├── Data Files
├── Data Files
├── DJIA_Jan2016_Dec2016.xlsx
├── Monthly_CO2_Concentrations.xlsx
├── inflation-consumer-prices-annual.xlsx
├── World Bank Mobile Phone Statistics.xlsx
├── mean-daily-temperature-fisher-river.xlsx
├── Annual_Number_of_Lynx_trapped.csv
├── us-airlines-monthly-aircraft-miles-flown.csv
├── quarterly-beer-production-in-aus-March 1956-June 1994.csv
├── wisconsin-employment-time-series.csv
├── chemical-concentration-readings.csv
├── monthly-mean-thickness-dobson-un.csv
├── DJIA_May2016_May2017.csv
├── ibm-common-stock-closing-prices.csv
├── mean-daily-temperature-fisher-river.csv
└── monthly-sunspot-number-zurich-17.csv
├── LICENSE
├── Section 3
└── Decomposition.ipynb
├── README.md
└── Section 2
└── Augmented Dickey-Fuller test.ipynb
/Data Files/Data Files:
--------------------------------------------------------------------------------
1 | Here are all the data files used in the book
2 |
--------------------------------------------------------------------------------
/Data Files/DJIA_Jan2016_Dec2016.xlsx:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/PacktPublishing/Practical-Time-Series-Analysis-V-/HEAD/Data Files/DJIA_Jan2016_Dec2016.xlsx
--------------------------------------------------------------------------------
/Data Files/Monthly_CO2_Concentrations.xlsx:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/PacktPublishing/Practical-Time-Series-Analysis-V-/HEAD/Data Files/Monthly_CO2_Concentrations.xlsx
--------------------------------------------------------------------------------
/Data Files/inflation-consumer-prices-annual.xlsx:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/PacktPublishing/Practical-Time-Series-Analysis-V-/HEAD/Data Files/inflation-consumer-prices-annual.xlsx
--------------------------------------------------------------------------------
/Data Files/World Bank Mobile Phone Statistics.xlsx:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/PacktPublishing/Practical-Time-Series-Analysis-V-/HEAD/Data Files/World Bank Mobile Phone Statistics.xlsx
--------------------------------------------------------------------------------
/Data Files/mean-daily-temperature-fisher-river.xlsx:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/PacktPublishing/Practical-Time-Series-Analysis-V-/HEAD/Data Files/mean-daily-temperature-fisher-river.xlsx
--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
1 | MIT License
2 |
3 | Copyright (c) 2019 Packt
4 |
5 | Permission is hereby granted, free of charge, to any person obtaining a copy
6 | of this software and associated documentation files (the "Software"), to deal
7 | in the Software without restriction, including without limitation the rights
8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 |
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 |
--------------------------------------------------------------------------------
/Data Files/Annual_Number_of_Lynx_trapped.csv:
--------------------------------------------------------------------------------
1 | "Year","Annual number of lynx trapped, MacKenzie River, 1821-1934"
2 | "1821",269
3 | "1822",321
4 | "1823",585
5 | "1824",871
6 | "1825",1475
7 | "1826",2821
8 | "1827",3928
9 | "1828",5943
10 | "1829",4950
11 | "1830",2577
12 | "1831",523
13 | "1832",98
14 | "1833",184
15 | "1834",279
16 | "1835",409
17 | "1836",2285
18 | "1837",2685
19 | "1838",3409
20 | "1839",1824
21 | "1840",409
22 | "1841",151
23 | "1842",45
24 | "1843",68
25 | "1844",213
26 | "1845",546
27 | "1846",1033
28 | "1847",2129
29 | "1848",2536
30 | "1849",957
31 | "1850",361
32 | "1851",377
33 | "1852",225
34 | "1853",360
35 | "1854",731
36 | "1855",1638
37 | "1856",2725
38 | "1857",2871
39 | "1858",2119
40 | "1859",684
41 | "1860",299
42 | "1861",236
43 | "1862",245
44 | "1863",552
45 | "1864",1623
46 | "1865",3311
47 | "1866",6721
48 | "1867",4254
49 | "1868",687
50 | "1869",255
51 | "1870",473
52 | "1871",358
53 | "1872",784
54 | "1873",1594
55 | "1874",1676
56 | "1875",2251
57 | "1876",1426
58 | "1877",756
59 | "1878",299
60 | "1879",201
61 | "1880",229
62 | "1881",469
63 | "1882",736
64 | "1883",2042
65 | "1884",2811
66 | "1885",4431
67 | "1886",2511
68 | "1887",389
69 | "1888",73
70 | "1889",39
71 | "1890",49
72 | "1891",59
73 | "1892",188
74 | "1893",377
75 | "1894",1292
76 | "1895",4031
77 | "1896",3495
78 | "1897",587
79 | "1898",105
80 | "1899",153
81 | "1900",387
82 | "1901",758
83 | "1902",1307
84 | "1903",3465
85 | "1904",6991
86 | "1905",6313
87 | "1906",3794
88 | "1907",1836
89 | "1908",345
90 | "1909",382
91 | "1910",808
92 | "1911",1388
93 | "1912",2713
94 | "1913",3800
95 | "1914",3091
96 | "1915",2985
97 | "1916",3790
98 | "1917",674
99 | "1918",81
100 | "1919",80
101 | "1920",108
102 | "1921",229
103 | "1922",399
104 | "1923",1132
105 | "1924",2432
106 | "1925",3574
107 | "1926",2935
108 | "1927",1537
109 | "1928",529
110 | "1929",485
111 | "1930",662
112 | "1931",1000
113 | "1932",1590
114 | "1933",2657
115 | "1934",3396
116 |
117 | Annual number of lynx trapped, MacKenzie River, 1821-1934
118 |
119 |
--------------------------------------------------------------------------------
/Data Files/us-airlines-monthly-aircraft-miles-flown.csv:
--------------------------------------------------------------------------------
1 | "Month","U.S. airlines: monthly aircraft miles flown (Millions) 1963 -1970"
2 | "1963-01",6827
3 | "1963-02",6178
4 | "1963-03",7084
5 | "1963-04",8162
6 | "1963-05",8462
7 | "1963-06",9644
8 | "1963-07",10466
9 | "1963-08",10748
10 | "1963-09",9963
11 | "1963-10",8194
12 | "1963-11",6848
13 | "1963-12",7027
14 | "1964-01",7269
15 | "1964-02",6775
16 | "1964-03",7819
17 | "1964-04",8371
18 | "1964-05",9069
19 | "1964-06",10248
20 | "1964-07",11030
21 | "1964-08",10882
22 | "1964-09",10333
23 | "1964-10",9109
24 | "1964-11",7685
25 | "1964-12",7602
26 | "1965-01",8350
27 | "1965-02",7829
28 | "1965-03",8829
29 | "1965-04",9948
30 | "1965-05",10638
31 | "1965-06",11253
32 | "1965-07",11424
33 | "1965-08",11391
34 | "1965-09",10665
35 | "1965-10",9396
36 | "1965-11",7775
37 | "1965-12",7933
38 | "1966-01",8186
39 | "1966-02",7444
40 | "1966-03",8484
41 | "1966-04",9864
42 | "1966-05",10252
43 | "1966-06",12282
44 | "1966-07",11637
45 | "1966-08",11577
46 | "1966-09",12417
47 | "1966-10",9637
48 | "1966-11",8094
49 | "1966-12",9280
50 | "1967-01",8334
51 | "1967-02",7899
52 | "1967-03",9994
53 | "1967-04",10078
54 | "1967-05",10801
55 | "1967-06",12950
56 | "1967-07",12222
57 | "1967-08",12246
58 | "1967-09",13281
59 | "1967-10",10366
60 | "1967-11",8730
61 | "1967-12",9614
62 | "1968-01",8639
63 | "1968-02",8772
64 | "1968-03",10894
65 | "1968-04",10455
66 | "1968-05",11179
67 | "1968-06",10588
68 | "1968-07",10794
69 | "1968-08",12770
70 | "1968-09",13812
71 | "1968-10",10857
72 | "1968-11",9290
73 | "1968-12",10925
74 | "1969-01",9491
75 | "1969-02",8919
76 | "1969-03",11607
77 | "1969-04",8852
78 | "1969-05",12537
79 | "1969-06",14759
80 | "1969-07",13667
81 | "1969-08",13731
82 | "1969-09",15110
83 | "1969-10",12185
84 | "1969-11",10645
85 | "1969-12",12161
86 | "1970-01",10840
87 | "1970-02",10436
88 | "1970-03",13589
89 | "1970-04",13402
90 | "1970-05",13103
91 | "1970-06",14933
92 | "1970-07",14147
93 | "1970-08",14057
94 | "1970-09",16234
95 | "1970-10",12389
96 | "1970-11",11595
97 | "1970-12",12772
98 |
99 | U.S. airlines: monthly aircraft miles flown (Millions) 1963 -1970
100 |
101 |
--------------------------------------------------------------------------------
/Section 3/Decomposition.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "code",
5 | "execution_count": 1,
6 | "metadata": {},
7 | "outputs": [
8 | {
9 | "name": "stderr",
10 | "output_type": "stream",
11 | "text": [
12 | "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\compat\\pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
13 | " from pandas.core import datetools\n"
14 | ]
15 | }
16 | ],
17 | "source": [
18 | "import requests\n",
19 | "import statsmodels.api as sm\n",
20 | "import io\n",
21 | "from matplotlib import pyplot as plt\n",
22 | "%matplotlib inline\n",
23 | "import pandas as pd"
24 | ]
25 | },
26 | {
27 | "cell_type": "code",
28 | "execution_count": 2,
29 | "metadata": {},
30 | "outputs": [
31 | {
32 | "name": "stdout",
33 | "output_type": "stream",
34 | "text": [
35 | " birthcount\n",
36 | "0 26.663\n",
37 | "1 23.598\n",
38 | "2 26.931\n",
39 | "3 24.740\n",
40 | "4 25.806\n"
41 | ]
42 | }
43 | ],
44 | "source": [
45 | "DATA_URL=\"http://robjhyndman.com/tsdldata/data/nybirths.dat\"\n",
46 | "fopen = requests.get(DATA_URL).content\n",
47 | "ds=pd.read_csv(io.StringIO(fopen.decode('utf-8')), header=None, names=['birthcount'])\n",
48 | "print(ds.head())"
49 | ]
50 | },
51 | {
52 | "cell_type": "code",
53 | "execution_count": 3,
54 | "metadata": {
55 | "collapsed": true
56 | },
57 | "outputs": [],
58 | "source": [
59 | "date=pd.date_range(\"1946-01-01\", \"1959-12-31\", freq=\"1M\")\n",
60 | "ds['Date']=pd.DataFrame(date)\n",
61 | "ds = ds.set_index('Date')"
62 | ]
63 | },
64 | {
65 | "cell_type": "code",
66 | "execution_count": null,
67 | "metadata": {
68 | "collapsed": true
69 | },
70 | "outputs": [],
71 | "source": []
72 | }
73 | ],
74 | "metadata": {
75 | "kernelspec": {
76 | "display_name": "Python 3",
77 | "language": "python",
78 | "name": "python3"
79 | },
80 | "language_info": {
81 | "codemirror_mode": {
82 | "name": "ipython",
83 | "version": 3
84 | },
85 | "file_extension": ".py",
86 | "mimetype": "text/x-python",
87 | "name": "python",
88 | "nbconvert_exporter": "python",
89 | "pygments_lexer": "ipython3",
90 | "version": "3.6.3"
91 | }
92 | },
93 | "nbformat": 4,
94 | "nbformat_minor": 2
95 | }
96 |
--------------------------------------------------------------------------------
/Data Files/quarterly-beer-production-in-aus-March 1956-June 1994.csv:
--------------------------------------------------------------------------------
1 | "Quarter","Quarterly beer production in Australia: megalitres. March 1956 ? June 1994"
2 | "1956Q1",284.4
3 | "1956Q2",212.8
4 | "1956Q3",226.9
5 | "1956Q4",308.4
6 | "1957Q1",262.0
7 | "1957Q2",227.9
8 | "1957Q3",236.1
9 | "1957Q4",320.4
10 | "1958Q1",271.9
11 | "1958Q2",232.8
12 | "1958Q3",237.0
13 | "1958Q4",313.4
14 | "1959Q1",261.4
15 | "1959Q2",226.8
16 | "1959Q3",249.9
17 | "1959Q4",314.3
18 | "1960Q1",286.1
19 | "1960Q2",226.5
20 | "1960Q3",260.4
21 | "1960Q4",311.4
22 | "1961Q1",294.7
23 | "1961Q2",232.6
24 | "1961Q3",257.2
25 | "1961Q4",339.2
26 | "1962Q1",279.1
27 | "1962Q2",249.8
28 | "1962Q3",269.8
29 | "1962Q4",345.7
30 | "1963Q1",293.8
31 | "1963Q2",254.7
32 | "1963Q3",277.5
33 | "1963Q4",363.4
34 | "1964Q1",313.4
35 | "1964Q2",272.8
36 | "1964Q3",300.1
37 | "1964Q4",369.5
38 | "1965Q1",330.8
39 | "1965Q2",287.8
40 | "1965Q3",305.9
41 | "1965Q4",386.1
42 | "1966Q1",335.2
43 | "1966Q2",288.0
44 | "1966Q3",308.3
45 | "1966Q4",402.3
46 | "1967Q1",352.8
47 | "1967Q2",316.1
48 | "1967Q3",324.9
49 | "1967Q4",404.8
50 | "1968Q1",393.0
51 | "1968Q2",318.9
52 | "1968Q3",327.0
53 | "1968Q4",442.3
54 | "1969Q1",383.1
55 | "1969Q2",331.6
56 | "1969Q3",361.4
57 | "1969Q4",445.9
58 | "1970Q1",386.6
59 | "1970Q2",357.2
60 | "1970Q3",373.6
61 | "1970Q4",466.2
62 | "1971Q1",409.6
63 | "1971Q2",369.8
64 | "1971Q3",378.6
65 | "1971Q4",487.0
66 | "1972Q1",419.2
67 | "1972Q2",376.7
68 | "1972Q3",392.8
69 | "1972Q4",506.1
70 | "1973Q1",458.4
71 | "1973Q2",387.4
72 | "1973Q3",426.9
73 | "1973Q4",565.0
74 | "1974Q1",464.8
75 | "1974Q2",444.5
76 | "1974Q3",449.5
77 | "1974Q4",556.1
78 | "1975Q1",499.6
79 | "1975Q2",451.9
80 | "1975Q3",434.9
81 | "1975Q4",553.8
82 | "1976Q1",510.0
83 | "1976Q2",432.9
84 | "1976Q3",453.2
85 | "1976Q4",547.6
86 | "1977Q1",485.8
87 | "1977Q2",452.6
88 | "1977Q3",456.6
89 | "1977Q4",565.7
90 | "1978Q1",514.8
91 | "1978Q2",464.3
92 | "1978Q3",430.9
93 | "1978Q4",588.3
94 | "1979Q1",503.1
95 | "1979Q2",442.6
96 | "1979Q3",448.0
97 | "1979Q4",554.5
98 | "1980Q1",504.5
99 | "1980Q2",427.3
100 | "1980Q3",473.1
101 | "1980Q4",526.2
102 | "1981Q1",547.5
103 | "1981Q2",440.2
104 | "1981Q3",468.7
105 | "1981Q4",574.5
106 | "1982Q1",492.6
107 | "1982Q2",432.6
108 | "1982Q3",479.8
109 | "1982Q4",575.7
110 | "1983Q1",474.6
111 | "1983Q2",405.3
112 | "1983Q3",434.6
113 | "1983Q4",535.1
114 | "1984Q1",452.6
115 | "1984Q2",429.5
116 | "1984Q3",417.2
117 | "1984Q4",551.8
118 | "1985Q1",464.0
119 | "1985Q2",416.6
120 | "1985Q3",422.9
121 | "1985Q4",553.6
122 | "1986Q1",458.6
123 | "1986Q2",427.6
124 | "1986Q3",429.2
125 | "1986Q4",534.2
126 | "1987Q1",481.7
127 | "1987Q2",416.0
128 | "1987Q3",440.2
129 | "1987Q4",538.7
130 | "1988Q1",473.8
131 | "1988Q2",439.9
132 | "1988Q3",446.8
133 | "1988Q4",597.5
134 | "1989Q1",467.2
135 | "1989Q2",439.4
136 | "1989Q3",447.4
137 | "1989Q4",568.5
138 | "1990Q1",485.9
139 | "1990Q2",442.1
140 | "1990Q3",430.5
141 | "1990Q4",600.0
142 | "1991Q1",464.5
143 | "1991Q2",423.6
144 | "1991Q3",437.0
145 | "1991Q4",574.0
146 | "1992Q1",443.0
147 | "1992Q2",410.0
148 | "1992Q3",420.0
149 | "1992Q4",532.0
150 | "1993Q1",432.0
151 | "1993Q2",420.0
152 | "1993Q3",411.0
153 | "1993Q4",512.0
154 | "1994Q1",449.0
155 | "1994Q2",382.0
156 |
157 | Quarterly beer production in Australia: megalitres. March 1956 ? June 1994
158 |
159 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Practical Time Series Analysis [Video]
2 | This is the code repository for [Practical Time Series Analysis [Video]](https://www.packtpub.com/big-data-and-business-intelligence/practical-time-series-analysis-video?utm_source=github&utm_medium=repository&utm_campaign=9781788995719), published by [Packt](https://www.packtpub.com/?utm_source=github). It contains all the supporting project files necessary to work through the video course from start to finish.
3 | ## About the Video Course
4 | Time Series Analysis allows us to analyze data that is generated over a period of time and has sequential interdependencies between the observations. This video describes special mathematical tricks and techniques that are geared towards exploring the internal structures of time series data and generating powerful descriptive and predictive insights. Also, the tutorial is full of real-life time series examples and their analyses using cutting-edge solutions developed in Python. The video starts with a descriptive analysis to create insightful visualizations of internal structures such as trend, seasonality, and autocorrelation. Next, the statistical methods of dealing with autocorrelation and non-stationary time series are described. This is followed by exponential smoothing to produce meaningful insights from noisy time series data. At this point, we shift the focus towards predictive analysis and introduce autoregressive models such as ARMA and ARIMA for time series forecasting. Later, powerful deep learning methods are presented to develop accurate forecasting models for complex time series. All the topics are illustrated with real-life problem scenarios and their solutions by best-practice implementations in Python.
5 |
6 | What You Will Learn
7 |
8 |
9 | - Improve your understanding of descriptive statistics and apply them over a dataset.
10 |
- Learn how to deal with missing data and outliers to resolve data inconsistencies.
11 |
- Explore various visualization techniques for bivariate and multivariate analysis.
12 |
- Enhance your programming skills and master data exploration and visualization in Python.
13 |
- Learn multidimensional analysis and reduction techniques.
