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# IIS_2023_1
### Задание
Использовать метод кластеризации по варианту для данных из таблицы 1 по варианту(таблица 9),самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной вами задачи.
### Задание по варианту и сформированное задание
7(2). linkage
Будем кластеризировать данные методом linkage, используя два выбранных признака ('gdppercent' (процент ВВП) и 'oil_prices').
### Способ запуска лабораторной работы
Выполнить скрипт `verina_daria_lab_4/main.py`
### Стек технологий
* `Pandas` - библиотека, которая позволяет работать с двумерными и многомерными таблицами, строить сводные таблицы, выделять колонки, использовать фильтры по параметрам, выполнять группировку по параметрам, запускать функции (сложение, нахождение медианы, среднего, минимального, максимального значений), объединять таблицы и многое другое
* `Sklearn` - предоставляет ряд инструментов для моделирования данных, включая классификацию, регрессию, кластеризацию и уменьшение размерности.
* `Matplotlib` - это библиотека для визуализации данных в Python, предоставляющая инструменты для создания статических, анимированных и интерактивных графиков и диаграмм.
### Описание кода
Этот код выполняет кластеризацию данных методом linkage, используя два выбранных признака ('gdppercent' - это процент ВВП и 'oil_prices'). Процесс включает в себя предварительную обработку данных (заполнение пропущенных значений и стандартизацию), а затем применение агломеративной кластеризации. Результаты визуализируются на графике, который сохраняется в папке проекта под названием 'result.png'.
График:
![result.png](result.png)
### Вывод
Кластеризация в данном случае позволяет достаточно эффективно ыделить группы схожих наблюдений, основываясь на уровне ВВП и ценах на нефть. Кластеризация данных по уровню ВВП и цене на нефть позволяет выделить группы стран с схожими экономическими характеристиками, что может быть полезным для анализа и сравнения экономических трендов.

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stock_index,country,year,index_price,log_indexprice,inflationrate,oil_prices,exchange_rate,gdppercent,percapitaincome,unemploymentrate,manufacturingoutput,tradebalance,USTreasury
NASDAQ,United States of America,1980.00,168.61,2.23,0.14,21.59,1.00,0.09,12575.00,0.07,,-13.06,0.11
NASDAQ,United States of America,1981.00,203.15,2.31,0.10,31.77,1.00,0.12,13976.00,0.08,,-12.52,0.14
NASDAQ,United States of America,1982.00,188.98,2.28,0.06,28.52,1.00,0.04,14434.00,0.10,,-19.97,0.13
NASDAQ,United States of America,1983.00,285.43,2.46,0.03,26.19,1.00,0.09,15544.00,0.10,,-51.64,0.11
NASDAQ,United States of America,1984.00,248.89,2.40,0.04,25.88,1.00,0.11,17121.00,0.08,,-102.73,0.12
NASDAQ,United States of America,1985.00,290.25,2.46,0.04,24.09,1.00,0.07,18237.00,0.07,,-114.02,0.11
NASDAQ,United States of America,1986.00,366.97,2.56,0.02,12.51,1.00,0.06,19071.00,0.07,,-131.87,0.08
NASDAQ,United States of America,1987.00,402.57,2.60,0.04,15.40,1.00,0.06,20039.00,0.06,,-144.77,0.08
NASDAQ,United States of America,1988.00,374.43,2.57,0.04,12.58,1.00,0.08,21417.00,0.05,,-109.39,0.09
NASDAQ,United States of America,1989.00,437.80,2.64,0.05,15.86,1.00,0.08,22857.00,0.05,,-86.74,0.08
NASDAQ,United States of America,1990.00,409.18,2.61,0.05,27.28,1.00,0.02,23889.00,0.06,182.19,-77.85,0.09
NASDAQ,United States of America,1991.00,491.69,2.69,0.04,19.50,1.00,,24342.00,0.07,185.83,-28.61,0.08
NASDAQ,United States of America,1992.00,599.26,2.78,0.03,19.41,1.00,0.04,25419.00,0.07,189.27,-34.74,0.07
NASDAQ,United States of America,1993.00,715.16,2.85,0.03,14.52,1.00,0.03,26387.00,0.07,166.43,-65.17,0.06
NASDAQ,United States of America,1994.00,751.65,2.88,0.03,17.16,1.00,0.04,27695.00,0.06,187.05,-92.49,0.07
NASDAQ,United States of America,1995.00,925.19,2.97,0.03,19.03,1.00,0.03,28691.00,0.06,208.44,-89.76,0.07
NASDAQ,United States of America,1996.00,1164.95,3.07,0.03,25.23,1.00,0.04,29968.00,0.05,216.82,-96.38,0.06
NASDAQ,United States of America,1997.00,1469.49,3.17,0.02,18.33,1.00,0.04,31459.00,0.05,235.67,-101.97,0.06
NASDAQ,United States of America,1998.00,1794.91,3.25,0.02,11.35,1.00,0.05,32854.00,0.05,240.04,-162.71,0.05
NASDAQ,United States of America,1999.00,2728.15,3.44,0.02,26.10,1.00,0.05,34514.00,0.04,234.62,-255.83,0.06
NASDAQ,United States of America,2000.00,3783.67,3.58,0.03,28.44,1.00,0.04,36335.00,0.04,223.42,-375.05,0.06
NASDAQ,United States of America,2001.00,2035.00,3.31,0.03,19.39,1.00,0.01,37133.00,0.05,205.70,-367.93,0.05
NASDAQ,United States of America,2002.00,1539.73,3.19,0.02,29.46,1.00,0.02,38023.00,0.06,217.95,-425.40,0.05
NASDAQ,United States of America,2003.00,1647.17,3.22,0.02,32.13,1.00,0.03,39496.00,0.06,240.22,-503.13,0.04
NASDAQ,United States of America,2004.00,1986.53,3.30,0.03,43.15,1.00,0.04,41713.00,0.06,267.20,-619.08,0.04
NASDAQ,United States of America,2005.00,2099.32,3.32,0.03,59.41,1.00,0.04,44115.00,0.05,268.36,-721.19,0.04
NASDAQ,United States of America,2006.00,2263.41,3.35,0.03,61.96,1.00,0.03,46299.00,0.05,277.32,-770.93,0.05
