1,999
1999-07-01	chic	74.0	23.333	23.849	64.300	17.944	28.339	Summer	182	Jul	1,999
1999-07-02	chic	77.0	25.000	26.201	67.300	19.611	30.328	Summer	183	Jul	1,999
1999-07-03	chic	84.0	28.889	27.036	76.200	24.556	63.336	Summer	184	Jul	1,999
1999-07-04	chic	86.0	30.000	27.494	74.100	23.389	41.301	Summer	185	Jul	1,999
1999-07-05	chic	87.0	30.556	31.308	74.400	23.556	33.770	Summer	186	Jul	1,999
1999-07-06	chic	79.0	26.111	25.197	62.700	17.056	25.336	Summer	187	Jul	1,999
1999-07-07	chic	75.0	23.889	26.729	53.700	12.056	23.355	Summer	188	Jul	1,999
1999-07-08	chic	76.0	24.444	35.527	60.400	15.778	71.361	Summer	189	Jul	1,999
1999-07-09	chic	76.0	24.444	32.110	65.000	18.333	30.345	Summer	190	Jul	1,999
1999-07-10	chic	64.0	17.778	21.481	51.500	10.833	7.334	Summer	191	Jul	1,999
1999-07-11	chic	67.0	19.444	19.312	50.300	10.167	24.790	Summer	192	Jul	1,999
1999-07-12	chic	68.0	20.000	22.929	50.800	10.444	44.328	Summer	193	Jul	1,999
1999-07-13	chic	70.0	21.111	30.737	55.700	13.167	72.383	Summer	194	Jul	1,999
1999-07-14	chic	74.0	23.333	42.504	59.200	15.111	95.405	Summer	195	Jul	1,999
1999-07-15	chic	78.0	25.556	49.012	62.800	17.111	84.349	Summer	196	Jul	1,999
1999-07-16	chic	82.0	27.778	43.071	68.300	20.167	109.322	Summer	197	Jul	1,999
1999-07-17	chic	75.0	23.889	23.912	70.600	21.444	32.928	Summer	198	Jul	1,999
1999-07-18	chic	77.0	25.000	29.776	66.600	19.222	28.360	Summer	199	Jul	1,999
1999-07-19	chic	79.0	26.111	24.449	70.100	21.167	35.388	Summer	200	Jul	1,999
1999-07-20	chic	76.0	24.444	27.106	70.400	21.333	28.486	Summer	201	Jul	1,999
1999-07-21	chic	83.0	28.333	26.816	72.100	22.278	36.486	Summer	202	Jul	1,999
1999-07-22	chic	82.0	27.778	25.542	73.400	23.000	31.601	Summer	203	Jul	1,999
1999-07-23	chic	83.0	28.333	22.969	72.800	22.667	35.452	Summer	204	Jul	1,999
1999-07-24	chic	82.0	27.778	31.587	73.200	22.889	17.585	Summer	205	Jul	1,999
1999-07-25	chic	85.0	29.444	35.945	70.600	21.444	19.546	Summer	206	Jul	1,999
1999-07-26	chic	80.0	26.667	20.986	69.500	20.833	49.595	Summer	207	Jul	1,999
1999-07-27	chic	79.0	26.111	23.729	68.300	20.167	26.573	Summer	208	Jul	1,999
1999-07-28	chic	82.0	27.778	30.433	71.800	22.111	34.586	Summer	209	Jul	1,999
1999-07-29	chic	83.0	28.333	27.571	76.600	24.778	45.562	Summer	210	Jul	1,999
1999-07-30	chic	90.0	32.222	30.940	77.100	25.056	63.567	Summer	211	Jul	1,999
1999-07-31	chic	83.0	28.333	34.497	71.400	21.889	29.567	Summer	212	Jul	1,999
1999-08-01	chic	74.0	23.333	23.913	60.100	15.611	8.564	Summer	213	Aug	1,999
1999-08-02	chic	71.0	21.667	16.009	56.300	13.500	11.548	Summer	214	Aug	1,999
1999-08-03	chic	71.0	21.667	21.190	59.000	15.000	28.537	Summer	215	Aug	1,999
1999-08-04	chic	76.0	24.444	21.252	58.300	14.611	32.911	Summer	216	Aug	1,999
1999-08-05	chic	73.0	22.778	18.775	55.600	13.111	19.504	Summer	217	Aug	1,999
1999-08-06	chic	76.0	24.444	26.146	62.000	16.667	46.510	Summer	218	Aug	1,999
1999-08-07	chic	72.0	22.222	19.676	67.700	19.833	39.559	Summer	219	Aug	1,999
1999-08-08	chic	66.0	18.889	23.711	57.000	13.889	4.518	Summer	220	Aug	1,999
1999-08-09	chic	66.0	18.889	20.241	56.200	13.444	29.540	Summer	221	Aug	1,999
1999-08-10	chic	78.0	25.556	29.447	63.800	17.667	32.281	Summer	222	Aug	1,999
1999-08-11	chic	75.0	23.889	16.092	61.100	16.167	38.425	Summer	223	Aug	1,999
1999-08-12	chic	70.0	21.111	13.113	65.900	18.833	30.425	Summer	224	Aug	1,999
1999-08-13	chic	72.0	22.222	20.441	65.600	18.667	30.556	Summer	225	Aug	1,999
1999-08-14	chic	64.0	17.778	21.079	52.700	11.500	4.532	Summer	226	Aug	1,999
1999-08-15	chic	66.0	18.889	17.900	54.400	12.444	13.488	Summer	227	Aug	1,999
1999-08-16	chic	73.0	22.778	26.920	57.900	14.389	36.849	Summer	228	Aug	1,999
1999-08-17	chic	75.0	23.889	26.349	60.600	15.889	33.617	Summer	229	Aug	1,999
1999-08-18	chic	67.0	19.444	5.040	62.700	17.056	36.641	Summer	230	Aug	1,999
1999-08-19	chic	68.0	20.000	22.006	62.300	16.833	14.573	Summer	231	Aug	1,999
1999-08-20	chic	67.0	19.444	21.740	57.200	14.000	16.608	Summer	232	Aug	1,999
1999-08-21	chic	65.0	18.333	17.008	57.400	14.111	27.608	Summer	233	Aug	1,999
1999-08-22	chic	67.0	19.444	21.075	57.100	13.944	32.124	Summer	234	Aug	1,999
1999-08-23	chic	72.0	22.222	19.645	64.200	17.889	39.433	Summer	235	Aug	1,999
1999-08-24	chic	71.0	21.667	27.244	67.100	19.500	32.332	Summer	236	Aug	1,999
1999-08-25	chic	70.0	21.111	31.181	66.100	18.944	21.184	Summer	237	Aug	1,999
1999-08-26	chic	72.0	22.222	24.277	64.600	18.111	31.238	Summer	238	Aug	1,999
1999-08-27	chic	74.0	23.333	22.642	66.100	18.944	60.151	Summer	239	Aug	1,999
1999-08-28	chic	80.0	26.667	29.829	69.700	20.944	58.608	Summer	240	Aug	1,999
1999-08-29	chic	69.0	20.556	28.762	56.000	13.333	12.258	Summer	241	Aug	1,999
1999-08-30	chic	62.0	16.667	23.457	51.800	11.000	16.192	Summer	242	Aug	1,999
1999-08-31	chic	65.0	18.333	23.004	54.400	12.444	31.096	Summer	243	Aug	1,999
1999-09-01	chic	70.0	21.111	34.706	57.300	14.056	78.137	Summer	244	Sep	1,999
1999-09-02	chic	74.0	23.333	38.777	62.100	16.722	98.132	Summer	245	Sep	1,999
1999-09-03	chic	76.0	24.444	47.018	61.500	16.389	76.936	Summer	246	Sep	1,999
1999-09-04	chic	79.0	26.111	54.466	61.600	16.444	63.096	Summer	247	Sep	1,999
1999-09-05	chic	77.0	25.000	53.221	63.500	17.500	56.047	Summer	248	Sep	1,999
1999-09-06	chic	66.0	18.889	24.289	54.900	12.722	10.910	Summer	249	Sep	1,999
1999-09-07	chic	65.0	18.333	14.292	55.200	12.889	24.891	Summer	250	Sep	1,999
1999-09-08	chic	71.0	21.667	17.324	54.200	12.333	35.677	Summer	251	Sep	1,999
1999-09-09	chic	62.0	16.667	11.815	46.600	8.111	39.446	Summer	252	Sep	1,999
1999-09-10	chic	62.0	16.667	13.130	45.200	7.333	48.652	Summer	253	Sep	1,999
1999-09-11	chic	64.0	17.778	19.561	48.700	9.278	40.680	Summer	254	Sep	1,999
1999-09-12	chic	68.0	20.000	23.811	58.900	14.944	27.680	Summer	255	Sep	1,999
1999-09-13	chic	59.0	15.000	6.247	49.900	9.944	11.564	Summer	256	Sep	1,999
1999-09-14	chic	59.0	15.000	8.615	44.400	6.889	17.545	Summer	257	Sep	1,999
1999-09-15	chic	55.0	12.778	9.027	46.200	7.889	26.108	Summer	258	Sep	1,999
1999-09-16	chic	59.0	15.000	12.520	47.800	8.778	19.647	Summer	259	Sep	1,999
1999-09-17	chic	59.0	15.000	13.718	48.100	8.944	21.660	Summer	260	Sep	1,999
1999-09-18	chic	62.0	16.667	18.675	49.000	9.444	50.655	Summer	261	Sep	1,999
1999-09-19	chic	64.0	17.778	29.363	53.500	11.944	49.682	Summer	262	Sep	1,999
1999-09-20	chic	58.0	14.444	11.985	45.900	7.722	9.658	Summer	263	Sep	1,999
1999-09-21	chic	51.0	10.556	14.565	44.600	7.000	13.702	Summer	264	Sep	1,999
1999-09-22	chic	57.0	13.889	12.017	39.800	4.333	23.564	Summer	265	Sep	1,999
1999-09-23	chic	66.0	18.889	22.427	46.300	7.944	48.430	Summer	266	Sep	1,999
1999-09-24	chic	57.0	13.889	19.720	47.100	8.389	5.367	Summer	267	Sep	1,999
1999-09-25	chic	62.0	16.667	25.482	48.400	9.111	36.373	Summer	268	Sep	1,999
1999-09-26	chic	72.0	22.222	43.634	49.300	9.611	91.392	Summer	269	Sep	1,999
1999-09-27	chic	66.0	18.889	35.492	58.700	14.833	25.873	Summer	270	Sep	1,999
1999-09-28	chic	58.0	14.444	16.363	56.700	13.722	8.556	Summer	271	Sep	1,999
1999-09-29	chic	56.0	13.333	11.233	43.700	6.500	3.770	Summer	272	Sep	1,999
1999-09-30	chic	56.0	13.333	13.015	38.900	3.833	29.000	Summer	273	Sep	1,999
1999-10-01	chic	51.0	10.556	7.906	35.000	1.667	23.954	Autumn	274	Oct	1,999
1999-10-02	chic	46.0	7.778	9.355	40.800	4.889	15.937	Autumn	275	Oct	1,999
1999-10-03	chic	44.0	6.667	15.059	40.200	4.556	17.555	Autumn	276	Oct	1,999
1999-10-04	chic	47.0	8.333	15.547	38.000	3.333	14.896	Autumn	277	Oct	1,999
1999-10-05	chic	51.0	10.556	8.447	36.800	2.667	39.912	Autumn	278	Oct	1,999
1999-10-06	chic	52.0	11.111	17.825	41.800	5.444	24.745	Autumn	279	Oct	1,999
1999-10-07	chic	59.0	15.000	13.739	42.400	5.778	29.718	Autumn	280	Oct	1,999
1999-10-08	chic	61.0	16.111	13.533	54.100	12.278	62.751	Autumn	281	Oct	1,999
1999-10-09	chic	59.0	15.000	4.536	57.600	14.222	50.754	Autumn	282	Oct	1,999
1999-10-10	chic	66.0	18.889	22.028	58.000	14.444	23.677	Autumn	283	Oct	1,999
1999-10-11	chic	55.0	12.778	14.504	46.100	7.833	28.641	Autumn	284	Oct	1,999
1999-10-12	chic	62.0	16.667	19.519	47.200	8.444	81.649	Autumn	285	Oct	1,999
1999-10-13	chic	56.0	13.333	13.718	44.000	6.667	27.688	Autumn	286	Oct	1,999
1999-10-14	chic	48.0	8.889	10.072	34.800	1.556	31.734	Autumn	287	Oct	1,999
1999-10-15	chic	64.0	17.778	23.249	46.300	7.944	47.286	Autumn	288	Oct	1,999
1999-10-16	chic	58.0	14.444	21.462	54.200	12.333	53.392	Autumn	289	Oct	1,999
1999-10-17	chic	45.0	7.222	13.897	33.800	1.000	1.364	Autumn	290	Oct	1,999
1999-10-18	chic	44.0	6.667	4.391	34.400	1.333	20.381	Autumn	291	Oct	1,999
1999-10-19	chic	50.0	10.000	8.293	33.500	0.833	47.414	Autumn	292	Oct	1,999
1999-10-20	chic	44.0	6.667	6.106	30.700	-0.722	30.392	Autumn	293	Oct	1,999
1999-10-21	chic	52.0	11.111	9.528	36.300	2.389	39.382	Autumn	294	Oct	1,999
1999-10-22	chic	51.0	10.556	18.540	26.600	-3.000	22.504	Autumn	295	Oct	1,999
1999-10-23	chic	43.0	6.111	19.395	25.700	-3.500	6.469	Autumn	296	Oct	1,999
1999-10-24	chic	40.0	4.444	13.152	22.100	-5.500	5.425	Autumn	297	Oct	1,999
1999-10-25	chic	50.0	10.000	12.166	28.100	-2.167	59.444	Autumn	298	Oct	1,999
1999-10-26	chic	53.0	11.667	10.993	29.400	-1.444	51.499	Autumn	299	Oct	1,999
1999-10-27	chic	48.0	8.889	9.043	37.000	2.778	41.514	Autumn	300	Oct	1,999
1999-10-28	chic	64.0	17.778	13.735	43.300	6.278	83.282	Autumn	301	Oct	1,999
1999-10-29	chic	62.0	16.667	25.028	47.000	8.333	93.151	Autumn	302	Oct	1,999
1999-10-30	chic	66.0	18.889	36.842	50.700	10.389	88.173	Autumn	303	Oct	1,999
1999-10-31	chic	58.0	14.444	14.896	49.300	9.611	42.189	Autumn	304	Oct	1,999
1999-11-01	chic	59.0	15.000	15.208	46.900	8.278	59.143	Autumn	305	Nov	1,999
1999-11-02	chic	42.0	5.556	19.026	22.600	-5.222	21.793	Autumn	306	Nov	1,999
1999-11-03	chic	37.0	2.778	15.577	17.700	-7.944	26.244	Autumn	307	Nov	1,999
1999-11-04	chic	46.0	7.778	12.917	24.200	-4.333	120.233	Autumn	308	Nov	1,999
1999-11-05	chic	55.0	12.778	14.505	34.300	1.278	51.127	Autumn	309	Nov	1,999
1999-11-06	chic	45.0	7.222	14.703	20.300	-6.500	30.052	Autumn	310	Nov	1,999
1999-11-07	chic	44.0	6.667	20.237	32.300	0.167	41.980	Autumn	311	Nov	1,999
1999-11-08	chic	55.0	12.778	10.036	41.000	5.000	46.494	Autumn	312	Nov	1,999
1999-11-09	chic	67.0	19.444	23.377	48.500	9.167	55.783	Autumn	313	Nov	1,999
1999-11-10	chic	58.0	14.444	24.532	46.700	8.167	50.915	Autumn	314	Nov	1,999
1999-11-11	chic	44.0	6.667	21.410	38.000	3.333	14.757	Autumn	315	Nov	1,999
1999-11-12	chic	47.0	8.333	7.467	41.200	5.111	67.673	Autumn	316	Nov	1,999
1999-11-13	chic	54.0	12.222	15.472	43.800	6.556	82.673	Autumn	317	Nov	1,999
1999-11-14	chic	45.0	7.222	22.983	30.500	-0.833	24.647	Autumn	318	Nov	1,999