14 |
- Master advanced visualization techniques (such as heatmaps) for better analysis and rapidly broaden your understanding
19 | Basic Knowledge of Python
20 | ### Technical Requirements
21 | This course has the following software requirements:
22 | Python 3.5
23 |
24 | ## Related Products
25 | * [Salesforce Certified Administrator - Revision Guide [Video]](https://www.packtpub.com/business/salesforce-certified-administrator-revision-guide-video?utm_source=github&utm_medium=repository&utm_campaign=9781838550813)
26 |
27 | * [Exploratory Data Analysis with Pandas and Python 3.x [Video]](https://www.packtpub.com/application-development/exploratory-data-analysis-pandas-and-python-3x-video?utm_source=github&utm_medium=repository&utm_campaign=9781789959116)
28 |
29 | * [Scalable Data Analysis in Python with Dask [Video]](https://www.packtpub.com/web-development/scalable-data-analysis-python-dask-video?utm_source=github&utm_medium=repository&utm_campaign=9781789808926)
30 |
--------------------------------------------------------------------------------
/Data Files/wisconsin-employment-time-series.csv:
--------------------------------------------------------------------------------
1 | Month,Employment
2 | 1961-01,239.6
3 | 1961-02,236.4
4 | 1961-03,236.8
5 | 1961-04,241.5
6 | 1961-05,243.7
7 | 1961-06,246.1
8 | 1961-07,244.1
9 | 1961-08,244.2
10 | 1961-09,244.8
11 | 1961-10,246.6
12 | 1961-11,250.9
13 | 1961-12,261.4
14 | 1962-01,237.6
15 | 1962-02,235.7
16 | 1962-03,236.1
17 | 1962-04,242.6
18 | 1962-05,244.5
19 | 1962-06,246.6
20 | 1962-07,245.7
21 | 1962-08,247.7
22 | 1962-09,248.9
23 | 1962-10,251.4
24 | 1962-11,255.9
25 | 1962-12,263.7
26 | 1963-01,242.2
27 | 1963-02,239.3
28 | 1963-03,239.7
29 | 1963-04,247.2
30 | 1963-05,249.3
31 | 1963-06,252.3
32 | 1963-07,252.8
33 | 1963-08,253.6
34 | 1963-09,254.2
35 | 1963-10,256.1
36 | 1963-11,260.3
37 | 1963-12,268.8
38 | 1964-01,250.1
39 | 1964-02,247.9
40 | 1964-03,249
41 | 1964-04,253.8
42 | 1964-05,258.3
43 | 1964-06,261.3
44 | 1964-07,261.3
45 | 1964-08,261.9
46 | 1964-09,263.3
47 | 1964-10,267.3
48 | 1964-11,270.6
49 | 1964-12,281.5
50 | 1965-01,261.9
51 | 1965-02,258.6
52 | 1965-03,259.7
53 | 1965-04,266
54 | 1965-05,271.1
55 | 1965-06,274.4
56 | 1965-07,274
57 | 1965-08,273.8
58 | 1965-09,274.9
59 | 1965-10,280
60 | 1965-11,285.4
61 | 1965-12,295.9
62 | 1966-01,275.4
63 | 1966-02,273.6
64 | 1966-03,275.9
65 | 1966-04,281.1
66 | 1966-05,285.2
67 | 1966-06,289.1
68 | 1966-07,289.2
69 | 1966-08,288.9
70 | 1966-09,291.1
71 | 1966-10,295.3
72 | 1966-11,300.2
73 | 1966-12,310.9
74 | 1967-01,286.9
75 | 1967-02,283
76 | 1967-03,286.2
77 | 1967-04,291.5
78 | 1967-05,295.4
79 | 1967-06,299.7
80 | 1967-07,297.9
81 | 1967-08,298.1
82 | 1967-09,300.2
83 | 1967-10,304.8
84 | 1967-11,311.9
85 | 1967-12,320.9
86 | 1968-01,298.3
87 | 1968-02,295.5
88 | 1968-03,297.2
89 | 1968-04,302.7
90 | 1968-05,306.7
91 | 1968-06,309.1
92 | 1968-07,308.7
93 | 1968-08,309.9
94 | 1968-09,310.8
95 | 1968-10,314.7
96 | 1968-11,321.2
97 | 1968-12,329
98 | 1969-01,307.6
99 | 1969-02,305.5
100 | 1969-03,308
101 | 1969-04,314.4
102 | 1969-05,320.5
103 | 1969-06,323.4
104 | 1969-07,323
105 | 1969-08,324.4
106 | 1969-09,326.1
107 | 1969-10,329.3
108 | 1969-11,335
109 | 1969-12,341.9
110 | 1970-01,321.8
111 | 1970-02,317.3
112 | 1970-03,318.6
113 | 1970-04,323.4
114 | 1970-05,327.1
115 | 1970-06,327.9
116 | 1970-07,325.3
117 | 1970-08,325.7
118 | 1970-09,330
119 | 1970-10,333.5
120 | 1970-11,337.1
121 | 1970-12,341.3
122 | 1971-01,321.6
123 | 1971-02,318.2
124 | 1971-03,319.6
125 | 1971-04,326.2
126 | 1971-05,332.3
127 | 1971-06,334.2
128 | 1971-07,334.5
129 | 1971-08,335.5
130 | 1971-09,335.1
131 | 1971-10,338.2
132 | 1971-11,341.9
133 | 1971-12,347.9
134 | 1972-01,329.5
135 | 1972-02,326.4
136 | 1972-03,329.1
137 | 1972-04,337.2
138 | 1972-05,344.9
139 | 1972-06,349.6
140 | 1972-07,351
141 | 1972-08,353.8
142 | 1972-09,354.5
143 | 1972-10,357.4
144 | 1972-11,362.1
145 | 1972-12,367.5
146 | 1973-01,347.9
147 | 1973-02,345
148 | 1973-03,348.9
149 | 1973-04,355.3
150 | 1973-05,362.4
151 | 1973-06,366.6
152 | 1973-07,366
153 | 1973-08,370.2
154 | 1973-09,370.9
155 | 1973-10,374.5
156 | 1973-11,380.2
157 | 1973-12,384.6
158 | 1974-01,360.6
159 | 1974-02,354.4
160 | 1974-03,357.4
161 | 1974-04,367
162 | 1974-05,375.7
163 | 1974-06,381
164 | 1974-07,381.2
165 | 1974-08,383
166 | 1974-09,384.3
167 | 1974-10,387
168 | 1974-11,391.7
169 | 1974-12,396
170 | 1975-01,374
171 | 1975-02,370.4
172 | 1975-03,373.2
173 | 1975-04,381.1
174 | 1975-05,389.9
175 | 1975-06,394.6
176 | 1975-07,394
177 | 1975-08,397
178 | 1975-09,397.2
179 | 1975-10,399.4
180 |
--------------------------------------------------------------------------------
/Data Files/chemical-concentration-readings.csv:
--------------------------------------------------------------------------------
1 | Timestamp,Chemical conc.
2 | 1975-01-01 00:00:00,17
3 | 1975-01-01 02:00:00,16.6
4 | 1975-01-01 04:00:00,16.3
5 | 1975-01-01 06:00:00,16.1
6 | 1975-01-01 08:00:00,17.1
7 | 1975-01-01 10:00:00,16.9
8 | 1975-01-01 12:00:00,16.8
9 | 1975-01-01 14:00:00,17.4
10 | 1975-01-01 16:00:00,17.1
11 | 1975-01-01 18:00:00,17
12 | 1975-01-01 20:00:00,16.7
13 | 1975-01-01 22:00:00,17.4
14 | 1975-01-02 00:00:00,17.2
15 | 1975-01-02 02:00:00,17.4
16 | 1975-01-02 04:00:00,17.4
17 | 1975-01-02 06:00:00,17
18 | 1975-01-02 08:00:00,17.3
19 | 1975-01-02 10:00:00,17.2
20 | 1975-01-02 12:00:00,17.4
21 | 1975-01-02 14:00:00,16.8
22 | 1975-01-02 16:00:00,17.1
23 | 1975-01-02 18:00:00,17.4
24 | 1975-01-02 20:00:00,17.4
25 | 1975-01-02 22:00:00,17.5
26 | 1975-01-03 00:00:00,17.4
27 | 1975-01-03 02:00:00,17.6
28 | 1975-01-03 04:00:00,17.4
29 | 1975-01-03 06:00:00,17.3
30 | 1975-01-03 08:00:00,17
31 | 1975-01-03 10:00:00,17.8
32 | 1975-01-03 12:00:00,17.5
33 | 1975-01-03 14:00:00,18.1
34 | 1975-01-03 16:00:00,17.5
35 | 1975-01-03 18:00:00,17.4
36 | 1975-01-03 20:00:00,17.4
37 | 1975-01-03 22:00:00,17.1
38 | 1975-01-04 00:00:00,17.6
39 | 1975-01-04 02:00:00,17.7
40 | 1975-01-04 04:00:00,17.4
41 | 1975-01-04 06:00:00,17.8
42 | 1975-01-04 08:00:00,17.6
43 | 1975-01-04 10:00:00,17.5
44 | 1975-01-04 12:00:00,16.5
45 | 1975-01-04 14:00:00,17.8
46 | 1975-01-04 16:00:00,17.3
47 | 1975-01-04 18:00:00,17.3
48 | 1975-01-04 20:00:00,17.1
49 | 1975-01-04 22:00:00,17.4
50 | 1975-01-05 00:00:00,16.9
51 | 1975-01-05 02:00:00,17.3
52 | 1975-01-05 04:00:00,17.6
53 | 1975-01-05 06:00:00,16.9
54 | 1975-01-05 08:00:00,16.7
55 | 1975-01-05 10:00:00,16.8
56 | 1975-01-05 12:00:00,16.8
57 | 1975-01-05 14:00:00,17.2
58 | 1975-01-05 16:00:00,16.8
59 | 1975-01-05 18:00:00,17.6
60 | 1975-01-05 20:00:00,17.2
61 | 1975-01-05 22:00:00,16.6
62 | 1975-01-06 00:00:00,17.1
63 | 1975-01-06 02:00:00,16.9
64 | 1975-01-06 04:00:00,16.6
65 | 1975-01-06 06:00:00,18
66 | 1975-01-06 08:00:00,17.2
67 | 1975-01-06 10:00:00,17.3
68 | 1975-01-06 12:00:00,17
69 | 1975-01-06 14:00:00,16.9
70 | 1975-01-06 16:00:00,17.3
71 | 1975-01-06 18:00:00,16.8
72 | 1975-01-06 20:00:00,17.3
73 | 1975-01-06 22:00:00,17.4
74 | 1975-01-07 00:00:00,17.7
75 | 1975-01-07 02:00:00,16.8
76 | 1975-01-07 04:00:00,16.9
77 | 1975-01-07 06:00:00,17
78 | 1975-01-07 08:00:00,16.9
79 | 1975-01-07 10:00:00,17
80 | 1975-01-07 12:00:00,16.6
81 | 1975-01-07 14:00:00,16.7
82 | 1975-01-07 16:00:00,16.8
83 | 1975-01-07 18:00:00,16.7
84 | 1975-01-07 20:00:00,16.4
85 | 1975-01-07 22:00:00,16.5
86 | 1975-01-08 00:00:00,16.4
87 | 1975-01-08 02:00:00,16.6
88 | 1975-01-08 04:00:00,16.5
89 | 1975-01-08 06:00:00,16.7
90 | 1975-01-08 08:00:00,16.4
91 | 1975-01-08 10:00:00,16.4
92 | 1975-01-08 12:00:00,16.2
93 | 1975-01-08 14:00:00,16.4
94 | 1975-01-08 16:00:00,16.3
95 | 1975-01-08 18:00:00,16.4
96 | 1975-01-08 20:00:00,17
97 | 1975-01-08 22:00:00,16.9
98 | 1975-01-09 00:00:00,17.1
99 | 1975-01-09 02:00:00,17.1
100 | 1975-01-09 04:00:00,16.7
101 | 1975-01-09 06:00:00,16.9
102 | 1975-01-09 08:00:00,16.5
103 | 1975-01-09 10:00:00,17.2
104 | 1975-01-09 12:00:00,16.4
105 | 1975-01-09 14:00:00,17
106 | 1975-01-09 16:00:00,17
107 | 1975-01-09 18:00:00,16.7
108 | 1975-01-09 20:00:00,16.2
109 | 1975-01-09 22:00:00,16.6
110 | 1975-01-10 00:00:00,16.9
111 | 1975-01-10 02:00:00,16.5
112 | 1975-01-10 04:00:00,16.6
113 | 1975-01-10 06:00:00,16.6
114 | 1975-01-10 08:00:00,17
115 | 1975-01-10 10:00:00,17.1
116 | 1975-01-10 12:00:00,17.1
117 | 1975-01-10 14:00:00,16.7
118 | 1975-01-10 16:00:00,16.8
119 | 1975-01-10 18:00:00,16.3
120 | 1975-01-10 20:00:00,16.6
121 | 1975-01-10 22:00:00,16.8
122 | 1975-01-11 00:00:00,16.9
123 | 1975-01-11 02:00:00,17.1
124 | 1975-01-11 04:00:00,16.8
125 | 1975-01-11 06:00:00,17
126 | 1975-01-11 08:00:00,17.2
127 | 1975-01-11 10:00:00,17.3
128 | 1975-01-11 12:00:00,17.2
129 | 1975-01-11 14:00:00,17.3
130 | 1975-01-11 16:00:00,17.2
131 | 1975-01-11 18:00:00,17.2
132 | 1975-01-11 20:00:00,17.5
133 | 1975-01-11 22:00:00,16.9
134 | 1975-01-12 00:00:00,16.9
135 | 1975-01-12 02:00:00,16.9
136 | 1975-01-12 04:00:00,17
137 | 1975-01-12 06:00:00,16.5
138 | 1975-01-12 08:00:00,16.7
139 | 1975-01-12 10:00:00,16.8
140 | 1975-01-12 12:00:00,16.7
141 | 1975-01-12 14:00:00,16.7
142 | 1975-01-12 16:00:00,16.6
143 | 1975-01-12 18:00:00,16.5
144 | 1975-01-12 20:00:00,17
145 | 1975-01-12 22:00:00,16.7
146 | 1975-01-13 00:00:00,16.7
147 | 1975-01-13 02:00:00,16.9
148 | 1975-01-13 04:00:00,17.4
149 | 1975-01-13 06:00:00,17.1
150 | 1975-01-13 08:00:00,17
151 | 1975-01-13 10:00:00,16.8
152 | 1975-01-13 12:00:00,17.2
153 | 1975-01-13 14:00:00,17.2
154 | 1975-01-13 16:00:00,17.4
155 | 1975-01-13 18:00:00,17.2
156 | 1975-01-13 20:00:00,16.9
157 | 1975-01-13 22:00:00,16.8
158 | 1975-01-14 00:00:00,17
159 | 1975-01-14 02:00:00,17.4
160 | 1975-01-14 04:00:00,17.2
161 | 1975-01-14 06:00:00,17.2
162 | 1975-01-14 08:00:00,17.1
163 | 1975-01-14 10:00:00,17.1
164 | 1975-01-14 12:00:00,17.1
165 | 1975-01-14 14:00:00,17.4
166 | 1975-01-14 16:00:00,17.2
167 | 1975-01-14 18:00:00,16.9
168 | 1975-01-14 20:00:00,16.9
169 | 1975-01-14 22:00:00,17
170 | 1975-01-15 00:00:00,16.7
171 | 1975-01-15 02:00:00,16.9
172 | 1975-01-15 04:00:00,17.3
173 | 1975-01-15 06:00:00,17.8
174 | 1975-01-15 08:00:00,17.8
175 | 1975-01-15 10:00:00,17.6
176 | 1975-01-15 12:00:00,17.5
177 | 1975-01-15 14:00:00,17
178 | 1975-01-15 16:00:00,16.9
179 | 1975-01-15 18:00:00,17.1
180 | 1975-01-15 20:00:00,17.2
181 | 1975-01-15 22:00:00,17.4
182 | 1975-01-16 00:00:00,17.5
183 | 1975-01-16 02:00:00,17.9
184 | 1975-01-16 04:00:00,17
185 | 1975-01-16 06:00:00,17
186 | 1975-01-16 08:00:00,17
187 | 1975-01-16 10:00:00,17.2
188 | 1975-01-16 12:00:00,17.3
189 | 1975-01-16 14:00:00,17.4
190 | 1975-01-16 16:00:00,17.4
191 | 1975-01-16 18:00:00,17
192 | 1975-01-16 20:00:00,18
193 | 1975-01-16 22:00:00,18.2
194 | 1975-01-17 00:00:00,17.6
195 | 1975-01-17 02:00:00,17.8
196 | 1975-01-17 04:00:00,17.7
197 | 1975-01-17 06:00:00,17.2
198 | 1975-01-17 08:00:00,17.4
199 |
--------------------------------------------------------------------------------
/Data Files/monthly-mean-thickness-dobson-un.csv:
--------------------------------------------------------------------------------
1 | "Month","Monthly mean thickness (Dobson units) ozone column Arosa, Switzerland 1926-1971"
2 | "1926-01",312
3 | "1926-02",300
4 | "1926-03",281
5 | "1926-04",267
6 | "1926-05",295
7 | "1926-06",325
8 | "1926-07",360
9 | "1926-08",365
10 | "1926-09",372
11 | "1926-10",375
12 | "1926-11",382
13 | "1926-12",350
14 | "1927-01",336
15 | "1927-02",314
16 | "1927-03",305
17 | "1927-04",280
18 | "1927-05",285
19 | "1927-06",316
20 | "1927-07",324
21 | "1927-08",325
22 | "1927-09",347
23 | "1927-10",359
24 | "1927-11",373
25 | "1927-12",331
26 | "1928-01",308
27 | "1928-02",295
28 | "1928-03",288
29 | "1928-04",268
30 | "1928-05",279
31 | "1928-06",313
32 | "1928-07",349
33 | "1928-08",401
34 | "1928-09",355
35 | "1928-10",418
36 | "1928-11",368
37 | "1928-12",345
38 | "1930-01",291
39 | "1930-02",299
40 | "1931-02",311
41 | "1931-03",335
42 | "1931-04",283
43 | "1931-05",286
44 | "1931-06",301
45 | "1931-07",318
46 | "1931-08",347
47 | "1931-09",370
48 | "1931-10",394
49 | "1931-11",360
50 | "1931-12",347
51 | "1932-01",334
52 | "1932-02",299
53 | "1932-03",292
54 | "1932-04",287
55 | "1932-05",293
56 | "1932-06",281
57 | "1932-07",357
58 | "1932-08",364
59 | "1932-09",399
60 | "1932-10",382
61 | "1932-11",390
62 | "1932-12",374
63 | "1933-01",335
64 | "1933-02",319
65 | "1933-03",309
66 | "1933-04",312
67 | "1933-05",311
68 | "1933-06",337
69 | "1933-07",334
70 | "1933-08",321
71 | "1933-09",392
72 | "1933-10",358
73 | "1933-11",365
74 | "1933-12",355
75 | "1934-01",328
76 | "1934-02",321
77 | "1934-03",282
78 | "1934-04",287
79 | "1934-05",291
80 | "1934-06",297
81 | "1934-07",332
82 | "1934-08",390
83 | "1934-09",367
84 | "1934-10",383
85 | "1934-11",375
86 | "1934-12",319
87 | "1935-01",331
88 | "1935-02",311
89 | "1935-03",288
90 | "1935-04",275
91 | "1935-05",299
92 | "1935-06",313
93 | "1935-07",329
94 | "1935-08",393
95 | "1935-09",398
96 | "1935-10",384
97 | "1935-11",373
98 | "1935-12",352
99 | "1936-01",328
100 | "1936-02",315
101 | "1936-03",303
102 | "1936-04",310
103 | "1936-05",298
104 | "1936-06",307
105 | "1936-07",347
106 | "1936-08",352
107 | "1936-09",395
108 | "1936-10",382
109 | "1936-11",365
110 | "1936-12",349
111 | "1937-01",324
112 | "1937-02",323
113 | "1937-03",301
114 | "1937-04",283
115 | "1937-05",280
116 | "1937-06",355
117 | "1937-07",337
118 | "1937-08",370
119 | "1937-09",325
120 | "1937-10",392
121 | "1937-11",384
122 | "1937-12",336
123 | "1938-01",325
124 | "1938-02",325
125 | "1938-03",296
126 | "1938-04",280
127 | "1938-05",285
128 | "1938-06",299
129 | "1938-07",320
130 | "1938-08",341
131 | "1938-09",385
132 | "1938-10",347
133 | "1938-11",382
134 | "1938-12",339
135 | "1939-01",331
136 | "1939-02",313
137 | "1939-03",286
138 | "1939-04",304
139 | "1939-05",284
140 | "1939-06",309
141 | "1939-07",387
142 | "1939-08",400
143 | "1939-09",418
144 | "1939-10",430
145 | "1939-11",403
146 | "1939-12",388
147 | "1940-01",346
148 | "1940-02",323
149 | "1940-03",310
150 | "1940-04",292
151 | "1940-05",302
152 | "1940-06",338
153 | "1940-07",362
154 | "1940-08",395
155 | "1940-09",417
156 | "1940-10",409
157 | "1940-11",417
158 | "1940-12",361
159 | "1941-01",348
160 | "1941-02",336
161 | "1941-03",306
162 | "1941-04",299
163 | "1941-05",309
164 | "1941-06",309
165 | "1941-07",400
166 | "1941-08",422
167 | "1941-09",373
168 | "1941-10",408
169 | "1941-11",376
170 | "1941-12",347
171 | "1942-01",325
172 | "1942-02",309
173 | "1942-03",284
174 | "1942-04",272
175 | "1942-05",298
176 | "1942-06",313
177 | "1942-07",338
178 | "1942-08",341
179 | "1942-09",385
180 | "1942-10",363
181 | "1942-11",348
182 | "1942-12",352
183 | "1943-01",336
184 | "1943-02",303
185 | "1943-03",291
186 | "1943-04",292
187 | "1943-05",303