NASDAQ,United States of America,2007.00,2578.47,3.41,0.03,91.69,1.00,0.02,47976.00,0.05,299.29,-718.43,0.05
NASDAQ,United States of America,2008.00,2161.65,3.33,0.04,41.12,1.00,,48383.00,0.06,278.83,-723.09,0.04
NASDAQ,United States of America,2009.00,1845.38,3.27,,74.47,1.00,-0.03,47100.00,0.09,221.24,-396.45,0.03
NASDAQ,United States of America,2010.00,2349.89,3.37,0.02,89.15,1.00,0.03,48467.00,0.10,236.41,-513.90,0.03
NASDAQ,United States of America,2011.00,2677.44,3.43,0.03,98.56,1.00,0.02,49883.00,0.09,249.95,-579.46,0.03
NASDAQ,United States of America,2012.00,2965.56,3.47,0.02,87.86,1.00,0.02,51603.00,0.08,252.36,-568.57,0.02
NASDAQ,United States of America,2013.00,3541.29,3.55,0.01,97.63,1.00,0.02,53107.00,0.07,265.61,-490.78,0.02
NASDAQ,United States of America,2014.00,4375.10,3.64,0.02,59.29,1.00,0.02,55050.00,0.06,287.86,-507.66,0.03
NASDAQ,United States of America,2015.00,4945.55,3.69,,37.19,1.00,0.03,56863.00,0.05,274.30,-526.57,0.02
NASDAQ,United States of America,2016.00,4987.79,3.70,0.01,51.97,1.00,0.02,58021.00,0.05,245.73,-512.51,0.02
NASDAQ,United States of America,2017.00,6235.30,3.79,0.02,57.88,1.00,0.02,60110.00,0.04,242.59,-555.53,0.02
NASDAQ,United States of America,2018.00,7425.96,3.87,0.02,49.52,1.00,0.03,63064.00,0.04,256.36,-609.46,0.03
NASDAQ,United States of America,2019.00,7940.36,3.90,0.02,59.88,1.00,0.02,65280.00,0.04,245.75,-610.47,0.02
NASDAQ,United States of America,2020.00,10201.51,4.01,0.01,47.02,1.00,-0.03,63544.00,0.08,227.14,,0.01
FTSE 100,United Kingdom,1980.00,,3.33,0.18,21.59,2.32,-0.02,10032.00,0.05,,12.30,0.11
FTSE 100,United Kingdom,1981.00,,3.33,0.12,31.77,2.02,-0.01,9599.00,0.04,,15.24,0.14
FTSE 100,United Kingdom,1982.00,,3.33,0.09,28.52,1.75,0.02,9145.00,0.04,,9.77,0.13
FTSE 100,United Kingdom,1983.00,,3.33,0.05,26.19,1.52,0.04,8691.00,0.04,,4.69,0.11
FTSE 100,United Kingdom,1984.00,,3.33,0.05,25.88,1.34,0.02,8179.00,0.04,,-0.30,0.12
FTSE 100,United Kingdom,1985.00,,3.33,0.06,24.09,1.30,0.04,8652.00,0.05,,5.39,0.11
FTSE 100,United Kingdom,1986.00,,3.33,0.03,12.51,1.47,0.03,10611.00,0.04,,-3.63,0.08
FTSE 100,United Kingdom,1987.00,,3.33,0.04,15.40,1.64,0.05,13118.00,0.05,,-7.00,0.08
FTSE 100,United Kingdom,1988.00,,3.33,0.04,12.58,1.78,0.06,15988.00,0.05,,-29.79,0.09
FTSE 100,United Kingdom,1989.00,,3.33,0.06,15.86,1.64,0.03,16240.00,0.05,,-33.87,0.08
FTSE 100,United Kingdom,1990.00,2143.50,3.33,0.08,27.28,1.78,0.01,19096.00,0.07,182.19,-20.30,0.09
FTSE 100,United Kingdom,1991.00,2493.10,3.40,0.07,19.50,1.77,-0.01,19900.00,0.09,185.83,-4.36,0.08
FTSE 100,United Kingdom,1992.00,2846.50,3.45,0.05,19.41,1.77,,20488.00,0.10,189.27,-8.49,0.07
FTSE 100,United Kingdom,1993.00,3418.40,3.53,0.03,14.52,1.50,0.02,18390.00,0.10,166.43,-3.90,0.06
FTSE 100,United Kingdom,1994.00,3065.50,3.49,0.02,17.16,1.53,0.04,19708.00,0.10,187.05,-0.31,0.07
FTSE 100,United Kingdom,1995.00,3689.30,3.57,0.03,19.03,1.58,0.03,23125.00,0.09,208.44,3.66,0.07
FTSE 100,United Kingdom,1996.00,4118.50,3.61,0.03,25.23,1.56,0.02,24335.00,0.08,216.82,2.38,0.06
FTSE 100,United Kingdom,1997.00,5135.50,3.71,0.02,18.33,1.64,0.05,26718.00,0.07,235.67,6.97,0.06
FTSE 100,United Kingdom,1998.00,5882.58,3.77,0.02,11.35,1.66,0.04,28238.00,0.06,240.04,-11.17,0.05
FTSE 100,United Kingdom,1999.00,6930.20,3.84,0.02,26.10,1.62,0.03,28668.00,0.06,234.62,-24.12,0.06
FTSE 100,United Kingdom,2000.00,6222.46,3.79,0.01,28.44,1.52,0.04,28155.00,0.06,223.42,-29.59,0.06
FTSE 100,United Kingdom,2001.00,5217.35,3.72,0.02,19.39,1.44,0.03,27719.00,0.05,205.70,-37.30,0.05
FTSE 100,United Kingdom,2002.00,3940.36,3.60,0.02,29.46,1.50,0.02,29982.00,0.05,217.95,-47.84,0.05
FTSE 100,United Kingdom,2003.00,4476.87,3.65,0.01,32.13,1.63,0.03,34385.00,0.05,240.22,-45.90,0.04
FTSE 100,United Kingdom,2004.00,4814.30,3.68,0.01,43.15,1.83,0.02,40210.00,0.05,267.20,-61.87,0.04
FTSE 100,United Kingdom,2005.00,5618.76,3.75,0.02,59.41,1.82,0.03,41933.00,0.05,268.36,-61.73,0.04
FTSE 100,United Kingdom,2006.00,6220.81,3.79,0.02,61.96,1.84,0.03,44474.00,0.05,277.32,-57.48,0.05
FTSE 100,United Kingdom,2007.00,6456.91,3.81,0.02,91.69,2.00,0.02,50448.00,0.05,299.29,-63.22,0.05
FTSE 100,United Kingdom,2008.00,4434.17,3.65,0.04,41.12,1.85,,47270.00,0.06,278.83,-63.77,0.04
FTSE 100,United Kingdom,2009.00,5412.88,3.73,0.02,74.47,1.57,-0.04,38736.00,0.08,221.24,-38.74,0.03
FTSE 100,United Kingdom,2010.00,5899.94,3.77,0.02,89.15,1.55,0.02,39537.00,0.08,236.41,-48.09,0.03
FTSE 100,United Kingdom,2011.00,5572.28,3.75,0.04,98.56,1.60,0.01,42048.00,0.08,249.95,-25.37,0.03
FTSE 100,United Kingdom,2012.00,5897.81,3.77,0.03,87.86,1.59,0.01,42449.00,0.08,252.36,-33.47,0.02
FTSE 100,United Kingdom,2013.00,6749.09,3.83,0.02,97.63,1.56,0.02,43401.00,0.08,265.61,-39.09,0.02
FTSE 100,United Kingdom,2014.00,6566.09,3.82,0.01,59.29,1.65,0.03,47452.00,0.06,287.86,-47.61,0.03
FTSE 100,United Kingdom,2015.00,6242.32,3.80,,37.19,1.53,0.02,45039.00,0.05,274.30,-43.19,0.02