1999-11-15	chic	41.0	5.000	9.997	26.300	-3.167	14.799	Autumn	319	Nov	1,999
1999-11-16	chic	38.0	3.333	17.235	29.300	-1.500	12.766	Autumn	320	Nov	1,999
1999-11-17	chic	40.0	4.444	11.749	25.000	-3.889	27.858	Autumn	321	Nov	1,999
1999-11-18	chic	58.0	14.444	18.059	36.200	2.333	85.864	Autumn	322	Nov	1,999
1999-11-19	chic	49.0	9.444	16.215	37.700	3.167	75.007	Autumn	323	Nov	1,999
1999-11-20	chic	39.0	3.889	4.948	35.200	1.778	38.481	Autumn	324	Nov	1,999
1999-11-21	chic	42.0	5.556	5.338	42.000	5.556	46.095	Autumn	325	Nov	1,999
1999-11-22	chic	54.0	12.222	9.171	46.000	7.778	52.958	Autumn	326	Nov	1,999
1999-11-23	chic	52.0	11.111	11.317	50.000	10.000	33.058	Autumn	327	Nov	1,999
1999-11-24	chic	40.0	4.444	10.067	30.700	-0.722	14.251	Autumn	328	Nov	1,999
1999-11-25	chic	36.0	2.222	9.685	27.800	-2.333	25.158	Autumn	329	Nov	1,999
1999-11-26	chic	37.0	2.778	10.547	32.200	0.111	30.175	Autumn	330	Nov	1,999
1999-11-27	chic	41.0	5.000	10.172	30.100	-1.056	10.175	Autumn	331	Nov	1,999
1999-11-28	chic	34.0	1.111	10.613	25.000	-3.889	6.290	Autumn	332	Nov	1,999
1999-11-29	chic	32.0	0.000	10.908	19.900	-6.722	12.231	Autumn	333	Nov	1,999
1999-11-30	chic	30.0	-1.111	8.230	15.300	-9.278	20.283	Autumn	334	Nov	1,999
1999-12-01	chic	36.0	2.222	8.773	20.800	-6.222	46.225	Autumn	335	Dec	1,999
1999-12-02	chic	50.0	10.000	10.413	32.900	0.500	32.784	Autumn	336	Dec	1,999
1999-12-03	chic	53.0	11.667	12.599	48.000	8.889	58.078	Autumn	337	Dec	1,999
1999-12-04	chic	49.0	9.444	6.401	48.500	9.167	50.143	Autumn	338	Dec	1,999
1999-12-05	chic	39.0	3.889	13.904	34.300	1.278	NA	Autumn	339	Dec	1,999
1999-12-06	chic	29.0	-1.667	10.388	22.600	-5.222	11.257	Autumn	340	Dec	1,999
1999-12-07	chic	33.0	0.556	7.706	29.100	-1.611	30.221	Autumn	341	Dec	1,999
1999-12-08	chic	38.0	3.333	6.523	33.500	0.833	30.068	Autumn	342	Dec	1,999
1999-12-09	chic	43.0	6.111	8.432	38.600	3.667	56.046	Autumn	343	Dec	1,999
1999-12-10	chic	31.0	-0.556	10.923	23.400	-4.778	12.969	Autumn	344	Dec	1,999
1999-12-11	chic	31.0	-0.556	8.321	25.000	-3.889	21.795	Autumn	345	Dec	1,999
1999-12-12	chic	35.0	1.667	5.447	30.600	-0.778	14.734	Autumn	346	Dec	1,999
1999-12-13	chic	35.0	1.667	11.131	31.200	-0.444	38.756	Autumn	347	Dec	1,999
1999-12-14	chic	38.0	3.333	15.035	34.200	1.222	16.264	Autumn	348	Dec	1,999
1999-12-15	chic	36.0	2.222	5.678	33.900	1.056	17.600	Autumn	349	Dec	1,999
1999-12-16	chic	27.0	-2.778	7.292	20.300	-6.500	9.594	Autumn	350	Dec	1,999
1999-12-17	chic	23.0	-5.000	13.004	17.900	-7.833	9.729	Autumn	351	Dec	1,999
1999-12-18	chic	19.0	-7.222	10.560	14.600	-9.667	21.624	Autumn	352	Dec	1,999
1999-12-19	chic	32.0	0.000	7.754	29.100	-1.611	30.674	Autumn	353	Dec	1,999
1999-12-20	chic	21.0	-6.111	16.036	11.000	-11.667	23.115	Autumn	354	Dec	1,999
1999-12-21	chic	8.0	-13.333	11.040	-1.600	-18.667	20.734	Autumn	355	Dec	1,999
1999-12-22	chic	13.0	-10.556	7.549	5.800	-14.556	22.917	Autumn	356	Dec	1,999
1999-12-23	chic	10.0	-12.222	9.435	3.800	-15.667	35.791	Autumn	357	Dec	1,999
1999-12-24	chic	14.0	-10.000	11.422	4.700	-15.167	27.716	Autumn	358	Dec	1,999
1999-12-25	chic	19.0	-7.222	10.562	14.000	-10.000	42.755	Autumn	359	Dec	1,999
1999-12-26	chic	28.0	-2.222	24.355	14.300	-9.833	25.435	Autumn	360	Dec	1,999
1999-12-27	chic	19.0	-7.222	15.308	11.600	-11.333	20.889	Autumn	361	Dec	1,999
1999-12-28	chic	21.0	-6.111	11.371	16.400	-8.667	12.985	Autumn	362	Dec	1,999
1999-12-29	chic	36.0	2.222	7.360	30.200	-1.000	22.016	Autumn	363	Dec	1,999
1999-12-30	chic	34.0	1.111	12.759	28.900	-1.722	5.930	Autumn	364	Dec	1,999
1999-12-31	chic	34.0	1.111	8.921	25.900	-3.389	22.914	Autumn	365	Dec	1,999
2000-01-01	chic	42.0	5.556	8.655	32.200	0.111	31.378	Winter	1	Jan	2,000
2000-01-02	chic	48.0	8.889	19.001	42.300	5.722	43.983	Winter	2	Jan	2,000
2000-01-03	chic	35.0	1.667	13.341	33.700	0.944	5.003	Winter	3	Jan	2,000
2000-01-04	chic	28.0	-2.222	15.288	22.200	-5.444	10.002	Winter	4	Jan	2,000
2000-01-05	chic	20.0	-6.667	8.163	16.600	-8.556	21.962	Winter	5	Jan	2,000
2000-01-06	chic	34.0	1.111	7.430	25.300	-3.722	32.942	Winter	6	Jan	2,000
2000-01-07	chic	25.0	-3.889	10.838	13.300	-10.389	27.253	Winter	7	Jan	2,000
2000-01-08	chic	37.0	2.778	9.420	28.500	-1.944	25.012	Winter	8	Jan	2,000
2000-01-09	chic	39.0	3.889	6.056	38.500	3.611	25.878	Winter	9	Jan	2,000
2000-01-10	chic	42.0	5.556	11.034	34.900	1.611	8.893	Winter	10	Jan	2,000
2000-01-11	chic	33.0	0.556	14.487	21.500	-5.833	8.914	Winter	11	Jan	2,000
2000-01-12	chic	31.0	-0.556	16.808	21.700	-5.722	12.043	Winter	12	Jan	2,000
2000-01-13	chic	25.0	-3.889	12.177	18.400	-7.556	20.673	Winter	13	Jan	2,000
2000-01-14	chic	20.0	-6.667	7.395	14.500	-9.722	30.374	Winter	14	Jan	2,000
2000-01-15	chic	34.0	1.111	7.444	24.200	-4.333	42.631	Winter	15	Jan	2,000
2000-01-16	chic	31.0	-0.556	22.857	19.400	-7.000	6.733	Winter	16	Jan	2,000
2000-01-17	chic	22.0	-5.556	21.891	12.700	-10.722	21.721	Winter	17	Jan	2,000
2000-01-18	chic	25.0	-3.889	6.874	20.900	-6.167	18.771	Winter	18	Jan	2,000
2000-01-19	chic	21.0	-6.111	5.751	15.700	-9.056	35.539	Winter	19	Jan	2,000
2000-01-20	chic	10.0	-12.222	15.369	2.100	-16.611	12.810	Winter	20	Jan	2,000
2000-01-21	chic	5.0	-15.000	9.051	-3.200	-19.556	45.855	Winter	21	Jan	2,000
2000-01-22	chic	17.0	-8.333	8.266	14.500	-9.722	30.000	Winter	22	Jan	2,000
2000-01-23	chic	16.0	-8.889	16.893	4.300	-15.389	18.903	Winter	23	Jan	2,000
2000-01-24	chic	6.0	-14.444	8.840	-0.600	-18.111	33.873	Winter	24	Jan	2,000
2000-01-25	chic	17.0	-8.333	13.177	8.500	-13.056	24.398	Winter	25	Jan	2,000
2000-01-26	chic	15.0	-9.444	12.160	5.400	-14.778	26.727	Winter	26	Jan	2,000
2000-01-27	chic	20.0	-6.667	14.709	11.500	-11.389	26.646	Winter	27	Jan	2,000
2000-01-28	chic	21.0	-6.111	8.975	14.500	-9.722	49.724	Winter	28	Jan	2,000
2000-01-29	chic	24.0	-4.444	25.951	19.100	-7.167	26.856	Winter	29	Jan	2,000
2000-01-30	chic	28.0	-2.222	11.195	23.300	-4.833	23.892	Winter	30	Jan	2,000
2000-01-31	chic	20.0	-6.667	13.115	14.400	-9.778	35.121	Winter	31	Jan	2,000
2000-02-01	chic	25.0	-3.889	12.216	16.500	-8.611	25.800	Winter	32	Feb	2,000
2000-02-02	chic	21.0	-6.111	9.548	16.000	-8.889	38.794	Winter	33	Feb	2,000
2000-02-03	chic	33.0	0.556	11.692	26.700	-2.944	18.842	Winter	34	Feb	2,000
2000-02-04	chic	25.0	-3.889	14.343	19.000	-7.222	13.814	Winter	35	Feb	2,000
2000-02-05	chic	21.0	-6.111	13.601	16.500	-8.611	20.834	Winter	36	Feb	2,000
2000-02-06	chic	23.0	-5.000	9.188	21.600	-5.778	37.996	Winter	37	Feb	2,000
2000-02-07	chic	26.0	-3.333	17.672	23.300	-4.833	15.806	Winter	38	Feb	2,000
2000-02-08	chic	22.0	-5.556	13.417	21.600	-5.778	43.806	Winter	39	Feb	2,000
2000-02-09	chic	41.0	5.000	14.038	30.200	-1.000	36.769	Winter	40	Feb	2,000
2000-02-10	chic	35.0	1.667	11.680	32.100	0.056	48.789	Winter	41	Feb	2,000
2000-02-11	chic	24.0	-4.444	22.128	13.900	-10.056	8.803	Winter	42	Feb	2,000
2000-02-12	chic	24.0	-4.444	26.077	14.500	-9.722	30.679	Winter	43	Feb	2,000
2000-02-13	chic	30.0	-1.111	15.742	26.800	-2.889	36.744	Winter	44	Feb	2,000
2000-02-14	chic	26.0	-3.333	16.329	22.500	-5.278	14.604	Winter	45	Feb	2,000
2000-02-15	chic	31.0	-0.556	8.546	28.100	-2.167	28.640	Winter	46	Feb	2,000
2000-02-16	chic	28.0	-2.222	19.189	19.000	-7.222	19.685	Winter	47	Feb	2,000
2000-02-17	chic	27.0	-2.778	18.302	18.600	-7.444	35.727	Winter	48	Feb	2,000
2000-02-18	chic	30.0	-1.111	26.327	27.800	-2.333	22.044	Winter	49	Feb	2,000
2000-02-19	chic	29.0	-1.667	23.354	21.700	-5.722	7.761	Winter	50	Feb	2,000
2000-02-20	chic	27.0	-2.778	24.361	19.700	-6.833	19.817	Winter	51	Feb	2,000
2000-02-21	chic	35.0	1.667	12.490	29.100	-1.611	48.836	Winter	52	Feb	2,000
2000-02-22	chic	49.0	9.444	10.445	40.300	4.611	55.808	Winter	53	Feb	2,000
2000-02-23	chic	59.0	15.000	27.482	40.600	4.778	85.736	Winter	54	Feb	2,000
2000-02-24	chic	49.0	9.444	17.252	49.900	9.944	24.305	Winter	55	Feb	2,000
2000-02-25	chic	55.0	12.778	17.538	50.300	10.167	59.584	Winter	56	Feb	2,000
2000-02-26	chic	56.0	13.333	26.031	51.700	10.944	35.590	Winter	57	Feb	2,000
2000-02-27	chic	45.0	7.222	24.953	30.700	-0.722	NA	Winter	58	Feb	2,000
2000-02-28	chic	43.0	6.111	13.287	26.800	-2.889	24.685	Winter	59	Feb	2,000
2000-02-29	chic	54.0	12.222	21.047	34.400	1.333	42.593	Winter	60	Feb	2,000
2000-03-01	chic	46.0	7.778	25.691	32.900	0.500	16.711	Winter	61	Mar	2,000
2000-03-02	chic	33.0	0.556	28.683	23.800	-4.556	5.534	Winter	62	Mar	2,000
2000-03-03	chic	35.0	1.667	25.007	24.100	-4.389	32.626	Winter	63	Mar	2,000
2000-03-04	chic	46.0	7.778	15.323	30.700	-0.722	25.786	Winter	64	Mar	2,000
2000-03-05	chic	52.0	11.111	15.226	36.500	2.500	18.836	Winter	65	Mar	2,000
2000-03-06	chic	51.0	10.556	18.657	32.100	0.056	63.990	Winter	66	Mar	2,000
2000-03-07	chic	66.0	18.889	22.871	49.700	9.833	39.429	Winter	67	Mar	2,000
2000-03-08	chic	67.0	19.444	28.622	50.900	10.500	88.974	Winter	68	Mar	2,000
2000-03-09	chic	46.0	7.778	21.179	32.700	0.389	15.895	Winter	69	Mar	2,000
2000-03-10	chic	30.0	-1.111	22.150	21.900	-5.611	5.853	Winter	70	Mar	2,000
2000-03-11	chic	30.0	-1.111	29.123	19.000	-7.222	0.887	Winter	71	Mar	2,000
2000-03-12	chic	34.0	1.111	17.006	19.300	-7.056	10.946	Winter	72	Mar	2,000
2000-03-13	chic	39.0	3.889	8.221	33.400	0.778	38.186	Winter	73	Mar	2,000
2000-03-14	chic	45.0	7.222	16.057	32.600	0.333	41.878	Winter	74	Mar	2,000
2000-03-15	chic	50.0	10.000	18.335	41.900	5.500	32.761	Winter	75	Mar	2,000
2000-03-16	chic	33.0	0.556	37.352	22.300	-5.389	0.752	Winter	76	Mar	2,000
2000-03-17	chic	32.0	0.000	35.738	18.500	-7.500	6.783	Winter	77	Mar	2,000
2000-03-18	chic	34.0	1.111	22.739	20.800	-6.222	14.808	Winter	78	Mar	2,000
2000-03-19	chic	39.0	3.889	15.699	34.100	1.167	30.779	Winter	79	Mar	2,000
2000-03-20	chic	49.0	9.444	15.238	46.400	8.000	12.820	Winter	80	Mar	2,000
2000-03-21	chic	47.0	8.333	3.118	45.300	7.389	41.595	Winter	81	Mar	2,000
2000-03-22	chic	51.0	10.556	8.406	44.000	6.667	52.576	Winter	82	Mar	2,000
2000-03-23	chic	50.0	10.000	15.465	43.700	6.500	66.621	Winter	83	Mar	2,000
2000-03-24	chic	57.0	13.889	18.917	49.000	9.444	39.674	Winter	84	Mar	2,000
2000-03-25	chic	53.0	11.667	32.473	32.800	0.444	20.708	Winter	85	Mar	2,000
2000-03-26	chic	52.0	11.111	30.752	31.800	-0.111	26.769	Winter	86	Mar	2,000
2000-03-27	chic	47.0	8.333	28.539	31.200	-0.444	8.016	Winter	87	Mar	2,000
2000-03-28	chic	39.0	3.889	15.303	31.100	-0.500	8.004	Winter	88	Mar	2,000
2000-03-29	chic	40.0	4.444	18.090	29.300	-1.500	17.954	Winter	89	Mar	2,000
2000-03-30	chic	40.0	4.444	22.069	31.000	-0.556	31.920	Winter	90	Mar	2,000
2000-03-31	chic	45.0	7.222	12.262	28.100	-2.167	53.567	Winter	91	Mar	2,000
2000-04-01	chic	52.0	11.111	14.203	33.900	1.056	49.730	Spring	92	Apr	2,000