188 | "1943-06",321
189 | "1943-07",300
190 | "1943-08",365
191 | "1943-09",385
192 | "1943-10",360
193 | "1943-11",349
194 | "1943-12",351
195 | "1944-01",319
196 | "1944-02",306
197 | "1944-03",290
198 | "1944-04",293
199 | "1944-05",298
200 | "1944-06",320
201 | "1944-07",377
202 | "1944-08",359
203 | "1944-09",360
204 | "1944-10",373
205 | "1944-11",376
206 | "1944-12",351
207 | "1945-01",329
208 | "1945-02",327
209 | "1945-03",297
210 | "1945-04",288
211 | "1945-05",295
212 | "1945-06",313
213 | "1945-07",336
214 | "1945-08",352
215 | "1945-09",380
216 | "1945-10",361
217 | "1945-11",355
218 | "1945-12",344
219 | "1946-01",318
220 | "1946-02",307
221 | "1946-03",276
222 | "1946-04",291
223 | "1946-05",297
224 | "1946-06",316
225 | "1946-07",383
226 | "1946-08",397
227 | "1946-09",393
228 | "1946-10",369
229 | "1946-11",361
230 | "1946-12",347
231 | "1947-01",334
232 | "1947-02",324
233 | "1947-03",307
234 | "1947-04",296
235 | "1947-05",278
236 | "1947-06",312
237 | "1947-07",341
238 | "1947-08",371
239 | "1947-09",348
240 | "1947-10",374
241 | "1947-11",353
242 | "1947-12",345
243 | "1948-01",345
244 | "1948-02",311
245 | "1948-03",299
246 | "1948-04",281
247 | "1948-05",286
248 | "1948-06",321
249 | "1948-07",332
250 | "1948-08",365
251 | "1948-09",378
252 | "1948-10",357
253 | "1948-11",371
254 | "1948-12",354
255 | "1949-01",335
256 | "1949-02",321
257 | "1949-03",284
258 | "1949-04",272
259 | "1949-05",296
260 | "1949-06",292
261 | "1949-07",352
262 | "1949-08",365
263 | "1949-09",365
264 | "1949-10",382
265 | "1949-11",374
266 | "1949-12",354
267 | "1950-01",322
268 | "1950-02",316
269 | "1950-03",292
270 | "1950-04",288
271 | "1950-05",287
272 | "1950-06",340
273 | "1950-07",338
274 | "1950-08",402
275 | "1950-09",417
276 | "1950-10",397
277 | "1950-11",383
278 | "1950-12",364
279 | "1951-01",332
280 | "1951-02",321
281 | "1951-03",297
282 | "1951-04",298
283 | "1951-05",278
284 | "1951-06",311
285 | "1951-07",378
286 | "1951-08",384
287 | "1951-09",411
288 | "1951-10",386
289 | "1951-11",385
290 | "1951-12",359
291 | "1952-01",341
292 | "1952-02",320
293 | "1952-03",317
294 | "1952-04",297
295 | "1952-05",302
296 | "1952-06",332
297 | "1952-07",335
298 | "1952-08",375
299 | "1952-09",373
300 | "1952-10",383
301 | "1952-11",382
302 | "1952-12",359
303 | "1953-01",326
304 | "1953-02",317
305 | "1953-03",293
306 | "1953-04",280
307 | "1953-05",266
308 | "1953-09",373
309 | "1953-10",415
310 | "1953-11",389
311 | "1953-12",362
312 | "1954-01",348
313 | "1954-02",329
314 | "1954-03",305
315 | "1954-04",285
316 | "1954-05",291
317 | "1954-06",284
318 | "1954-07",315
319 | "1954-08",375
320 | "1954-09",399
321 | "1954-10",374
322 | "1954-11",361
323 | "1954-12",351
324 | "1955-01",339
325 | "1955-02",332
326 | "1955-03",300
327 | "1955-04",292
328 | "1955-05",278
329 | "1955-06",317
330 | "1955-07",341
331 | "1955-08",402
332 | "1955-09",381
333 | "1955-10",395
334 | "1955-11",365
335 | "1955-12",360
336 | "1956-01",327
337 | "1956-02",308
338 | "1956-03",287
339 | "1956-04",284
340 | "1956-05",286
341 | "1956-06",312
342 | "1956-07",340
343 | "1956-08",342
344 | "1956-09",353
345 | "1956-10",375
346 | "1956-11",380
347 | "1956-12",349
348 | "1957-01",330
349 | "1957-02",321
350 | "1957-03",305
351 | "1957-04",279
352 | "1957-05",294
353 | "1957-06",322
354 | "1957-07",361
355 | "1957-08",351
356 | "1957-09",411
357 | "1957-10",417
358 | "1957-11",369
359 | "1957-12",369
360 | "1958-01",349
361 | "1958-02",330
362 | "1958-03",306
363 | "1958-04",312
364 | "1958-05",305
365 | "1958-06",326
366 | "1958-07",369
367 | "1958-08",367
368 | "1958-09",364
369 | "1958-10",390
370 | "1958-11",389
371 | "1958-12",373
372 | "1959-01",342
373 | "1959-02",330
374 | "1959-03",313
375 | "1959-04",294
376 | "1959-05",297
377 | "1959-06",328
378 | "1959-07",349
379 | "1959-08",397
380 | "1959-09",405
381 | "1959-10",400
382 | "1959-11",382
383 | "1959-12",353
384 | "1960-01",339
385 | "1960-02",315
386 | "1960-03",306
387 | "1960-04",299
388 | "1960-05",284
389 | "1960-06",332
390 | "1960-07",368
391 | "1960-08",333
392 | "1960-09",338
393 | "1960-10",365
394 | "1960-11",379
395 | "1960-12",349
396 | "1961-01",343
397 | "1961-02",322
398 | "1961-03",296
399 | "1961-04",288
400 | "1961-05",301
401 | "1961-06",304
402 | "1961-07",352
403 | "1961-08",362
404 | "1961-09",428
405 | "1961-10",400
406 | "1961-11",363
407 | "1961-12",349
408 | "1962-01",338
409 | "1962-02",302
410 | "1962-03",296
411 | "1962-04",271
412 | "1962-05",298
413 | "1962-06",309
414 | "1962-07",371
415 | "1962-08",408
416 | "1962-09",377
417 | "1962-10",381
418 | "1962-11",378
419 | "1962-12",352
420 | "1963-01",327
421 | "1963-02",310
422 | "1963-03",282
423 | "1963-04",273
424 | "1963-05",278
425 | "1963-06",293
426 | "1963-07",301
427 | "1963-08",335
428 | "1963-09",347
429 | "1963-10",378
430 | "1963-11",363
431 | "1963-12",330
432 | "1964-01",326
433 | "1964-02",323
434 | "1964-03",299
435 | "1964-04",288
436 | "1964-05",274
437 | "1964-06",310
438 | "1964-07",332
439 | "1964-08",390
440 | "1964-09",383
441 | "1964-10",385
442 | "1964-11",387
443 | "1964-12",345
444 | "1965-01",337
445 | "1965-02",318
446 | "1965-03",305
447 | "1965-04",275
448 | "1965-05",278
449 | "1965-06",305
450 | "1965-07",354
451 | "1965-08",338
452 | "1965-09",401
453 | "1965-10",380
454 | "1965-11",372
455 | "1966-02",326
456 | "1966-03",307
457 | "1966-04",282
458 | "1966-05",321
459 | "1966-06",319
460 | "1966-07",361
461 | "1966-08",362
462 | "1966-09",354
463 | "1966-10",374
464 | "1966-11",349
465 | "1966-12",358
466 | "1967-01",325
467 | "1967-02",317
468 | "1967-03",296
469 | "1967-04",273
470 | "1967-05",267
471 | "1967-06",304
472 | "1967-07",342
473 | "1967-08",383
474 | "1967-09",376
475 | "1967-10",379
476 | "1967-11",349
477 | "1967-12",351
478 | "1968-01",337
479 | "1968-02",335
480 | "1968-03",308
481 | "1968-04",275
482 | "1968-05",270
483 | "1968-06",331
484 | "1968-07",327
485 | "1968-08",419
486 | "1968-09",361
487 | "1968-10",393
488 | "1968-11",351
489 | "1968-12",364
490 | "1969-01",333
491 | "1969-02",333
492 | "1969-03",294
493 | "1969-04",281
494 | "1969-05",307
495 | "1969-06",345
496 | "1969-07",331
497 | "1969-08",417
498 | "1969-09",414
499 | "1969-10",419
500 | "1969-11",389
501 | "1969-12",360
502 | "1970-01",331
503 | "1970-02",323
504 | "1970-03",291
505 | "1970-04",278
506 | "1970-05",271
507 | "1970-06",309
508 | "1970-07",344
509 | "1970-08",349
510 | "1970-09",411
511 | "1970-10",364
512 | "1970-11",358
513 | "1970-12",358
514 | "1971-01",336
515 | "1971-02",309
516 | "1971-03",317
517 | "1971-04",278
518 | "1971-05",292
519 | "1971-06",306
520 |
521 | Monthly mean thickness (Dobson units) ozone column Arosa, Switzerland 1926-1971
522 |
523 |
--------------------------------------------------------------------------------
/Data Files/DJIA_May2016_May2017.csv:
--------------------------------------------------------------------------------
1 | Date,Open,High,Low,Close,Adj Close,Volume
2 | 5/9/2016,17743.84961,17783.16016,17668.38086,17705.91016,17705.91016,85590000
3 | 5/10/2016,17726.66016,17934.60938,17726.66016,17928.34961,17928.34961,75790000
4 | 5/11/2016,17919.0293,17919.0293,17711.05078,17711.11914,17711.11914,87390000
5 | 5/12/2016,17711.11914,17798.18945,17625.38086,17720.5,17720.5,88560000
6 | 5/13/2016,17711.11914,17734.74023,17512.48047,17535.32031,17535.32031,86640000
7 | 5/16/2016,17531.75977,17755.80078,17531.75977,17710.71094,17710.71094,88440000
8 | 5/17/2016,17701.46094,17701.46094,17469.91992,17529.98047,17529.98047,103260000
9 | 5/18/2016,17501.2793,17636.2207,17418.21094,17526.61914,17526.61914,79120000
10 | 5/19/2016,17514.16016,17514.16016,17331.07031,17435.40039,17435.40039,95530000
11 | 5/20/2016,17437.32031,17571.75,17437.32031,17500.93945,17500.93945,111990000
12 | 5/23/2016,17507.03906,17550.69922,17480.05078,17492.92969,17492.92969,87790000
13 | 5/24/2016,17525.18945,17742.58984,17525.18945,17706.05078,17706.05078,86480000
14 | 5/25/2016,17735.08984,17891.71094,17735.08984,17851.50977,17851.50977,79180000
15 | 5/26/2016,17859.51953,17888.66016,17803.82031,17828.28906,17828.28906,68940000
16 | 5/27/2016,17826.84961,17873.2207,17824.73047,17873.2207,17873.2207,73190000
17 | 5/31/2016,17891.5,17899.24023,17724.0293,17787.19922,17787.19922,147390000
18 | 6/1/2016,17754.55078,17809.17969,17664.78906,17789.66992,17789.66992,78530000
19 | 6/2/2016,17789.05078,17838.56055,17703.55078,17838.56055,17838.56055,75560000
20 | 6/3/2016,17799.80078,17833.16992,17689.67969,17807.06055,17807.06055,82270000
21 | 6/6/2016,17825.68945,17949.67969,17822.81055,17920.33008,17920.33008,71870000
22 | 6/7/2016,17936.2207,18003.23047,17936.2207,17938.2793,17938.2793,78750000
23 | 6/8/2016,17931.91016,18016,17931.91016,18005.05078,18005.05078,71260000
24 | 6/9/2016,17969.98047,18005.2207,17915.88086,17985.18945,17985.18945,69690000
25 | 6/10/2016,17938.82031,17938.82031,17812.33984,17865.33984,17865.33984,90540000
26 | 6/13/2016,17830.5,17893.2793,17731.34961,17732.48047,17732.48047,101690000
27 | 6/14/2016,17710.76953,17733.91992,17595.78906,17674.82031,17674.82031,93740000
28 | 6/15/2016,17703.65039,17762.96094,17629.00977,17640.16992,17640.16992,94130000
29 | 6/16/2016,17602.23047,17754.91016,17471.28906,17733.09961,17733.09961,91950000
30 | 6/17/2016,17733.43945,17733.43945,17602.7793,17675.16016,17675.16016,248680000
31 | 6/20/2016,17736.86914,17946.35938,17736.86914,17804.86914,17804.86914,99380000
32 | 6/21/2016,17827.33008,17877.83984,17799.80078,17829.73047,17829.73047,85130000
33 | 6/22/2016,17832.66992,17920.16016,17770.35938,17780.83008,17780.83008,89440000
34 | 6/23/2016,17844.10938,18011.07031,17844.10938,18011.07031,18011.07031,98070000
35 | 6/24/2016,17946.63086,17946.63086,17356.33984,17400.75,17400.75,239000000
36 | 6/27/2016,17355.21094,17355.21094,17063.08008,17140.24023,17140.24023,138740000
37 | 6/28/2016,17190.50977,17409.7207,17190.50977,17409.7207,17409.7207,112190000
38 | 6/29/2016,17456.01953,17704.50977,17456.01953,17694.67969,17694.67969,106380000
39 | 6/30/2016,17712.75977,17930.60938,17711.80078,17929.99023,17929.99023,133030000
40 | 7/1/2016,17924.24023,18002.38086,17916.91016,17949.36914,17949.36914,82160000
41 | 7/5/2016,17904.44922,17904.44922,17785.2793,17840.61914,17840.61914,103650000
42 | 7/6/2016,17807.4707,17926.91016,17713.44922,17918.61914,17918.61914,93000000
43 | 7/7/2016,17924.24023,17984.94922,17816.65039,17895.88086,17895.88086,81570000
44 | 7/8/2016,17971.2207,18166.76953,17971.2207,18146.74023,18146.74023,93460000
45 | 7/11/2016,18161.5293,18283.90039,18161.5293,18226.92969,18226.92969,80880000
46 | 7/12/2016,18259.11914,18371.94922,18259.11914,18347.66992,18347.66992,90170000
47 | 7/13/2016,18356.7793,18390.16016,18315.75977,18372.11914,18372.11914,80920000
48 | 7/14/2016,18414.30078,18537.57031,18414.30078,18506.41016,18506.41016,87050000
49 | 7/15/2016,18508.88086,18557.42969,18471.61914,18516.55078,18516.55078,123690000
50 | 7/18/2016,18521.55078,18556.13086,18489.83984,18533.05078,18533.05078,75540000
51 | 7/19/2016,18503.11914,18562.5293,18495.10938,18559.00977,18559.00977,85840000
52 | 7/20/2016,18582.69922,18622.00977,18555.65039,18595.0293,18595.0293,93230000
53 | 7/21/2016,18589.96094,18590.43945,18469.66992,18517.23047,18517.23047,86800000
54 | 7/22/2016,18524.15039,18571.30078,18491.58984,18570.84961,18570.84961,87710000
55 | 7/25/2016,18554.49023,18555.68945,18452.61914,18493.06055,18493.06055,76810000
56 | 7/26/2016,18497.36914,18522.4707,18387.2207,18473.75,18473.75,85370000
57 | 7/27/2016,18473.26953,18542.39063,18430.93945,18472.16992,18472.16992,111370000
58 | 7/28/2016,18461.00977,18483.25977,18368.82031,18456.34961,18456.34961,85750000
59 | 7/29/2016,18442.51953,18466.55078,18371.11914,18432.24023,18432.24023,111550000
60 | 8/1/2016,18434.5,18467.0293,18355.75,18404.50977,18404.50977,83470000
61 | 8/2/2016,18401.15039,18403.65039,18247.78906,18313.76953,18313.76953,89680000
62 | 8/3/2016,18313.08008,18355,18283.23047,18355,18355,78550000
63 | 8/4/2016,18351.42969,18397.86914,18325.16992,18352.05078,18352.05078,64500000
64 | 8/5/2016,18402.80078,18543.5293,18402.80078,18543.5293,18543.5293,92420000
65 | 8/8/2016,18541.89063,18569.31055,18502.0293,18529.28906,18529.28906,71810000
66 | 8/9/2016,18538.05078,18585.32031,18507.75,18533.05078,18533.05078,60090000
67 | 8/10/2016,18541.48047,18561.75,18468.7793,18495.66016,18495.66016,62780000
68 | 8/11/2016,18519.08008,18638.33984,18519.08008,18613.51953,18613.51953,71470000
69 | 8/12/2016,18595.65039,18606.06055,18535.85938,18576.4707,18576.4707,61580000
70 | 8/15/2016,18588.58984,18722.60938,18559.92969,18636.05078,18636.05078,62350000
71 | 8/16/2016,18614.48047,18614.85938,18550.65039,18552.01953,18552.01953,67570000
72 | 8/17/2016,18537.08984,18582.34961,18468.67969,18573.93945,18573.93945,71000000
73 | 8/18/2016,18566.53906,18600.82031,18533.28906,18597.69922,18597.69922,70740000
74 | 8/19/2016,18585.16992,18585.16992,18491.24023,18552.57031,18552.57031,93170000
75 | 8/22/2016,18535.85938,18570.91992,18466.85938,18529.41992,18529.41992,73450000
76 | 8/23/2016,18568.93945,18631.59961,18545.51953,18547.30078,18547.30078,73990000
77 | 8/24/2016,18537.5,18539.15039,18448.26953,18481.48047,18481.48047,72270000
78 | 8/25/2016,18471.21094,18497.67969,18431.46094,18448.41016,18448.41016,64480000
79 | 8/26/2016,18467.91992,18572.08984,18335.33984,18395.40039,18395.40039,78730000
80 | 8/29/2016,18421.28906,18523.08984,18419.91992,18502.99023,18502.99023,64480000
81 | 8/30/2016,18491.2793,18514.28906,18408.51953,18454.30078,18454.30078,68920000
82 | 8/31/2016,18436.69922,18439.67969,18333.56055,18400.88086,18400.88086,98250000
83 | 9/1/2016,18396.57031,18430.05078,18295.48047,18419.30078,18419.30078,74780000
84 | 9/2/2016,18466.00977,18544.75977,18439.09961,18491.96094,18491.96094,74350000
85 | 9/6/2016,18493.40039,18551.53906,18450.32031,18538.11914,18538.11914,83710000
86 | 9/7/2016,18527.71094,18536.89063,18474.76953,18526.14063,18526.14063,67570000
87 | 9/8/2016,18486.68945,18506.24023,18446.68945,18479.91016,18479.91016,79060000
88 | 9/9/2016,18404.16992,18404.16992,18085.44922,18085.44922,18085.44922,120670000
89 | 9/12/2016,18028.94922,18358.68945,17994.83984,18325.07031,18325.07031,103260000
90 | 9/13/2016,18262.99023,18262.99023,18028.06055,18066.75,18066.75,102830000
91 | 9/14/2016,18073.39063,18163.48047,17992.21094,18034.76953,18034.76953,103360000
92 | 9/15/2016,18024.91016,18250.10938,18015.49023,18212.48047,18212.48047,99550000
93 | 9/16/2016,18217.21094,18217.21094,18070.21094,18123.80078,18123.80078,278510000
94 | 9/19/2016,18154.82031,18254.88086,18093.05078,18120.16992,18120.16992,78090000
95 | 9/20/2016,18175.35938,18227.21094,18128.80078,18129.96094,18129.96094,72450000