FTSE 100,United Kingdom,2016.00,7142.83,3.85,0.01,51.97,1.36,0.02,41048.00,0.05,245.73,-48.76,0.02
FTSE 100,United Kingdom,2017.00,7687.77,3.89,0.03,57.88,1.29,0.02,40306.00,0.04,242.59,-38.47,0.02
FTSE 100,United Kingdom,2018.00,6728.13,3.83,0.02,49.52,1.34,0.01,42996.00,0.04,256.36,-34.00,0.03
FTSE 100,United Kingdom,2019.00,7542.44,3.88,0.02,59.88,1.28,0.01,42354.00,0.04,245.75,-35.06,0.02
FTSE 100,United Kingdom,2020.00,6460.52,3.81,0.01,47.02,1.28,-0.10,40285.00,0.04,227.14,-9.69,0.01
Nifty 50,India,1980.00,,3.02,0.11,21.59,7.89,0.07,267.00,0.03,31.21,-5.79,0.11
Nifty 50,India,1981.00,,3.02,0.13,31.77,8.68,0.06,270.00,0.03,32.45,-5.10,0.14
Nifty 50,India,1982.00,,3.02,0.08,28.52,9.48,0.03,274.00,0.03,32.86,-4.33,0.13
Nifty 50,India,1983.00,,3.02,0.12,26.19,10.10,0.07,291.00,0.03,36.37,-4.40,0.11
Nifty 50,India,1984.00,,3.02,0.08,25.88,11.35,0.04,277.00,0.03,35.45,-3.06,0.12
Nifty 50,India,1985.00,,3.02,0.06,24.09,12.33,0.05,296.00,0.03,38.17,-5.56,0.11
Nifty 50,India,1986.00,,3.02,0.09,12.51,12.60,0.05,310.00,0.03,40.39,-4.55,0.08
Nifty 50,India,1987.00,,3.02,0.09,15.40,12.95,0.04,340.00,0.03,45.23,-3.84,0.08
Nifty 50,India,1988.00,,3.02,0.09,12.58,13.90,0.10,354.00,0.03,47.76,-4.21,0.09
Nifty 50,India,1989.00,,3.02,0.07,15.86,16.21,0.06,346.00,0.03,50.04,-3.36,0.08
Nifty 50,India,1990.00,1048.29,3.02,0.09,27.28,17.49,0.06,368.00,0.06,53.27,-4.49,0.09
Nifty 50,India,1991.00,1908.85,3.28,0.14,19.50,22.71,0.01,303.00,0.06,42.34,,0.08
Nifty 50,India,1992.00,2615.37,3.42,0.12,19.41,28.16,0.05,317.00,0.06,45.54,-2.15,0.07
Nifty 50,India,1993.00,3346.06,3.52,0.06,14.52,31.29,0.05,301.00,0.06,44.45,0.05,0.06
Nifty 50,India,1994.00,3926.90,3.59,0.10,17.16,31.39,0.07,346.00,0.06,54.86,-0.99,0.07
Nifty 50,India,1995.00,3110.49,3.49,0.10,19.03,32.42,0.08,374.00,0.06,64.37,-4.25,0.07
Nifty 50,India,1996.00,3085.20,3.49,0.09,25.23,35.51,0.08,400.00,0.06,69.14,-4.55,0.06
Nifty 50,India,1997.00,3658.98,3.56,0.07,18.33,36.36,0.04,415.00,0.06,68.70,-5.15,0.06
Nifty 50,India,1998.00,3055.41,3.49,0.13,11.35,41.36,0.06,413.00,0.06,66.23,-7.01,0.05
Nifty 50,India,1999.00,5005.82,3.70,0.05,26.10,43.13,0.09,442.00,0.06,69.65,-8.77,0.06
Nifty 50,India,2000.00,3972.12,3.60,0.04,28.44,45.00,0.04,443.00,0.06,74.60,-4.25,0.06
Nifty 50,India,2001.00,3262.33,3.51,0.04,19.39,47.22,0.05,452.00,0.06,74.31,-4.25,0.05
Nifty 50,India,2002.00,3377.28,3.53,0.04,29.46,48.63,0.04,471.00,0.06,80.12,-5.05,0.05
Nifty 50,India,2003.00,5838.96,3.77,0.04,32.13,46.59,0.08,547.00,0.06,94.72,-4.23,0.04
Nifty 50,India,2004.00,6602.69,3.82,0.04,43.15,45.26,0.08,628.00,0.06,112.24,-12.66,0.04
Nifty 50,India,2005.00,9397.93,3.97,0.04,59.41,44.00,0.08,715.00,0.06,131.04,-22.90,0.04
Nifty 50,India,2006.00,13786.91,4.14,0.06,61.96,45.19,0.08,807.00,0.05,162.70,-29.98,0.05
Nifty 50,India,2007.00,20286.99,4.31,0.06,91.69,41.18,0.08,1028.00,0.05,205.20,-49.73,0.05
Nifty 50,India,2008.00,9647.31,3.98,0.08,41.12,43.39,0.03,999.00,0.06,205.00,-62.02,0.04
Nifty 50,India,2009.00,17464.81,4.24,0.11,74.47,48.33,0.08,1102.00,0.06,230.05,-73.43,0.03
Nifty 50,India,2010.00,20509.09,4.31,0.12,89.15,45.65,0.08,1358.00,0.06,285.36,-74.62,0.03
Nifty 50,India,2011.00,15454.92,4.19,0.09,98.56,46.58,0.05,1458.00,0.06,294.23,-119.28,0.03
Nifty 50,India,2012.00,19426.71,4.29,0.09,87.86,53.37,0.05,1444.00,0.06,289.08,-122.91,0.02
Nifty 50,India,2013.00,21170.68,4.33,0.11,97.63,58.51,0.06,1450.00,0.06,283.21,-55.38,0.02
Nifty 50,India,2014.00,27499.42,4.44,0.07,59.29,61.00,0.07,1574.00,0.06,307.21,-60.89,0.03
Nifty 50,India,2015.00,26117.54,4.42,0.05,37.19,64.11,0.08,1606.00,0.06,327.82,-48.31,0.02
Nifty 50,India,2016.00,26626.46,4.43,0.05,51.97,67.16,0.08,1733.00,0.05,347.94,-40.53,0.02
Nifty 50,India,2017.00,34056.83,4.53,0.03,57.88,65.07,0.07,1981.00,0.05,398.20,-83.76,0.02
Nifty 50,India,2018.00,36068.33,4.56,0.04,49.52,68.37,0.07,1997.00,0.05,401.20,-100.38,0.03
Nifty 50,India,2019.00,41253.74,4.62,0.04,59.88,70.38,0.04,2101.00,0.07,382.56,-72.57,0.02
Nifty 50,India,2020.00,47751.33,4.68,0.07,47.02,74.14,-0.08,1901.00,0.06,339.98,-8.31,0.01
Nikkei 225,Japan,1980.00,6867.86,3.84,0.08,21.59,226.58,0.03,9463.00,0.02,71.01,-10.76,0.11
Nikkei 225,Japan,1981.00,7518.55,3.88,0.05,31.77,220.45,0.04,10360.00,0.02,71.70,7.48,0.14
Nikkei 225,Japan,1982.00,7397.27,3.87,0.03,28.52,249.05,0.03,9576.00,0.02,71.96,6.22,0.13
Nikkei 225,Japan,1983.00,8816.24,3.95,0.02,26.19,237.45,0.04,10421.00,0.03,74.24,19.08,0.11
Nikkei 225,Japan,1984.00,10567.53,4.02,0.02,25.88,237.59,0.05,10979.00,0.03,81.16,32.25,0.12
Nikkei 225,Japan,1985.00,12557.45,4.10,0.02,24.09,238.47,0.05,11577.00,0.03,84.14,44.63,0.11
Nikkei 225,Japan,1986.00,16392.74,4.21,0.01,12.51,168.50,0.03,17113.00,0.03,83.98,76.37,0.08
Nikkei 225,Japan,1987.00,23232.14,4.37,,15.40,144.62,0.05,20749.00,0.03,86.87,70.12,0.08
Nikkei 225,Japan,1988.00,27048.26,4.43,0.01,12.58,128.14,0.07,25059.00,0.03,94.91,60.32,0.09
Nikkei 225,Japan,1989.00,34050.78,4.53,0.02,15.86,137.99,0.05,24823.00,0.02,100.40,41.28,0.08
Nikkei 225,Japan,1990.00,29437.18,4.47,0.03,27.28,144.82,0.05,25371.00,0.02,104.65,24.33,0.09