2000-04-02	chic	51.0	10.556	21.893	42.500	5.833	36.523	Spring	93	Apr	2,000
2000-04-03	chic	52.0	11.111	16.809	34.300	1.278	29.399	Spring	94	Apr	2,000
2000-04-04	chic	38.0	3.333	22.541	19.700	-6.833	8.338	Spring	95	Apr	2,000
2000-04-05	chic	44.0	6.667	21.073	23.800	-4.556	68.430	Spring	96	Apr	2,000
2000-04-06	chic	53.0	11.667	23.212	27.300	-2.611	77.613	Spring	97	Apr	2,000
2000-04-07	chic	41.0	5.000	14.063	32.700	0.389	21.537	Spring	98	Apr	2,000
2000-04-08	chic	34.0	1.111	25.542	23.000	-5.000	25.699	Spring	99	Apr	2,000
2000-04-09	chic	45.0	7.222	22.047	26.700	-2.944	16.876	Spring	100	Apr	2,000
2000-04-10	chic	37.0	2.778	27.680	28.100	-2.167	20.898	Spring	101	Apr	2,000
2000-04-11	chic	34.0	1.111	21.432	33.100	0.611	8.890	Spring	102	Apr	2,000
2000-04-12	chic	39.0	3.889	19.541	25.300	-3.722	32.426	Spring	103	Apr	2,000
2000-04-13	chic	49.0	9.444	19.780	28.300	-2.056	43.679	Spring	104	Apr	2,000
2000-04-14	chic	58.0	14.444	22.358	42.800	6.000	104.422	Spring	105	Apr	2,000
2000-04-15	chic	56.0	13.333	22.126	46.900	8.278	50.394	Spring	106	Apr	2,000
2000-04-16	chic	44.0	6.667	17.064	40.900	4.944	15.489	Spring	107	Apr	2,000
2000-04-17	chic	41.0	5.000	14.450	38.900	3.833	8.394	Spring	108	Apr	2,000
2000-04-18	chic	48.0	8.889	7.358	42.500	5.833	40.620	Spring	109	Apr	2,000
2000-04-19	chic	52.0	11.111	7.965	48.800	9.333	49.279	Spring	110	Apr	2,000
2000-04-20	chic	53.0	11.667	12.203	50.200	10.111	18.209	Spring	111	Apr	2,000
2000-04-21	chic	44.0	6.667	28.244	35.000	1.667	0.203	Spring	112	Apr	2,000
2000-04-22	chic	48.0	8.889	20.588	31.400	-0.333	10.178	Spring	113	Apr	2,000
2000-04-23	chic	47.0	8.333	31.589	40.300	4.611	19.088	Spring	114	Apr	2,000
2000-04-24	chic	52.0	11.111	33.146	32.600	0.333	22.943	Spring	115	Apr	2,000
2000-04-25	chic	49.0	9.444	34.412	23.400	-4.778	11.002	Spring	116	Apr	2,000
2000-04-26	chic	52.0	11.111	26.751	24.200	-4.333	29.049	Spring	117	Apr	2,000
2000-04-27	chic	53.0	11.667	23.201	26.300	-3.167	86.951	Spring	118	Apr	2,000
2000-04-28	chic	54.0	12.222	28.326	32.200	0.111	61.036	Spring	119	Apr	2,000
2000-04-29	chic	48.0	8.889	21.697	39.100	3.944	7.293	Spring	120	Apr	2,000
2000-04-30	chic	54.0	12.222	22.728	40.000	4.444	40.319	Spring	121	Apr	2,000
2000-05-01	chic	57.0	13.889	20.522	49.200	9.556	46.548	Spring	122	May	2,000
2000-05-02	chic	57.0	13.889	24.924	43.100	6.167	26.599	Spring	123	May	2,000
2000-05-03	chic	63.0	17.222	30.536	48.600	9.222	59.590	Spring	124	May	2,000
2000-05-04	chic	72.0	22.222	29.978	58.100	14.500	76.492	Spring	125	May	2,000
2000-05-05	chic	74.0	23.333	32.486	59.300	15.167	77.775	Spring	126	May	2,000
2000-05-06	chic	74.0	23.333	31.006	61.300	16.278	38.453	Spring	127	May	2,000
2000-05-07	chic	71.0	21.667	24.232	65.000	18.333	33.842	Spring	128	May	2,000
2000-05-08	chic	76.0	24.444	23.697	67.500	19.722	100.881	Spring	129	May	2,000
2000-05-09	chic	59.0	15.000	20.799	55.000	12.778	9.985	Spring	130	May	2,000
2000-05-10	chic	55.0	12.778	19.418	45.000	7.222	15.028	Spring	131	May	2,000
2000-05-11	chic	67.0	19.444	19.037	59.900	15.500	47.160	Spring	132	May	2,000
2000-05-12	chic	73.0	22.778	21.790	66.800	19.333	40.323	Spring	133	May	2,000
2000-05-13	chic	53.0	11.667	23.337	38.400	3.556	15.328	Spring	134	May	2,000
2000-05-14	chic	52.0	11.111	30.363	33.000	0.556	14.538	Spring	135	May	2,000
2000-05-15	chic	57.0	13.889	17.945	35.000	1.667	33.560	Spring	136	May	2,000
2000-05-16	chic	61.0	16.111	18.203	49.600	9.778	43.436	Spring	137	May	2,000
2000-05-17	chic	61.0	16.111	14.224	56.500	13.611	49.391	Spring	138	May	2,000
2000-05-18	chic	58.0	14.444	27.815	51.800	11.000	29.972	Spring	139	May	2,000
2000-05-19	chic	46.0	7.778	25.201	40.300	4.611	NA	Spring	140	May	2,000
2000-05-20	chic	55.0	12.778	23.159	37.800	3.222	15.763	Spring	141	May	2,000
2000-05-21	chic	57.0	13.889	25.529	48.600	9.222	27.794	Spring	142	May	2,000
2000-05-22	chic	67.0	19.444	18.125	56.400	13.556	69.889	Spring	143	May	2,000
2000-05-23	chic	69.0	20.556	23.377	52.000	11.111	41.982	Spring	144	May	2,000
2000-05-24	chic	68.0	20.000	32.668	42.200	5.667	59.435	Spring	145	May	2,000
2000-05-25	chic	64.0	17.778	28.655	36.500	2.500	54.945	Spring	146	May	2,000
2000-05-26	chic	61.0	16.111	16.744	48.500	9.167	68.920	Spring	147	May	2,000
2000-05-27	chic	60.0	15.556	31.002	55.900	13.278	26.900	Spring	148	May	2,000
2000-05-28	chic	55.0	12.778	24.876	52.000	11.111	4.900	Spring	149	May	2,000
2000-05-29	chic	56.0	13.333	25.104	47.400	8.556	6.822	Spring	150	May	2,000
2000-05-30	chic	65.0	18.333	25.921	61.400	16.333	35.946	Spring	151	May	2,000
2000-05-31	chic	67.0	19.444	13.323	64.800	18.222	53.802	Spring	152	May	2,000
2000-06-01	chic	73.0	22.778	31.653	65.500	18.611	59.903	Spring	153	Jun	2,000
2000-06-02	chic	60.0	15.556	24.986	52.800	11.556	21.169	Spring	154	Jun	2,000
2000-06-03	chic	55.0	12.778	28.948	44.900	7.167	8.332	Spring	155	Jun	2,000
2000-06-04	chic	56.0	13.333	27.622	50.600	10.333	14.436	Spring	156	Jun	2,000
2000-06-05	chic	54.0	12.222	30.356	47.000	8.333	20.657	Spring	157	Jun	2,000
2000-06-06	chic	60.0	15.556	20.128	41.800	5.444	45.343	Spring	158	Jun	2,000
2000-06-07	chic	64.0	17.778	31.610	46.800	8.222	96.382	Spring	159	Jun	2,000
2000-06-08	chic	78.0	25.556	49.303	59.800	15.444	54.461	Spring	160	Jun	2,000
2000-06-09	chic	77.0	25.000	54.180	57.500	14.167	86.576	Spring	161	Jun	2,000
2000-06-10	chic	80.0	26.667	31.051	67.000	19.444	89.503	Spring	162	Jun	2,000
2000-06-11	chic	70.0	21.111	15.029	66.800	19.333	26.050	Spring	163	Jun	2,000
2000-06-12	chic	57.0	13.889	8.302	56.000	13.333	10.461	Spring	164	Jun	2,000
2000-06-13	chic	69.0	20.556	11.746	63.800	17.667	32.486	Spring	165	Jun	2,000
2000-06-14	chic	72.0	22.222	25.588	64.600	18.111	42.407	Spring	166	Jun	2,000
2000-06-15	chic	70.0	21.111	24.928	58.800	14.889	20.398	Spring	167	Jun	2,000
2000-06-16	chic	67.0	19.444	21.578	60.300	15.722	24.317	Spring	168	Jun	2,000
2000-06-17	chic	60.0	15.556	24.943	45.300	7.389	15.642	Spring	169	Jun	2,000
2000-06-18	chic	65.0	18.333	27.921	46.900	8.278	8.348	Spring	170	Jun	2,000
2000-06-19	chic	66.0	18.889	28.965	57.000	13.889	43.353	Spring	171	Jun	2,000
2000-06-20	chic	74.0	23.333	19.387	68.600	20.333	33.334	Spring	172	Jun	2,000
2000-06-21	chic	74.0	23.333	24.868	58.000	14.444	13.275	Spring	173	Jun	2,000
2000-06-22	chic	72.0	22.222	27.350	56.200	13.444	13.306	Spring	174	Jun	2,000
2000-06-23	chic	71.0	21.667	23.006	61.700	16.500	33.124	Spring	175	Jun	2,000
2000-06-24	chic	71.0	21.667	21.430	67.500	19.722	30.367	Spring	176	Jun	2,000
2000-06-25	chic	75.0	23.889	28.725	65.100	18.389	16.429	Spring	177	Jun	2,000
2000-06-26	chic	72.0	22.222	20.490	63.900	17.722	18.370	Spring	178	Jun	2,000
2000-06-27	chic	68.0	20.000	18.655	52.600	11.444	17.367	Spring	179	Jun	2,000
2000-06-28	chic	62.0	16.667	8.919	57.000	13.889	NA	Spring	180	Jun	2,000
2000-06-29	chic	66.0	18.889	18.802	52.300	11.278	27.481	Spring	181	Jun	2,000
2000-06-30	chic	66.0	18.889	19.457	54.700	12.611	NA	Spring	182	Jun	2,000
2000-07-01	chic	71.0	21.667	32.851	61.200	16.222	NA	Summer	183	Jul	2,000
2000-07-02	chic	74.0	23.333	33.889	70.000	21.111	NA	Summer	184	Jul	2,000
2000-07-03	chic	68.0	20.000	20.342	64.700	18.167	NA	Summer	185	Jul	2,000
2000-07-04	chic	70.0	21.111	26.692	64.500	18.056	NA	Summer	186	Jul	2,000
2000-07-05	chic	76.0	24.444	40.434	65.000	18.333	35.761	Summer	187	Jul	2,000
2000-07-06	chic	74.0	23.333	36.873	64.200	17.889	31.384	Summer	188	Jul	2,000
2000-07-07	chic	70.0	21.111	22.823	58.000	14.444	26.384	Summer	189	Jul	2,000
2000-07-08	chic	73.0	22.778	32.081	64.000	17.778	52.384	Summer	190	Jul	2,000
2000-07-09	chic	81.0	27.222	35.527	70.700	21.500	56.384	Summer	191	Jul	2,000
2000-07-10	chic	73.0	22.778	26.560	68.300	20.167	19.384	Summer	192	Jul	2,000
2000-07-11	chic	69.0	20.556	31.801	64.000	17.778	31.907	Summer	193	Jul	2,000
2000-07-12	chic	72.0	22.222	35.732	58.100	14.500	27.384	Summer	194	Jul	2,000
2000-07-13	chic	75.0	23.889	31.958	64.500	18.056	40.384	Summer	195	Jul	2,000
2000-07-14	chic	77.0	25.000	31.155	63.400	17.444	23.384	Summer	196	Jul	2,000
2000-07-15	chic	73.0	22.778	26.047	60.100	15.611	18.384	Summer	197	Jul	2,000
2000-07-16	chic	73.0	22.778	21.586	57.700	14.278	20.384	Summer	198	Jul	2,000
2000-07-17	chic	77.0	25.000	21.662	63.400	17.444	31.036	Summer	199	Jul	2,000
2000-07-18	chic	66.0	18.889	20.179	54.300	12.389	18.384	Summer	200	Jul	2,000
2000-07-19	chic	63.0	17.222	18.644	53.900	12.167	14.384	Summer	201	Jul	2,000
2000-07-20	chic	67.0	19.444	16.079	56.300	13.500	38.384	Summer	202	Jul	2,000
2000-07-21	chic	67.0	19.444	15.322	51.100	10.611	16.384	Summer	203	Jul	2,000
2000-07-22	chic	63.0	17.222	16.222	53.900	12.167	17.384	Summer	204	Jul	2,000
2000-07-23	chic	63.0	17.222	16.459	49.700	9.833	18.235	Summer	205	Jul	2,000
2000-07-24	chic	66.0	18.889	29.202	53.600	12.000	31.384	Summer	206	Jul	2,000
2000-07-25	chic	69.0	20.556	30.002	56.700	13.722	45.384	Summer	207	Jul	2,000
2000-07-26	chic	73.0	22.778	34.104	60.800	16.000	84.384	Summer	208	Jul	2,000
2000-07-27	chic	77.0	25.000	29.944	65.800	18.778	64.384	Summer	209	Jul	2,000
2000-07-28	chic	74.0	23.333	30.626	65.500	18.611	28.384	Summer	210	Jul	2,000
2000-07-29	chic	73.0	22.778	47.237	65.900	18.833	33.286	Summer	211	Jul	2,000
2000-07-30	chic	71.0	21.667	34.432	67.100	19.500	17.384	Summer	212	Jul	2,000
2000-07-31	chic	70.0	21.111	16.303	66.200	19.000	22.384	Summer	213	Jul	2,000
2000-08-01	chic	73.0	22.778	16.344	67.200	19.556	32.384	Summer	214	Aug	2,000
2000-08-02	chic	76.0	24.444	23.917	64.600	18.111	31.384	Summer	215	Aug	2,000
2000-08-03	chic	63.0	17.222	26.842	54.500	12.500	4.384	Summer	216	Aug	2,000
2000-08-04	chic	67.0	19.444	22.232	53.800	12.111	32.207	Summer	217	Aug	2,000
2000-08-05	chic	67.0	19.444	22.187	61.300	16.278	40.384	Summer	218	Aug	2,000
2000-08-06	chic	78.0	25.556	28.105	70.600	21.444	36.384	Summer	219	Aug	2,000
2000-08-07	chic	76.0	24.444	17.045	66.500	19.167	19.384	Summer	220	Aug	2,000
2000-08-08	chic	77.0	25.000	18.423	69.400	20.778	30.384	Summer	221	Aug	2,000
2000-08-09	chic	79.0	26.111	24.536	67.000	19.444	44.384	Summer	222	Aug	2,000
2000-08-10	chic	74.0	23.333	21.574	62.300	16.833	32.579	Summer	223	Aug	2,000
2000-08-11	chic	71.0	21.667	16.842	60.800	16.000	26.384	Summer	224	Aug	2,000
2000-08-12	chic	71.0	21.667	22.365	61.000	16.111	31.384	Summer	225	Aug	2,000
2000-08-13	chic	74.0	23.333	24.190	62.500	16.944	26.384	Summer	226	Aug	2,000
2000-08-14	chic	76.0	24.444	28.105	67.900	19.944	64.384	Summer	227	Aug	2,000
2000-08-15	chic	82.0	27.778	37.076	68.800	20.444	54.384	Summer	228	Aug	2,000
2000-08-16	chic	70.0	21.111	19.663	54.900	12.722	22.773	Summer	229	Aug	2,000