96 | 9/21/2016,18164.96094,18307.42969,18121.57031,18293.69922,18293.69922,94090000
97 | 9/22/2016,18343.75977,18449.88086,18343.75977,18392.46094,18392.46094,73030000
98 | 9/23/2016,18377.35938,18383.75977,18254.83984,18261.44922,18261.44922,87170000
99 | 9/26/2016,18217.75977,18217.75977,18083.32031,18094.83008,18094.83008,95510000
100 | 9/27/2016,18099.21094,18238.09961,18052.16016,18228.30078,18228.30078,84130000
101 | 9/28/2016,18240.2207,18349.85938,18179.33984,18339.24023,18339.24023,97650000
102 | 9/29/2016,18322.88086,18366.23047,18091.64063,18143.44922,18143.44922,95880000
103 | 9/30/2016,18181.80078,18369.61914,18181.80078,18308.15039,18308.15039,135470000
104 | 10/3/2016,18279.59961,18279.80078,18203.75,18253.84961,18253.84961,68520000
105 | 10/4/2016,18267.67969,18313.76953,18116.25977,18168.44922,18168.44922,79710000
106 | 10/5/2016,18205.5,18315.82031,18205.5,18281.0293,18281.0293,76190000
107 | 10/6/2016,18280.41992,18288.11914,18162.9707,18268.5,18268.5,78660000
108 | 10/7/2016,18295.34961,18319.73047,18149.34961,18240.49023,18240.49023,82680000
109 | 10/10/2016,18282.94922,18399.96094,18282.94922,18329.03906,18329.03906,72110000
110 | 10/11/2016,18308.42969,18312.33008,18061.96094,18128.66016,18128.66016,88610000
111 | 10/12/2016,18132.63086,18193.96094,18082.08984,18144.19922,18144.19922,72230000
112 | 10/13/2016,18088.32031,18137.69922,17959.94922,18098.93945,18098.93945,83160000
113 | 10/14/2016,18177.34961,18261.10938,18138.38086,18138.38086,18138.38086,87050000
114 | 10/17/2016,18135.84961,18162.2793,18063.01953,18086.40039,18086.40039,75960000
115 | 10/18/2016,18145.06055,18225.80078,18129.44922,18161.93945,18161.93945,74600000
116 | 10/19/2016,18178.21094,18252.19922,18169.25,18202.61914,18202.61914,88040000
117 | 10/20/2016,18161.86914,18249.05078,18129.07031,18162.34961,18162.34961,88830000
118 | 10/21/2016,18152.63086,18168.75977,18049.76953,18145.71094,18145.71094,117810000
119 | 10/24/2016,18197.14063,18275.03906,18191.17969,18223.0293,18223.0293,88540000
120 | 10/25/2016,18206.51953,18241.68945,18151.69922,18169.26953,18169.26953,83190000
121 | 10/26/2016,18103.80078,18236.03906,18062.30078,18199.33008,18199.33008,86340000
122 | 10/27/2016,18234.81055,18253.19922,18149.19922,18169.67969,18169.67969,83530000
123 | 10/28/2016,18193.78906,18257.06055,18094.9707,18161.18945,18161.18945,107850000
124 | 10/31/2016,18176.59961,18193.67969,18130.58008,18142.41992,18142.41992,110080000
125 | 11/1/2016,18158.24023,18177.00977,17940.83984,18037.09961,18037.09961,101280000
126 | 11/2/2016,18017.7207,18044.15039,17931.89063,17959.64063,17959.64063,88610000
127 | 11/3/2016,17978.75,18006.96094,17904.07031,17930.66992,17930.66992,77860000
128 | 11/4/2016,17928.34961,17986.75977,17883.56055,17888.2793,17888.2793,97760000
129 | 11/7/2016,17994.64063,18263.30078,17994.64063,18259.59961,18259.59961,93450000
130 | 11/8/2016,18251.38086,18400.5,18200.75,18332.74023,18332.74023,79820000
131 | 11/9/2016,18317.25977,18650.06055,18252.55078,18589.68945,18589.68945,173110000
132 | 11/10/2016,18603.14063,18873.66016,18603.14063,18807.88086,18807.88086,164390000
133 | 11/11/2016,18781.65039,18855.7793,18736.96094,18847.66016,18847.66016,107300000
134 | 11/14/2016,18876.76953,18934.05078,18815.75,18868.68945,18868.68945,112250000
135 | 11/15/2016,18858.21094,18925.25977,18806.06055,18923.06055,18923.06055,100660000
136 | 11/16/2016,18909.84961,18909.84961,18825.89063,18868.14063,18868.14063,87320000
137 | 11/17/2016,18866.2207,18904.0293,18845.26953,18903.82031,18903.82031,89940000
138 | 11/18/2016,18905.33008,18915.74023,18853.83008,18867.92969,18867.92969,109880000
139 | 11/21/2016,18898.67969,18960.75977,18883.09961,18956.68945,18956.68945,80520000
140 | 11/22/2016,18970.39063,19043.90039,18962.82031,19023.86914,19023.86914,85310000
141 | 11/23/2016,19015.51953,19083.75977,19000.38086,19083.17969,19083.17969,77880000
142 | 11/25/2016,19093.7207,19152.14063,19093.7207,19152.14063,19152.14063,45890000
143 | 11/28/2016,19122.14063,19138.7207,19072.25,19097.90039,19097.90039,88460000
144 | 11/29/2016,19064.07031,19144.40039,19062.2207,19121.59961,19121.59961,81510000
145 | 11/30/2016,19135.64063,19225.28906,19123.38086,19123.58008,19123.58008,164570000
146 | 12/1/2016,19149.19922,19214.30078,19138.78906,19191.92969,19191.92969,108800000
147 | 12/2/2016,19161.25,19196.14063,19141.17969,19170.41992,19170.41992,84920000
148 | 12/5/2016,19244.34961,19274.84961,19186.73047,19216.24023,19216.24023,317800000
149 | 12/6/2016,19219.91016,19255.89063,19184.74023,19251.7793,19251.7793,284960000
150 | 12/7/2016,19241.99023,19558.41992,19229.83008,19549.61914,19549.61914,385200000
151 | 12/8/2016,19559.93945,19664.9707,19527.83008,19614.81055,19614.81055,324570000
152 | 12/9/2016,19631.34961,19757.74023,19623.18945,19756.84961,19756.84961,334470000
153 | 12/12/2016,19770.19922,19824.58984,19747.74023,19796.42969,19796.42969,333660000
154 | 12/13/2016,19852.21094,19953.75,19846.44922,19911.21094,19911.21094,388420000
155 | 12/14/2016,19876.13086,19966.42969,19748.66992,19792.5293,19792.5293,408430000
156 | 12/15/2016,19811.5,19951.28906,19811.5,19852.24023,19852.24023,357350000
157 | 12/16/2016,19909.00977,19923.16992,19821,19843.41016,19843.41016,573470000
158 | 12/19/2016,19836.66016,19917.7793,19832.94922,19883.06055,19883.06055,302310000
159 | 12/20/2016,19920.58984,19987.63086,19920.41992,19974.61914,19974.61914,284080000
160 | 12/21/2016,19968.9707,19986.56055,19941.96094,19941.96094,19941.96094,256640000
161 | 12/22/2016,19922.67969,19933.83008,19882.18945,19918.88086,19918.88086,258290000
162 | 12/23/2016,19908.60938,19934.15039,19899.06055,19933.81055,19933.81055,158260000
163 | 12/27/2016,19943.46094,19980.24023,19939.80078,19945.03906,19945.03906,158540000
164 | 12/28/2016,19964.31055,19981.10938,19827.31055,19833.67969,19833.67969,188350000
165 | 12/29/2016,19835.46094,19878.43945,19788.93945,19819.7793,19819.7793,172040000
166 | 12/30/2016,19833.16992,19852.55078,19718.66992,19762.59961,19762.59961,271910000
167 | 1/3/2017,19872.85938,19938.5293,19775.92969,19881.75977,19881.75977,339180000
168 | 1/4/2017,19890.93945,19956.14063,19878.83008,19942.16016,19942.16016,280010000
169 | 1/5/2017,19924.56055,19948.59961,19811.11914,19899.28906,19899.28906,269920000
170 | 1/6/2017,19906.96094,19999.63086,19834.08008,19963.80078,19963.80078,277700000
171 | 1/9/2017,19931.41016,19943.7793,19887.38086,19887.38086,19887.38086,287060000
172 | 1/10/2017,19876.34961,19957.11914,19836.0293,19855.5293,19855.5293,299410000
173 | 1/11/2017,19887.38086,19973.41992,19833.16016,19954.2793,19954.2793,336150000
174 | 1/12/2017,19926.21094,19929.28906,19770.4707,19891,19891,306290000
175 | 1/13/2017,19912.53906,19952.0293,19849.38086,19885.73047,19885.73047,263780000
176 | 1/17/2017,19848.82031,19882.99023,19775.34961,19826.76953,19826.76953,341900000
177 | 1/18/2017,19822.73047,19828.19922,19739,19804.7207,19804.7207,279760000
178 | 1/19/2017,19813.55078,19824.14063,19677.93945,19732.40039,19732.40039,301750000
179 | 1/20/2017,19795.06055,19843.93945,19759.14063,19827.25,19827.25,435260000
180 | 1/23/2017,19794.78906,19833.98047,19732.35938,19799.84961,19799.84961,326690000
181 | 1/24/2017,19794.67969,19949.24023,19786.71094,19912.71094,19912.71094,374460000
182 | 1/25/2017,19994.48047,20082,19994.48047,20068.50977,20068.50977,372240000
183 | 1/26/2017,20076.25,20125.58008,20067.5293,20100.91016,20100.91016,356730000
184 | 1/27/2017,20103.35938,20115.9707,20072.64063,20093.7793,20093.7793,343130000
185 | 1/30/2017,20028.61914,20028.61914,19870.39063,19971.13086,19971.13086,317280000
186 | 1/31/2017,19913.16016,19918.16992,19784.76953,19864.08984,19864.08984,373750000
187 | 2/1/2017,19923.81055,19967.73047,19845.99023,19890.93945,19890.93945,426670000
188 | 2/2/2017,19858.33984,19922.75,19831.08984,19884.91016,19884.91016,347220000
189 | 2/3/2017,19964.21094,20081.48047,19964.21094,20071.46094,20071.46094,344220000
190 | 2/6/2017,20025.60938,20094.94922,20002.81055,20052.41992,20052.41992,281720000
191 | 2/7/2017,20107.61914,20155.34961,20068.67969,20090.28906,20090.28906,279670000
192 | 2/8/2017,20049.28906,20068.2793,20015.33008,20054.33984,20054.33984,280410000
193 | 2/9/2017,20061.73047,20206.35938,20061.73047,20172.40039,20172.40039,325310000
194 | 2/10/2017,20211.23047,20298.21094,20204.75977,20269.36914,20269.36914,312230000
195 | 2/13/2017,20338.53906,20441.48047,20322.94922,20412.16016,20412.16016,314620000
196 | 2/14/2017,20374.2207,20504.41016,20374.01953,20504.41016,20504.41016,356580000
197 | 2/15/2017,20504.26953,20620.44922,20496.0293,20611.85938,20611.85938,384380000
198 | 2/16/2017,20627.31055,20639.86914,20556.83008,20619.76953,20619.76953,354120000
199 | 2/17/2017,20564.13086,20624.05078,20532.60938,20624.05078,20624.05078,340620000
200 | 2/21/2017,20663.42969,20757.64063,20663.36914,20743,20743,336880000
201 | 2/22/2017,20715.41016,20781.58984,20692.39063,20775.59961,20775.59961,310530000
202 | 2/23/2017,20817.21094,20840.69922,20746.41016,20810.32031,20810.32031,302110000
203 | 2/24/2017,20751.91016,20821.75977,20733.94922,20821.75977,20821.75977,292540000
204 | 2/27/2017,20808.71094,20851.33008,20774.75977,20837.43945,20837.43945,256540000
205 | 2/28/2017,20833.88086,20841.24023,20781.21094,20812.24023,20812.24023,339210000
206 | 3/1/2017,20957.28906,21169.10938,20957.28906,21115.55078,21115.55078,392820000
207 | 3/2/2017,21128.91016,21129.19922,20996.60938,21002.9707,21002.9707,319910000
208 | 3/3/2017,21008.75,21039.96094,20953.85938,21005.71094,21005.71094,254420000
209 | 3/6/2017,20955.71094,20986.42969,20912.10938,20954.33984,20954.33984,266620000
210 | 3/7/2017,20934.89063,20970.53906,20901.25977,20924.75977,20924.75977,274630000
211 | 3/8/2017,20940.43945,20951.43945,20835.58008,20855.73047,20855.73047,296780000
212 | 3/9/2017,20864.32031,20900.57031,20777.16016,20858.18945,20858.18945,275960000
213 | 3/10/2017,20919.00977,20940.28906,20827.66016,20902.98047,20902.98047,315430000
214 | 3/13/2017,20899.2793,20926.06055,20845.71094,20881.48047,20881.48047,289260000
215 | 3/14/2017,20848.59961,20874,20786.31055,20837.36914,20837.36914,246820000
216 | 3/15/2017,20874.7793,20977.4707,20859.59961,20950.09961,20950.09961,306590000
217 | 3/16/2017,20969.26953,21000.10938,20893.5,20934.55078,20934.55078,264360000
218 | 3/17/2017,20965.36914,20980.50977,20911.07031,20914.61914,20914.61914,535280000
219 | 3/20/2017,20916.26953,20955.44922,20885.69922,20905.85938,20905.85938,253610000
220 | 3/21/2017,20956.33008,20970.03906,20653.25977,20668.00977,20668.00977,369320000
221 | 3/22/2017,20640.41992,20686.21094,20578.94922,20661.30078,20661.30078,325090000
222 | 3/23/2017,20645.07031,20757.89063,20618.61914,20656.58008,20656.58008,280050000
223 | 3/24/2017,20674.44922,20718.33008,20529.66992,20596.7207,20596.7207,292980000
224 | 3/27/2017,20488.34961,20578.46094,20412.80078,20550.98047,20550.98047,269380000
225 | 3/28/2017,20542.14063,20735.60938,20520.09961,20701.5,20701.5,299670000
226 | 3/29/2017,20675.75,20684.73047,20625.0293,20659.32031,20659.32031,238320000
227 | 3/30/2017,20662.78906,20753.7793,20643.59961,20728.49023,20728.49023,270900000
228 | 3/31/2017,20700.33984,20722.58984,20660.67969,20663.2207,20663.2207,303770000
229 | 4/3/2017,20665.16992,20692.33984,20517.82031,20650.21094,20650.21094,285670000
230 | 4/4/2017,20634.93945,20701.28906,20605.30078,20689.24023,20689.24023,237390000
231 | 4/5/2017,20745.06055,20887.5,20639.55078,20648.15039,20648.15039,284980000
232 | 4/6/2017,20653.76953,20746.46094,20612.16992,20662.94922,20662.94922,251720000
233 | 4/7/2017,20647.81055,20726.07031,20606.94922,20656.09961,20656.09961,219730000
234 | 4/10/2017,20668.2207,20750.33008,20614.85938,20658.01953,20658.01953,230480000
235 | 4/11/2017,20644.32031,20660.0293,20512.56055,20651.30078,20651.30078,255120000
236 | 4/12/2017,20637.94922,20642.53906,20553.0293,20591.85938,20591.85938,267670000
237 | 4/13/2017,20561.68945,20612.26953,20453.25,20453.25,20453.25,235810000
238 | 4/17/2017,20484.75,20644.41016,20484.75,20636.91992,20636.91992,229240000
239 | 4/18/2017,20561.39063,20600.11914,20462.2793,20523.2793,20523.2793,263180000
240 | 4/19/2017,20503.51953,20546.68945,20379.55078,20404.49023,20404.49023,294790000
241 | 4/20/2017,20406.67969,20629.7793,20406.67969,20578.71094,20578.71094,312440000
242 | 4/21/2017,20578.09961,20601.40039,20505.33008,20547.75977,20547.75977,369600000
243 | 4/24/2017,20723.58984,20792.19922,20723.58984,20763.89063,20763.89063,342400000
244 | 4/25/2017,20915.50977,21026.9707,20909.38086,20996.11914,20996.11914,348180000
245 | 4/26/2017,21009.94922,21070.90039,20972.26953,20975.08984,20975.08984,328550000
246 | 4/27/2017,20991.11914,21005.80078,20935.80078,20981.33008,20981.33008,305690000
247 | 4/28/2017,20987.39063,20987.75977,20926.75,20940.50977,20940.50977,329990000
248 | 5/1/2017,20962.73047,20976.61914,20898.38086,20913.46094,20913.46094,288160000
249 | 5/2/2017,20941.18945,20960.91992,20904.06055,20949.89063,20949.89063,338810000
250 | 5/3/2017,20915,20972.74023,20874.17969,20957.90039,20957.90039,310920000
251 | 5/4/2017,20987.83008,20990.78906,20847.94922,20951.4707,20951.4707,274720000
252 | 5/5/2017,20929.03906,21006.93945,20905,21006.93945,21006.93945,260960000
253 | 5/8/2017,20991.25977,21017.89063,20971.05078,21012.2793,21012.2793,276150000
254 |
--------------------------------------------------------------------------------
/Data Files/ibm-common-stock-closing-prices.csv:
--------------------------------------------------------------------------------
1 | "Date","IBM common stock closing prices"
2 | "1962-01-02",572
3 | "1962-01-03",577
4 | "1962-01-04",571.25
5 | "1962-01-05",560
6 | "1962-01-08",549.5
7 | "1962-01-09",556
8 | "1962-01-10",557
9 | "1962-01-11",563
10 | "1962-01-12",564
11 | "1962-01-15",566.5
12 | "1962-01-16",560.5
13 | "1962-01-17",551.5
14 | "1962-01-18",553
15 | "1962-01-19",553.5
16 | "1962-01-22",552.5
17 | "1962-01-23",547
18 | "1962-01-24",550
19 | "1962-01-25",544
20 | "1962-01-26",541.25
21 | "1962-01-29",532
22 | "1962-01-30",525.25
23 | "1962-01-31",542
24 | "1962-02-01",554.5
25 | "1962-02-02",558
26 | "1962-02-05",551
27 | "1962-02-06",551.5
28 | "1962-02-07",552
29 | "1962-02-08",552.5
30 | "1962-02-09",556.5
31 | "1962-02-12",557
32 | "1962-02-13",548
33 | "1962-02-14",547
34 | "1962-02-15",545
35 | "1962-02-16",544.5
36 | "1962-02-19",539
37 | "1962-02-20",539.25
38 | "1962-02-21",535.25
39 | "1962-02-23",537
40 | "1962-02-26",535
41 | "1962-02-27",536
42 | "1962-02-28",537
43 | "1962-03-01",543.5
44 | "1962-03-02",548
45 | "1962-03-05",546
46 | "1962-03-06",546.5
47 | "1962-03-07",548.25
48 | "1962-03-08",549.5
49 | "1962-03-09",553
50 | "1962-03-12",552.5
51 | "1962-03-13",552
52 | "1962-03-14",551