Nikkei 225,Japan,1991.00,24295.57,4.39,0.03,19.50,134.51,0.03,28915.00,0.02,106.64,53.70,0.08
Nikkei 225,Japan,1992.00,18109.08,4.26,0.02,19.41,126.75,0.01,31415.00,0.02,100.55,80.30,0.07
Nikkei 225,Japan,1993.00,19100.00,4.28,0.01,14.52,111.23,-0.01,35682.00,0.03,97.13,95.40,0.06
Nikkei 225,Japan,1994.00,19935.83,4.30,0.01,17.16,102.20,0.01,39200.00,0.03,98.35,93.37,0.07
Nikkei 225,Japan,1995.00,17329.70,4.24,,19.03,94.11,0.03,43429.00,0.03,101.34,68.88,0.07
Nikkei 225,Japan,1996.00,21094.61,4.32,,25.23,108.80,0.03,38437.00,0.03,103.53,20.96,0.06
Nikkei 225,Japan,1997.00,18397.52,4.26,0.02,18.33,121.09,0.01,35022.00,0.04,107.66,46.66,0.06
Nikkei 225,Japan,1998.00,15355.99,4.19,0.01,11.35,130.82,-0.01,31903.00,0.04,100.48,73.27,0.05
Nikkei 225,Japan,1999.00,16823.41,4.23,,26.10,113.71,,36027.00,0.05,101.07,70.92,0.06
Nikkei 225,Japan,2000.00,17145.01,4.23,-0.01,28.44,107.82,0.03,38532.00,0.05,106.05,69.86,0.06
Nikkei 225,Japan,2001.00,12093.56,4.08,-0.01,19.39,121.52,,33846.00,0.05,99.62,28.41,0.05
Nikkei 225,Japan,2002.00,10123.14,4.01,-0.01,29.46,125.27,,32289.00,0.06,98.45,55.59,0.05
Nikkei 225,Japan,2003.00,9311.42,3.97,,32.13,115.92,0.02,34808.00,0.05,102.29,75.37,0.04
Nikkei 225,Japan,2004.00,11179.25,4.05,,43.15,108.16,0.02,37689.00,0.05,107.12,97.35,0.04
Nikkei 225,Japan,2005.00,12422.58,4.09,,59.41,110.14,0.02,37218.00,0.05,108.86,71.78,0.04
Nikkei 225,Japan,2006.00,16110.38,4.21,,61.96,116.35,0.01,35434.00,0.04,113.30,64.06,0.05
Nikkei 225,Japan,2007.00,17002.24,4.23,,91.69,117.77,0.02,35275.00,0.04,116.60,85.46,0.05
Nikkei 225,Japan,2008.00,12165.35,4.09,0.01,41.12,103.38,-0.01,39339.00,0.04,112.83,22.62,0.04
Nikkei 225,Japan,2009.00,9346.11,3.97,-0.01,74.47,93.60,-0.05,40855.00,0.05,89.39,28.82,0.03
Nikkei 225,Japan,2010.00,10006.49,4.00,-0.01,89.15,87.75,0.04,44508.00,0.05,102.78,83.25,0.03
Nikkei 225,Japan,2011.00,9425.42,3.97,,98.56,79.71,,48168.00,0.05,99.93,-33.44,0.03
Nikkei 225,Japan,2012.00,9102.56,3.96,,87.86,79.81,0.01,48603.00,0.05,100.06,-95.94,0.02
Nikkei 225,Japan,2013.00,13577.87,4.13,,97.63,97.56,0.02,40454.00,0.04,99.46,-119.44,0.02
Nikkei 225,Japan,2014.00,15460.43,4.19,0.03,59.29,105.86,,38109.00,0.04,101.24,-119.57,0.03
Nikkei 225,Japan,2015.00,19203.77,4.28,0.01,37.19,121.02,0.01,34524.00,0.04,100.00,-18.39,0.02
Nikkei 225,Japan,2016.00,16920.48,4.23,,51.97,108.76,0.01,38762.00,0.03,100.22,48.78,0.02
Nikkei 225,Japan,2017.00,20209.03,4.31,,57.88,112.14,0.02,38387.00,0.03,102.84,45.27,0.02
Nikkei 225,Japan,2018.00,22310.73,4.35,0.01,49.52,110.43,,39159.00,0.03,103.91,11.56,0.03
Nikkei 225,Japan,2019.00,21697.23,4.34,,59.88,109.03,,40113.00,0.02,101.19,8.66,0.02
Nikkei 225,Japan,2020.00,22705.02,4.36,,47.02,106.76,-0.05,,0.03,90.94,,0.01
HSI,Hong Kong,1980.00,,3.46,,21.59,,0.10,5700.00,,,-0.15,0.11
HSI,Hong Kong,1981.00,,3.46,,31.77,5.59,0.09,5991.00,,,-0.47,0.14
HSI,Hong Kong,1982.00,,3.46,0.11,28.52,6.07,0.03,6134.00,,,0.18,0.13
HSI,Hong Kong,1983.00,,3.46,0.10,26.19,7.26,0.06,5595.00,,,0.54,0.11
HSI,Hong Kong,1984.00,,3.46,0.09,25.88,7.82,0.10,6208.00,,,2.68,0.12
HSI,Hong Kong,1985.00,,3.46,0.04,24.09,7.79,0.01,6543.00,,,3.58,0.11
HSI,Hong Kong,1986.00,,3.46,0.03,12.51,7.80,0.11,7435.00,,,3.74,0.08
HSI,Hong Kong,1987.00,,3.46,0.06,15.40,7.80,0.13,9071.00,,,5.27,0.08
HSI,Hong Kong,1988.00,2884.51,3.46,0.08,12.58,7.81,0.09,10610.00,,,5.33,0.09
HSI,Hong Kong,1989.00,2556.72,3.41,0.10,15.86,7.80,0.02,12098.00,,,7.89,0.08
HSI,Hong Kong,1990.00,2781.05,3.44,0.10,27.28,7.79,0.04,13486.00,,,6.57,0.09
HSI,Hong Kong,1991.00,3027.13,3.48,0.11,19.50,7.77,0.06,15466.00,0.02,,6.05,0.08
HSI,Hong Kong,1992.00,3829.37,3.58,0.10,19.41,7.74,0.06,17976.00,0.02,,5.42,0.07
HSI,Hong Kong,1993.00,5545.98,3.74,0.09,14.52,7.74,0.06,20396.00,0.02,,8.12,0.06
HSI,Hong Kong,1994.00,7695.99,3.89,0.09,17.16,7.73,0.06,22503.00,0.02,,1.57,0.07
HSI,Hong Kong,1995.00,9453.52,3.98,0.09,19.03,7.74,0.02,23497.00,0.03,,-6.48,0.07
HSI,Hong Kong,1996.00,9098.46,3.96,0.06,25.23,7.73,0.04,24818.00,0.03,,-2.37,0.06
HSI,Hong Kong,1997.00,11646.54,4.07,0.06,18.33,7.74,0.05,27330.00,0.02,,-5.95,0.06
HSI,Hong Kong,1998.00,13294.70,4.12,0.03,11.35,7.75,-0.06,25809.00,0.05,,0.91,0.05
HSI,Hong Kong,1999.00,9484.47,3.98,-0.04,26.10,7.76,0.03,25092.00,0.06,,8.56,0.06
HSI,Hong Kong,2000.00,12859.93,4.11,-0.04,28.44,7.79,0.08,25757.00,0.05,7.88,7.57,0.06
HSI,Hong Kong,2001.00,15838.33,4.20,-0.02,19.39,7.80,0.01,25230.00,0.05,6.87,7.95,0.05
HSI,Hong Kong,2002.00,12446.85,4.10,-0.03,29.46,7.80,0.02,24666.00,0.07,5.87,13.57,0.05
HSI,Hong Kong,2003.00,10321.22,4.01,-0.03,32.13,7.79,0.03,23977.00,0.08,5.01,14.68,0.04
HSI,Hong Kong,2004.00,10346.25,4.01,,43.15,7.79,0.09,24928.00,0.07,5.07,14.73,0.04
HSI,Hong Kong,2005.00,12988.18,4.11,0.01,59.41,7.78,0.07,26650.00,0.06,5.10,22.18,0.04
HSI,Hong Kong,2006.00,14402.00,4.16,0.02,61.96,7.77,0.07,28224.00,0.05,5.11,21.60,0.05
HSI,Hong Kong,2007.00,17118.31,4.23,0.02,91.69,7.80,0.06,30594.00,0.04,4.15,22.59,0.05
HSI,Hong Kong,2008.00,23700.45,4.37,0.04,41.12,7.79,0.02,31516.00,0.04,4.05,22.31,0.04