2000-08-17	chic	68.0	20.000	20.016	62.300	16.833	22.384	Summer	230	Aug	2,000
2000-08-18	chic	67.0	19.444	21.441	59.500	15.278	9.384	Summer	231	Aug	2,000
2000-08-19	chic	64.0	17.778	16.457	56.000	13.333	11.384	Summer	232	Aug	2,000
2000-08-20	chic	65.0	18.333	26.163	54.000	12.222	8.384	Summer	233	Aug	2,000
2000-08-21	chic	67.0	19.444	27.613	56.300	13.500	31.384	Summer	234	Aug	2,000
2000-08-22	chic	76.0	24.444	26.686	67.600	19.778	45.741	Summer	235	Aug	2,000
2000-08-23	chic	76.0	24.444	26.631	69.000	20.556	59.384	Summer	236	Aug	2,000
2000-08-24	chic	71.0	21.667	24.908	58.500	14.722	33.384	Summer	237	Aug	2,000
2000-08-25	chic	70.0	21.111	23.484	59.000	15.000	75.384	Summer	238	Aug	2,000
2000-08-26	chic	73.0	22.778	28.773	64.600	18.111	59.384	Summer	239	Aug	2,000
2000-08-27	chic	72.0	22.222	40.856	64.300	17.944	16.384	Summer	240	Aug	2,000
2000-08-28	chic	75.0	23.889	29.959	64.200	17.889	43.349	Summer	241	Aug	2,000
2000-08-29	chic	77.0	25.000	26.555	68.700	20.389	50.384	Summer	242	Aug	2,000
2000-08-30	chic	77.0	25.000	29.216	70.600	21.444	66.384	Summer	243	Aug	2,000
2000-08-31	chic	80.0	26.667	34.961	68.200	20.111	66.384	Summer	244	Aug	2,000
2000-09-01	chic	80.0	26.667	39.319	69.000	20.556	66.384	Summer	245	Sep	2,000
2000-09-02	chic	79.0	26.111	36.070	67.300	19.611	31.384	Summer	246	Sep	2,000
2000-09-03	chic	77.0	25.000	34.758	66.800	19.333	39.015	Summer	247	Sep	2,000
2000-09-04	chic	66.0	18.889	23.021	55.100	12.833	2.384	Summer	248	Sep	2,000
2000-09-05	chic	63.0	17.222	27.645	45.200	7.333	10.384	Summer	249	Sep	2,000
2000-09-06	chic	61.0	16.111	22.124	48.400	9.111	34.384	Summer	250	Sep	2,000
2000-09-07	chic	74.0	23.333	24.724	60.500	15.833	65.384	Summer	251	Sep	2,000
2000-09-08	chic	75.0	23.889	12.868	66.800	19.333	52.384	Summer	252	Sep	2,000
2000-09-09	chic	76.0	24.444	16.782	67.400	19.667	31.232	Summer	253	Sep	2,000
2000-09-10	chic	78.0	25.556	12.345	70.500	21.389	21.384	Summer	254	Sep	2,000
2000-09-11	chic	75.0	23.889	17.810	67.900	19.944	46.384	Summer	255	Sep	2,000
2000-09-12	chic	63.0	17.222	16.115	52.900	11.611	20.384	Summer	256	Sep	2,000
2000-09-13	chic	63.0	17.222	10.673	49.700	9.833	61.384	Summer	257	Sep	2,000
2000-09-14	chic	65.0	18.333	17.353	52.500	11.389	28.384	Summer	258	Sep	2,000
2000-09-15	chic	56.0	13.333	11.547	40.100	4.500	17.235	Summer	259	Sep	2,000
2000-09-16	chic	56.0	13.333	12.710	41.000	5.000	14.384	Summer	260	Sep	2,000
2000-09-17	chic	68.0	20.000	26.632	47.700	8.722	20.384	Summer	261	Sep	2,000
2000-09-18	chic	69.0	20.556	22.477	53.200	11.778	79.384	Summer	262	Sep	2,000
2000-09-19	chic	75.0	23.889	38.000	51.100	10.611	91.384	Summer	263	Sep	2,000
2000-09-20	chic	58.0	14.444	7.856	53.000	11.667	17.384	Summer	264	Sep	2,000
2000-09-21	chic	54.0	12.222	13.414	40.500	4.722	20.569	Summer	265	Sep	2,000
2000-09-22	chic	58.0	14.444	5.690	51.300	10.722	31.384	Summer	266	Sep	2,000
2000-09-23	chic	63.0	17.222	11.436	58.200	14.556	11.384	Summer	267	Sep	2,000
2000-09-24	chic	53.0	11.667	21.400	46.200	7.889	0.384	Summer	268	Sep	2,000
2000-09-25	chic	49.0	9.444	16.246	40.200	4.556	5.384	Summer	269	Sep	2,000
2000-09-26	chic	56.0	13.333	9.551	41.200	5.111	33.384	Summer	270	Sep	2,000
2000-09-27	chic	59.0	15.000	14.273	46.600	8.111	27.353	Summer	271	Sep	2,000
2000-09-28	chic	55.0	12.778	13.931	41.100	5.056	17.384	Summer	272	Sep	2,000
2000-09-29	chic	61.0	16.111	10.459	42.100	5.611	56.384	Summer	273	Sep	2,000
2000-09-30	chic	65.0	18.333	23.487	48.100	8.944	67.384	Summer	274	Sep	2,000
2000-10-01	chic	72.0	22.222	46.527	50.700	10.389	91.384	Autumn	275	Oct	2,000
2000-10-02	chic	69.0	20.556	28.575	53.800	12.111	54.384	Autumn	276	Oct	2,000
2000-10-03	chic	59.0	15.000	14.483	49.700	9.833	35.081	Autumn	277	Oct	2,000
2000-10-04	chic	57.0	13.889	28.235	47.100	8.389	8.384	Autumn	278	Oct	2,000
2000-10-05	chic	52.0	11.111	16.853	48.200	9.000	13.384	Autumn	279	Oct	2,000
2000-10-06	chic	41.0	5.000	14.073	29.400	-1.444	6.384	Autumn	280	Oct	2,000
2000-10-07	chic	40.0	4.444	10.918	26.700	-2.944	6.384	Autumn	281	Oct	2,000
2000-10-08	chic	39.0	3.889	12.230	26.600	-3.000	1.384	Autumn	282	Oct	2,000
2000-10-09	chic	44.0	6.667	7.795	25.900	-3.389	23.182	Autumn	283	Oct	2,000
2000-10-10	chic	49.0	9.444	7.667	27.000	-2.778	33.384	Autumn	284	Oct	2,000
2000-10-11	chic	53.0	11.667	8.985	30.200	-1.000	67.384	Autumn	285	Oct	2,000
2000-10-12	chic	58.0	14.444	19.408	36.300	2.389	120.384	Autumn	286	Oct	2,000
2000-10-13	chic	66.0	18.889	28.336	39.600	4.222	125.384	Autumn	287	Oct	2,000
2000-10-14	chic	67.0	19.444	24.587	49.300	9.611	70.384	Autumn	288	Oct	2,000
2000-10-15	chic	55.0	12.778	16.845	47.600	8.667	23.875	Autumn	289	Oct	2,000
2000-10-16	chic	51.0	10.556	16.380	46.600	8.111	37.384	Autumn	290	Oct	2,000
2000-10-17	chic	52.0	11.111	10.858	45.500	7.500	37.384	Autumn	291	Oct	2,000
2000-10-18	chic	54.0	12.222	9.248	45.700	7.611	75.384	Autumn	292	Oct	2,000
2000-10-19	chic	62.0	16.667	12.797	47.300	8.500	57.384	Autumn	293	Oct	2,000
2000-10-20	chic	66.0	18.889	22.313	49.100	9.500	78.384	Autumn	294	Oct	2,000
2000-10-21	chic	58.0	14.444	20.754	50.300	10.167	43.893	Autumn	295	Oct	2,000
2000-10-22	chic	59.0	15.000	10.924	51.800	11.000	40.384	Autumn	296	Oct	2,000
2000-10-23	chic	65.0	18.333	3.186	60.500	15.833	66.384	Autumn	297	Oct	2,000
2000-10-24	chic	63.0	17.222	9.693	60.300	15.722	33.384	Autumn	298	Oct	2,000
2000-10-25	chic	62.0	16.667	11.084	57.900	14.389	36.384	Autumn	299	Oct	2,000
2000-10-26	chic	68.0	20.000	17.369	58.300	14.611	76.384	Autumn	300	Oct	2,000
2000-10-27	chic	61.0	16.111	14.359	53.400	11.889	32.209	Autumn	301	Oct	2,000
2000-10-28	chic	50.0	10.000	23.109	41.400	5.222	3.384	Autumn	302	Oct	2,000
2000-10-29	chic	46.0	7.778	15.557	36.800	2.667	18.384	Autumn	303	Oct	2,000
2000-10-30	chic	50.0	10.000	10.369	32.700	0.389	25.384	Autumn	304	Oct	2,000
2000-10-31	chic	59.0	15.000	4.712	37.600	3.111	43.384	Autumn	305	Oct	2,000
2000-11-01	chic	63.0	17.222	9.089	44.600	7.000	42.384	Autumn	306	Nov	2,000
2000-11-02	chic	55.0	12.778	7.167	48.600	9.222	37.147	Autumn	307	Nov	2,000
2000-11-03	chic	48.0	8.889	9.302	34.800	1.556	21.384	Autumn	308	Nov	2,000
2000-11-04	chic	46.0	7.778	8.188	31.400	-0.333	29.384	Autumn	309	Nov	2,000
2000-11-05	chic	46.0	7.778	15.271	31.000	-0.556	32.384	Autumn	310	Nov	2,000
2000-11-06	chic	49.0	9.444	20.140	38.000	3.333	30.384	Autumn	311	Nov	2,000
2000-11-07	chic	49.0	9.444	5.869	41.900	5.500	10.384	Autumn	312	Nov	2,000
2000-11-08	chic	40.0	4.444	3.769	31.500	-0.278	21.489	Autumn	313	Nov	2,000
2000-11-09	chic	39.0	3.889	6.469	37.000	2.778	6.384	Autumn	314	Nov	2,000
2000-11-10	chic	37.0	2.778	4.841	31.600	-0.222	10.384	Autumn	315	Nov	2,000
2000-11-11	chic	38.0	3.333	6.118	32.100	0.056	17.384	Autumn	316	Nov	2,000
2000-11-12	chic	45.0	7.222	6.951	37.300	2.944	10.384	Autumn	317	Nov	2,000
2000-11-13	chic	36.0	2.222	5.083	29.700	-1.278	11.384	Autumn	318	Nov	2,000
2000-11-14	chic	32.0	0.000	7.868	26.400	-3.111	17.235	Autumn	319	Nov	2,000
2000-11-15	chic	31.0	-0.556	7.769	23.600	-4.667	31.384	Autumn	320	Nov	2,000
2000-11-16	chic	36.0	2.222	5.388	29.200	-1.556	26.384	Autumn	321	Nov	2,000
2000-11-17	chic	30.0	-1.111	10.076	20.800	-6.222	7.384	Autumn	322	Nov	2,000
2000-11-18	chic	27.0	-2.778	12.492	18.300	-7.611	29.384	Autumn	323	Nov	2,000
2000-11-19	chic	30.0	-1.111	11.978	22.000	-5.556	17.384	Autumn	324	Nov	2,000
2000-11-20	chic	24.0	-4.444	10.903	17.900	-7.833	23.566	Autumn	325	Nov	2,000
2000-11-21	chic	19.0	-7.222	11.360	8.000	-13.333	22.384	Autumn	326	Nov	2,000
2000-11-22	chic	22.0	-5.556	6.137	11.000	-11.667	31.384	Autumn	327	Nov	2,000
2000-11-23	chic	29.0	-1.667	5.401	17.000	-8.333	33.384	Autumn	328	Nov	2,000
2000-11-24	chic	32.0	0.000	5.064	19.200	-7.111	36.384	Autumn	329	Nov	2,000
2000-11-25	chic	38.0	3.333	8.763	32.600	0.333	30.384	Autumn	330	Nov	2,000
2000-11-26	chic	39.0	3.889	2.499	36.600	2.556	27.235	Autumn	331	Nov	2,000
2000-11-27	chic	34.0	1.111	2.387	30.500	-0.833	36.384	Autumn	332	Nov	2,000
2000-11-28	chic	34.0	1.111	4.305	29.700	-1.278	25.384	Autumn	333	Nov	2,000
2000-11-29	chic	35.0	1.667	2.666	33.100	0.611	18.384	Autumn	334	Nov	2,000
2000-11-30	chic	34.0	1.111	7.069	30.700	-0.722	12.384	Autumn	335	Nov	2,000
2000-12-01	chic	34.0	1.111	23.172	24.800	-4.000	3.384	Autumn	336	Dec	2,000
2000-12-02	chic	31.0	-0.556	29.714	21.600	-5.778	10.902	Autumn	337	Dec	2,000
2000-12-03	chic	28.0	-2.222	7.702	19.300	-7.056	15.384	Autumn	338	Dec	2,000
2000-12-04	chic	32.0	0.000	7.769	24.000	-4.444	36.384	Autumn	339	Dec	2,000
2000-12-05	chic	21.0	-6.111	14.150	2.800	-16.222	11.384	Autumn	340	Dec	2,000
2000-12-06	chic	15.0	-9.444	6.442	8.000	-13.333	18.384	Autumn	341	Dec	2,000
2000-12-07	chic	25.0	-3.889	3.159	23.500	-4.722	24.384	Autumn	342	Dec	2,000
2000-12-08	chic	18.0	-7.778	8.187	11.800	-11.222	34.069	Autumn	343	Dec	2,000
2000-12-09	chic	16.0	-8.889	5.130	13.100	-10.500	41.384	Autumn	344	Dec	2,000
2000-12-10	chic	30.0	-1.111	3.937	24.800	-4.000	24.384	Autumn	345	Dec	2,000
2000-12-11	chic	23.0	-5.000	17.063	21.200	-6.000	NA	Autumn	346	Dec	2,000
2000-12-12	chic	4.0	-15.556	9.951	0.300	-17.611	NA	Autumn	347	Dec	2,000
2000-12-13	chic	8.0	-13.333	5.999	7.900	-13.389	38.384	Autumn	348	Dec	2,000
2000-12-14	chic	17.0	-8.333	4.202	17.100	-8.278	36.735	Autumn	349	Dec	2,000
2000-12-15	chic	17.0	-8.333	3.058	17.400	-8.111	41.384	Autumn	350	Dec	2,000
2000-12-16	chic	25.0	-3.889	3.463	27.000	-2.778	13.384	Autumn	351	Dec	2,000
2000-12-17	chic	8.0	-13.333	14.350	0.600	-17.444	12.384	Autumn	352	Dec	2,000
2000-12-18	chic	8.0	-13.333	5.912	3.500	-15.833	31.384	Autumn	353	Dec	2,000
2000-12-19	chic	14.0	-10.000	9.248	9.200	-12.667	24.384	Autumn	354	Dec	2,000
2000-12-20	chic	6.0	-14.444	5.621	4.700	-15.167	44.853	Autumn	355	Dec	2,000
2000-12-21	chic	6.0	-14.444	12.815	0.100	-17.722	14.384	Autumn	356	Dec	2,000
2000-12-22	chic	-1.0	-18.333	8.621	-7.100	-21.722	15.384	Autumn	357	Dec	2,000
2000-12-23	chic	8.0	-13.333	6.725	5.100	-14.944	31.384	Autumn	358	Dec	2,000
2000-12-24	chic	5.0	-15.000	11.006	-1.400	-18.556	23.384	Autumn	359	Dec	2,000
2000-12-25	chic	5.0	-15.000	7.100	-1.700	-18.722	39.384	Autumn	360	Dec	2,000
2000-12-26	chic	11.0	-11.667	8.642	9.200	-12.667	30.015	Autumn	361	Dec	2,000
2000-12-27	chic	12.0	-11.111	7.403	7.600	-13.556	23.384	Autumn	362	Dec	2,000
2000-12-28	chic	13.0	-10.556	9.498	9.000	-12.778	20.384	Autumn	363	Dec	2,000
2000-12-29	chic	21.0	-6.111	14.642	16.900	-8.389	29.384	Autumn	364	Dec	2,000
2000-12-30	chic	27.0	-2.778	20.079	23.000	-5.000	6.384	Autumn	365	Dec	2,000
2000-12-31	chic	16.0	-8.889	15.787	16.300	-8.722	7.384	Autumn	366	Dec	2,000