53 | "1962-03-15",550
54 | "1962-03-16",552.5
55 | "1962-03-19",554
56 | "1962-03-20",550.5
57 | "1962-03-21",551
58 | "1962-03-22",545
59 | "1962-03-23",547
60 | "1962-03-26",546.75
61 | "1962-03-27",536.5
62 | "1962-03-28",539.5
63 | "1962-03-29",538
64 | "1962-03-30",532.75
65 | "1962-04-02",525.5
66 | "1962-04-03",512.5
67 | "1962-04-04",510.25
68 | "1962-04-05",521
69 | "1962-04-06",520.5
70 | "1962-04-09",521
71 | "1962-04-10",523
72 | "1962-04-11",516
73 | "1962-04-12",510.5
74 | "1962-04-13",518
75 | "1962-04-16",517.5
76 | "1962-04-17",520
77 | "1962-04-18",519
78 | "1962-04-19",519
79 | "1962-04-23",518.5
80 | "1962-04-24",518
81 | "1962-04-25",512.5
82 | "1962-04-26",499.5
83 | "1962-04-27",485.5
84 | "1962-04-30",454
85 | "1962-05-01",462
86 | "1962-05-02",472.5
87 | "1962-05-03",482.25
88 | "1962-05-04",486
89 | "1962-05-07",475.25
90 | "1962-05-08",459.5
91 | "1962-05-09",451
92 | "1962-05-10",453
93 | "1962-05-11",446
94 | "1962-05-14",454.5
95 | "1962-05-15",452
96 | "1962-05-16",457
97 | "1962-05-17",449
98 | "1962-05-18",451.5
99 | "1962-05-21",450
100 | "1962-05-22",435
101 | "1962-05-23",415.25
102 | "1962-05-24",398
103 | "1962-05-25",398.5
104 | "1962-05-28",361
105 | "1962-05-29",383
106 | "1962-05-31",392.5
107 | "1962-06-01",385
108 | "1962-06-04",360
109 | "1962-06-05",364.13
110 | "1962-06-06",365.5
111 | "1962-06-07",370
112 | "1962-06-08",371.25
113 | "1962-06-11",359
114 | "1962-06-12",335.13
115 | "1962-06-13",322.63
116 | "1962-06-14",306
117 | "1962-06-15",333.5
118 | "1962-06-18",329.75
119 | "1962-06-19",336
120 | "1962-06-20",328
121 | "1962-06-21",315.75
122 | "1962-06-22",320
123 | "1962-06-25",332.5
124 | "1962-06-26",320
125 | "1962-06-27",333
126 | "1962-06-28",344
127 | "1962-06-29",339.25
128 | "1962-07-02",350
129 | "1962-07-03",351.5
130 | "1962-07-05",350
131 | "1962-07-06",345
132 | "1962-07-09",350.25
133 | "1962-07-10",358.75
134 | "1962-07-11",374.38
135 | "1962-07-12",379
136 | "1962-07-13",376.25
137 | "1962-07-16",382.5
138 | "1962-07-17",370.13
139 | "1962-07-18",365.25
140 | "1962-07-19",367.5
141 | "1962-07-20",372
142 | "1962-07-23",373
143 | "1962-07-24",363.25
144 | "1962-07-25",367.5
145 | "1962-07-26",369.5
146 | "1962-07-27",375.88
147 | "1962-07-30",387.38
148 | "1962-07-31",387
149 | "1962-08-01",376.25
150 | "1962-08-02",385.75
151 | "1962-08-03",385
152 | "1962-08-06",380
153 | "1962-08-07",373.25
154 | "1962-08-08",381.75
155 | "1962-08-09",376.5
156 | "1962-08-10",375.75
157 | "1962-08-13",378.75
158 | "1962-08-14",386
159 | "1962-08-15",386.5
160 | "1962-08-16",386.25
161 | "1962-08-17",389.5
162 | "1962-08-20",393.75
163 | "1962-08-21",392.75
164 | "1962-08-22",409
165 | "1962-08-23",410.5
166 | "1962-08-24",409
167 | "1962-08-27",408
168 | "1962-08-28",393.5
169 | "1962-08-29",391
170 | "1962-08-30",387.75
171 | "1962-08-31",396.25
172 | "1962-09-04",387.5
173 | "1962-09-05",383
174 | "1962-09-06",388
175 | "1962-09-07",382.25
176 | "1962-09-10",384.25
177 | "1962-09-11",382
178 | "1962-09-12",383.63
179 | "1962-09-13",383.5
180 | "1962-09-14",388.25
181 | "1962-09-17",395
182 | "1962-09-18",392
183 | "1962-09-19",386.25
184 | "1962-09-20",382.75
185 | "1962-09-21",376.75
186 | "1962-09-24",362
187 | "1962-09-25",369.25
188 | "1962-09-26",355.5
189 | "1962-09-27",350
190 | "1962-09-28",353.5
191 | "1962-10-01",340.38
192 | "1962-10-02",350.38
193 | "1962-10-03",348.5
194 | "1962-10-04",357.75
195 | "1962-10-05",360.25
196 | "1962-10-08",359.75
197 | "1962-10-09",366.25
198 | "1962-10-10",359.13
199 | "1962-10-11",356
200 | "1962-10-12",355.25
201 | "1962-10-15",367
202 | "1962-10-16",357.5
203 | "1962-10-17",361.5
204 | "1962-10-18",355.13
205 | "1962-10-19",348.13
206 | "1962-10-22",343
207 | "1962-10-23",330
208 | "1962-10-24",340
209 | "1962-10-25",338.5
210 | "1962-10-26",331.5
211 | "1962-10-29",344.5
212 | "1962-10-30",351.75
213 | "1962-10-31",346
214 | "1962-11-01",352
215 | "1962-11-02",357.25
216 | "1962-11-05",361.5
217 | "1962-11-07",361.25
218 | "1962-11-08",355.25
219 | "1962-11-09",361.25
220 | "1962-11-12",373.5
221 | "1962-11-13",366.75
222 | "1962-11-14",374.5
223 | "1962-11-15",372.5
224 | "1962-11-16",378.5
225 | "1962-11-19",372
226 | "1962-11-20",376.38
227 | "1962-11-21",377.25
228 | "1962-11-23",388
229 | "1962-11-26",388.75
230 | "1962-11-27",394.75
231 | "1962-11-28",397.5
232 | "1962-11-29",401
233 | "1962-11-30",398.5
234 | "1962-12-03",391.5
235 | "1962-12-04",400.25
236 | "1962-12-05",398.75
237 | "1962-12-06",398.5
238 | "1962-12-07",397.5
239 | "1962-12-10",389
240 | "1962-12-11",387.5
241 | "1962-12-12",393.75
242 | "1962-12-13",388
243 | "1962-12-14",389.5
244 | "1962-12-17",385
245 | "1962-12-18",382.25
246 | "1962-12-19",392.13
247 | "1962-12-20",392.13
248 | "1962-12-21",385.25
249 | "1962-12-24",394
250 | "1962-12-26",393.75
251 | "1962-12-27",391
252 | "1962-12-28",392.5
253 | "1962-12-31",390
254 | "1963-01-02",384.75
255 | "1963-01-03",396.5
256 | "1963-01-04",397
257 | "1963-01-07",393.75
258 | "1963-01-08",403.5
259 | "1963-01-09",403.75
260 | "1963-01-10",406.5
261 | "1963-01-11",407.75
262 | "1963-01-14",414.25
263 | "1963-01-15",415
264 | "1963-01-16",408.5
265 | "1963-01-17",413.75
266 | "1963-01-18",412.5
267 | "1963-01-21",414
268 | "1963-01-22",414.75
269 | "1963-01-23",414.25
270 | "1963-01-24",416
271 | "1963-01-25",418.5
272 | "1963-01-28",424.5
273 | "1963-01-29",421.75
274 | "1963-01-30",419.5
275 | "1963-01-31",423.75
276 | "1963-02-01",423.75
277 | "1963-02-04",420.25
278 | "1963-02-05",421
279 | "1963-02-06",418.25
280 | "1963-02-07",419
281 | "1963-02-08",420
282 | "1963-02-11",417.75
283 | "1963-02-12",418.5
284 | "1963-02-13",417.5
285 | "1963-02-14",417.75
286 | "1963-02-15",418.75
287 | "1963-02-18",417.88
288 | "1963-02-19",414.5
289 | "1963-02-20",411
290 | "1963-02-21",410.25
291 | "1963-02-25",404
292 | "1963-02-26",406.75
293 | "1963-02-27",405.25
294 | "1963-02-28",399.75
295 | "1963-03-01",397.25
296 | "1963-03-04",403.5
297 | "1963-03-05",401.75
298 | "1963-03-06",404.88
299 | "1963-03-07",408.75
300 | "1963-03-08",408.5
301 | "1963-03-11",408.25
302 | "1963-03-12",408
303 | "1963-03-13",408.75
304 | "1963-03-14",410
305 | "1963-03-15",413.25
306 | "1963-03-18",409.5
307 | "1963-03-19",410
308 | "1963-03-20",414
309 | "1963-03-21",411.25
310 | "1963-03-22",414.25
311 | "1963-03-25",413.5
312 | "1963-03-26",416.25
313 | "1963-03-27",421
314 | "1963-03-28",420.75
315 | "1963-03-29",421
316 | "1963-04-01",421
317 | "1963-04-02",417.5
318 | "1963-04-03",422.25
319 | "1963-04-04",428.88
320 | "1963-04-05",442
321 | "1963-04-08",449.63
322 | "1963-04-09",444.75
323 | "1963-04-10",442.38
324 | "1963-04-11",446.25
325 | "1963-04-15",446
326 | "1963-04-16",442.75
327 | "1963-04-17",440.5
328 | "1963-04-18",440.5
329 | "1963-04-19",450
330 | "1963-04-22",457
331 | "1963-04-23",461
332 | "1963-04-24",462.5
333 | "1963-04-25",464.63
334 | "1963-04-26",470
335 | "1963-04-29",468.5
336 | "1963-04-30",463.75
337 | "1963-05-01",465
338 | "1963-05-02",468.75
339 | "1963-05-03",465.5
340 | "1963-05-06",458.25
341 | "1963-05-07",460.28
342 | "1963-05-08",470
343 | "1963-05-09",470.5
344 | "1963-05-10",475
345 | "1963-05-13",471.25
346 | "1963-05-14",470.5
347 | "1963-05-15",472
348 | "1963-05-16",470
349 | "1963-05-17",467
350 | "1963-05-20",462.75
351 | "1963-05-21",467
352 | "1963-05-22",466
353 | "1963-05-23",464.5
354 | "1963-05-24",463
355 | "1963-05-27",458
356 | "1963-05-28",460
357 | "1963-05-29",470
358 | "1963-05-31",477.25
359 | "1963-06-03",473.25
360 | "1963-06-04",474
361 | "1963-06-05",470
362 | "1963-06-06",470
363 | "1963-06-07",468.25
364 | "1963-06-10",462.25
365 | "1963-06-11",465
366 | "1963-06-12",468.25
367 | "1963-06-13",463.5
368 | "1963-06-14",463.25
369 | "1963-06-17",459.25
370 | "1963-06-18",458.5
371 | "1963-06-19",457
372 | "1963-06-20",454.75
373 | "1963-06-21",455.5
374 | "1963-06-24",449
375 | "1963-06-25",446.75
376 | "1963-06-26",438.75
377 | "1963-06-27",434.25
378 | "1963-06-28",436.25
379 | "1963-07-01",426.5
380 | "1963-07-02",438.5
381 | "1963-07-03",441.75
382 | "1963-07-05",445
383 | "1963-07-08",436
384 | "1963-07-09",440.88
385 | "1963-07-10",437
386 | "1963-07-11",434
387 | "1963-07-12",431.5
388 | "1963-07-15",432.5
389 | "1963-07-16",435.25
390 | "1963-07-17",433
391 | "1963-07-18",429.5
392 | "1963-07-19",429.25
393 | "1963-07-22",428
394 | "1963-07-23",426.75
395 | "1963-07-24",428.5
396 | "1963-07-25",429
397 | "1963-07-26",431.5
398 | "1963-07-29",433
399 | "1963-07-30",443
400 | "1963-07-31",434.5
401 | "1963-08-01",435
402 | "1963-08-02",432
403 | "1963-08-05",437.75
404 | "1963-08-06",441.75
405 | "1963-08-07",437.13
406 | "1963-08-08",439
407 | "1963-08-09",443.5
408 | "1963-08-12",445.5
409 | "1963-08-13",454.25
410 | "1963-08-14",457
411 | "1963-08-15",454
412 | "1963-08-16",452.5
413 | "1963-08-19",452
414 | "1963-08-20",446.5
415 | "1963-08-21",448.75
416 | "1963-08-22",452.5
417 | "1963-08-23",448.5
418 | "1963-08-26",450
419 | "1963-08-27",442
420 | "1963-08-28",443.5
421 | "1963-08-29",442.5
422 | "1963-08-30",444.75
423 | "1963-09-03",447.5
424 | "1963-09-04",448
425 | "1963-09-05",450.5
426 | "1963-09-06",458.5
427 | "1963-09-09",456.5
428 | "1963-09-10",458
429 | "1963-09-11",457
430 | "1963-09-12",456.5
431 | "1963-09-13",455.5
432 | "1963-09-16",455
433 | "1963-09-17",455.13
434 | "1963-09-18",450
435 | "1963-09-19",454.25
436 | "1963-09-20",456.5
437 | "1963-09-23",454.5
438 | "1963-09-24",462.5
439 | "1963-09-25",458
440 | "1963-09-26",450.25
441 | "1963-09-27",448.5
442 | "1963-09-30",452
443 | "1963-10-01",449.75
444 | "1963-10-02",449.25
445 | "1963-10-03",457
446 | "1963-10-04",461.5
447 | "1963-10-07",469.5
448 | "1963-10-08",462.5
449 | "1963-10-09",462.5
450 | "1963-10-10",465.5
451 | "1963-10-11",469
452 | "1963-10-14",476
453 | "1963-10-15",478
454 | "1963-10-16",490.25
455 | "1963-10-17",492.25
456 | "1963-10-18",494.75
457 | "1963-10-21",494
458 | "1963-10-22",486
459 | "1963-10-23",483
460 | "1963-10-24",485
461 | "1963-10-25",493.5
462 | "1963-10-28",497.25
463 | "1963-10-29",491.25
464 | "1963-10-30",484.25
465 | "1963-10-31",494
466 | "1963-11-01",488.5
467 | "1963-11-04",484
468 | "1963-11-06",480
469 | "1963-11-07",481.5
470 | "1963-11-08",484.5
471 | "1963-11-11",487
472 | "1963-11-12",488
473 | "1963-11-13",489.5
474 | "1963-11-14",487
475 | "1963-11-15",485
476 | "1963-11-18",480.5
477 | "1963-11-19",472.25
478 | "1963-11-20",472
479 | "1963-11-21",464
480 | "1963-11-22",465.25
481 | "1963-11-26",471.25
482 | "1963-11-27",478
483 | "1963-11-29",485.25
484 | "1963-12-02",492
485 | "1963-12-03",489.5
486 | "1963-12-04",483
487 | "1963-12-05",487.5
488 | "1963-12-06",484.5
489 | "1963-12-09",484
490 | "1963-12-10",481
491 | "1963-12-11",480
492 | "1963-12-12",475.25
493 | "1963-12-13",475.25
494 | "1963-12-16",476
495 | "1963-12-17",483.5
496 | "1963-12-18",483.5
497 | "1963-12-19",483
498 | "1963-12-20",483.5
499 | "1963-12-23",483
500 | "1963-12-24",484.5
501 | "1963-12-26",490.5
502 | "1963-12-27",493.5
503 | "1963-12-30",499
504 | "1963-12-31",507
505 | "1964-01-02",517
506 | "1964-01-03",510
507 | "1964-01-06",511.5
508 | "1964-01-07",508
509 | "1964-01-08",513
510 | "1964-01-09",528.5
511 | "1964-01-10",533
512 | "1964-01-13",536
513 | "1964-01-14",535
514 | "1964-01-15",561
515 | "1964-01-16",550
516 | "1964-01-17",553
517 | "1964-01-20",552
518 | "1964-01-21",542
519 | "1964-01-22",547
520 | "1964-01-23",549.5
521 | "1964-01-24",546
522 | "1964-01-27",540
523 | "1964-01-28",534
524 | "1964-01-29",524
525 | "1964-01-30",529
526 | "1964-01-31",542
527 | "1964-02-03",541
528 | "1964-02-04",539.5
529 | "1964-02-05",536
530 | "1964-02-06",536
531 | "1964-02-07",537
532 | "1964-02-10",540
533 | "1964-02-11",542
534 | "1964-02-12",546
535 | "1964-02-13",554
536 | "1964-02-14",555.5
537 | "1964-02-17",553
538 | "1964-02-18",554
539 | "1964-02-19",554
540 | "1964-02-20",555.5
541 | "1964-02-24",556.75
542 | "1964-02-25",570
543 | "1964-02-26",575.5
544 | "1964-02-27",566.5
545 | "1964-02-28",569
546 | "1964-03-02",564.5
547 | "1964-03-03",564
548 | "1964-03-04",558
549 | "1964-03-05",562.5
550 | "1964-03-06",568
551 | "1964-03-09",568
552 | "1964-03-10",568.5
553 | "1964-03-11",575.25
554 | "1964-03-12",585
555 | "1964-03-13",588.5
556 | "1964-03-16",584.5
557 | "1964-03-17",583.5
558 | "1964-03-18",579.75
559 | "1964-03-19",577.25
560 | "1964-03-20",574.5
561 | "1964-03-23",580
562 | "1964-03-24",582
563 | "1964-03-25",586.5
564 | "1964-03-26",588.5
565 | "1964-03-30",589
566 | "1964-03-31",594.25
567 | "1964-04-01",595.25
568 | "1964-04-02",598
569 | "1964-04-03",598.5
570 | "1964-04-06",597
571 | "1964-04-07",588.25
572 | "1964-04-08",584.5
573 | "1964-04-09",585.25
574 | "1964-04-10",596.75
575 | "1964-04-13",590.25
576 | "1964-04-14",586
577 | "1964-04-15",584
578 | "1964-04-16",582.25
579 | "1964-04-17",585.5
580 | "1964-04-20",582
581 | "1964-04-21",590
582 | "1964-04-22",594
583 | "1964-04-23",584
584 | "1964-04-24",583
585 | "1964-04-27",581
586 | "1964-04-28",583.5
587 | "1964-04-29",576.5
588 | "1964-04-30",570.25
589 | "1964-05-01",579.5
590 | "1964-05-04",584
591 | "1964-05-05",584.75
592 | "1964-05-06",584
593 | "1964-05-07",583.25
594 | "1964-05-08",584.5
595 | "1964-05-11",584
596 | "1964-05-12",586.5
597 | "1964-05-13",587.25
598 | "1964-05-14",584.5
599 | "1964-05-15",587.5
600 | "1964-05-18",473
601 | "1964-05-19",478
602 | "1964-05-20",485.25
603 | "1964-05-21",489
604 | "1964-05-22",491
605 | "1964-05-25",483.5
606 | "1964-05-26",482
607 | "1964-05-27",476.5
608 | "1964-05-28",480
609 | "1964-06-01",473.25
610 | "1964-06-02",475.5
611 | "1964-06-03",470
612 | "1964-06-04",461.75
613 | "1964-06-05",464
614 | "1964-06-08",461
615 | "1964-06-09",470
616 | "1964-06-10",467
617 | "1964-06-11",469
618 | "1964-06-12",472.5
619 | "1964-06-15",476
620 | "1964-06-16",479.25
621 | "1964-06-17",482
622 | "1964-06-18",477.5
623 | "1964-06-19",479.5
624 | "1964-06-22",480.75
625 | "1964-06-23",478.75
626 | "1964-06-24",481.25
627 | "1964-06-25",481
628 | "1964-06-26",478
629 | "1964-06-29",477.25
630 | "1964-06-30",477
631 | "1964-07-01",481
632 | "1964-07-02",484
633 | "1964-07-06",488
634 | "1964-07-07",491
635 | "1964-07-08",489
636 | "1964-07-09",487.75
637 | "1964-07-10",482.5
638 | "1964-07-13",481.5
639 | "1964-07-14",472
640 | "1964-07-15",477
641 | "1964-07-16",479
642 | "1964-07-17",479
643 | "1964-07-20",474
644 | "1964-07-21",472.25
645 | "1964-07-22",471.5
646 | "1964-07-23",470
647 | "1964-07-24",463.75
648 | "1964-07-27",461.5
649 | "1964-07-28",460.5
650 | "1964-07-29",464.63
651 | "1964-07-30",461.5
652 | "1964-07-31",462
653 | "1964-08-03",459.75
654 | "1964-08-04",444.25
655 | "1964-08-05",451
656 | "1964-08-06",444.75
657 | "1964-08-07",449