HSI,Hong Kong,2009.00,20606.72,4.31,0.01,74.47,7.75,-0.02,30697.00,0.05,3.70,16.85,0.03
HSI,Hong Kong,2010.00,18203.01,4.26,0.02,89.15,7.77,0.07,32550.00,0.04,3.91,13.43,0.03
HSI,Hong Kong,2011.00,21336.42,4.33,0.05,98.56,7.78,0.05,35142.00,0.03,3.93,9.57,0.03
HSI,Hong Kong,2012.00,21414.34,4.33,0.04,87.86,7.76,0.02,36731.00,0.03,3.95,2.97,0.02
HSI,Hong Kong,2013.00,20686.69,4.32,0.04,97.63,7.76,0.03,38404.00,0.03,3.89,1.65,0.02
HSI,Hong Kong,2014.00,22654.24,4.36,0.04,59.29,7.75,0.03,40315.00,0.03,3.60,0.60,0.03
HSI,Hong Kong,2015.00,23287.69,4.37,0.03,37.19,7.75,0.02,42432.00,0.03,3.45,7.39,0.02
HSI,Hong Kong,2016.00,24145.21,4.38,0.02,51.97,7.76,0.02,43731.00,0.03,3.46,7.33,0.02
HSI,Hong Kong,2017.00,21511.54,4.33,0.01,57.88,7.79,0.04,46166.00,0.03,3.50,3.44,0.02
HSI,Hong Kong,2018.00,26453.67,4.42,0.02,49.52,7.84,0.03,48543.00,0.03,3.52,-0.77,0.03
HSI,Hong Kong,2019.00,28804.14,4.46,0.03,59.88,7.84,-0.02,48354.00,0.03,3.75,5.64,0.02
HSI,Hong Kong,2020.00,27650.63,4.44,,47.02,7.76,-0.06,46324.00,0.06,,6.32,0.01
SZCOMP,China,1980.00,,3.07,,21.59,,0.08,195.00,0.05,,-1.15,0.11
SZCOMP,China,1981.00,,3.07,,31.77,1.71,0.05,197.00,0.05,,,0.14
SZCOMP,China,1982.00,,3.07,,28.52,1.90,0.09,203.00,0.05,,4.81,0.13
SZCOMP,China,1983.00,,3.07,,26.19,1.98,0.11,225.00,0.04,,2.57,0.11
SZCOMP,China,1984.00,,3.07,,25.88,2.33,0.15,251.00,0.03,,0.05,0.12
SZCOMP,China,1985.00,,3.07,,24.09,2.94,0.13,294.00,0.02,,-12.50,0.11
SZCOMP,China,1986.00,,3.07,,12.51,3.46,0.09,282.00,0.02,,-7.39,0.08
SZCOMP,China,1987.00,,3.07,0.07,15.40,3.73,0.12,252.00,0.02,,0.29,0.08
SZCOMP,China,1988.00,,3.07,0.19,12.58,3.73,0.11,284.00,0.02,,-4.06,0.09
SZCOMP,China,1989.00,,3.07,0.18,15.86,3.77,0.04,311.00,0.02,,-4.93,0.08
SZCOMP,China,1990.00,,3.07,0.03,27.28,4.79,0.04,318.00,0.02,,10.67,0.09
SZCOMP,China,1991.00,,3.07,0.04,19.50,5.33,0.09,333.00,0.03,,11.60,0.08
SZCOMP,China,1992.00,,3.07,0.06,19.41,5.52,0.14,366.00,0.03,,5.00,0.07
SZCOMP,China,1993.00,,3.07,0.15,14.52,5.78,0.14,377.00,0.02,,-11.79,0.06
SZCOMP,China,1994.00,,3.07,0.24,17.16,8.64,0.13,473.00,0.02,,7.36,0.07
SZCOMP,China,1995.00,,3.07,0.17,19.03,8.37,0.11,610.00,0.03,,11.96,0.07
SZCOMP,China,1996.00,,3.07,0.08,25.23,8.34,0.10,709.00,0.03,,17.55,0.06
SZCOMP,China,1997.00,1166.51,3.07,0.03,18.33,8.32,0.09,782.00,0.03,,42.82,0.06
SZCOMP,China,1998.00,1257.32,3.10,-0.01,11.35,8.30,0.08,829.00,0.03,,43.84,0.05
SZCOMP,China,1999.00,1381.49,3.14,-0.01,26.10,8.28,0.08,873.00,0.03,,30.64,0.06
SZCOMP,China,2000.00,1897.42,3.28,,28.44,8.28,0.08,959.00,0.03,,28.79,0.06
SZCOMP,China,2001.00,1940.96,3.29,0.01,19.39,8.28,0.08,1053.00,0.03,,28.09,0.05
SZCOMP,China,2002.00,1561.31,3.19,-0.01,29.46,8.28,0.09,1149.00,0.03,,37.38,0.05
SZCOMP,China,2003.00,1467.88,3.17,0.01,32.13,8.28,0.10,1289.00,0.04,,35.82,0.04
SZCOMP,China,2004.00,1467.57,3.17,0.04,43.15,8.28,0.10,1509.00,0.04,625.22,51.17,0.04
SZCOMP,China,2005.00,1144.54,3.06,0.02,59.41,8.19,0.11,1753.00,0.04,733.66,124.63,0.04
SZCOMP,China,2006.00,1687.14,3.23,0.02,61.96,7.97,0.13,2099.00,0.04,893.13,208.92,0.05
SZCOMP,China,2007.00,4329.44,3.64,0.05,91.69,7.61,0.14,2694.00,0.04,1149.72,308.04,0.05
SZCOMP,China,2008.00,2912.90,3.46,0.06,41.12,6.95,0.10,3468.00,0.04,1475.66,348.83,0.04
SZCOMP,China,2009.00,2737.01,3.44,-0.01,74.47,6.83,0.09,3832.00,0.04,1611.95,220.13,0.03
SZCOMP,China,2010.00,2795.88,3.45,0.03,89.15,6.77,0.11,4550.00,0.04,1924.32,222.40,0.03
SZCOMP,China,2011.00,2639.19,3.42,0.06,98.56,6.46,0.10,5618.00,0.04,2421.37,180.89,0.03
SZCOMP,China,2012.00,2211.11,3.34,0.03,87.86,6.31,0.08,6317.00,0.04,2690.09,231.87,0.02
SZCOMP,China,2013.00,2182.52,3.34,0.03,97.63,6.15,0.08,7051.00,0.05,2935.34,234.87,0.02
SZCOMP,China,2014.00,2279.75,3.36,0.02,59.29,6.16,0.07,7679.00,0.05,3184.24,221.55,0.03
SZCOMP,China,2015.00,3657.40,3.56,0.01,37.19,6.28,0.07,8067.00,0.05,3202.50,358.84,0.02
SZCOMP,China,2016.00,2978.14,3.47,0.02,51.97,6.64,0.07,8148.00,0.05,3153.12,255.48,0.02
SZCOMP,China,2017.00,3257.35,3.51,0.02,57.88,6.76,0.07,8879.00,0.04,3460.33,215.70,0.02
SZCOMP,China,2018.00,2920.18,3.47,0.02,49.52,6.61,0.07,9977.00,0.04,3868.46,106.71,0.03
SZCOMP,China,2019.00,2928.94,3.47,0.03,59.88,6.91,0.06,10217.00,0.05,3823.41,164.99,0.02
SZCOMP,China,2020.00,3109.78,3.49,0.02,47.02,6.90,0.02,10500.00,0.05,3853.81,366.14,0.01
DAX 30,Germany,1980.00,480.90,2.68,0.05,21.59,1.82,0.01,6206.00,0.03,,-22.41,0.11
DAX 30,Germany,1981.00,490.40,2.69,0.06,31.77,2.26,0.01,5220.00,0.05,,-16.02,0.14
DAX 30,Germany,1982.00,552.80,2.74,0.05,28.52,2.43,,5069.00,0.07,,-10.51,0.13
DAX 30,Germany,1983.00,774.00,2.89,0.03,26.19,2.55,0.02,5044.00,0.08,,-11.79,0.11
DAX 30,Germany,1984.00,820.90,2.91,0.02,25.88,2.85,0.03,4762.00,0.08,,-10.35,0.12
DAX 30,Germany,1985.00,1366.20,3.14,0.02,24.09,2.94,0.02,4821.00,0.08,,-7.63,0.11
DAX 30,Germany,1986.00,1432.30,3.16,,12.51,2.17,0.02,6883.00,0.08,,-1.98,0.08
DAX 30,Germany,1987.00,1000.00,3.00,,15.40,1.80,0.01,8527.00,0.08,,-2.15,0.08
DAX 30,Germany,1988.00,1327.87,3.12,0.01,12.58,1.76,0.04,9168.00,0.08,,-2.48,0.09