2 Beispiele mit dem kleineren Datensat aus Chicago

Da der Datensatz kleiner ist, ist er für die erste Darstellung der Grafiken übersichtlicher und besser. Als ersten Schritt erzeugen wir die “Grundgrafik” und speichern es in der Variablen graph_1 ab.

2.1 Erstellen der “Grundgrafik”

# Grundgraphen zuordnen
graph_1 <- ggplot(temp_chi, aes(x = date,
                               y = temp_c))

Als erste Grafik erzeugen wir eine Punktwolke mit den einzelnen Beobachungen. Der Befehl wird mit dem +- Zeichen an die Variable graph_1 beigefügt

# mit graph_1 einen Punktwolke erzeugn
graph_1 + geom_point()

Die Daten können auch als Liniendiagram dargestellt werden. Ist hier nicht sonderlich sinnvoll. Aber es sollte eine Einführung in die grafische Darstellung sein, die so gut wie möglich alle Möglichkeiten zeigen sollte.

# Gleiche daten als linie
graph_1 + geom_line()

Man kann auch beide Darstellungsarten kombinieren.

# mehrere grafikarten zusamenstellen hier punkte und linie
graph_1 + geom_line() + geom_point()

2.2 Anpassen an Farben

Die Farbe, sowie die Punktart und die Grösse können in Befehl angepasst werden. Bei den Punktarten kann man zwischen Bezeichnungen und einer Nummer von 0 bis 24 wählen. Eine Liste der Nummern der Punktarten sowie die Farbennamen kann man mit dem folgenden Befehlen aufrufen

# 
# show_point_shapes()

# colors()

Bei geom_point() wird die Farbe “firebrick”, die Punktart diamond (18) und die Größe 2 gewählt

# Punktwolke in einer anderen Farbe
graph_1 + geom_point(color = "firebrick", 
                     shape = "diamond",
                     size = 2)

2.3 Texte und Beschriftungen

Beschriftungen, wie Titel, Subtitel, Achsenbeschriftung, Quellenangaben udgl können mit dem Befehl labs() beigefügt werden. Zudem ändere ich das Layout mit dem Befehl theme_economist()

# mit eigenem Thema und beschriftung der Achsen
graph_1 + geom_point(color = "firebrick", 
                     size = 2) +
  theme_economist() +
  labs(x= "Jahr",
       y = "Temperatur in Celsius")

Man kann auch das Layout schon vor der Grafik mit theme_set() festlegen. Das macht Sinn, da dann alle Grafiken then selben Stil haben. Den labs() erweitere ich um weiteren Text

# Gleiches ergebnis. 
# das Theme wird aber vorher festgelegt
theme_set(theme_bw())

graph_1 + geom_point(color = "blue",
                     size = 2) +
  labs(x = "Jahr", 
       y = expression(paste("Temperatur (",     # Erster teil des Textes
                            degree ~ F,         # Darstellung als Deg Fahrenheit
                            ")"^"(Die korrekte Maßeinheit)")), # text hochgestellt
      title = "Tagestemperaturen in Chicago", # Grafiktitel
      subtitle = "Datensatz von 1.Januar 1997 bis 31. Dezember 2000", # Zweiter Titel
      caption = "Quelle: https://cedricscherer.com/data/chicago-nmmaps-custom.csv" # Eine Quellenangabe
      )

Mit dem Befehl theme() kann der Text noch adjustiert werden. Mit vjust() kann man den Text vertical adjustieren

# Text der Achsen anpassen.
graph_1 + geom_point(color = "blue") +
  labs(x = "Jahr",
       y = "Temperatur in Celsius") +
  theme(axis.title.x = element_text(vjust = 0,
                                    size = 15),
        axis.title.y = element_text(vjust = 2,  # Abstand zur y Achse
                                    size = 15)) # Größe der Schrift

Das gleiche Ergebnis kann man auch mit dem Befehl margin erreichen. In R gibt es immer mehrere Wege nach Rom.

# Achsen anpassen mit margin
graph_1 + geom_point(color = "green") +
  labs(x = "Jahr",
       y = "Temnperatur in Celsius") +
  theme(axis.title.x = element_text(margin = margin(t = 10,  # Abstand von der Achse
                                                    r = 0,   # Abstand von links
                                                    b = 10,  # Abstand von Unten
                                                    l = 0),
                                    size = 15,
                                    color = "red",           # Farbe der Schrift 
                                    face = "bold"),          # Buchstaben fett
        axis.title.y = element_text(margin = margin(t = 0,
                                                    r = 10,
                                                    b = 0,
                                                    l = 10),
                                    size = 15,
                                    color = "blue",
                                    face = "bold.italic"),
         axis.text.x = element_text(angle = 90,
                                    vjust = 1,
                                    hjust = 1,
                                    size = 12) )

2.4 Anpassen der Achsen

Manchmal ist es nötig, die Achse zu limitieren, oder man möchte sie individuell anpassen. Das kann man mit den Befehlen ylim() und xlim() erreichen.

# Die y-Achse bei 50 limitieren
graph_1 + geom_point(color = "darkblue") +
  labs(x = "Jahr",
       y = "Temp. in Celsius") +
  ylim(c(0,50))

Warning: Removed 250 rows containing missing values or values outside the scale range
(`geom_point()`).

Auch hier gibt es eine Zweite Möglichkeit die Achsen zu limitieren. Einerseits kann man das mit dem Befehl scale_y_continous() erreichen

# Gleiche grafik mit scales_y_continous()
graph_1 +geom_point(color = "darkred") +
  labs(x = "Jahr",
       y = "Temp. in Celsius") +
  scale_y_continuous(limits = c(0, 50))

Warning: Removed 250 rows containing missing values or values outside the scale range
(`geom_point()`).

Oder mit dem Befehl cord_cartesian():

# Wieder gleiche grafik mit dem Befehl coord_cartasian()
graph_1 + geom_point(color = "orange") +
  labs(x = "Jahr",
       y = "Temp. in Celsius") +
  coord_cartesian(ylim = c(0, 50))

Man kann auch die Achsengröße anders varieren

# nur Plusgrade
plus_chi <- temp_chi %>%
  filter(temp_c > 0, o3 >20)

# grafik mit Fahrenheit
ggplot(plus_chi, aes(x = temp_f, y = o3)) +
  geom_point() +
  labs(x = "Temperatur in Fahrenheit",
       y = "Ozon-Werte",
       titel = "Hohe Temperaturen und hohe Ozon-Werte",
       subtitel = "Die Achsen auf Null setzten") +
  expand_limits(x = 0,
                y = 0) +
  stat_smooth(method = "lm",
              formula = y ~ x,
              geom = "smooth")

# Vergleich der gesammte DS

ggplot(temp_chi, aes(x = temp_f, y = o3)) +
  geom_point() +
  theme_economist_white() +
  labs(x = "Temperatur in Fahrenheit",
       y = "Ozon-Werte",
       titel = "Hohe Temperaturen und hohe Ozon-Werte",
       subtitel = "Die Achsen auf Null setzten") +
  expand_limits(x = 0,
                y = 0) +
  stat_smooth(method = "lm",
              formula = y ~ x,
              geom = "smooth")

# gleiche Skalierung der Achse
# y Achse mit einem Normalverteilten Random Noise

ggplot(temp_chi, aes(x = temp_f, y = temp_f + rnorm(nrow(temp_chi), sd = 20))) + 
  geom_point() +
  labs(x = "Aktuelle Temperatur in Fahrenheit",
       y = "Temperatur mit einem zufälligen Noise-Faktor") +
  xlim(c(0, 100)) +
  ylim(c(0, 150)) +
  coord_fixed() +
  theme_economist() + 
  stat_smooth()

`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

Warning: Removed 61 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 50 rows containing missing values or values outside the scale range
(`geom_point()`).

# Die Grafik in die "Länge" ziehen

ggplot(temp_chi, aes(x = temp_f,
                     y = temp_f + rnorm(nrow(temp_chi), sd =15))) +
  geom_point() +
  labs(x = "Temperatur in Fahrenheit",
       y = "Temperatur plus Zufallsabweichung") +
  xlim(c(0, 100)) +
  ylim(c(0, 150)) +
  coord_fixed(ratio = 1/5) +
  theme_economist()

Warning: Removed 29 rows containing missing values or values outside the scale range
(`geom_point()`).

Achsenbeschriftung anpassen.

ggplot(temp_chi, aes(y = temp_c,
                     x = date)) +
  geom_point(color = "darkblue") +
  labs(x = "Jahr",
       y = NULL) +
  scale_y_continuous(label = function(y) {
    return(paste(y, " Grad Fahrenheit"))
  }
  )

2.5 Bearbeiten von Titel und Texten

Der Titel kann mit dem Befehl ´ggtitle()` eingefügt werden. Defaultmäßig wird der Grafiktitel links platziert.

ggplot(temp_chi, aes(x = date,
                   y = temp_f)) +
  geom_point(color = "darkblue") +
  labs(x = "Jahr",
       y = "Temperatur in Farenheit") +
  ggtitle("Temperaturen in Chicago")

Natürlich kann man den Titel und andere Texte auch über ´labs()` befehle einfügen.

ggplot(temp_chi, aes(x = date,
                   y = temp_c)) +
  geom_point(color = "darkred") +
  labs(x = "Jahr",
       y = " Temperatur in Celsius",
       title = "Temperaturen in Chicago",
       subtitle = "Tägliche Daten von 1997 bis 2001  ",
       caption = "Daten: NNMAPS",
       tag = "Grafik 1:")

Den Titel verschieben

ggplot(temp_chi, aes(x = date,
                   y = temp_c)) +
  geom_point(color = "darkred") +
  labs(x = "Jahr",
       y = " Temperatur in Celsius",
       title = "Temperaturen in Chicago",
       subtitle = "Tägliche Daten von 1997 bis 2001  ",
       caption = "Daten: NNMAPS",
       tag = "Grafik 1:") +
  theme(plot.title = element_text(hjust = 1, # Text nach rechts
                                  size = 16, # Textgröße
                                  face = "bold.italic" # format
                                  ))

Mit dem theme()-Befehl können auch alle anderen Texte angepasst werden.

ggplot(temp_chi,aes(x = date,
                    y = temp_c)) +
  geom_point(color= "tomato") +
  labs(x = "Jahr",
       y = "Temperatur",
       title = "Temperaturen in Chicago",
       subtitle = "Tägliche Daten von 1997 bis 2001  ",
       caption = "Daten: NNMAPS",
       tag = "Grafik 1:") +
  theme(plot.titel = element_text(hjust = 0.5,
                                  size = 16,
                                  face = "bold"),
        plot.subtitle = element_text(hjust = 0,
                                     size =12,
                                     face = "bold.italic"),
        plot.caption = element_text(hjust = 0,
                                    face = "italic"),
        plot.tag = element_text(vjust = 0))

Warning in plot_theme(plot): The `plot.titel` theme element is not defined in
the element hierarchy.

2.6 Schriftsatz ändern

2.6.1 Alternative Schriftsätze installieren

Man kann verschiedene Fonts in den Grafiken verwenden. Es gibt auch einige Packages mit alternativen Fontstyles. Ich habe mal zwei Packages installiert und geladen. Verwenden

# installiere package showtext
# install.packages("showtext")
# Packages
library(showtext)
library(extrafont)

# Fonts ladem
font_add_google("Playfair Display", ## Name des Fonds
                "Playfair")  ## Name der in R benutzt wird
font_add_google("Bangers", 
                "Bangers")

# Grafik mit fonts
ggplot(temp_chi, aes(x = date, y = temp_c)) +
  geom_point(color = "firebrick") +
  labs(x = "Year", y = "Temperature (°F)",
       title = "Temperatures in Chicago",
       subtitle = "Daily temperatures in °F from 1997 to 2001") +
  theme(plot.title = element_text(family = "Bangers", # Name Fonts
                                  hjust = .5, 
                                  size = 25),
        plot.subtitle = element_text(family = "Playfair", 
                                     hjust = .5, 
                                     size = 15))

Man kann auch den Font für alle Textteile vordefinieren

font_add_google("Schoolbell",
                "bell")

theme_set(theme_bw(base_size = 12,
                          base_family = "bell"))

# Grafik
ggplot(temp_chi, aes(x = date, y = temp_c)) +
  geom_point(color = "firebrick") +
  labs(x = "Year", y = "Temperature (°F)",
       title = "Temperatures in Chicago",
       subtitle = "Daily temperatures in °F from 1997 to 2001") +
  theme(plot.title = element_text(hjust = .5, 
                                  size = 25),
        plot.subtitle = element_text(hjust = .5) 
                                     )

2.6.2 Ändern des Zeilenabstande

Mit dem Argument linehight = kann der Zeilenabstand festgesetzt werden.

ggplot(temp_chi, aes(x = date,
                     y = temp_c)) + 
  geom_point(color = "firebrick") +
  labs(x = "Jahr",
       y = "Temperatur") +
  ggtitle("Temperatur für Chichago\nIn Celsius von 1997 bis 2001 ") + # das Zeichen "\n" indiziert den Zeilenumbruch
  theme(plot.title = element_text(lineheight = 1.5, # zeilenabstand 1 1/2
                                  size = 20))

2.7 Legenden einfügen und bearbeiten

Als einfache Darstellung unterscheiden wir die die Daten nach Jahreszeit.

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = " Temperatur")

Wenn man keine Legende anzeigen will, gibt man theme befehl folgende Argumente an theme(legend.position = "none"). Mit Shape kann man in `aes()´ verschieden Ponktarten zuweisen

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season,
                     shape = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur") +
  guides(color = "none")    # Keine Farben bei Legende

Der Legendentitel kann auch entfernt werden

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season,
                     shape = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(legend.title = element_blank())

Die Position der Legende kann man mit dem Argument ´legend.position` im Befehl ´theme()´ erreicht werden. Als mögliche Positionen sind die Befehle “top”, “right”, “bottom” and “left” möglich.

 ggplot(temp_chi, aes(x = date,
                       y = temp_c,
                       color = season,
                       shape = season)) +
   geom_point() + 
   labs(x = "Jahr",
        y = "Temperatur" ) +
 theme(legend.position = "top")

Die Legende kann auch in die Grafik geschoben werden.

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) + 
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur",
       color = NULL) +
  theme(legend.position = c(.15, .15),              # position der Legende c(links, unten)
        legend.background = element_rect(fill = "transparent")) # Keine hintergrundfarbe

Die Positionierung erfolgt mit Flieskommazahlen. in diesem Beispiel links, unten ´c(0.15, 0.15)´. Man kann auch die Ausrichtung der Legnde ändern.

ggplot(temp_chi, aes(x = date,
                         y = temp_c,
                         color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(legend.position = c(.5,.97),       # Oben mittig Position
        legend.background = element_rect(fill = "transparent")) +
  guides(color = guide_legend(direction = "horizontal"))

Die Legende kann auch individuelle mit dem Argument legend.title angepasst werden:

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(y = "Jahr",
       x = "Temperatur") +
  theme(legend.title = element_text(family = "Playfair",   # Schriftart
                                    color = "chocolate",   # Farbe
                                    size = 14,             # Schiftgröße
                                    face = "bold"))        # Dick

Man kann auch einen individuellen Text in die Legende einfügen. Auch hier gibt es mehrere möglichkeiten. Mit ´labs()` geht es am Einfachsten.

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur",
       color = "Jahreszeit\nunterschieden\nnach Farbe") +
  theme(legend.title = element_text(family = "Playfair",
                                    color = "chocolate",
                                    size = 14,
                                    face = "bold"))

Die gleiche Grafik kann auch mit dem Befehlen scale_color_discrete(name = "Title") oder ´guides(color = guide_legend(“title”))´ erstellt werden:

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur in Celsius") +
  theme(legend.title = element_text(family = "Playfair",
                                    color = "brown",
                                    size = 14,
                                    face = "bold")) +
          scale_color_discrete(name = "Die Farben\nindizieren\ndie Jahreszeiten")

Es kann auch die Reihenfolge und die Beschriftung der Legende geändert und angepasst werden. Eine Möglichkeit ist es die Ebene anzupassen:

# Die Spalte Season wird neu zugewiesen

temp_chi$season <- factor(temp_chi$season,
                          levels = c("Winter", "Spring", "Summer", "Autumn"))


ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur")

Die Beschriftungen kann auch mit dem Befehl ´scale_color_discrete()´ anpassen:

ggplot(temp_chi, aes(x = date,
                         y = temp_c,
                         color = season)) +
  geom_point() +
  scale_color_discrete(name = "Jahreszeit",
                       labels = c("Winter", "Frühling", "Sommer", "Herbst" )) +
  theme(legend.title = element_text(family = "Playfair",
                                    color = "brown",
                                    size = 15,
                                    face = 2))

Man kann auch den Hintergrund der Legenden anpassen:

ggplot(temp_chi, aes(x = date,
                         y = temp_c,
                         color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(legend.key = element_rect(fill = "grey"),
        legend.title = element_text(family = "Playfair",
                                    color = "chocolate",
                                    size = 14,
                                    face = 3)) +
  scale_color_discrete("Jahreszeit:")    # Überschrift der Legende

Die Standardgröße der Legenden Pnunkte kann mit dem Befehl ´guides` angepasst werden.