658 | "1964-08-10",449
659 | "1964-08-11",445.5
660 | "1964-08-12",448.5
661 | "1964-08-13",452.5
662 | "1964-08-14",447
663 | "1964-08-17",447.5
664 | "1964-08-18",447.75
665 | "1964-08-19",443.5
666 | "1964-08-20",434
667 | "1964-08-21",439
668 | "1964-08-24",435.13
669 | "1964-08-25",428.5
670 | "1964-08-26",427.75
671 | "1964-08-27",430
672 | "1964-08-28",437.75
673 | "1964-08-31",440.5
674 | "1964-09-01",441
675 | "1964-09-02",442
676 | "1964-09-03",444.25
677 | "1964-09-04",444.13
678 | "1964-09-08",440.25
679 | "1964-09-09",435.25
680 | "1964-09-10",426.13
681 | "1964-09-11",425.25
682 | "1964-09-14",412
683 | "1964-09-15",416.5
684 | "1964-09-16",426.63
685 | "1964-09-17",434
686 | "1964-09-18",425.5
687 | "1964-09-21",426.5
688 | "1964-09-22",425.5
689 | "1964-09-23",430
690 | "1964-09-24",432
691 | "1964-09-25",438.75
692 | "1964-09-28",435.25
693 | "1964-09-29",437.5
694 | "1964-09-30",436.5
695 | "1964-10-01",434.75
696 | "1964-10-02",433
697 | "1964-10-05",430.25
698 | "1964-10-06",425
699 | "1964-10-07",425.5
700 | "1964-10-08",428.5
701 | "1964-10-09",431
702 | "1964-10-12",428
703 | "1964-10-13",421
704 | "1964-10-14",422
705 | "1964-10-15",425.5
706 | "1964-10-16",431
707 | "1964-10-19",428
708 | "1964-10-20",424.25
709 | "1964-10-21",424.5
710 | "1964-10-22",423
711 | "1964-10-23",421.38
712 | "1964-10-26",415
713 | "1964-10-27",416.5
714 | "1964-10-28",419
715 | "1964-10-29",420.5
716 | "1964-10-30",420
717 | "1964-11-02",417
718 | "1964-11-04",417
719 | "1964-11-05",418.75
720 | "1964-11-06",418.5
721 | "1964-11-09",419
722 | "1964-11-10",419
723 | "1964-11-11",419
724 | "1964-11-12",419.5
725 | "1964-11-13",426.25
726 | "1964-11-16",432
727 | "1964-11-17",431
728 | "1964-11-18",421
729 | "1964-11-19",421
730 | "1964-11-20",425.75
731 | "1964-11-23",423
732 | "1964-11-24",419
733 | "1964-11-25",417
734 | "1964-11-27",416.5
735 | "1964-11-30",412.5
736 | "1964-12-01",407.5
737 | "1964-12-02",408
738 | "1964-12-03",412.5
739 | "1964-12-04",417
740 | "1964-12-07",416.5
741 | "1964-12-08",408
742 | "1964-12-09",407.13
743 | "1964-12-10",409
744 | "1964-12-11",413.25
745 | "1964-12-14",411
746 | "1964-12-15",410.63
747 | "1964-12-16",411
748 | "1964-12-17",413
749 | "1964-12-18",415
750 | "1964-12-21",415
751 | "1964-12-22",414
752 | "1964-12-23",411
753 | "1964-12-24",413.5
754 | "1964-12-28",412.75
755 | "1964-12-29",410.5
756 | "1964-12-30",411.25
757 | "1964-12-31",409.5
758 | "1965-01-04",405.13
759 | "1965-01-05",404.13
760 | "1965-01-06",408.75
761 | "1965-01-07",417.75
762 | "1965-01-08",425
763 | "1965-01-11",422.25
764 | "1965-01-12",423.25
765 | "1965-01-13",424
766 | "1965-01-14",428
767 | "1965-01-15",434.75
768 | "1965-01-18",440.25
769 | "1965-01-19",444
770 | "1965-01-20",443.75
771 | "1965-01-21",443
772 | "1965-01-22",446.75
773 | "1965-01-25",445.5
774 | "1965-01-26",443.25
775 | "1965-01-27",448.5
776 | "1965-01-28",449
777 | "1965-01-29",448.5
778 | "1965-02-01",445.5
779 | "1965-02-02",444.5
780 | "1965-02-03",442.25
781 | "1965-02-04",448.75
782 | "1965-02-05",445.5
783 | "1965-02-08",441
784 | "1965-02-09",446.5
785 | "1965-02-10",439.5
786 | "1965-02-11",440
787 | "1965-02-12",440.88
788 | "1965-02-15",433
789 | "1965-02-16",430
790 | "1965-02-17",432.5
791 | "1965-02-18",443.5
792 | "1965-02-19",447.5
793 | "1965-02-23",448
794 | "1965-02-24",449.5
795 | "1965-02-25",454.5
796 | "1965-02-26",455.75
797 | "1965-03-01",455.25
798 | "1965-03-02",456
799 | "1965-03-03",453.5
800 | "1965-03-04",448.75
801 | "1965-03-05",452
802 | "1965-03-08",454.25
803 | "1965-03-09",460.25
804 | "1965-03-10",457
805 | "1965-03-11",459.5
806 | "1965-03-12",464.5
807 | "1965-03-15",467.25
808 | "1965-03-16",464
809 | "1965-03-17",463
810 | "1965-03-18",464.5
811 | "1965-03-19",463
812 | "1965-03-22",463.5
813 | "1965-03-23",461.25
814 | "1965-03-24",459
815 | "1965-03-25",456
816 | "1965-03-26",449
817 | "1965-03-29",454.75
818 | "1965-03-30",454.75
819 | "1965-03-31",454.25
820 | "1965-04-01",455.75
821 | "1965-04-02",457.5
822 | "1965-04-05",459.5
823 | "1965-04-06",456.5
824 | "1965-04-07",456
825 | "1965-04-08",458
826 | "1965-04-09",470
827 | "1965-04-12",469.5
828 | "1965-04-13",472
829 | "1965-04-14",472.5
830 | "1965-04-15",472
831 | "1965-04-19",479
832 | "1965-04-20",478.5
833 | "1965-04-21",476.5
834 | "1965-04-22",479.5
835 | "1965-04-23",480.25
836 | "1965-04-26",479
837 | "1965-04-27",479
838 | "1965-04-28",479
839 | "1965-04-29",480
840 | "1965-04-30",485
841 | "1965-05-03",483.5
842 | "1965-05-04",484.5
843 | "1965-05-05",485
844 | "1965-05-06",490
845 | "1965-05-07",485
846 | "1965-05-10",479
847 | "1965-05-11",480
848 | "1965-05-12",484.88
849 | "1965-05-13",484
850 | "1965-05-14",481.5
851 | "1965-05-17",474.5
852 | "1965-05-18",476
853 | "1965-05-19",478
854 | "1965-05-20",473
855 | "1965-05-21",469
856 | "1965-05-24",460
857 | "1965-05-25",471
858 | "1965-05-26",467
859 | "1965-05-27",466.5
860 | "1965-05-28",478
861 | "1965-06-01",468.5
862 | "1965-06-02",475
863 | "1965-06-03",471
864 | "1965-06-04",474.5
865 | "1965-06-07",474
866 | "1965-06-08",468.5
867 | "1965-06-09",458.5
868 | "1965-06-10",453
869 | "1965-06-11",454.75
870 | "1965-06-14",452
871 | "1965-06-15",458.25
872 | "1965-06-16",457
873 | "1965-06-17",462.75
874 | "1965-06-18",462.5
875 | "1965-06-21",460.5
876 | "1965-06-22",458.5
877 | "1965-06-23",457.5
878 | "1965-06-24",455.5
879 | "1965-06-25",446.75
880 | "1965-06-28",442.5
881 | "1965-06-29",450
882 | "1965-06-30",458
883 | "1965-07-01",461
884 | "1965-07-02",464.5
885 | "1965-07-06",460.75
886 | "1965-07-07",458
887 | "1965-07-08",467
888 | "1965-07-09",469.75
889 | "1965-07-12",467
890 | "1965-07-13",466
891 | "1965-07-14",470.25
892 | "1965-07-15",471.75
893 | "1965-07-16",474.5
894 | "1965-07-19",474.5
895 | "1965-07-20",466.13
896 | "1965-07-21",463
897 | "1965-07-22",461
898 | "1965-07-23",466
899 | "1965-07-26",465.75
900 | "1965-07-27",464
901 | "1965-07-28",471.5
902 | "1965-07-29",475.5
903 | "1965-07-30",479
904 | "1965-08-02",476.25
905 | "1965-08-03",479.88
906 | "1965-08-04",484.75
907 | "1965-08-05",481.5
908 | "1965-08-06",483.5
909 | "1965-08-09",484
910 | "1965-08-10",482.5
911 | "1965-08-11",484
912 | "1965-08-12",489.5
913 | "1965-08-13",492.5
914 | "1965-08-16",492.25
915 | "1965-08-17",490.75
916 | "1965-08-18",492.75
917 | "1965-08-19",490
918 | "1965-08-20",492
919 | "1965-08-23",495
920 | "1965-08-24",501.75
921 | "1965-08-25",499
922 | "1965-08-26",499.25
923 | "1965-08-27",500.5
924 | "1965-08-30",500.25
925 | "1965-08-31",499
926 | "1965-09-01",500
927 | "1965-09-02",501.75
928 | "1965-09-03",504
929 | "1965-09-07",503.25
930 | "1965-09-08",502
931 | "1965-09-09",504.25
932 | "1965-09-10",503.75
933 | "1965-09-13",511
934 | "1965-09-14",509.5
935 | "1965-09-15",509.25
936 | "1965-09-16",512
937 | "1965-09-17",514.75
938 | "1965-09-20",512
939 | "1965-09-21",514.5
940 | "1965-09-22",516.5
941 | "1965-09-23",515.5
942 | "1965-09-24",512
943 | "1965-09-27",515.5
944 | "1965-09-28",513
945 | "1965-09-29",511.5
946 | "1965-09-30",512.5
947 | "1965-10-01",507
948 | "1965-10-04",509.25
949 | "1965-10-05",511.5
950 | "1965-10-06",513.5
951 | "1965-10-07",511
952 | "1965-10-08",515
953 | "1965-10-11",519
954 | "1965-10-12",514.75
955 | "1965-10-13",516
956 | "1965-10-14",515
957 | "1965-10-15",517.75
958 | "1965-10-18",520.5
959 | "1965-10-19",521.75
960 | "1965-10-20",527.5
961 | "1965-10-21",527.5
962 | "1965-10-22",529
963 | "1965-10-25",527.5
964 | "1965-10-26",524
965 | "1965-10-27",530.5
966 | "1965-10-28",531.5
967 | "1965-10-29",533
968 | "1965-11-01",533
969 | "1965-11-03",534.88
970 | "1965-11-04",537.5
971 | "1965-11-05",536.5
972 | "1965-11-08",538.5
973 | "1965-11-09",532.5
974 | "1965-11-10",533.25
975 | "1965-11-11",534.5
976 | "1965-11-12",538
977 | "1965-11-15",538.5
978 | "1965-11-16",542.75
979 | "1965-11-17",546
980 | "1965-11-18",542.5
981 | "1965-11-19",542.5
982 | "1965-11-22",540.5
983 | "1965-11-23",535.5
984 | "1965-11-24",535.5
985 | "1965-11-26",535.5
986 | "1965-11-29",528
987 | "1965-11-30",525
988 | "1965-12-01",516
989 | "1965-12-02",501.5
990 | "1965-12-03",506.5
991 | "1965-12-06",502
992 | "1965-12-07",508.5
993 | "1965-12-08",511.5
994 | "1965-12-09",515.75
995 | "1965-12-10",518
996 | "1965-12-13",516.5
997 | "1965-12-14",506.5
998 | "1965-12-15",495
999 | "1965-12-16",499
1000 | "1965-12-17",498.5
1001 | "1965-12-20",501.75
1002 | "1965-12-21",506.75
1003 | "1965-12-22",505.75
1004 | "1965-12-23",499
1005 | "1965-12-27",500
1006 | "1965-12-28",502.25
1007 | "1965-12-29",498
1008 | "1965-12-30",500
1009 | "1965-12-31",499
1010 |
1011 | IBM common stock closing prices
1012 |
1013 |
--------------------------------------------------------------------------------
/Data Files/mean-daily-temperature-fisher-river.csv:
--------------------------------------------------------------------------------
1 | Date,Mean temparature
2 | 1988-01-01,-23
3 | 1988-01-02,-20.5
4 | 1988-01-03,-22
5 | 1988-01-04,-30.5
6 | 1988-01-05,-31
7 | 1988-01-06,-27.5
8 | 1988-01-07,-26.25
9 | 1988-01-08,-26.5
10 | 1988-01-09,-23
11 | 1988-01-10,-23.5
12 | 1988-01-11,-27
13 | 1988-01-12,-26.5
14 | 1988-01-13,-28.5
15 | 1988-01-14,-24.25
16 | 1988-01-15,-12.25
17 | 1988-01-16,-11.25
18 | 1988-01-17,-17.5
19 | 1988-01-18,-18
20 | 1988-01-19,-15.5
21 | 1988-01-20,-19.5
22 | 1988-01-21,-15
23 | 1988-01-22,-21
24 | 1988-01-23,-21
25 | 1988-01-24,-20
26 | 1988-01-25,-28
27 | 1988-01-26,-26.5
28 | 1988-01-27,-23.5
29 | 1988-01-28,-19.25
30 | 1988-01-29,-13.5
31 | 1988-01-30,-19
32 | 1988-01-31,-25.5
33 | 1988-02-01,-30
34 | 1988-02-02,-28
35 | 1988-02-03,-28.5
36 | 1988-02-04,-30
37 | 1988-02-05,-28
38 | 1988-02-06,-26.5
39 | 1988-02-07,-24.5
40 | 1988-02-08,-24.25
41 | 1988-02-09,-28
42 | 1988-02-10,-28.25
43 | 1988-02-11,-27
44 | 1988-02-12,-20.75
45 | 1988-02-13,-15.5
46 | 1988-02-14,-19.5
47 | 1988-02-15,-22
48 | 1988-02-16,-19
49 | 1988-02-17,-12.25
50 | 1988-02-18,-6
51 | 1988-02-19,-5.5
52 | 1988-02-20,-22
53 | 1988-02-21,-13.5
54 | 1988-02-22,-17.5
55 | 1988-02-23,-19.5
56 | 1988-02-24,-17
57 | 1988-02-25,-14.25
58 | 1988-02-26,-7
59 | 1988-02-27,-2.75
60 | 1988-02-28,-1.75
61 | 1988-02-29,-13
62 | 1988-03-01,-13.5
63 | 1988-03-02,-18.5
64 | 1988-03-03,-12.75
65 | 1988-03-04,-9.25
66 | 1988-03-05,2
67 | 1988-03-06,-1
68 | 1988-03-07,-4.25
69 | 1988-03-08,-2.75
70 | 1988-03-09,-1.5
71 | 1988-03-10,-0.25
72 | 1988-03-11,-6.25
73 | 1988-03-12,-15.5
74 | 1988-03-13,-15.5
75 | 1988-03-14,-15.5
76 | 1988-03-15,-12.5
77 | 1988-03-16,-8.5
78 | 1988-03-17,-8.5
79 | 1988-03-18,-12
80 | 1988-03-19,-13
81 | 1988-03-20,-11.75
82 | 1988-03-21,-9.5
83 | 1988-03-22,-4
84 | 1988-03-23,-3
85 | 1988-03-24,-2
86 | 1988-03-25,-2
87 | 1988-03-26,-10.75
88 | 1988-03-27,-9.5
89 | 1988-03-28,-5
90 | 1988-03-29,-7.5
91 | 1988-03-30,-11.5
92 | 1988-03-31,-10.5
93 | 1988-04-01,0.75
94 | 1988-04-02,4.25
95 | 1988-04-03,7.5
96 | 1988-04-04,8.5
97 | 1988-04-05,5
98 | 1988-04-06,3
99 | 1988-04-07,2
100 | 1988-04-08,5.5
101 | 1988-04-09,-3.5
102 | 1988-04-10,0.5
103 | 1988-04-11,5.75
104 | 1988-04-12,6
105 | 1988-04-13,-2.5
106 | 1988-04-14,0
107 | 1988-04-15,-0.5
108 | 1988-04-16,5
109 | 1988-04-17,-5
110 | 1988-04-18,-4.5
111 | 1988-04-19,-3.75
112 | 1988-04-20,-4.5
113 | 1988-04-21,-0.5
114 | 1988-04-22,0
115 | 1988-04-23,0
116 | 1988-04-24,4.5
117 | 1988-04-25,1.75
118 | 1988-04-26,1.5
119 | 1988-04-27,4
120 | 1988-04-28,10.75
121 | 1988-04-29,13.25
122 | 1988-04-30,14.5
123 | 1988-05-01,18
124 | 1988-05-02,12.5
125 | 1988-05-03,3.25
126 | 1988-05-04,0
127 | 1988-05-05,5.75
128 | 1988-05-06,6.5
129 | 1988-05-07,12
130 | 1988-05-08,9.25
131 | 1988-05-09,9
132 | 1988-05-10,5
133 | 1988-05-11,6.25
134 | 1988-05-12,4
135 | 1988-05-13,4
136 | 1988-05-14,9.5
137 | 1988-05-15,6
138 | 1988-05-16,4.5
139 | 1988-05-17,10.5
140 | 1988-05-18,14.5
141 | 1988-05-19,13.75
142 | 1988-05-20,13.5
143 | 1988-05-21,11
144 | 1988-05-22,13.5
145 | 1988-05-23,11
146 | 1988-05-24,11
147 | 1988-05-25,15.25
148 | 1988-05-26,14.5
149 | 1988-05-27,15.5
150 | 1988-05-28,17.5
151 | 1988-05-29,23
152 | 1988-05-30,24.5
153 | 1988-05-31,25.5
154 | 1988-06-01,25.5
155 | 1988-06-02,21
156 | 1988-06-03,19.5
157 | 1988-06-04,20
158 | 1988-06-05,24.5
159 | 1988-06-06,27
160 | 1988-06-07,23
161 | 1988-06-08,18
162 | 1988-06-09,15
163 | 1988-06-10,21.5
164 | 1988-06-11,25.5
165 | 1988-06-12,20
166 | 1988-06-13,15.75
167 | 1988-06-14,15
168 | 1988-06-15,14
169 | 1988-06-16,12.5
170 | 1988-06-17,24.5
171 | 1988-06-18,24.5
172 | 1988-06-19,20.5
173 | 1988-06-20,20
174 | 1988-06-21,17.5
175 | 1988-06-22,14.5
176 | 1988-06-23,14
177 | 1988-06-24,18
178 | 1988-06-25,17
179 | 1988-06-26,17.75
180 | 1988-06-27,18.5
181 | 1988-06-28,20.25
182 | 1988-06-29,17
183 | 1988-06-30,17
184 | 1988-07-01,18
185 | 1988-07-02,20
186 | 1988-07-03,24
187 | 1988-07-04,18.5
188 | 1988-07-05,21
189 | 1988-07-06,24.5
190 | 1988-07-07,20.5
191 | 1988-07-08,22
192 | 1988-07-09,17
193 | 1988-07-10,14.75
194 | 1988-07-11,13.5
195 | 1988-07-12,17.5
196 | 1988-07-13,19
197 | 1988-07-14,16
198 | 1988-07-15,17.5
199 | 1988-07-16,16
200 | 1988-07-17,16.75
201 | 1988-07-18,17.5
202 | 1988-07-19,16.75
203 | 1988-07-20,16
204 | 1988-07-21,18
205 | 1988-07-22,20.5
206 | 1988-07-23,21
207 | 1988-07-24,16
208 | 1988-07-25,19
209 | 1988-07-26,22
210 | 1988-07-27,22.75
211 | 1988-07-28,27
212 | 1988-07-29,20
213 | 1988-07-30,16.5
214 | 1988-07-31,21
215 | 1988-08-01,16
216 | 1988-08-02,19
217 | 1988-08-03,18
218 | 1988-08-04,17.75
219 | 1988-08-05,21
220 | 1988-08-06,22.5
221 | 1988-08-07,19
222 | 1988-08-08,13.5
223 | 1988-08-09,21.75
224 | 1988-08-10,20.75
225 | 1988-08-11,16.5
226 | 1988-08-12,16
227 | 1988-08-13,18
228 | 1988-08-14,20
229 | 1988-08-15,24
230 | 1988-08-16,19.5
231 | 1988-08-17,18
232 | 1988-08-18,15
233 | 1988-08-19,19.25
234 | 1988-08-20,18.5
235 | 1988-08-21,19.75
236 | 1988-08-22,18.25
237 | 1988-08-23,15
238 | 1988-08-24,16.5
239 | 1988-08-25,16.5
240 | 1988-08-26,13.5
241 | 1988-08-27,11.5
242 | 1988-08-28,10.25
243 | 1988-08-29,13.5
244 | 1988-08-30,14
245 | 1988-08-31,16
246 | 1988-09-01,14.5
247 | 1988-09-02,16.5
248 | 1988-09-03,17.5
249 | 1988-09-04,12.5
250 | 1988-09-05,8.75
251 | 1988-09-06,13
252 | 1988-09-07,19
253 | 1988-09-08,13
254 | 1988-09-09,12.5
255 | 1988-09-10,7.25
256 | 1988-09-11,4.25
257 | 1988-09-12,11.5
258 | 1988-09-13,13
259 | 1988-09-14,11.5
260 | 1988-09-15,12.75
261 | 1988-09-16,12.5
262 | 1988-09-17,15
263 | 1988-09-18,7.5
264 | 1988-09-19,6
265 | 1988-09-20,6.25
266 | 1988-09-21,9
267 | 1988-09-22,10
268 | 1988-09-23,9.5
269 | 1988-09-24,8
270 | 1988-09-25,5.5
271 | 1988-09-26,5
272 | 1988-09-27,7.5
273 | 1988-09-28,6.5
274 | 1988-09-29,10
275 | 1988-09-30,14.5
276 | 1988-10-01,10
277 | 1988-10-02,4.5
278 | 1988-10-03,0.5
279 | 1988-10-04,0