DAX 30,Germany,1989.00,1790.37,3.25,0.03,15.86,1.88,0.04,9083.00,0.07,,-4.41,0.08
DAX 30,Germany,1990.00,1398.20,3.15,0.03,27.28,1.62,0.05,11404.00,0.06,,-1.74,0.09
DAX 30,Germany,1991.00,1578.00,3.20,0.04,19.50,1.66,0.05,11942.00,0.06,237.43,-4.66,0.08
DAX 30,Germany,1992.00,1545.10,3.19,0.05,19.41,1.56,0.02,13518.00,0.08,254.79,-5.47,0.07
DAX 30,Germany,1993.00,2266.70,3.36,0.04,14.52,1.65,-0.01,13049.00,0.09,225.80,0.53,0.06
DAX 30,Germany,1994.00,2106.60,3.32,0.03,17.16,1.62,0.02,13844.00,0.10,234.55,1.84,0.07
DAX 30,Germany,1995.00,2253.90,3.35,0.02,19.03,1.43,0.02,16186.00,0.09,271.52,5.38,0.07
DAX 30,Germany,1996.00,2888.70,3.46,0.01,25.23,1.50,0.01,15588.00,0.10,256.13,9.12,0.06
DAX 30,Germany,1997.00,4224.30,3.63,0.02,18.33,1.73,0.02,13786.00,0.11,228.78,12.19,0.06
DAX 30,Germany,1998.00,5002.39,3.70,0.01,11.35,1.76,0.02,13953.00,0.11,233.65,14.07,0.05
DAX 30,Germany,1999.00,6958.14,3.84,0.01,26.10,1.07,0.02,26735.00,0.11,438.87,12.13,0.06
DAX 30,Germany,2000.00,6433.61,3.81,0.01,28.44,0.92,0.03,23695.00,0.10,400.23,3.30,0.06
DAX 30,Germany,2001.00,5160.10,3.71,0.02,19.39,0.90,0.02,23628.00,0.09,395.80,31.65,0.05
DAX 30,Germany,2002.00,2892.63,3.46,0.01,29.46,0.95,,25197.00,0.10,411.33,88.34,0.05
DAX 30,Germany,2003.00,3965.16,3.60,0.01,32.13,1.13,-0.01,30310.00,0.11,496.31,94.41,0.04
DAX 30,Germany,2004.00,4256.08,3.63,0.02,43.15,1.24,0.01,34107.00,0.11,563.82,146.36,0.04
DAX 30,Germany,2005.00,5408.25,3.73,0.02,59.41,1.24,0.01,34520.00,0.12,571.36,148.05,0.04
DAX 30,Germany,2006.00,6596.91,3.82,0.02,61.96,1.26,0.04,36354.00,0.11,618.70,162.20,0.05
DAX 30,Germany,2007.00,8067.31,3.91,0.02,91.69,1.37,0.03,41640.00,0.09,714.38,231.95,0.05
DAX 30,Germany,2008.00,4810.20,3.68,0.03,41.12,1.47,0.01,45613.00,0.08,750.91,227.47,0.04
DAX 30,Germany,2009.00,5957.43,3.78,,74.47,1.39,-0.06,41650.00,0.08,603.23,170.94,0.03
DAX 30,Germany,2010.00,6914.19,3.84,0.01,89.15,1.33,0.04,41572.00,0.08,669.57,178.90,0.03
DAX 30,Germany,2011.00,5898.35,3.77,0.02,98.56,1.39,0.04,46706.00,0.07,758.60,184.02,0.03
DAX 30,Germany,2012.00,7612.39,3.88,0.02,87.86,1.29,,43856.00,0.07,710.95,215.16,0.02
DAX 30,Germany,2013.00,9552.16,3.98,0.02,97.63,1.33,,46299.00,0.07,743.97,215.01,0.02
DAX 30,Germany,2014.00,9805.55,3.99,0.01,59.29,1.33,0.02,48024.00,0.07,786.55,257.40,0.03
DAX 30,Germany,2015.00,10743.01,4.03,0.01,37.19,1.11,0.01,41103.00,0.06,683.20,255.02,0.02
DAX 30,Germany,2016.00,11481.06,4.06,,51.97,1.11,0.02,42136.00,0.06,716.94,255.97,0.02
DAX 30,Germany,2017.00,12917.64,4.11,0.02,57.88,1.13,0.03,44553.00,0.06,752.02,257.66,0.02
DAX 30,Germany,2018.00,10558.96,4.02,0.02,49.52,1.18,0.01,47811.00,0.05,795.96,243.72,0.03
DAX 30,Germany,2019.00,13249.01,4.12,0.01,59.88,1.12,0.01,46468.00,0.05,737.94,223.82,0.02
DAX 30,Germany,2020.00,13718.78,4.14,0.01,47.02,1.14,-0.05,45724.00,0.06,678.29,221.53,0.01
CAC 40,France,1980.00,394.44,2.60,0.14,21.59,4.23,0.02,1938.00,,19.77,-1.64,0.11
CAC 40,France,1981.00,325.88,2.51,0.13,31.77,5.43,0.01,1693.00,,16.94,-1.38,0.14
CAC 40,France,1982.00,353.24,2.55,0.12,28.52,6.58,0.03,1600.00,,15.58,-2.19,0.13
CAC 40,France,1983.00,552.60,2.74,0.09,26.19,7.62,0.01,1524.00,0.09,14.93,-0.23,0.11
CAC 40,France,1984.00,643.20,2.81,0.08,25.88,8.74,0.02,1436.00,0.10,13.97,0.10,0.12
CAC 40,France,1985.00,930.21,2.97,0.06,24.09,8.99,0.02,1488.00,0.10,14.60,-0.31,0.11
CAC 40,France,1986.00,1403.64,3.15,0.03,12.51,6.93,0.02,2064.00,0.11,19.92,-0.14,0.08
CAC 40,France,1987.00,1000.00,3.00,0.03,15.40,6.01,0.03,2485.00,0.11,23.51,-1.56,0.08
CAC 40,France,1988.00,1573.94,3.20,0.03,12.58,5.96,0.05,2695.00,0.10,25.43,-1.02,0.09
CAC 40,France,1989.00,2001.08,3.30,0.03,15.86,6.38,0.04,2697.00,0.10,25.28,-1.07,0.08
CAC 40,France,1990.00,1509.00,3.18,0.03,27.28,5.44,0.03,3322.00,0.09,31.36,-1.52,0.09
CAC 40,France,1991.00,1765.70,3.25,0.03,19.50,5.64,0.01,3304.00,0.10,30.80,-0.61,0.08
CAC 40,France,1992.00,1857.80,3.27,0.02,19.41,5.30,0.02,3630.00,0.11,33.31,1.43,0.07
CAC 40,France,1993.00,2268.20,3.36,0.02,14.52,5.66,-0.01,3412.00,0.12,30.38,3.39,0.06
CAC 40,France,1994.00,1881.20,3.27,0.02,17.16,5.55,0.02,3582.00,0.12,31.23,3.18,0.07
CAC 40,France,1995.00,1872.00,3.27,0.02,19.03,4.99,0.02,4099.00,0.12,36.32,3.90,0.07
CAC 40,France,1996.00,2315.70,3.36,0.02,25.23,5.12,0.01,4097.00,0.12,35.44,4.36,0.06
CAC 40,France,1997.00,2998.90,3.48,0.01,18.33,5.84,0.02,3694.00,0.12,32.50,6.67,0.06
CAC 40,France,1998.00,3942.66,3.60,0.01,11.35,5.90,0.04,3807.00,0.12,33.61,6.29,0.05
CAC 40,France,1999.00,5958.32,3.78,0.01,26.10,1.07,0.03,24682.00,0.11,215.66,35.72,0.06
CAC 40,France,2000.00,5926.42,3.77,0.02,28.44,0.92,0.04,22420.00,0.10,197.71,18.15,0.06
CAC 40,France,2001.00,4624.58,3.67,0.02,19.39,0.90,0.02,22453.00,0.09,193.29,21.66,0.05
CAC 40,France,2002.00,3063.91,3.49,0.02,29.46,0.95,0.01,24293.00,0.09,203.97,29.88,0.05
CAC 40,France,2003.00,3557.90,3.55,0.02,32.13,1.13,0.01,29634.00,0.09,241.52,26.31,0.04
CAC 40,France,2004.00,3821.16,3.58,0.02,43.15,1.24,0.03,33803.00,0.09,268.87,21.46,0.04