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) + 
  geom_point() + 
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(legend.key = element_rect(fill =  NA),
        legend.title = element_text(color = "chocolate",
                                    size = 14,
                                    face = 4)) +
  scale_color_discrete("Jahreszeit:") +                   # Überschrift der Legende
  guides(color = guide_legend(override.aes = list(size = 8))) # größe der Punkte anpassen

Wenn man mehrerer Grafikarten in eine Grafik einbaut, kann man die Legende dabei anpassen und nur einen Grafik art in der legende anführen.

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur") +
  geom_rug()

dabei fügt man im zweiten Geom-Befehl due Anweisung ´show.legend = FALSE` ein

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point()+ 
  geom_rug(show.legend = FALSE) + 
  labs(x = "Jahr",
       y = "Temperatur") +
  scale_color_discrete("Jahreszeit:") +
  guides(color = guide_legend(override.aes = list(size =8)))

2.7.1 Legenden manuel anpassen

ggplot2 erstellt keine Legende automatisch. Diese muss mit den “aestetics” (farbe, grösse usw ) an eine Variable gemapped werden. manchmal möchte man eine Legende manuell beifügen:

Der “Grundplot” wird wie folgt hergestellt:

# Grundgrafik
ggplot(temp_chi, aes(x = date,
                     y = o3)) +      # Ozonwert
  geom_point(color = "darkblue") +
  geom_line(color = "grey") +
  labs(x = "Jahre",
       y = "Ozonwert")

Eine Legende kann mit dem ´aes()´ Befehl eingefügt werden. Dier füge ich die Beschriftung “Linie” und “Punkte” ein.

ggplot(temp_chi,aes(x = date,
                    y =o3)) +
  geom_line(aes(color = "Linien")) +
  geom_point(aes(color = "Punkte")) +
  labs(x = "Jahr",
       y = "Ozone") +
  scale_color_discrete("Typen:")

Die Beschriftung so ist nicht ganz zielführend. Ich möchte ja die vorherige Grafik mit einer Legende ausstatten. Das wird wieder mit den beiden Befehlen ´scale_color_manual()** und **guide()` germacht.

ggplot(temp_chi,aes(x = date,
                    y = o3)) +
  geom_line(aes(color = "Linien")) +         # mit den aes() befehlt wird ein zufällige Farbe den Linien zugewählt
  geom_point(aes(color = "Punkte")) +
  labs(x = "Jahr",
       y = "Ozon") +
  scale_color_manual(name = NULL,                  # Keine Namen
                     guide = "legend",             # Welcher teil der Grafik soll geändert werden
                     values = c("Punkte" = "darkblue", # Zuweisung der Farben
                                "Linien" = "gray")) +
  guides(color = guide_legend(override.aes = list(linetype = c(1,0),
                                                  shape = c(NA,16))))

Ich habe den Code jetzt recht naiv dem Orginal Code folgend eingegeben. Man kann auch den letzten ´guides()´ Befehl weglassen. Die Grafik bleibt gleich:

ggplot(temp_chi,aes(x = date,
                    y = o3)) +
  geom_line(aes(color = "Linien")) +         # mit den aes() befehlt wird ein zufällige Farbe den Linien zugewählt
  geom_point(aes(color = "Punkte")) +
  labs(x = "Jahr",
       y = "Ozon") +
  scale_color_manual(name = NULL,                  # Keine Namen
                     guide = "legend",             # Welcher teil der Grafik soll geändert werden
                     values = c("Punkte" = "darkblue", # Zuweisung der Farben
                                "Linien" = "gray"))

Was mich etwas an meinen Ökonometrie-Professor am BWZ erinnert. Der immer meinte; dass wir einfach nur mit den Daten rumspielen sollten. Nur durchs “Rumspielen” kommt man weiter.

2.7.2 Weitere Anwendungsarten bei Legenden

Was passiert, wenn man die Legenden-Variable als eine stetige Varible definiert:

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = temp_c)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur",
       color = "Temperatur in Grad Celsius")

Die Legende kann aber dann trotzdem als diskrete Variable dargestellt werden. Hierzu bedient man sich dem ´guide_legend()´- argumentes im ´guides()´-Befehles:

ggplot(temp_chi, aes(x = date,
                      y = temp_c,
                      color = temp_c)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur",
       color = "Temperatur in Celsius") +
  guides(color = guide_legend())

man kann auch die Legende als grupperte Skalare darstellen:

ggplot(temp_chi, aes(x = date,
                      y = temp_c,
                      color = temp_c)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur",
       color = "In Grad Celsius") +
  guides(color = guide_bins())

2.8 Wie verändere ich den Hintergrund der Grafik

Manchmal möchte man den Hintergurnd der Grafik ’ndern. Mag es das Logo der Firma sein, oder nur eine andere Farbe als Hintergrund. Es gibt unzälige ´themes()´ Befehle und zusatzpackete, die man einmal durchprobieren sollte.

Man kann aber das Layout von einzelnen Komponenten der Grafik frai verändern.

2.8.1 nur den Hintergrund und die “Gitterlinien” ändern

Den Hintergrund kann mit dem Argument panel.background im Befehlt ´theme()´ angepasst werden. Scherer benutzt auf seiner HP den HexaCode für die Farbe. das ist mir persönlich zu kompliziert. Daher verwende ich weiter den Namen der dementsprechenden Farbe.

ggplot(temp_chi, aes(x = date,
                     y = temp_c)) +
  geom_point(color = "darkred",
             size = 3) +
  labs(x = "Jahre",
       y = "Temperatur in Grad Celsius") +
  theme(panel.background = element_rect( fill = "lightgreen",
                                         color = "lightgreen",
                                         linewidth = 3))

Mit diesem Befehl wird nur die Hintergrund ausgefüllt. Der Rahmen bleibt im Default, obwohl man in Color eine andere Farbe angegeben hat, gleich. Das liegt daran, dass in der hierachischen Anordnung der Argumenten noch ein Argument über ´panel.background` steht. Nämlich ´panel.border´. Um den Hintergrund durchlässig zu machen muss im fill = Argument eine transparente Farbe zuweisen.

ggplot(temp_chi, aes(x = date,
                     y = temp_c)) +
  geom_point(color = "darkred",
             size = 4) +
  labs(x = "Jahr",
       y = " Temperatur") + 
  theme(panel.border = element_rect(fill = "#64D2AA99",   # "Transparente" Farbe
                                   color = "#64D2AA",     # Normaler Farbcode
                                   linewidth = 3))

2.8.2 Die Giterlinien ändern

Es wird zwischen zwei Arten von Giterlinien unterschieden. Die Hauptlinie, mit dem Argument panel.grid.major und für die Nebenlinien panel.grid.major. Beide Argumente übeschreiben das Standardargument panel.grid

ggplot(temp_chi, aes(x = date,
                     y = temp_c)) +
  geom_point(color = "firebrick",
             size = 4) +
  labs(y = "Jahr",
       y = "Temperatur in Celsius") +
  theme(panel.grid.major = element_line(color = "gray20",
                                        linewidth = 0.5),
        panel.grid.minor = element_line(color = "gray70",
                                        linewidth = 0.25))

man kann auch jedes level einzelnen definieren. Hierzu verwendet man die Arggumente panel.grid.major.x unddgl. Die Linienstärke und der Linientyp wird im Argument panel.grid.major definiert. Die Farbe wird dann der Achse zugewiesen:

ggplot(temp_chi, aes(x = date,
                     y = o3)) +
  geom_point(color = "darkred",
             site = 3) +
  labs(x = "Jahr",
       y = "Ozon-Werte") +
  theme(panel.grid.major = element_line(linewidth = .5,
                                        linetype = "dashed"),  # Strichlierte Linie
        panel.grid.minor = element_line(linewidth = .25,
                                        linetype = "dotted"),  # Gepunktelte linien
        panel.grid.major.x = element_line(color = "red1"),    
        panel.grid.major.y = element_line(color = "blue1"),
        panel.grid.minor.x = element_line(color = "red4"),
        panel.grid.minor.y = element_line(color = "blue4"))

Selbstversändlich kann man auch Gitterlinien ganz oder teilweise ausblenden.

# Ausblebnden der Hilfslinien
ggplot(temp_chi, aes(x = date,
                     y = o3)) +
  geom_point(color = "brown4") +
  labs(x = "Jahr",
       y = "Ozonwerte") +
  theme(panel.grid.minor = element_blank())

# Gesamte Grids ausblenden
ggplot(temp_chi, aes(x = date,
                     y = temp_c)) +
  geom_point(color = "darkred") +
  labs(x = "Jahr",
       y = "Temperatur in celsius") +
  theme(panel.grid = element_blank())

Weiters kann man die zwischenstände der Linien verändern:

ggplot(temp_chi, aes( x = date,
                      y = temp_c)) +
  geom_point(color = "darkgreen") +
  labs(x = "Jahr",
       y = " Temperatur") +
  scale_y_continuous(breaks = seq(-20,   # Minimumwert
                                  40,    # Maximum
                                  10),
                     minor_breaks = seq( -20, 40, 2.5))    # linienabstand hilslinien

2.8.3 Verändern der Hintergrundfarbe

Man kann auch die Hintergrundfarbe individuell anpassen:

ggplot(temp_chi, aes(x =date,
                     y = o3)) +
  geom_point(color = "darkred") +
  labs(x = "Jahr",
       y = "Ozon-Wert") +
  theme(plot.background = element_rect(fill = "gray60",
                                       color = "gray30",
                                       linewidth = 3))

Man kann den gesamten Hintergrund in einer Farbe machen, indem man dem Argument plot.background den befehl ´NA´ zuweist. Damit ist der Hintergrund transparent.

# gesamte Grafik grau
ggplot(temp_chi, aes(x = date,
                     y = temp_f)) +
  geom_point(color = "darkblue") +
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(plot.background = element_rect(fill = "grey60",
                                       color = "grey30",
                                       linewidth = 3),
        panel.background = element_rect(fill = NA))

2.9 Die Grafikbereich “formatieren”

Manchmal macht es Sinn den Grafikteil individuell einzurichten. Das erfolgt mit dem Argument plot.margin:

ggplot(temp_chi, aes(x = date,
                     y = o3)) +
  geom_point(color = "blue4") +
  labs(x = "Jahr",
       y = "Ozon-Wert") +
  theme(plot.background = element_rect(fill = "gray"),
        plot.margin = margin(t = 1,         # Oben (Top)
                             r = 3,         # Rechts
                             b = 2,         # Unten (Bottom)
                             l = 7,         # links
                             unit = "cm"))

Anstatt margin() kann auch der Befehl unit() verwenden

# Ähnlich wie Grafikbereich1 nur mit unit() Befehl
ggplot(temp_chi, aes(x = date,
                     y = o3)) +
  geom_point(color = "blue4") +
  labs(x = "Jahr",
       y = "Ozon-Wert") +
  theme(plot.background = element_rect(fill = "gray"),
        plot.margin = unit(c(1, 3, 2, 7),      # t, r, b, l
                              "cm"))

2.10 Erstellen von mehrerenh Plots in einem.

In ggplot2 gibt es zwei Befehle mit denen man mehrere Grafiken in einem Plot darstellen kann. Mit facet_wrap wird eine aneinanderreihung von Grafik basierend auf einer Variablen erstellt. facet_grid verwendet zwei variablen.

Machen wir ein erstes Besipiel mit facet_grid

ggplot(temp_chi, aes(x = date,
                     y = temp_c))+ 
  geom_point(color = "red4",
             alpha = 0.3) +
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(axis.text.x = element_text(angle = 45,  # text auf 45 grad stellen
                                   vjust = 1,
                                   hjust = 1)) +
  facet_grid(year ~ season)

Wie schauen die Grafiken aus, wenn man nur Variable benutzt und den zweiten Befehl dazu verwendet. Zuerst erstelle ich für weitere Zwecke eine “Grundgrafik” und passe die weiteren befehle an:

# Zuweisung der "Grundgrafik"
gg1 <- ggplot(temp_chi, aes(x = date, 
                            y = temp_c))+ 
  geom_point(color = "red4",
             alpha = 0.3) +
  labs(x = "Jahr",
       y = "Temperatur") +
  theme(axis.text.x = element_text(angle = 45,  # text auf 45 grad stellen
                                   vjust = 1,
                                   hjust = 1))

gg1 + facet_wrap(~year)

Man kann die Grafiken auch in einer Reihe, oder auch aszmetrisch darstellen

# Alle Grafiken in einer Yeile
gg1 + facet_wrap(~ year, 
                 nrow = 1) #Anzahl Zeilen

# Asymetrische Grafiken
gg1 + facet_wrap(~ year, ncol = 3)

die Achsen “frei” gleiten lassen:

gg1 + facet_wrap(~ year, 
                 nrow = 2,         # Anzahl Zeilen
                 scales = "free")  # Achsen kenen "frei floaten"

Schaut ja gleich “schöner” aus.

der Wrap-Funktion kann auch mit 2zwei Variablen befüllt werden:

gg1 + facet_wrap(year ~ season,
                  nrow = 4,
                  scales = "free_x") 

Etwas “schwer” zu Lesen.

Die Wrap-Funktion kann man die nummern der Plots frei wählen. Die Gridfunktion kann auch mit free frei floaten. Es geht nur mit Spalten

gg1 + facet_grid(year ~ season,
                 scales = "free_x")

2.10.1 Modifizierung der Layouts und des Textes

Mit dem Befehle theme() kann man den Text der Grafiken anpassen.

gg1 + facet_wrap(~ year, 
                  nrow = 1,
                  scales = "free_x") +
  theme(strip.text = element_text(face = "bold",     # Text dick
                                  color = "red4",    # Farbe des Textes
                                  hjust = 0.5,       # 
                                  size = 16),
        strip.background = element_rect(fill = "red",
                                        linetype = "dotted"))

Noch weiter ausführen für individuellen design. muss erst den Sourcecode hier kappieren

2.10.2 In einer “Grafik” mehrere verschiedenen Plots platzieren

Es gibt mehrere Wege um Plots zu kombinieren. Eine der einfachsten möglichkeiten liefert das Packet patchwork

Man erstellt zuerst zwei Grafiken:

# Packet: patchwork laden!
plot_1 <- ggplot(temp_chi, aes(x = date,
                               y = temp_c,
                               color = season)) +
  geom_point() +
  geom_rug() +
  labs(x = "Jahr",
       y = "temperatur in Celsius") +
  scale_color_discrete("Jahreszeit:") +
  guides(color = guide_legend(override.aes = list(size = 8)))

plot_2 <- ggplot(temp_chi, aes(x = date,
                               y = o3)) +
  geom_line(color = "red") +
  geom_point(color = "red4",
             size = 3) +
  labs(x = "Jahr",
       y = "Ozon-Werte")

plot_1 + plot_2

Die beiden Grafiken können auch untereinander angeheftet werden:

plot_1 / plot_2 

Man kann auch weitere Plots kombinieren

(gg1 + plot_2) /plot_1

Eine Alternative zum Packet patchwork ist die von Claus Wilke geschriebene Packet cowplot. Auch hier kann man

# package cowplot installieren und laden 
plot_grid(plot_grid(gg1, plot_1), plot_2, ncol = 1)

Ein weiteres Package welches bei der Anordnung von Grafiken helfen kann, ist gridExtra

# das Packet "gridExtra intallieren und laden
grid.arrange(gg1, plot_1, plot_2,            # namen der individelen Plots
             layout_matrix = rbind(c(1, 2),  # Aneinanderreihung der Plots
                                   c(3, 3))  # Zeile 1 plot 1 und 2 zeile 2 nur plot 3
             )

Die Grafiken können auch mit patchwork angepasst werden. Die Layout-Logikn ist auf den ersten Blick etwas schwierig zu verstehen.