280 | 1988-10-05,3
281 | 1988-10-06,7.25
282 | 1988-10-07,9.75
283 | 1988-10-08,10.5
284 | 1988-10-09,10.5
285 | 1988-10-10,5.5
286 | 1988-10-11,3
287 | 1988-10-12,3.5
288 | 1988-10-13,10.5
289 | 1988-10-14,15.5
290 | 1988-10-15,12.75
291 | 1988-10-16,6.5
292 | 1988-10-17,2.5
293 | 1988-10-18,3.25
294 | 1988-10-19,2
295 | 1988-10-20,3.25
296 | 1988-10-21,1
297 | 1988-10-22,0
298 | 1988-10-23,-2
299 | 1988-10-24,-2
300 | 1988-10-25,-3
301 | 1988-10-26,-2.5
302 | 1988-10-27,-6
303 | 1988-10-28,-9
304 | 1988-10-29,-12
305 | 1988-10-30,-10.5
306 | 1988-10-31,-1.75
307 | 1988-11-01,0
308 | 1988-11-02,3.5
309 | 1988-11-03,1.5
310 | 1988-11-04,0.5
311 | 1988-11-05,-1
312 | 1988-11-06,-1.25
313 | 1988-11-07,-1.25
314 | 1988-11-08,1
315 | 1988-11-09,-4
316 | 1988-11-10,-3
317 | 1988-11-11,-2.5
318 | 1988-11-12,-2.25
319 | 1988-11-13,-2.5
320 | 1988-11-14,-4.5
321 | 1988-11-15,-4
322 | 1988-11-16,-5.25
323 | 1988-11-17,-8
324 | 1988-11-18,-12
325 | 1988-11-19,-12.5
326 | 1988-11-20,-12.25
327 | 1988-11-21,-9.25
328 | 1988-11-22,-6.5
329 | 1988-11-23,-3.5
330 | 1988-11-24,-1
331 | 1988-11-25,-1
332 | 1988-11-26,-9.5
333 | 1988-11-27,-14.5
334 | 1988-11-28,-19.5
335 | 1988-11-29,-13.5
336 | 1988-11-30,-15
337 | 1988-12-01,-10.5
338 | 1988-12-02,-4
339 | 1988-12-03,-8
340 | 1988-12-04,-7.5
341 | 1988-12-05,-0.5
342 | 1988-12-06,-3
343 | 1988-12-07,-12.5
344 | 1988-12-08,-18.5
345 | 1988-12-09,-23.5
346 | 1988-12-10,-26
347 | 1988-12-11,-15.5
348 | 1988-12-12,-10.5
349 | 1988-12-13,-2
350 | 1988-12-14,-22
351 | 1988-12-15,-19.5
352 | 1988-12-16,-11.5
353 | 1988-12-17,-13.5
354 | 1988-12-18,-8.5
355 | 1988-12-19,-8.5
356 | 1988-12-20,-10.5
357 | 1988-12-21,-12
358 | 1988-12-22,-7
359 | 1988-12-23,-14.75
360 | 1988-12-24,-17.5
361 | 1988-12-25,-22.25
362 | 1988-12-26,-25.5
363 | 1988-12-27,-22.5
364 | 1988-12-28,-28
365 | 1988-12-29,-27
366 | 1988-12-30,-24
367 | 1988-12-31,-23.75
368 | 1989-01-01,-24
369 | 1989-01-02,-27
370 | 1989-01-03,-22
371 | 1989-01-04,-18
372 | 1989-01-05,-16
373 | 1989-01-06,-18.5
374 | 1989-01-07,-24
375 | 1989-01-08,-26.5
376 | 1989-01-09,-31
377 | 1989-01-10,-31.5
378 | 1989-01-11,-27
379 | 1989-01-12,-16.5
380 | 1989-01-13,-8.5
381 | 1989-01-14,-10.5
382 | 1989-01-15,-19.5
383 | 1989-01-16,-17.75
384 | 1989-01-17,-18
385 | 1989-01-18,-14.5
386 | 1989-01-19,-14.5
387 | 1989-01-20,-21.5
388 | 1989-01-21,-8
389 | 1989-01-22,-11.25
390 | 1989-01-23,-18.5
391 | 1989-01-24,-22.75
392 | 1989-01-25,-17.5
393 | 1989-01-26,-11.5
394 | 1989-01-27,-3
395 | 1989-01-28,-4
396 | 1989-01-29,-1
397 | 1989-01-30,-2.5
398 | 1989-01-31,-24.25
399 | 1989-02-01,-32.5
400 | 1989-02-02,-32.5
401 | 1989-02-03,-32.5
402 | 1989-02-04,-28.5
403 | 1989-02-05,-21.5
404 | 1989-02-06,-13.5
405 | 1989-02-07,-15
406 | 1989-02-08,-20
407 | 1989-02-09,-19.5
408 | 1989-02-10,-9.5
409 | 1989-02-11,-7.25
410 | 1989-02-12,-7.5
411 | 1989-02-13,-7.5
412 | 1989-02-14,-20.5
413 | 1989-02-15,-31
414 | 1989-02-16,-27.75
415 | 1989-02-17,-27
416 | 1989-02-18,-24
417 | 1989-02-19,-14
418 | 1989-02-20,-16.25
419 | 1989-02-21,-18.5
420 | 1989-02-22,-23
421 | 1989-02-23,-13.5
422 | 1989-02-24,-6
423 | 1989-02-25,-14
424 | 1989-02-26,-19.75
425 | 1989-02-27,-18
426 | 1989-02-28,-19
427 | 1989-03-01,-29
428 | 1989-03-02,-29
429 | 1989-03-03,-26
430 | 1989-03-04,-21.75
431 | 1989-03-05,-19.25
432 | 1989-03-06,-16.5
433 | 1989-03-07,-9.75
434 | 1989-03-08,-4.5
435 | 1989-03-09,-6
436 | 1989-03-10,1
437 | 1989-03-11,-6.5
438 | 1989-03-12,-7.25
439 | 1989-03-13,-8.5
440 | 1989-03-14,-17
441 | 1989-03-15,-19.5
442 | 1989-03-16,-20
443 | 1989-03-17,-21
444 | 1989-03-18,-20.25
445 | 1989-03-19,-18
446 | 1989-03-20,-16
447 | 1989-03-21,-15.5
448 | 1989-03-22,-9.5
449 | 1989-03-23,-8
450 | 1989-03-24,-3.5
451 | 1989-03-25,-2.25
452 | 1989-03-26,-2.75
453 | 1989-03-27,-6.5
454 | 1989-03-28,-6.5
455 | 1989-03-29,-6.5
456 | 1989-03-30,-6
457 | 1989-03-31,-6
458 | 1989-04-01,-1
459 | 1989-04-02,1.75
460 | 1989-04-03,0.5
461 | 1989-04-04,2.5
462 | 1989-04-05,-1.5
463 | 1989-04-06,-2.5
464 | 1989-04-07,-4.5
465 | 1989-04-08,-9
466 | 1989-04-09,-8
467 | 1989-04-10,-3
468 | 1989-04-11,-5
469 | 1989-04-12,-3.5
470 | 1989-04-13,2.5
471 | 1989-04-14,1
472 | 1989-04-15,5.5
473 | 1989-04-16,-2.5
474 | 1989-04-17,-2.5
475 | 1989-04-18,-0.5
476 | 1989-04-19,1
477 | 1989-04-20,5
478 | 1989-04-21,9
479 | 1989-04-22,9.75
480 | 1989-04-23,14.5
481 | 1989-04-24,6
482 | 1989-04-25,4.5
483 | 1989-04-26,1
484 | 1989-04-27,1.5
485 | 1989-04-28,2.25
486 | 1989-04-29,5
487 | 1989-04-30,5
488 | 1989-05-01,6.75
489 | 1989-05-02,8
490 | 1989-05-03,7.5
491 | 1989-05-04,8.5
492 | 1989-05-05,-5
493 | 1989-05-06,-1.5
494 | 1989-05-07,15.5
495 | 1989-05-08,11.75
496 | 1989-05-09,10
497 | 1989-05-10,12
498 | 1989-05-11,19
499 | 1989-05-12,21.5
500 | 1989-05-13,18
501 | 1989-05-14,16.5
502 | 1989-05-15,17.75
503 | 1989-05-16,19.25
504 | 1989-05-17,21
505 | 1989-05-18,18.5
506 | 1989-05-19,14
507 | 1989-05-20,10.5
508 | 1989-05-21,14.5
509 | 1989-05-22,10
510 | 1989-05-23,9.75
511 | 1989-05-24,9.5
512 | 1989-05-25,6
513 | 1989-05-26,7.5
514 | 1989-05-27,12
515 | 1989-05-28,6.5
516 | 1989-05-29,5.75
517 | 1989-05-30,13
518 | 1989-05-31,12
519 | 1989-06-01,14
520 | 1989-06-02,10
521 | 1989-06-03,10.5
522 | 1989-06-04,5.5
523 | 1989-06-05,14
524 | 1989-06-06,10.5
525 | 1989-06-07,10.75
526 | 1989-06-08,8.5
527 | 1989-06-09,10.5
528 | 1989-06-10,14
529 | 1989-06-11,16.5
530 | 1989-06-12,13
531 | 1989-06-13,12.25
532 | 1989-06-14,12.5
533 | 1989-06-15,15
534 | 1989-06-16,18.5
535 | 1989-06-17,19.75
536 | 1989-06-18,17.5
537 | 1989-06-19,18.75
538 | 1989-06-20,22
539 | 1989-06-21,17.5
540 | 1989-06-22,17.5
541 | 1989-06-23,14.5
542 | 1989-06-24,15.5
543 | 1989-06-25,17.5
544 | 1989-06-26,15
545 | 1989-06-27,15.5
546 | 1989-06-28,14.75
547 | 1989-06-29,18.5
548 | 1989-06-30,20
549 | 1989-07-01,24
550 | 1989-07-02,22
551 | 1989-07-03,22
552 | 1989-07-04,22
553 | 1989-07-05,20.5
554 | 1989-07-06,17
555 | 1989-07-07,18.5
556 | 1989-07-08,20.25
557 | 1989-07-09,18
558 | 1989-07-10,18
559 | 1989-07-11,19.5
560 | 1989-07-12,18.25
561 | 1989-07-13,18
562 | 1989-07-14,18.5
563 | 1989-07-15,18.5
564 | 1989-07-16,19.75
565 | 1989-07-17,21.75
566 | 1989-07-18,20
567 | 1989-07-19,20.5
568 | 1989-07-20,24.5
569 | 1989-07-21,24.5
570 | 1989-07-22,24.5
571 | 1989-07-23,25.5
572 | 1989-07-24,26.5
573 | 1989-07-25,26
574 | 1989-07-26,24
575 | 1989-07-27,16.5
576 | 1989-07-28,16.75
577 | 1989-07-29,16.75
578 | 1989-07-30,19
579 | 1989-07-31,19
580 | 1989-08-01,23.5
581 | 1989-08-02,25
582 | 1989-08-03,24
583 | 1989-08-04,19.5
584 | 1989-08-05,15
585 | 1989-08-06,14
586 | 1989-08-07,16.5
587 | 1989-08-08,18.5
588 | 1989-08-09,20.5
589 | 1989-08-10,21
590 | 1989-08-11,21.75
591 | 1989-08-12,20.5
592 | 1989-08-13,14
593 | 1989-08-14,13
594 | 1989-08-15,12.75
595 | 1989-08-16,14.5
596 | 1989-08-17,16.75
597 | 1989-08-18,18.5
598 | 1989-08-19,16
599 | 1989-08-20,11
600 | 1989-08-21,12
601 | 1989-08-22,16
602 | 1989-08-23,21
603 | 1989-08-24,21.5
604 | 1989-08-25,21
605 | 1989-08-26,19
606 | 1989-08-27,17.5
607 | 1989-08-28,13.5
608 | 1989-08-29,12.5
609 | 1989-08-30,11.5
610 | 1989-08-31,11.5
611 | 1989-09-01,12
612 | 1989-09-02,14
613 | 1989-09-03,16
614 | 1989-09-04,17
615 | 1989-09-05,17.25
616 | 1989-09-06,16.75
617 | 1989-09-07,15.25
618 | 1989-09-08,13.5
619 | 1989-09-09,9
620 | 1989-09-10,5.5
621 | 1989-09-11,7.5
622 | 1989-09-12,7
623 | 1989-09-13,10.5
624 | 1989-09-14,12.5
625 | 1989-09-15,15
626 | 1989-09-16,11.5
627 | 1989-09-17,11.5
628 | 1989-09-18,12.75
629 | 1989-09-19,11.25
630 | 1989-09-20,10.5
631 | 1989-09-21,7.25
632 | 1989-09-22,3.25
633 | 1989-09-23,4
634 | 1989-09-24,7
635 | 1989-09-25,6
636 | 1989-09-26,5
637 | 1989-09-27,10
638 | 1989-09-28,11
639 | 1989-09-29,6.5
640 | 1989-09-30,9.5
641 | 1989-10-01,3.25
642 | 1989-10-02,-0.5
643 | 1989-10-03,0.5
644 | 1989-10-04,3
645 | 1989-10-05,3.5
646 | 1989-10-06,3.5
647 | 1989-10-07,-0.25
648 | 1989-10-08,0.75
649 | 1989-10-09,6.5
650 | 1989-10-10,8
651 | 1989-10-11,8.75
652 | 1989-10-12,8.5
653 | 1989-10-13,1.25
654 | 1989-10-14,1
655 | 1989-10-15,2.25
656 | 1989-10-16,0
657 | 1989-10-17,0.5
658 | 1989-10-18,-0.5
659 | 1989-10-19,3.5
660 | 1989-10-20,4.75
661 | 1989-10-21,4.5
662 | 1989-10-22,11.5
663 | 1989-10-23,9
664 | 1989-10-24,9.25
665 | 1989-10-25,12
666 | 1989-10-26,7.75
667 | 1989-10-27,8
668 | 1989-10-28,2
669 | 1989-10-29,0.5
670 | 1989-10-30,-3.5
671 | 1989-10-31,-4.5
672 | 1989-11-01,-6.25
673 | 1989-11-02,-16.5
674 | 1989-11-03,-6.5
675 | 1989-11-04,-3.75
676 | 1989-11-05,-3.75
677 | 1989-11-06,-3.5
678 | 1989-11-07,-2
679 | 1989-11-08,-3
680 | 1989-11-09,-4
681 | 1989-11-10,-3
682 | 1989-11-11,-5
683 | 1989-11-12,-7.25
684 | 1989-11-13,-5
685 | 1989-11-14,-9
686 | 1989-11-15,-16.5
687 | 1989-11-16,-21
688 | 1989-11-17,-19.25
689 | 1989-11-18,-13.5
690 | 1989-11-19,1
691 | 1989-11-20,-4.5
692 | 1989-11-21,-11.5
693 | 1989-11-22,-13.5
694 | 1989-11-23,-19.5
695 | 1989-11-24,-16
696 | 1989-11-25,-15
697 | 1989-11-26,-17
698 | 1989-11-27,-22.25
699 | 1989-11-28,-17
700 | 1989-11-29,-14
701 | 1989-11-30,-2.5
702 | 1989-12-01,-7.5
703 | 1989-12-02,-14.5
704 | 1989-12-03,-13.5
705 | 1989-12-04,-7
706 | 1989-12-05,-9
707 | 1989-12-06,-23
708 | 1989-12-07,-20.5
709 | 1989-12-08,-18
710 | 1989-12-09,-18.5
711 | 1989-12-10,-24.25
712 | 1989-12-11,-29
713 | 1989-12-12,-30
714 | 1989-12-13,-31.5
715 | 1989-12-14,-29.25
716 | 1989-12-15,-26
717 | 1989-12-16,-22.5
718 | 1989-12-17,-28.5
719 | 1989-12-18,-32.5
720 | 1989-12-19,-33.5
721 | 1989-12-20,-35
722 | 1989-12-21,-33
723 | 1989-12-22,-29
724 | 1989-12-23,-21.5
725 | 1989-12-24,-13
726 | 1989-12-25,-20.5
727 | 1989-12-26,-20
728 | 1989-12-27,-16.5
729 | 1989-12-28,-20.25
730 | 1989-12-29,-22
731 | 1989-12-30,-14.75
732 | 1989-12-31,-14.75
733 | 1990-01-01,-14
734 | 1990-01-02,-10
735 | 1990-01-03,-17
736 | 1990-01-04,-24.5
737 | 1990-01-05,-24
738 | 1990-01-06,-15.5
739 | 1990-01-07,-10.5
740 | 1990-01-08,-10
741 | 1990-01-09,-9
742 | 1990-01-10,-6
743 | 1990-01-11,-8.5
744 | 1990-01-12,-16.75
745 | 1990-01-13,-16
746 | 1990-01-14,-12
747 | 1990-01-15,-11.5
748 | 1990-01-16,-10
749 | 1990-01-17,-11
750 | 1990-01-18,-18
751 | 1990-01-19,-18.5
752 | 1990-01-20,-16.5
753 | 1990-01-21,-9.5
754 | 1990-01-22,-11
755 | 1990-01-23,-11.5
756 | 1990-01-24,-11.5
757 | 1990-01-25,-8
758 | 1990-01-26,-10.5
759 | 1990-01-27,-16.5
760 | 1990-01-28,-27.5
761 | 1990-01-29,-23.5
762 | 1990-01-30,-30.5
763 | 1990-01-31,-29.25
764 | 1990-02-01,-32
765 | 1990-02-02,-29
766 | 1990-02-03,-17.25
767 | 1990-02-04,-12
768 | 1990-02-05,-11
769 | 1990-02-06,-6.25
770 | 1990-02-07,-6
771 | 1990-02-08,-11.5
772 | 1990-02-09,-13.5
773 | 1990-02-10,-23
774 | 1990-02-11,-16
775 | 1990-02-12,-12
776 | 1990-02-13,-26
777 | 1990-02-14,-26.25
778 | 1990-02-15,-25
779 | 1990-02-16,-28.5
780 | 1990-02-17,-25
781 | 1990-02-18,-23
782 | 1990-02-19,-17
783 | 1990-02-20,-9.25
784 | 1990-02-21,-4
785 | 1990-02-22,-15.5
786 | 1990-02-23,-20
787 | 1990-02-24,-27
788 | 1990-02-25,-20
789 | 1990-02-26,-14
790 | 1990-02-27,-14.5
791 | 1990-02-28,-5
792 | 1990-03-01,-5
793 | 1990-03-02,-12
794 | 1990-03-03,-15.5
795 | 1990-03-04,-18.25
796 | 1990-03-05,-16.25
797 | 1990-03-06,-13.5
798 | 1990-03-07,-5
799 | 1990-03-08,0.5
800 | 1990-03-09,2.5
801 | 1990-03-10,-2.5
802 | 1990-03-11,-1.5
803 | 1990-03-12,3.5
804 | 1990-03-13,1
805 | 1990-03-14,0
806 | 1990-03-15,0.5
807 | 1990-03-16,-5
808 | 1990-03-17,-5
809 | 1990-03-18,-9
810 | 1990-03-19,-6
811 | 1990-03-20,-7.5
812 | 1990-03-21,-7.5
813 | 1990-03-22,-13.5
814 | 1990-03-23,-13
815 | 1990-03-24,-12
816 | 1990-03-25,-10.5
817 | 1990-03-26,-13.5
818 | 1990-03-27,-11.5
819 | 1990-03-28,-9.25
820 | 1990-03-29,-2.25
821 | 1990-03-30,3.5
822 | 1990-03-31,3
823 | 1990-04-01,-7
824 | 1990-04-02,-4.25
825 | 1990-04-03,-3.75
826 | 1990-04-04,-7.25
827 | 1990-04-05,-9
828 | 1990-04-06,-6.5
829 | 1990-04-07,-2.25
830 | 1990-04-08,-1.25
831 | 1990-04-09,-2
832 | 1990-04-10,-8
833 | 1990-04-11,-5.5
834 | 1990-04-12,0.25
835 | 1990-04-13,-2.5
836 | 1990-04-14,-1.25
837 | 1990-04-15,0.25
838 | 1990-04-16,-4
839 | 1990-04-17,0.5
840 | 1990-04-18,6
841 | 1990-04-19,8.5
842 | 1990-04-20,8.25
843 | 1990-04-21,10.5
844 | 1990-04-22,16.25
845 | 1990-04-23,17.5
846 | 1990-04-24,9.5
847 | 1990-04-25,6
848 | 1990-04-26,-2
849 | 1990-04-27,-5
850 | 1990-04-28,-4.5
851 | 1990-04-29,-4.75
852 | 1990-04-30,-4
853 | 1990-05-01,-0.75
854 | 1990-05-02,-0.75
855 | 1990-05-03,3.5
856 | 1990-05-04,5.5
857 | 1990-05-05,6.5
858 | 1990-05-06,14.5
859 | 1990-05-07,7
860 | 1990-05-08,2
861 | 1990-05-09,2
862 | 1990-05-10,7
863 | 1990-05-11,5
864 | 1990-05-12,4
865 | 1990-05-13,7.5
866 | 1990-05-14,5.5
867 | 1990-05-15,6.25
868 | 1990-05-16,5.5
869 | 1990-05-17,0
870 | 1990-05-18,5
871 | 1990-05-19,7.75
872 | 1990-05-20,12
873 | 1990-05-21,13.5
874 | 1990-05-22,13.5
875 | 1990-05-23,13
876 | 1990-05-24,15
877 | 1990-05-25,15
878 | 1990-05-26,15
879 | 1990-05-27,17
880 | 1990-05-28,13.5
881 | 1990-05-29,13.5
882 | 1990-05-30,14
883 | 1990-05-31,18.75
884 | 1990-06-01,21
885 | 1990-06-02,5.5
886 | 1990-06-03,7.5
887 | 1990-06-04,9
888 | 1990-06-05,15.25
889 | 1990-06-06,15
890 | 1990-06-07,16.5
891 | 1990-06-08,15.5
892 | 1990-06-09,14
893 | 1990-06-10,17.25
894 | 1990-06-11,18
895 | 1990-06-12,17.5
896 | 1990-06-13,15
897 | 1990-06-14,9.5
898 | 1990-06-15,13
899 | 1990-06-16,14
900 | 1990-06-17,18
901 | 1990-06-18,18.5
902 | 1990-06-19,19
903 | 1990-06-20,19
904 | 1990-06-21,16.5
905 | 1990-06-22,14.75
906 | 1990-06-23,15.75
907 | 1990-06-24,20
908 | 1990-06-25,22.5
909 | 1990-06-26,18
910 | 1990-06-27,19
911 | 1990-06-28,19.25
912 | 1990-06-29,16.5
913 | 1990-06-30,16.5
914 | 1990-07-01,21
915 | 1990-07-02,21.5
916 | 1990-07-03,16.5
917 | 1990-07-04,13
918 | 1990-07-05,13.5
919 | 1990-07-06,13.5
920 | 1990-07-07,16.25
921 | 1990-07-08,16.5
922 | 1990-07-09,15.5
923 | 1990-07-10,13
924 | 1990-07-11,16.5
925 | 1990-07-12,16.25
926 | 1990-07-13,16.75
927 | 1990-07-14,19.5
928 | 1990-07-15,18
929 | 1990-07-16,16.5
930 | 1990-07-17,19.5
931 | 1990-07-18,16.25
932 | 1990-07-19,15.75
933 | 1990-07-20,13.5
934 | 1990-07-21,14.25
935 | 1990-07-22,16
936 | 1990-07-23,18
937 | 1990-07-24,19.5
938 | 1990-07-25,21
939 | 1990-07-26,22.5
940 | 1990-07-27,22.5
941 | 1990-07-28,18.25
942 | 1990-07-29,15
943 | 1990-07-30,14
944 | 1990-07-31,17.25
945 | 1990-08-01,21
946 | 1990-08-02,23
947 | 1990-08-03,19
948 | 1990-08-04,14.75
949 | 1990-08-05,17.5
950 | 1990-08-06,19
951 | 1990-08-07,22
952 | 1990-08-08,22.5
953 | 1990-08-09,16
954 | 1990-08-10,11.75
955 | 1990-08-11,16
956 | 1990-08-12,13.75
957 | 1990-08-13,20
958 | 1990-08-14,14.5
959 | 1990-08-15,13.5
960 | 1990-08-16,17.25
961 | 1990-08-17,11.5
962 | 1990-08-18,16
963 | 1990-08-19,16.5
964 | 1990-08-20,16
965 | 1990-08-21,19.5
966 | 1990-08-22,22.5