CAC 40,France,2005.00,4715.23,3.67,0.02,59.41,1.24,0.02,34773.00,0.09,269.11,1.88,0.04
CAC 40,France,2006.00,5541.75,3.74,0.02,61.96,1.26,0.02,36474.00,0.09,272.13,-5.41,0.05
CAC 40,France,2007.00,5614.08,3.75,0.01,91.69,1.37,0.02,41561.00,0.08,309.42,-19.00,0.05
CAC 40,France,2008.00,3217.97,3.51,0.03,41.12,1.47,,45519.00,0.07,325.40,-33.94,0.04
CAC 40,France,2009.00,3936.33,3.60,,74.47,1.39,-0.03,41740.00,0.09,286.02,-21.37,0.03
CAC 40,France,2010.00,3804.78,3.58,0.02,89.15,1.33,0.02,40678.00,0.09,273.17,-34.15,0.03
CAC 40,France,2011.00,3159.81,3.50,0.02,98.56,1.39,0.02,43848.00,0.09,297.86,-55.81,0.03
CAC 40,France,2012.00,3641.07,3.56,0.02,87.86,1.29,,40872.00,0.10,278.07,-34.78,0.02
CAC 40,France,2013.00,4295.95,3.63,0.01,97.63,1.33,0.01,42605.00,0.10,291.15,-29.09,0.02
CAC 40,France,2014.00,4272.75,3.63,0.01,59.29,1.33,0.01,43069.00,0.10,293.61,-32.71,0.03
CAC 40,France,2015.00,4637.06,3.67,,37.19,1.11,0.01,36653.00,0.10,254.50,-13.82,0.02
CAC 40,France,2016.00,4862.31,3.69,,51.97,1.11,0.01,37063.00,0.10,254.30,-14.96,0.02
CAC 40,France,2017.00,5312.56,3.73,0.01,57.88,1.13,0.02,38781.00,0.09,263.05,-27.63,0.02
CAC 40,France,2018.00,4730.69,3.67,0.02,49.52,1.18,0.02,41547.00,0.09,275.76,-29.02,0.03
CAC 40,France,2019.00,5978.06,3.78,0.01,59.88,1.12,0.02,40380.00,0.08,266.63,-26.59,0.02
CAC 40,France,2020.00,5551.41,3.74,,47.02,1.14,-0.08,38625.00,0.08,241.71,-57.65,0.01
IEX 35,Spain,1980.00,,3.38,0.16,21.59,71.78,0.02,37.00,,,-0.04,0.11
IEX 35,Spain,1981.00,,3.38,0.15,31.77,92.33,,32.00,,,-0.03,0.14
IEX 35,Spain,1982.00,,3.38,0.14,28.52,109.92,0.01,31.00,,,-0.03,0.13
IEX 35,Spain,1983.00,,3.38,0.12,26.19,143.54,0.02,27.00,,,-0.02,0.11
IEX 35,Spain,1984.00,,3.38,0.11,25.88,160.91,0.02,27.00,,,0.01,0.12
IEX 35,Spain,1985.00,,3.38,0.09,24.09,170.20,0.02,28.00,,,0.01,0.11
IEX 35,Spain,1986.00,,3.38,0.09,12.51,140.14,0.03,39.00,,,0.02,0.08
IEX 35,Spain,1987.00,2407.10,3.38,0.05,15.40,123.51,0.06,50.00,0.20,,-0.02,0.08
IEX 35,Spain,1988.00,2727.50,3.44,0.05,12.58,116.49,0.05,58.00,0.19,,-0.05,0.09
IEX 35,Spain,1989.00,3000.00,3.48,0.07,15.86,118.34,0.05,64.00,0.17,,-0.10,0.08
IEX 35,Spain,1990.00,2248.80,3.35,0.07,27.28,101.95,0.04,83.00,0.15,,-0.13,0.09
IEX 35,Spain,1991.00,2603.30,3.42,0.06,19.50,103.87,0.03,89.00,0.16,,-0.14,0.08
IEX 35,Spain,1992.00,2344.57,3.37,0.06,19.41,102.47,0.01,97.00,0.17,,-0.14,0.07
IEX 35,Spain,1993.00,3615.22,3.56,0.05,14.52,127.31,-0.01,80.00,0.21,,-0.05,0.06
IEX 35,Spain,1994.00,3087.68,3.49,0.05,17.16,133.89,0.02,81.00,0.22,,-0.03,0.07
IEX 35,Spain,1995.00,3630.76,3.56,0.05,19.03,124.68,0.03,93.00,0.21,0.60,-0.04,0.07
IEX 35,Spain,1996.00,5154.77,3.71,0.04,25.23,126.68,0.03,97.00,0.20,0.63,-0.01,0.06
IEX 35,Spain,1997.00,7255.40,3.86,0.02,18.33,146.45,0.04,89.00,0.18,0.59,0.01,0.06
IEX 35,Spain,1998.00,9836.60,3.99,0.02,11.35,149.37,0.04,93.00,0.16,0.62,-0.02,0.05
IEX 35,Spain,1999.00,11641.40,4.07,0.02,26.10,1.07,0.04,15721.00,0.14,103.49,-12.28,0.06
IEX 35,Spain,2000.00,9109.80,3.96,0.03,28.44,0.92,0.05,14750.00,0.12,97.13,-17.69,0.06
IEX 35,Spain,2001.00,8397.60,3.92,0.04,19.39,0.90,0.04,15369.00,0.11,99.40,-14.28,0.05
IEX 35,Spain,2002.00,6036.90,3.78,0.03,29.46,0.95,0.03,17107.00,0.11,108.02,-14.11,0.05
IEX 35,Spain,2003.00,7737.20,3.89,0.03,32.13,1.13,0.03,21511.00,0.11,133.45,-20.02,0.04
IEX 35,Spain,2004.00,9080.80,3.96,0.03,43.15,1.24,0.03,24907.00,0.11,151.49,-39.56,0.04
IEX 35,Spain,2005.00,10733.90,4.03,0.03,59.41,1.24,0.04,26429.00,0.09,158.16,-55.42,0.04
IEX 35,Spain,2006.00,14146.50,4.15,0.04,61.96,1.26,0.04,28389.00,0.08,168.08,-71.77,0.05
IEX 35,Spain,2007.00,15182.29,4.18,0.03,91.69,1.37,0.04,32591.00,0.08,190.13,-85.17,0.05
IEX 35,Spain,2008.00,9195.80,3.96,0.04,41.12,1.47,0.01,35511.00,0.11,207.17,-77.28,0.04
IEX 35,Spain,2009.00,11940.00,4.08,,74.47,1.39,-0.04,32170.00,0.18,172.86,-13.00,0.03
IEX 35,Spain,2010.00,9859.10,3.99,0.02,89.15,1.33,,30532.00,0.20,162.09,-14.57,0.03
IEX 35,Spain,2011.00,8566.30,3.93,0.03,98.56,1.39,-0.01,31678.00,0.21,170.26,4.10,0.03
IEX 35,Spain,2012.00,8167.50,3.91,0.02,87.86,1.29,-0.03,28323.00,0.25,147.38,27.36,0.02
IEX 35,Spain,2013.00,9916.70,4.00,0.01,97.63,1.33,-0.01,29068.00,0.26,151.68,53.24,0.02
IEX 35,Spain,2014.00,10279.50,4.01,,59.29,1.33,0.01,29501.00,0.24,155.09,42.50,0.03
IEX 35,Spain,2015.00,9544.20,3.98,-0.01,37.19,1.11,0.04,25742.00,0.22,135.11,36.35,0.02
IEX 35,Spain,2016.00,9352.10,3.97,,51.97,1.11,0.03,26523.00,0.20,139.01,49.16,0.02
IEX 35,Spain,2017.00,10043.90,4.00,0.02,57.88,1.13,0.03,28170.00,0.17,148.80,47.33,0.02
IEX 35,Spain,2018.00,8539.90,3.93,0.02,49.52,1.18,0.02,30389.00,0.15,158.33,38.70,0.03
IEX 35,Spain,2019.00,9549.20,3.98,0.01,59.88,1.12,0.02,29565.00,0.14,155.49,41.94,0.02
IEX 35,Spain,2020.00,8073.70,3.91,,47.02,1.14,-0.11,27057.00,0.16,143.05,19.10,0.01
1 stock_index country year index_price log_indexprice inflationrate oil_prices exchange_rate gdppercent percapitaincome unemploymentrate manufacturingoutput tradebalance USTreasury