# Patchwork Packet
# definiere Layout
layout <- "
AABBBB#
AACCDDE
##CCDD#
##CC###"

plot_2 + plot_1 + plot_1 + gg1 +plot_1 +
  plot_layout(design = layout)

# Ähnlicher Code mit nummern als Layout
design <- "
122
153
443"

plot_2 + plot_1 + plot_1 + gg1 +plot_1 +
  plot_layout(design = design)

2.11 Arbeiten mit Farben

In ggplot2 gibt es zwei Möglichkeiten Farben auszuwählen. Einerseit mit dem Argument color, oder mit fill. Mit beiden Argumenten kann man eine einzige Farbe spezifizieren, oder eine Variable zuordnen. Eine Variable mus im aes() Befehl stehen.

# eine eher unsinniges Histogram (Bar_chart)
ggplot(temp_chi, aes(year)) +
  geom_bar(aes(fill = season),  # hier wird jedem typ eine Farbe zugeordnet
           color = "grey",      # DIe Farbe des "Rahmen
           linewidth = 2) +     #  Dicke der Linien
  labs(x = "Jahr",
       y = "Beobachtungen",
       fill = "Jahreszeit:")

2.11.1 Spezifische Farben auswählen

Am einfachsten ist die Zuweisung einer einzigen Farbe

ggplot(temp_chi, aes(x = date,
                     y = temp_c)) +
  geom_point(color = "steelblue", size = 3) + 
  labs(x = "Jahr",
       y = "Temperatur in Celsius")

Die Punkte können frei gewählt werden. Die Form der Punkte ist auf 25 Arten limitiert. Das sollte auch reichen. Die Arten 21 bis 25 können auch mit unterschieldichsten Farben befüllt werden

# Die Punktarten ausgeben.

ggpubr::show_point_shapes()

Die Zuordnung erfolgt wiefolgt:

ggplot(temp_chi, aes(x =date,
                     y = temp_c))+
  geom_point(shape =21,        # Art ein Punkt
             size = 3,         # Größe des Punktes
             stroke = 2,       # Dicke des Rahmens
             color = "green4", # Farbe "aussen"
             fill = "red4")    # Farbe der "Füllung"

Die Farben können als Namen, Hexa-Farben-Codes oder mit der RGB-Befehl rgb(red, green, bleu, alpha) ermittelt werden. Ich bin hier recht altmodisch und nehme meistens die Namen. Eine Auflistung aller Farben-Namen findet man in folgendem PDF-Dokument.

Kategorische bzw. qualitative Variablen sind Datentypen, welche sich in Gruppen - aka Kategorien- unterteilen. damit kann man am leichtesten eine farbliche Unterscheidung herstellen. In unserem Datensat aus Chicago kann die Spalte “season” dazu verwendet werden, da sie nur vier Werte, die Jahreszeiten, besitzt.

Die Standard-Grafik wird mit folgenden befehl dargestellt:

g_f <- ggplot(temp_chi, aes(x = date,
                            y = temp_c,
                            color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Tempertur in Celsius")

g_f

Die Farben k;nnen auch manuell, mit der Funktion *scale_+_manual()* (das + cann entweder Color, Clolour oder fill sein) definiert werden. Die Anzahl der Farben muss den Ausprägungen der Kategorie entsprechen:

g_f + scale_color_manual(values = c("red4",
                                    "blue4",
                                    "green4",
                                    "yellow3"))

Man kann auch verdefinierte Paletten verwenden. Mit folgenden Befehl kann man die definierten Bpalleten aufrufen:

RColorBrewer::display.brewer.all()

# Grafik mit Pallette Accent

g_f + scale_color_brewer(palette = "Accent")

Es gibt auch hier wieder unzählige Zusatzpackete, die andere Farbkombinationen zulassen. Eine Aufzählung findet man auf der HP von Emil Hvitfeldt.

Als ein Beispiel nehme ich eines aus dem ggthemes Packet:

 # library(ggthemes) 
 # Hier nicht benutzt, da am anfang des Dokumentes eingelesen

 # Die Palette für Farbenblinde verwenden
g_f + scale_color_colorblind()

Ein weiteres Packet, ggsci, stellt Farbkombinationen bereit, die in Wissenschaftlichen Publikationen angewendet werden.

library(ggsci)
g1 <- g_f + scale_color_aaas()   # Farbpalette von Science Magazin
g2 <- g_f + scale_color_npg()    # Farbpalette von Nature

library(patchwork)
(g1 +g2) * theme(legend.position = "top")  # Positioniert die Legenden am oberen Rand

Farben können auch einer quantitativen Variablen zugeordnet werden. Quantitative Variablen sind messbare Größen, also Zahlen, die diskret oder stetig sein können. Standardmäßig muss man keine weiteren Befehle zu den Grundbefehlen beifügen. Wenn man die farben selbst definieren möchte, helfen die Befehle sclae_color_continuous() oder scale_color_gradient()

g_qv <- ggplot(temp_chi, aes(x = date,
                             y = temp_c,
                             color = temp_c)) +
  geom_point() +
  labs(x = "Jahre",
       y = "Temperatur in Celsius",
       color = "Temperatur (c)")

g_qv 

# Farben definieren
g_qv + scale_color_continuous(low = "blue",
                              high = "brown")

# Farben mit gradient definieren

g_qv + scale_color_gradient(low = "darkred",
                            high = "darkgreen")

Temperaturen sind normalerweise Normalverteilt (Nona) man kann auch die Farben von der “Mitte” her definieren und darstellen:

g_qv + scale_color_gradient2(midpoint = mean(temp_chi$temp_c),
                             low = "darkblue",
                             mid = "grey92",
                             high = "darkred")

Eine interessante Farb/Palette in R ist das viridis/Packet, welches auch bei Farbenblindheit angewendet werden kann

plot1 <- g_qv + 
  scale_color_viridis_c() +
  ggtitle("'Viridis' (Defaultpalette)")

plot2 <- g_qv +
  scale_color_viridis_c(option = "inferno") +
  ggtitle("'Inferno'")

plot3 <- g_qv +
  scale_color_viridis_c(option = "plasma") +
  ggtitle("'Plasma'")

plot4 <- g_qv +
  scale_color_viridis_c(option = "cividis") +
  ggtitle("'Cividis'")

library(patchwork)

(plot1 + plot2 + plot3 + plot4) * theme(legend.position = "bottom")

2.11.2 Modifizieren der Farbpaleten nach Auswahl

2.12 Arbeiten mit Themen

Mit theme_+ kann man das layout von grafiken verändern. ggplot hat acht Standardthemen:

Auch bei den Themen gibt es unzählige Packages. Eines sehr ausführliches Packet, mit vielen benutzerdefinierten Themen, ist das ggthemes Packet.

Eines meiner Lieblings-Themen ist das Eonomist-Format. Damit kann man seine Grafiken im Format des Wirtschaftsmagazins “The Economist” erstellen

library(ggthemes)

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = season)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur in Celsius") +
  ggtitle("Temperaturveränderun in Chicago. Tägliche Daten") +
  theme_economist() +
  scale_color_economist(name = NULL) # Die Legendenhauptbeschriftung wird ausgeblendet

# punktdiagram Temperatur zu Ozonwert
# nur jahr 2000

chi2000 <- filter(temp_chi, year == 2000)

ggplot(chi2000, aes(x = temp_c,
                    y = o3)) +
  geom_point() +
  labs(x = "Temperatur in Celsius",
       y = " Ozon-Wert") +
  ggtitle("Vergleich Temperaturwerte zu Ozon-Werte") +
  theme_economist() +
  scale_color_economist()

2.12.1 Themen selbst “bauen”

Man kann den “Source Code” der Themes- Funktion nach eigenen Gutdünken verändern, oder gleich ein neues Theme schreiben. Für Zweiteres bin ich noch zu unerfahren. Daher halte ich mich daran, ein Bestehendes Theme, hier das vom Economist, leicht anpasse :

theme_economist

function (base_size = 10, base_family = "sans", horizontal = TRUE, 
    dkpanel = FALSE) 
{
    bgcolors <- deframe(ggthemes::ggthemes_data[["economist"]][["bg"]])
    ret <- theme_foundation(base_size = base_size, base_family = base_family) + 
        theme(line = element_line(colour = "black"), rect = element_rect(fill = bgcolors["ebg"], 
            colour = NA, linetype = 1), text = element_text(colour = "black"), 
            axis.line = element_line(linewidth = rel(0.8)), axis.line.y = element_blank(), 
            axis.text = element_text(size = rel(1)), axis.text.x = element_text(vjust = 0, 
                margin = margin(t = base_size, unit = "pt")), 
            axis.text.x.top = element_text(vjust = 0, margin = margin(b = base_size, 
                unit = "pt")), axis.text.y = element_text(hjust = 0, 
                margin = margin(r = base_size, unit = "pt")), 
            axis.ticks = element_line(), axis.ticks.y = element_blank(), 
            axis.title = element_text(size = rel(1)), axis.title.x = element_text(), 
            axis.title.y = element_text(angle = 90), axis.ticks.length = unit(-base_size * 
                0.5, "points"), legend.background = element_rect(linetype = 0), 
            legend.spacing = unit(base_size * 1.5, "points"), 
            legend.key = element_rect(linetype = 0), legend.key.size = unit(1.2, 
                "lines"), legend.key.height = NULL, legend.key.width = NULL, 
            legend.text = element_text(size = rel(1.25)), legend.title = element_text(size = rel(1), 
                hjust = 0), legend.position = "top", legend.direction = NULL, 
            legend.justification = "center", panel.background = element_rect(linetype = 0), 
            panel.border = element_blank(), panel.grid.major = element_line(colour = "white", 
                linewidth = rel(1.75)), panel.grid.minor = element_blank(), 
            panel.spacing = unit(0.25, "lines"), strip.background = element_rect(fill = bgcolors["ebg"], 
                colour = NA, linetype = 0), strip.text = element_text(size = rel(1.25)), 
            strip.text.x = element_text(), strip.text.y = element_text(angle = -90), 
            plot.background = element_rect(fill = bgcolors["blue-gray"], 
                colour = NA), plot.title = element_text(size = rel(1.5), 
                hjust = 0, face = "bold"), plot.margin = unit(c(6, 
                5, 6, 5) * 2, "points"), complete = TRUE)
    if (horizontal) {
        ret <- ret + theme(panel.grid.major.x = element_blank())
    }
    else {
        ret <- ret + theme(panel.grid.major.y = element_blank())
    }
    if (dkpanel == TRUE) {
        ret <- ret + theme(panel.background = element_rect(fill = unname(bgcolors["dark blue-gray"])), 
            strip.background = element_rect(fill = unname(bgcolors["dark blue-gray"])))
    }
    ret
}
<bytecode: 0x000001e93de66d50>
<environment: namespace:ggthemes>

Diese Funktion wird nun angepasst

theme_eco_eigen <- function (base_size = 12, 
                             base_family = "TT Times New Roman", 
                             horizontal = TRUE, 
                             dkpanel = FALSE) 
{
    bgcolors <- deframe(ggthemes::ggthemes_data[["economist"]][["bg"]])
    ret <- theme_foundation(base_size = base_size, 
                            base_family = base_family) + 
        theme(line = element_line(colour = "darkgrey"), 
              rect = element_rect(fill = bgcolors["ebg"], 
            colour = NA, linetype = 1), 
            text = element_text(colour = "black"), 
            axis.line = element_line(linewidth = rel(0.9)), axis.line.y = element_blank(), 
            axis.text = element_text(size = rel(1)), axis.text.x = element_text(vjust = 0, 
                margin = margin(t = base_size, unit = "pt")), 
            axis.text.x.top = element_text(vjust = 0, margin = margin(b = base_size, 
                unit = "pt")), axis.text.y = element_text(hjust = 0, 
                margin = margin(r = base_size, unit = "pt")), 
            axis.ticks = element_line(), axis.ticks.y = element_blank(), 
            axis.title = element_text(size = rel(1)), axis.title.x = element_text(), 
            axis.title.y = element_text(angle = 90), axis.ticks.length = unit(-base_size * 
                0.5, "points"), legend.background = element_rect(linetype = 0), 
            legend.spacing = unit(base_size * 1.5, "points"), 
            legend.key = element_rect(linetype = 0), legend.key.size = unit(1.2, 
                "lines"), legend.key.height = NULL, legend.key.width = NULL, 
            legend.text = element_text(size = rel(1.25)), legend.title = element_text(size = rel(1), 
                hjust = 0), legend.position = "top", legend.direction = NULL, 
            legend.justification = "center", panel.background = element_rect(linetype = 0), 
            panel.border = element_blank(), panel.grid.major = element_line(colour = "white", 
                linewidth = rel(1.75)), panel.grid.minor = element_blank(), 
            panel.spacing = unit(0.25, "lines"), strip.background = element_rect(fill = bgcolors["ebg"], 
                colour = NA, linetype = 0), strip.text = element_text(size = rel(1.25)), 
            strip.text.x = element_text(), strip.text.y = element_text(angle = -90), 
            plot.background = element_rect(fill = bgcolors["blue-gray"], 
                colour = NA), plot.title = element_text(size = rel(1.5), 
                hjust = 0, face = "bold"), plot.margin = unit(c(6, 
                5, 6, 5) * 2, "points"), complete = TRUE)
    if (horizontal) {
        ret <- ret + theme(panel.grid.major.x = element_blank())
    }
    else {
        ret <- ret + theme(panel.grid.major.y = element_blank())
    }
    if (dkpanel == TRUE) {
        ret <- ret + theme(panel.background = element_rect(fill = unname(bgcolors["dark blue-gray"])), 
            strip.background = element_rect(fill = unname(bgcolors["dark blue-gray"])))
    }
    ret
}

Wie schaut das neue Theme aus?

theme_set(theme_eco_eigen())

ggplot(temp_chi, aes(x = date,
                     y = temp_c)) +
  geom_point() +
  labs(x = "Jahr",
       y = "Temperatur in Celsius") +
  guides(color ="none")

2.12.1.1 Das eigene Theme anpassen

Ein Grafik-Layout kann auch im nachhinein angepasst werden. Ich verändere nun das Eigene Layout und passe die Hintergrundfarbe an. Der benötigte Befehl lautet theme_update()

theme_eco_eigen <- theme_update(panel.background = element_rect(fill = "gray60"))

ggplot(temp_chi, aes(x = date,
                         y = temp_c)) +
  geom_point() +
  labs(x = "Jahr",
       y = " Temperatur in Celsius",
       title = "Temperaturschwankungen in Chicago",
       subtitle = " Von 1997 bis 2001") +
  labs(x = "Jahr",
       y = "temperatur in C") +
  xlim(as.Date(c("1997-01-01","2001-01-01"))) +
  theme(legend.position = "none")

2.13 Anpassen von Linien

Manchmal ist es nötig individuelle Linien, als zb. Grenzen, einzufügen. Das kann man mit den beiden Befehlen geom_hline() für horizontale und, nona, geom_vline() für vertikale Linien erreichen.

Im ersten Beispiel möchte ich eine Horizontale Linie einfügen, die bei -15 und 25 Grad Celsius liegt.

theme_set(theme_gray())

ggplot(temp_chi, aes(x = date,
                     y = temp_c,
                     color = o3)) +          
  geom_point() +
  geom_hline(yintercept = c(-15, 25),
             color ="red",
             linewith = 0.8) +
  labs(x = "Jahr",
       y = "Temperatur Celsius")

Weitere Linien können eingefügt werden.

# Grundgrafik erzeugen

gg1 <- ggplot(temp_chi, aes(x = temp_c,
                            y = dewpoint_c)) +
  geom_point(color = "dodgerblue",
             alpha = 0.5) +
  labs(x = "Temperatur in Celsius",
       y = "Nebelpunkt")

gg1 + geom_vline(aes(xintercept = median(temp_c)),    # Position der Linie 
                 linewidth = 1.5,                   # "Dicke" der Linie
                 color = "firebrick",               # Farbe
                 linetype = "dashed") +             # Linie strichliert
geom_hline(aes(yintercept = mean(dewpoint_c)),
           linewidth = 1.2,
           color = "darkgreen",
           linetype = "twodash")

Was macht man um eine linie einzuzeichnen, die weder Vertikal, noch horizontal ist? Dazu gibt es den Befehl geom_abline(), in dem man zb eine Regressionslinie einzeichnen kann.