967 | 1990-08-23,23.5
968 | 1990-08-24,19.5
969 | 1990-08-25,16
970 | 1990-08-26,15
971 | 1990-08-27,16.25
972 | 1990-08-28,15
973 | 1990-08-29,17.5
974 | 1990-08-30,17.5
975 | 1990-08-31,23
976 | 1990-09-01,11.5
977 | 1990-09-02,16
978 | 1990-09-03,16
979 | 1990-09-04,13.5
980 | 1990-09-05,19
981 | 1990-09-06,13.5
982 | 1990-09-07,11
983 | 1990-09-08,13.5
984 | 1990-09-09,9.5
985 | 1990-09-10,10.75
986 | 1990-09-11,14.5
987 | 1990-09-12,10.5
988 | 1990-09-13,9.5
989 | 1990-09-14,12.5
990 | 1990-09-15,9.5
991 | 1990-09-16,5
992 | 1990-09-17,8
993 | 1990-09-18,10.5
994 | 1990-09-19,7.25
995 | 1990-09-20,8.25
996 | 1990-09-21,6
997 | 1990-09-22,6
998 | 1990-09-23,9.75
999 | 1990-09-24,14.5
1000 | 1990-09-25,14.75
1001 | 1990-09-26,13
1002 | 1990-09-27,8
1003 | 1990-09-28,6
1004 | 1990-09-29,3
1005 | 1990-09-30,3.5
1006 | 1990-10-01,7
1007 | 1990-10-02,7.5
1008 | 1990-10-03,7.5
1009 | 1990-10-04,5.25
1010 | 1990-10-05,-0.5
1011 | 1990-10-06,2
1012 | 1990-10-07,0.5
1013 | 1990-10-08,3
1014 | 1990-10-09,5
1015 | 1990-10-10,6
1016 | 1990-10-11,5.25
1017 | 1990-10-12,1.5
1018 | 1990-10-13,6.25
1019 | 1990-10-14,2.25
1020 | 1990-10-15,0.5
1021 | 1990-10-16,-1
1022 | 1990-10-17,-2
1023 | 1990-10-18,-0.25
1024 | 1990-10-19,2
1025 | 1990-10-20,3
1026 | 1990-10-21,1
1027 | 1990-10-22,3
1028 | 1990-10-23,1.5
1029 | 1990-10-24,0.5
1030 | 1990-10-25,5
1031 | 1990-10-26,11
1032 | 1990-10-27,2.5
1033 | 1990-10-28,-1.25
1034 | 1990-10-29,1.5
1035 | 1990-10-30,3
1036 | 1990-10-31,6.75
1037 | 1990-11-01,5.75
1038 | 1990-11-02,0
1039 | 1990-11-03,-2.25
1040 | 1990-11-04,-4.25
1041 | 1990-11-05,-1.75
1042 | 1990-11-06,-6
1043 | 1990-11-07,-6.5
1044 | 1990-11-08,1
1045 | 1990-11-09,-4.5
1046 | 1990-11-10,-9
1047 | 1990-11-11,-12
1048 | 1990-11-12,-10
1049 | 1990-11-13,-2.75
1050 | 1990-11-14,1
1051 | 1990-11-15,1.25
1052 | 1990-11-16,0.25
1053 | 1990-11-17,2
1054 | 1990-11-18,-1
1055 | 1990-11-19,-4
1056 | 1990-11-20,-1
1057 | 1990-11-21,4
1058 | 1990-11-22,-10.5
1059 | 1990-11-23,-13.25
1060 | 1990-11-24,-16
1061 | 1990-11-25,-19.75
1062 | 1990-11-26,-13.5
1063 | 1990-11-27,-14
1064 | 1990-11-28,-19
1065 | 1990-11-29,-9.5
1066 | 1990-11-30,-9
1067 | 1990-12-01,-17.5
1068 | 1990-12-02,-23
1069 | 1990-12-03,-20
1070 | 1990-12-04,-8
1071 | 1990-12-05,-7.75
1072 | 1990-12-06,-10
1073 | 1990-12-07,-6.25
1074 | 1990-12-08,-3
1075 | 1990-12-09,-0.75
1076 | 1990-12-10,-10
1077 | 1990-12-11,-8.5
1078 | 1990-12-12,-7
1079 | 1990-12-13,-17.5
1080 | 1990-12-14,-15
1081 | 1990-12-15,-14
1082 | 1990-12-16,-12.5
1083 | 1990-12-17,-24.5
1084 | 1990-12-18,-24.75
1085 | 1990-12-19,-27
1086 | 1990-12-20,-30
1087 | 1990-12-21,-33
1088 | 1990-12-22,-29.5
1089 | 1990-12-23,-22.25
1090 | 1990-12-24,-27
1091 | 1990-12-25,-31.5
1092 | 1990-12-26,-27
1093 | 1990-12-27,-21.25
1094 | 1990-12-28,-23.5
1095 | 1990-12-29,-30.5
1096 | 1990-12-30,-31.5
1097 | 1990-12-31,-31
1098 | 1991-01-01,-30.5
1099 | 1991-01-02,-26.5
1100 | 1991-01-03,-24.5
1101 | 1991-01-04,-19.5
1102 | 1991-01-05,-23.3
1103 | 1991-01-06,-33.5
1104 | 1991-01-07,-30.5
1105 | 1991-01-08,-29
1106 | 1991-01-09,-34
1107 | 1991-01-10,-28
1108 | 1991-01-11,-25.5
1109 | 1991-01-12,-21.3
1110 | 1991-01-13,-20
1111 | 1991-01-14,-16.5
1112 | 1991-01-15,-13.5
1113 | 1991-01-16,-8
1114 | 1991-01-17,-11
1115 | 1991-01-18,-5.5
1116 | 1991-01-19,-14.5
1117 | 1991-01-20,-28.3
1118 | 1991-01-21,-21
1119 | 1991-01-22,-19
1120 | 1991-01-23,-25.5
1121 | 1991-01-24,-29
1122 | 1991-01-25,-20.5
1123 | 1991-01-26,-23.8
1124 | 1991-01-27,-25.5
1125 | 1991-01-28,-30
1126 | 1991-01-29,-28
1127 | 1991-01-30,-24.5
1128 | 1991-01-31,-24
1129 | 1991-02-01,-11.5
1130 | 1991-02-02,-1.5
1131 | 1991-02-03,2
1132 | 1991-02-04,-0.5
1133 | 1991-02-05,0.8
1134 | 1991-02-06,3.5
1135 | 1991-02-07,1
1136 | 1991-02-08,-0.5
1137 | 1991-02-09,-9.5
1138 | 1991-02-10,-18.5
1139 | 1991-02-11,-14.5
1140 | 1991-02-12,-11.8
1141 | 1991-02-13,-13.5
1142 | 1991-02-14,-23.8
1143 | 1991-02-15,-21
1144 | 1991-02-16,-12.5
1145 | 1991-02-17,-14.5
1146 | 1991-02-18,-9.5
1147 | 1991-02-19,-7
1148 | 1991-02-20,-4.5
1149 | 1991-02-21,-13
1150 | 1991-02-22,-22.8
1151 | 1991-02-23,-21
1152 | 1991-02-24,-17
1153 | 1991-02-25,-17.5
1154 | 1991-02-26,-11.5
1155 | 1991-02-27,-19
1156 | 1991-02-28,-18
1157 | 1991-03-01,-21
1158 | 1991-03-02,-23.8
1159 | 1991-03-03,-15
1160 | 1991-03-04,-10
1161 | 1991-03-05,-11.5
1162 | 1991-03-06,-21
1163 | 1991-03-07,-22.3
1164 | 1991-03-08,-14
1165 | 1991-03-09,-10.5
1166 | 1991-03-10,-6
1167 | 1991-03-11,-1
1168 | 1991-03-12,-2.5
1169 | 1991-03-13,-2.5
1170 | 1991-03-14,-1.5
1171 | 1991-03-15,-4.3
1172 | 1991-03-16,-2.5
1173 | 1991-03-17,-3.5
1174 | 1991-03-18,-2.5
1175 | 1991-03-19,0.3
1176 | 1991-03-20,2.5
1177 | 1991-03-21,2.8
1178 | 1991-03-22,2
1179 | 1991-03-23,0
1180 | 1991-03-24,-0.5
1181 | 1991-03-25,-4.5
1182 | 1991-03-26,-8.5
1183 | 1991-03-27,-9
1184 | 1991-03-28,-13.5
1185 | 1991-03-29,-14
1186 | 1991-03-30,0
1187 | 1991-03-31,0
1188 | 1991-04-01,2
1189 | 1991-04-02,5.5
1190 | 1991-04-03,7.8
1191 | 1991-04-04,8.5
1192 | 1991-04-05,8.3
1193 | 1991-04-06,11
1194 | 1991-04-07,5
1195 | 1991-04-08,3
1196 | 1991-04-09,3.5
1197 | 1991-04-10,4.5
1198 | 1991-04-11,7
1199 | 1991-04-12,6.5
1200 | 1991-04-13,4.8
1201 | 1991-04-14,1
1202 | 1991-04-15,2.5
1203 | 1991-04-16,4
1204 | 1991-04-17,2
1205 | 1991-04-18,-3
1206 | 1991-04-19,-1
1207 | 1991-04-20,3.3
1208 | 1991-04-21,7.3
1209 | 1991-04-22,0
1210 | 1991-04-23,-0.3
1211 | 1991-04-24,6.5
1212 | 1991-04-25,11.8
1213 | 1991-04-26,14
1214 | 1991-04-27,12
1215 | 1991-04-28,10.5
1216 | 1991-04-29,9.5
1217 | 1991-04-30,-2
1218 | 1991-05-01,-3
1219 | 1991-05-02,-1.5
1220 | 1991-05-03,-0.3
1221 | 1991-05-04,1
1222 | 1991-05-05,1.5
1223 | 1991-05-06,2.5
1224 | 1991-05-07,4.3
1225 | 1991-05-08,4.5
1226 | 1991-05-09,14
1227 | 1991-05-10,18.5
1228 | 1991-05-11,18
1229 | 1991-05-12,15.5
1230 | 1991-05-13,17.8
1231 | 1991-05-14,18.5
1232 | 1991-05-15,16.5
1233 | 1991-05-16,12.5
1234 | 1991-05-17,10.5
1235 | 1991-05-18,10.5
1236 | 1991-05-19,14
1237 | 1991-05-20,19.5
1238 | 1991-05-21,20.5
1239 | 1991-05-22,20.5
1240 | 1991-05-23,17
1241 | 1991-05-24,15.8
1242 | 1991-05-25,12
1243 | 1991-05-26,18
1244 | 1991-05-27,13.8
1245 | 1991-05-28,11.5
1246 | 1991-05-29,15.5
1247 | 1991-05-30,18.5
1248 | 1991-05-31,18
1249 | 1991-06-01,14
1250 | 1991-06-02,16.5
1251 | 1991-06-03,17.5
1252 | 1991-06-04,19.3
1253 | 1991-06-05,17
1254 | 1991-06-06,16.5
1255 | 1991-06-07,18.8
1256 | 1991-06-08,20.5
1257 | 1991-06-09,18
1258 | 1991-06-10,16
1259 | 1991-06-11,12
1260 | 1991-06-12,19
1261 | 1991-06-13,15.8
1262 | 1991-06-14,20.5
1263 | 1991-06-15,18.5
1264 | 1991-06-16,20.5
1265 | 1991-06-17,19.3
1266 | 1991-06-18,14.5
1267 | 1991-06-19,14.5
1268 | 1991-06-20,12
1269 | 1991-06-21,13
1270 | 1991-06-22,10.5
1271 | 1991-06-23,16
1272 | 1991-06-24,19.3
1273 | 1991-06-25,19.5
1274 | 1991-06-26,20.5
1275 | 1991-06-27,14
1276 | 1991-06-28,16
1277 | 1991-06-29,18
1278 | 1991-06-30,15.8
1279 | 1991-07-01,16
1280 | 1991-07-02,16
1281 | 1991-07-03,17
1282 | 1991-07-04,16.5
1283 | 1991-07-05,18
1284 | 1991-07-06,17.5
1285 | 1991-07-07,15.5
1286 | 1991-07-08,13.5
1287 | 1991-07-09,16.5
1288 | 1991-07-10,18.8
1289 | 1991-07-11,19
1290 | 1991-07-12,19
1291 | 1991-07-13,19
1292 | 1991-07-14,21.3
1293 | 1991-07-15,23.5
1294 | 1991-07-16,23
1295 | 1991-07-17,24.3
1296 | 1991-07-18,21.5
1297 | 1991-07-19,19.5
1298 | 1991-07-20,16.5
1299 | 1991-07-21,20.5
1300 | 1991-07-22,17.5
1301 | 1991-07-23,17.5
1302 | 1991-07-24,15.5
1303 | 1991-07-25,14
1304 | 1991-07-26,14
1305 | 1991-07-27,16
1306 | 1991-07-28,17.5
1307 | 1991-07-29,19.5
1308 | 1991-07-30,21.3
1309 | 1991-07-31,16.5
1310 | 1991-08-01,14.5
1311 | 1991-08-02,14
1312 | 1991-08-03,17
1313 | 1991-08-04,14
1314 | 1991-08-05,16.5
1315 | 1991-08-06,15.5
1316 | 1991-08-07,20
1317 | 1991-08-08,18.5
1318 | 1991-08-09,18.8
1319 | 1991-08-10,20.3
1320 | 1991-08-11,22
1321 | 1991-08-12,23
1322 | 1991-08-13,22
1323 | 1991-08-14,23.5
1324 | 1991-08-15,21.3
1325 | 1991-08-16,18.8
1326 | 1991-08-17,15.8
1327 | 1991-08-18,13
1328 | 1991-08-19,22.5
1329 | 1991-08-20,23
1330 | 1991-08-21,17.8
1331 | 1991-08-22,14
1332 | 1991-08-23,16.8
1333 | 1991-08-24,20.5
1334 | 1991-08-25,18.5
1335 | 1991-08-26,17.5
1336 | 1991-08-27,24.3
1337 | 1991-08-28,24.8
1338 | 1991-08-29,22.5
1339 | 1991-08-30,15
1340 | 1991-08-31,16
1341 | 1991-09-01,21
1342 | 1991-09-02,20.8
1343 | 1991-09-03,15.5
1344 | 1991-09-04,11.5
1345 | 1991-09-05,9.5
1346 | 1991-09-06,13.5
1347 | 1991-09-07,15
1348 | 1991-09-08,16
1349 | 1991-09-09,14
1350 | 1991-09-10,10.3
1351 | 1991-09-11,13
1352 | 1991-09-12,15.5
1353 | 1991-09-13,16.3
1354 | 1991-09-14,15.5
1355 | 1991-09-15,12.5
1356 | 1991-09-16,9
1357 | 1991-09-17,4
1358 | 1991-09-18,3
1359 | 1991-09-19,5
1360 | 1991-09-20,8.5
1361 | 1991-09-21,10.5
1362 | 1991-09-22,7
1363 | 1991-09-23,7
1364 | 1991-09-24,7
1365 | 1991-09-25,7
1366 | 1991-09-26,1.5
1367 | 1991-09-27,3.5
1368 | 1991-09-28,1.5
1369 | 1991-09-29,9.3
1370 | 1991-09-30,8.8
1371 | 1991-10-01,9
1372 | 1991-10-02,5.5
1373 | 1991-10-03,3.5
1374 | 1991-10-04,2
1375 | 1991-10-05,2
1376 | 1991-10-06,4
1377 | 1991-10-07,9.5
1378 | 1991-10-08,6.3
1379 | 1991-10-09,5.5
1380 | 1991-10-10,8.3
1381 | 1991-10-11,5
1382 | 1991-10-12,2
1383 | 1991-10-13,3
1384 | 1991-10-14,0.5
1385 | 1991-10-15,-3
1386 | 1991-10-16,1.3
1387 | 1991-10-17,1.5
1388 | 1991-10-18,-5
1389 | 1991-10-19,-6.5
1390 | 1991-10-20,-6.8
1391 | 1991-10-21,-6
1392 | 1991-10-22,1.5
1393 | 1991-10-23,-4
1394 | 1991-10-24,-4
1395 | 1991-10-25,-5
1396 | 1991-10-26,-3
1397 | 1991-10-27,3.5
1398 | 1991-10-28,0.5
1399 | 1991-10-29,-5
1400 | 1991-10-30,-12
1401 | 1991-10-31,-13.3
1402 | 1991-11-01,-11.5
1403 | 1991-11-02,-13.5
1404 | 1991-11-03,-14.5
1405 | 1991-11-04,-17.8
1406 | 1991-11-05,-18
1407 | 1991-11-06,-16.5
1408 | 1991-11-07,-13.8
1409 | 1991-11-08,-9
1410 | 1991-11-09,-10
1411 | 1991-11-10,-15.8
1412 | 1991-11-11,-10
1413 | 1991-11-12,-0.5
1414 | 1991-11-13,1
1415 | 1991-11-14,-2
1416 | 1991-11-15,-5
1417 | 1991-11-16,-3
1418 | 1991-11-17,-1
1419 | 1991-11-18,0.5
1420 | 1991-11-19,-4
1421 | 1991-11-20,-11
1422 | 1991-11-21,-11.5
1423 | 1991-11-22,-15.8
1424 | 1991-11-23,-19.5
1425 | 1991-11-24,-19
1426 | 1991-11-25,-19
1427 | 1991-11-26,-16
1428 | 1991-11-27,-14.5
1429 | 1991-11-28,-10.8
1430 | 1991-11-29,-10.8
1431 | 1991-11-30,-19
1432 | 1991-12-01,-27
1433 | 1991-12-02,-28.5
1434 | 1991-12-03,-27
1435 | 1991-12-04,-29.8
1436 | 1991-12-05,-27
1437 | 1991-12-06,-23
1438 | 1991-12-07,-21
1439 | 1991-12-08,-18
1440 | 1991-12-09,-11.5
1441 | 1991-12-10,-8
1442 | 1991-12-11,-4
1443 | 1991-12-12,-4.8
1444 | 1991-12-13,-20.5
1445 | 1991-12-14,-23.5
1446 | 1991-12-15,-24
1447 | 1991-12-16,-17.5
1448 | 1991-12-17,-21
1449 | 1991-12-18,-22.8
1450 | 1991-12-19,-13
1451 | 1991-12-20,-7.8
1452 | 1991-12-21,-5
1453 | 1991-12-22,-2.5
1454 | 1991-12-23,-11.5
1455 | 1991-12-24,-9.5
1456 | 1991-12-25,-6.5
1457 | 1991-12-26,-14.5
1458 | 1991-12-27,-12.8
1459 | 1991-12-28,-6.8
1460 | 1991-12-29,-5.5
1461 | 1991-12-30,-3.8
1462 | 1991-12-31,-1.5
1463 |
--------------------------------------------------------------------------------
/Section 2/Augmented Dickey-Fuller test.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "code",
5 | "execution_count": 1,
6 | "metadata": {},
7 | "outputs": [
8 | {
9 | "name": "stderr",
10 | "output_type": "stream",
11 | "text": [
12 | "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\compat\\pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
13 | " from pandas.core import datetools\n"
14 | ]
15 | }
16 | ],
17 | "source": [
18 | "from __future__ import print_function\n",
19 | "import os\n",
20 | "import pandas as pd\n",
21 | "from statsmodels.tsa import stattools\n",
22 | "%matplotlib inline\n",
23 | "from matplotlib import pyplot as plt"
24 | ]
25 | },
26 | {
27 | "cell_type": "code",
28 | "execution_count": 2,
29 | "metadata": {
30 | "collapsed": true
31 | },
32 | "outputs": [],
33 | "source": [
34 | "os.chdir('E:/Practical Time Series')"
35 | ]
36 | },
37 | {
38 | "cell_type": "code",
39 | "execution_count": 3,
40 | "metadata": {
41 | "collapsed": true
42 | },
43 | "outputs": [],
44 | "source": [
45 | "air_miles = pd.read_csv('datasets/us-airlines-monthly-aircraft-miles-flown.csv')\n",
46 | "air_miles.index = air_miles.Month"
47 | ]
48 | },
49 | {
50 | "cell_type": "code",
51 | "execution_count": 4,
52 | "metadata": {},
53 | "outputs": [
54 | {
55 | "name": "stdout",
56 | "output_type": "stream",
57 | "text": [
58 | "Shape of the DataFrame: (97, 2)\n"
59 | ]
60 | }
61 | ],
62 | "source": [
63 | "print('Shape of the DataFrame:', air_miles.shape)"
64 | ]
65 | },
66 | {
67 | "cell_type": "code",
68 | "execution_count": 5,
69 | "metadata": {},
70 | "outputs": [
71 | {
72 | "data": {
73 | "text/html": [
74 | "\n",
75 | "\n",
88 | "
\n",
89 | " \n",
90 | " \n",
91 | " | \n",
92 | " Month | \n",
93 | " U.S. airlines: monthly aircraft miles flown (Millions) 1963 -1970 | \n",
94 | "
\n",
95 | " \n",
96 | " | Month | \n",
97 | " | \n",
98 | " | \n",
99 | "
\n",
100 | " \n",
101 | " \n",
102 | " \n",
103 | " | 1963-01 | \n",
104 | " 1963-01 | \n",
105 | " 6827.0 | \n",
106 | "
\n",
107 | " \n",
108 | " | 1963-02 | \n",
109 | " 1963-02 | \n",
110 | " 6178.0 | \n",
111 | "
\n",
112 | " \n",
113 | " | 1963-03 | \n",
114 | " 1963-03 | \n",
115 | " 7084.0 | \n",
116 | "
\n",
117 | " \n",
118 | " | 1963-04 | \n",
119 | " 1963-04 | \n",
120 | " 8162.0 | \n",
121 | "
\n",
122 | " \n",
123 | " | 1963-05 | \n",
124 | " 1963-05 | \n",
125 | " 8462.0 | \n",
126 | "
\n",
127 | " \n",
128 | " | 1963-06 | \n",
129 | " 1963-06 | \n",
130 | " 9644.0 | \n",
131 | "
\n",
132 | " \n",
133 | " | 1963-07 | \n",
134 | " 1963-07 | \n",
135 | " 10466.0 | \n",
136 | "
\n",
137 | " \n",
138 | " | 1963-08 | \n",
139 | " 1963-08 | \n",
140 | " 10748.0 | \n",
141 | "
\n",
142 | " \n",
143 | " | 1963-09 | \n",
144 | " 1963-09 | \n",
145 | " 9963.0 | \n",
146 | "
\n",
147 | " \n",
148 | " | 1963-10 | \n",
149 | " 1963-10 | \n",
150 | " 8194.0 | \n",
151 | "
\n",
152 | " \n",
153 | "
\n",
154 | "
\n",
217 | "\n",
230 | "
\n",
231 | " \n",
232 | " \n",
233 | " | \n",
234 | " Month | \n",
235 | " Air miles flown | \n",
236 | "
\n",
237 | " \n",
238 | " | Month | \n",
239 | " | \n",
240 | " | \n",
241 | "
\n",
242 | " \n",
243 | " \n",
244 | " \n",
245 | " | 1963-01 | \n",
246 | " 1963-01 | \n",
247 | " 6827.0 | \n",
248 | "
\n",
249 | " \n",
250 | " | 1963-02 | \n",
251 | " 1963-02 | \n",
252 | " 6178.0 | \n",
253 | "
\n",
254 | " \n",
255 | " | 1963-03 | \n",
256 | " 1963-03 | \n",
257 | " 7084.0 | \n",
258 | "
\n",
259 | " \n",
260 | " | 1963-04 | \n",
261 | " 1963-04 | \n",
262 | " 8162.0 | \n",
263 | "
\n",
264 | " \n",
265 | " | 1963-05 | \n",
266 | " 1963-05 | \n",
267 | " 8462.0 | \n",
268 | "
\n",
269 | " \n",
270 | "
\n",
271 | "