# erstllen einer regressionsanalyse 
reg <- lm(dewpoint_c ~ temp_c, 
          data = temp_chi)

reg

Call:
lm(formula = dewpoint_c ~ temp_c, data = temp_chi)

Coefficients:
(Intercept)       temp_c  
     -4.322        0.902  

# Grafik 
gg1 +
  geom_abline(intercept = coefficients(reg)[1],   
              slope = coefficients(reg)[2],
              color = "darkorange4",
              linewidth = 1.5) +
  labs(title = paste0("y = ", round(coefficients(reg)[1],2),
                      " + ", round(coefficients(reg)[2],2),
                      " * x"))

Man kann eine Linie in der Grafik auch “frei” definieren.

gg1 + 
  # zuerst die vertikale linie
  geom_linerange(aes(x = 25,   # Position der Linie bei 30 Grad 
                     
                     ymin = 0,
                     ymax = 25),
                 color = "steelblue",
                 linewidth = 1.75) +
  #Horizontale Linie:
  geom_linerange(aes(y = -10,
                     xmin = -Inf,
                     xmax = 20),
                 color = "red",
                 linewidth = 1.25)

Eine Linie, die weder Horizontal, noch vertikal ist, kann mit dem Befehl anotat(geom = “segment”,…) erzeugt werden:

gg1 +
  annotate(geom = "segment",
           x = 20,
           xend = 30,
           y = 0,
           yend = 10,
           color = "darkorange",
           linewidth = 1.5,
           linetype = "dashed")

“Freihand” Linien können auch mit dem Befehl annotate() Eingegeben werden. Kurven können mit der Anweisung geom = “curve” gezeichnet werden

#|label: linien6
#|warning: false

# Kurven einzeichen

gg1 + annotate(geom = "curve",              
               x = -10, y =20,              # Startpunkte
               xend = 20, yend = -10,       # Endpunkte
               curvature = 0.75,            # Den "Bauch" des Kreises
               angle = 40,                  # Der "anstellwinkel"
               color = "darkgreen", 
               linewidth = 1.75) +
  annotate(geom = "curve",
           x = 20, y = -10,
           xend = -10, yend = 20,
           curvature = 0.75,
           angle = 45,
           color = "orange",
           linewidth = 1.5) +
  annotate(geom = "curve",
           x = -10, y =20,
           xend = 20, yend = -10,
           curvature = 0,     # bedeutet eine Gerade
           color = "black",
           linewidth = 1.25,
           linetype = "dashed")

Ähnlich können auch Pfeile gezeichnet werden

gg1 +
  annotate(geom = "curve", 
           x = -10, y = 20,
           xend = 20, yend= -10,
           curvature = 0.75,
           angle = 45,
           color = "grey60",
           linewidth = 1.25,
           arrow = arrow(length = unit(0.07, # größe der "Pfeilspitze"
                                       "npc"),
                         type = "closed",  # Wert entweder open oder closed
                         ends = "both"))   # Wert entweder first, last, oder both

2.14 Beschriftungen und Texte

text folgt

#|label: Schriftungen1
#|warning: false

# Beschriftungen der Datenpunkte
# Kleinere Stichprobe wählen 1% der Grundgesamtheit

#Wähle den "startpukt" jede Zahl ist OK
#1 ist nur ein "platzhalter" 
set.seed(1)

sample <- temp_chi %>% 
  group_by(season) %>%
  slice_sample(prop = 0.01)
# der plot.
ggplot(sample, aes(x = date,
                   y = temp_c,
                   colour = season)) +
  geom_point() +
  geom_label(aes(label = season),
             hjust = 0.5,
             vjust = -0.5)+
  labs(x = "Jahr",
       y = "Temperatur in C") +
  xlim(as.Date(c("1997-01-01","2002-01-01"))) +
  theme(legend.position = "none")

Es kann aber auch den Rahmen um die Bescchriftung “ausblenden”. dazu wird der befehl geom_text verwendet

ggplot(sample, aes(x = date,
                   y = temp_c,
                   color = season)) +
geom_point() +
  geom_text(aes(label = season),
            fontface = "bold",
            hjust = .5,
            vjust = -.25) +
  labs(x = "Jahr",
       y = "Temperatur in C") +
  xlim(as.Date(c("1997-01-01","2002-01-01"))) +
  theme(legend.position = "none")

Um eine “Überlappung” der Beschriftung der Datenpunkte zu verhindern, muss das Paket {ggrepel} installiert und geladen werden. die vorigen befehle können dann duch einen gleichlautenden Repel-Befehl getauscht werden:

# install.packages("ggrepel")
library(ggrepel)

ggplot(sample, aes(x = date,
                   y = temp_c,
                   color = season)) +
geom_point() +
  geom_text_repel(aes(label = season),
            fontface = "bold",
            hjust = .5,
            vjust = -.25) +
  labs(x = "Jahr",
       y = "Temperatur in C") +
  xlim(as.Date(c("1997-01-01","2002-01-01"))) +
  theme(legend.position = "none")

man kann auch die “Stichproben”-Grafik über die originale Grafik “legen”.

ggplot(sample, aes(x = date,                    # Die Stichprobe
                       y = temp_c))+
         geom_point(data = temp_chi,            # Den gesamten DS "drüberlegen"
                    size = 0.5) +
         geom_point(aes(color = season),        # Bezeiht sich wieder auf die Stichprobe
                    size = 2) +
  geom_label_repel(aes(label = season,          # Die "Beschriftung der Stichprobenpunkte
                       fill = season),
                   color = "black", 
                   fontface = "bold",
                   segment.color = "grey30") +
  labs(x = "Jahr", 
       y = "Temperatur (°C)") +
  theme(legend.position = "none")

2.14.1 Texte in Grafik “einfügen” (holprig)

Man kann mit unterschiedlichen Befehlen auch Texte in dem Grafikfeld einfügen. Der erste Befehl ist annotate

theme_set(theme_economist())

gg2 <- ggplot(temp_chi, aes(x = temp_c,
                            y = dewpoint_c)) +
  geom_point(alpha = 0.5)

gg2 + 
  annotate(geom = "text",
           x = -10,
           y = 30,
           hjust = 0,   # text startet bei -10
           vjust = 0,   # Vertikale ausrichtung bei y =30
           fontface = "bold",
           label = "Irgendein Text"
          ) 

3 Beispiele mit dem wiener Datensatz

Under Construction

Diesen Teil musss ich noch überdenken

Erste Versuche mit den Wien.

Zuallererst müssen die Daten noch etwas Überarbeitet werden, Da der Datensatz nur Monatliche Daten, aber von 1872 zurück hat.

wien <- temp_wien %>%
  group_by(REF_YEAR) %>%
  summarize(mittel_jahr = mean(T, na.rm = TRUE),
            mittel_max = mean(MEAN_T_MAX, na.rm = TRUE),
            mittel_min = mean(MEAN_T_MIN, na.rm = TRUE),
            hitzetage = sum(NUM_HEAT, na.rm = TRUE),
            frosttage = sum(NUM_FROST, na.rm = TRUE)) 

wien %>%
  kbl(caption = "Jährliche Durchschnittstemperaturen Wien ab 1872", # Beschriftung **Text** macht Überschrift fett
      align = "llccccrr",       # Ausrichtung der Spalten
      digits = 3,                                             # 3 nachkommastellen
      format.args = list(big.mark = ",",                      # Formatierung der Zahlen. Tausendertrennzeichen ","
                         scientific = FALSE)
  ) %>%
  kable_styling(font_size = 14) %>%   # Schriftgröße auf 14 setzen
  scroll_box(width = "100%",         # Die Größe der Scrollbox definieren
             height = "400px")

Jährliche Durchschnittstemperaturen Wien ab 1872

REF_YEAR	mittel_jahr	mittel_max	mittel_min	hitzetage	frosttage
1,872	13.578	18.300	9.356	8	14
1,873	10.225	14.258	6.033	16	75
1,874	9.342	13.225	5.033	8	111
1,875	8.567	12.350	4.317	8	119
1,876	9.067	12.675	4.925	5	96
1,877	9.450	13.375	5.292	10	94
1,878	9.658	13.442	5.542	3	89
1,879	8.183	12.225	4.425	5	104
1,880	9.583	13.883	5.700	7	82
1,881	8.442	12.233	4.742	10	109
1,882	10.150	14.158	6.050	6	73
1,883	9.017	12.792	5.400	6	96
1,884	9.550	13.533	5.625	7	76
1,885	9.408	13.642	5.392	9	91
1,886	9.375	13.325	5.525	7	105
1,887	8.667	12.433	4.883	13	112
1,888	8.375	12.125	4.500	2	111
1,889	8.808	12.275	5.175	6	111
1,890	8.983	12.900	4.908	7	97
1,891	8.783	12.467	4.850	2	109
1,892	9.092	12.875	5.150	8	102
1,893	9.175	13.817	5.250	3	93
1,894	9.683	14.300	5.917	10	83
1,895	8.700	13.192	5.125	7	106
1,896	8.825	13.167	5.458	2	96
1,897	9.433	13.617	6.175	3	89
1,898	10.258	14.633	6.842	2	67
1,899	9.208	13.858	5.592	5	90
1,900	9.783	13.992	6.433	5	80
1,901	9.333	13.675	5.692	2	94
1,902	8.342	12.692	5.083	2	86
1,903	9.608	13.908	6.308	1	60
1,904	9.725	13.000	6.492	9	73
1,905	9.508	12.925	6.200	3	70
1,906	9.550	12.858	6.367	0	78
1,907	9.375	12.842	6.008	0	85
1,908	8.875	12.442	5.450	2	105
1,909	8.850	12.367	5.758	0	93
1,910	9.642	13.217	6.450	1	53
1,911	10.075	13.792	6.475	6	63
1,912	8.842	12.242	5.333	0	70
1,913	9.458	13.033	5.875	0	77
1,914	9.033	12.583	5.500	0	76
1,915	9.400	12.833	6.008	0	66
1,916	10.342	13.933	6.833	1	37
1,917	9.150	12.842	5.242	3	102
1,918	9.800	13.408	6.367	0	75
1,919	8.925	12.267	5.533	1	69
1,920	9.792	13.208	6.450	0	71
1,921	10.325	14.225	6.300	10	65
1,922	8.708	12.200	5.183	4	83
1,923	9.683	13.275	6.242	2	66
1,924	8.692	11.942	5.533	0	111
1,925	9.625	13.250	6.250	0	69
1,926	10.058	13.617	6.742	0	54
1,927	9.733	13.558	6.217	1	81
1,928	9.875	13.633	6.267	10	73
1,929	8.633	12.342	4.933	5	97
1,930	10.225	13.700	6.817	4	71
1,931	9.058	12.608	5.725	7	96
1,932	9.725	13.308	6.267	5	103
1,933	8.700	12.075	5.475	6	85
1,934	11.175	14.983	7.733	8	47
1,935	9.642	13.650	6.017	4	83
1,936	9.900	13.533	6.767	1	50
1,937	10.000	13.600	7.008	1	64
1,938	9.967	13.825	6.575	8	58
1,939	9.758	13.292	6.125	5	75
1,940	7.525	10.908	4.075	0	111
1,941	8.308	11.658	5.133	0	92
1,942	8.567	12.075	5.250	2	97
1,943	10.000	13.800	6.292	5	80
1,944	9.517	12.725	6.408	0	75
1,945	10.375	13.925	6.942	6	67
1,946	10.183	13.933	6.358	11	76
1,947	10.000	13.775	6.183	12	91
1,948	10.300	13.958	6.792	2	69
1,949	10.450	14.175	6.858	6	58
1,950	10.342	14.075	6.742	8	58
1,951	10.600	14.125	7.225	1	51
1,952	9.692	13.350	6.333	13	88
1,953	10.358	14.683	6.367	7	78
1,954	9.092	13.100	5.392	7	79
1,955	9.283	13.192	5.758	1	88
1,956	8.692	12.758	4.942	3	100
1,957	10.225	14.442	6.433	10	65
1,958	10.117	14.250	6.408	9	75
1,959	10.233	14.442	6.125	5	64
1,960	9.917	13.975	6.192	2	61
1,961	10.575	15.083	6.475	11	63
1,962	9.017	13.458	5.058	14	98
1,963	9.017	13.350	5.050	17	110
1,964	9.508	13.517	5.600	17	93
1,965	9.058	12.925	5.367	5	102
1,966	10.500	14.350	6.767	2	61
1,967	10.608	14.833	6.567	17	69
1,968	10.042	14.167	6.208	10	84
1,969	9.567	13.517	5.858	6	94
1,970	9.575	13.433	6.125	4	81
1,971	9.883	14.392	6.350	15	71
1,972	9.575	13.700	6.433	13	61
1,973	9.858	14.158	6.492	9	72
1,974	10.517	14.750	7.242	11	29
1,975	10.358	14.625	7.125	0	58
1,976	9.833	14.125	6.417	8	73
1,977	10.367	14.717	6.992	2	61
1,978	9.317	13.500	5.883	2	77
1,979	9.783	14.150	6.258	6	65
1,980	8.983	13.008	5.725	4	80
1,981	10.358	14.675	6.867	11	75
1,982	10.192	14.325	6.808	6	62
1,983	10.975	15.667	7.150	21	67
1,984	9.617	13.683	6.317	8	67
1,985	9.225	13.567	5.800	11	74
1,986	9.792	14.300	6.158	13	82
1,987	9.500	13.567	6.225	5	77
1,988	10.608	15.000	7.067	19	59
1,989	10.808	15.292	7.267	4	59
1,990	11.008	15.758	7.175	16	43
1,991	9.850	14.283	6.300	12	66
1,992	11.175	15.658	7.633	28	49
1,993	10.058	14.600	6.417	15	87
1,994	11.483	16.075	7.858	28	43
1,995	10.342	14.550	6.983	15	74
1,996	8.883	12.975	5.683	6	97
1,997	10.033	14.517	6.475	3	70
1,998	10.742	15.225	7.208	20	76
1,999	10.658	15.017	7.283	9	70
2,000	11.692	16.458	7.933	26	45
2,001	10.575	15.067	7.058	21	71
2,002	11.317	15.833	7.742	18	54
2,003	10.950	15.850	7.050	40	88
2,004	10.450	14.750	6.983	9	74
2,005	10.217	14.650	6.642	12	82
2,006	10.683	15.158	7.150	22	79
2,007	11.650	16.300	7.842	22	40
2,008	11.425	15.833	7.892	8	47
2,009	11.000	15.350	7.500	14	57
2,010	9.900	13.983	6.725	15	86
2,011	11.050	15.758	7.308	18	68
2,012	11.283	16.017	7.433	31	59
2,013	10.858	14.967	7.517	26	67
2,014	11.967	16.242	8.583	13	30
2,015	12.067	16.775	8.292	42	41
2,016	11.508	16.092	7.892	20	52
2,017	11.592	16.408	7.750	38	57
2,018	12.408	17.083	8.725	37	54
2,019	12.408	17.258	8.550	38	46
2,020	11.858	16.625	8.000	21	42
2,021	11.117	15.817	7.317	24	57
2,022	12.225	17.050	8.308	31	49
2,023	12.533	17.375	8.658	32	37
2,024	11.967	16.967	7.983	5	20

ggplot(wien, aes(x = REF_YEAR)) +
  geom_line(aes(y = hitzetage), color = "darkred") +
  geom_line(aes(y = frosttage), color = "darkblue")

# Neue Spalte in DS Wien für das gleitende Mittel
wien$mw_j10 <- as.numeric(stats::filter(wien$mittel_jahr,
                                        rep(1/10,
                                            10),
                                        sides = 1))


ggplot(wien,aes(x = REF_YEAR)) +
  geom_line(aes(y = mittel_jahr), color = "darkred") +
  geom_line(aes(y = mw_j10), color = "blue", linetype = "twodash", linewidth = 1.3) +
  labs(x = "Jahr",
       y = "Temperatur",
       title = "Jahrestemperaturen und gleitender 10 Jahres Durchschnitt",
       subtitle = "Wien ab 1872",
       caption = "Quelle: https://www.data.gv.at/katalog/dataset/69a06550-1ede-4f50-9c36-e7fb5cf6e7e8#additional-info") +
  theme(plot.caption = element_text(hjust = 0,
                                    face = "italic")) +
  theme_economist()