2 NASDAQ United States of America 1980.00 168.61 2.23 0.14 21.59 1.00 0.09 12575.00 0.07 -13.06 0.11
3 NASDAQ United States of America 1981.00 203.15 2.31 0.10 31.77 1.00 0.12 13976.00 0.08 -12.52 0.14
4 NASDAQ United States of America 1982.00 188.98 2.28 0.06 28.52 1.00 0.04 14434.00 0.10 -19.97 0.13
5 NASDAQ United States of America 1983.00 285.43 2.46 0.03 26.19 1.00 0.09 15544.00 0.10 -51.64 0.11
6 NASDAQ United States of America 1984.00 248.89 2.40 0.04 25.88 1.00 0.11 17121.00 0.08 -102.73 0.12
7 NASDAQ United States of America 1985.00 290.25 2.46 0.04 24.09 1.00 0.07 18237.00 0.07 -114.02 0.11
8 NASDAQ United States of America 1986.00 366.97 2.56 0.02 12.51 1.00 0.06 19071.00 0.07 -131.87 0.08
9 NASDAQ United States of America 1987.00 402.57 2.60 0.04 15.40 1.00 0.06 20039.00 0.06 -144.77 0.08
10 NASDAQ United States of America 1988.00 374.43 2.57 0.04 12.58 1.00 0.08 21417.00 0.05 -109.39 0.09
11 NASDAQ United States of America 1989.00 437.80 2.64 0.05 15.86 1.00 0.08 22857.00 0.05 -86.74 0.08
12 NASDAQ United States of America 1990.00 409.18 2.61 0.05 27.28 1.00 0.02 23889.00 0.06 182.19 -77.85 0.09
13 NASDAQ United States of America 1991.00 491.69 2.69 0.04 19.50 1.00 24342.00 0.07 185.83 -28.61 0.08
14 NASDAQ United States of America 1992.00 599.26 2.78 0.03 19.41 1.00 0.04 25419.00 0.07 189.27 -34.74 0.07
15 NASDAQ United States of America 1993.00 715.16 2.85 0.03 14.52 1.00 0.03 26387.00 0.07 166.43 -65.17 0.06
16 NASDAQ United States of America 1994.00 751.65 2.88 0.03 17.16 1.00 0.04 27695.00 0.06 187.05 -92.49 0.07
17 NASDAQ United States of America 1995.00 925.19 2.97 0.03 19.03 1.00 0.03 28691.00 0.06 208.44 -89.76 0.07
18 NASDAQ United States of America 1996.00 1164.95 3.07 0.03 25.23 1.00 0.04 29968.00 0.05 216.82 -96.38 0.06
19 NASDAQ United States of America 1997.00 1469.49 3.17 0.02 18.33 1.00 0.04 31459.00 0.05 235.67 -101.97 0.06
20 NASDAQ United States of America 1998.00 1794.91 3.25 0.02 11.35 1.00 0.05 32854.00 0.05 240.04 -162.71 0.05
21 NASDAQ United States of America 1999.00 2728.15 3.44 0.02 26.10 1.00 0.05 34514.00 0.04 234.62 -255.83 0.06
22 NASDAQ United States of America 2000.00 3783.67 3.58 0.03 28.44 1.00 0.04 36335.00 0.04 223.42 -375.05 0.06
23 NASDAQ United States of America 2001.00 2035.00 3.31 0.03 19.39 1.00 0.01 37133.00 0.05 205.70 -367.93 0.05
24 NASDAQ United States of America 2002.00 1539.73 3.19 0.02 29.46 1.00 0.02 38023.00 0.06 217.95 -425.40 0.05
25 NASDAQ United States of America 2003.00 1647.17 3.22 0.02 32.13 1.00 0.03 39496.00 0.06 240.22 -503.13 0.04
26 NASDAQ United States of America 2004.00 1986.53 3.30 0.03 43.15 1.00 0.04 41713.00 0.06 267.20 -619.08 0.04
27 NASDAQ United States of America 2005.00 2099.32 3.32 0.03 59.41 1.00 0.04 44115.00 0.05 268.36 -721.19 0.04
28 NASDAQ United States of America 2006.00 2263.41 3.35 0.03 61.96 1.00 0.03 46299.00 0.05 277.32 -770.93 0.05
29 NASDAQ United States of America 2007.00 2578.47 3.41 0.03 91.69 1.00 0.02 47976.00 0.05 299.29 -718.43 0.05
30 NASDAQ United States of America 2008.00 2161.65 3.33 0.04 41.12 1.00 48383.00 0.06 278.83 -723.09 0.04
31 NASDAQ United States of America 2009.00 1845.38 3.27 74.47 1.00 -0.03 47100.00 0.09 221.24 -396.45 0.03
32 NASDAQ United States of America 2010.00 2349.89 3.37 0.02 89.15 1.00 0.03 48467.00 0.10 236.41 -513.90 0.03
33 NASDAQ United States of America 2011.00 2677.44 3.43 0.03 98.56 1.00 0.02 49883.00 0.09 249.95 -579.46 0.03
34 NASDAQ United States of America 2012.00 2965.56 3.47 0.02 87.86 1.00 0.02 51603.00 0.08 252.36 -568.57 0.02
35 NASDAQ United States of America 2013.00 3541.29 3.55 0.01 97.63 1.00 0.02 53107.00 0.07 265.61 -490.78 0.02
36 NASDAQ United States of America 2014.00 4375.10 3.64 0.02 59.29 1.00 0.02 55050.00 0.06 287.86 -507.66 0.03
37 NASDAQ United States of America 2015.00 4945.55 3.69 37.19 1.00 0.03 56863.00 0.05 274.30 -526.57 0.02
38 NASDAQ United States of America 2016.00 4987.79 3.70 0.01 51.97 1.00 0.02 58021.00 0.05 245.73 -512.51 0.02
39 NASDAQ United States of America 2017.00 6235.30 3.79 0.02 57.88 1.00 0.02 60110.00 0.04 242.59 -555.53 0.02
40 NASDAQ United States of America 2018.00 7425.96 3.87 0.02 49.52 1.00 0.03 63064.00 0.04 256.36 -609.46 0.03
41 NASDAQ United States of America 2019.00 7940.36 3.90 0.02 59.88 1.00 0.02 65280.00 0.04 245.75 -610.47 0.02
42 NASDAQ United States of America 2020.00 10201.51 4.01 0.01 47.02 1.00 -0.03 63544.00 0.08 227.14 0.01
43 FTSE 100 United Kingdom 1980.00 3.33 0.18 21.59 2.32 -0.02 10032.00 0.05 12.30 0.11
44 FTSE 100 United Kingdom 1981.00 3.33 0.12 31.77 2.02 -0.01 9599.00 0.04 15.24 0.14
45 FTSE 100 United Kingdom 1982.00 3.33 0.09 28.52 1.75 0.02 9145.00 0.04 9.77 0.13
46 FTSE 100 United Kingdom 1983.00 3.33 0.05 26.19 1.52 0.04 8691.00 0.04 4.69 0.11
47 FTSE 100 United Kingdom 1984.00 3.33 0.05 25.88 1.34 0.02 8179.00 0.04 -0.30 0.12
48 FTSE 100 United Kingdom 1985.00 3.33 0.06 24.09 1.30 0.04 8652.00 0.05 5.39 0.11
49 FTSE 100 United Kingdom 1986.00 3.33 0.03 12.51 1.47 0.03 10611.00 0.04 -3.63 0.08
50 FTSE 100 United Kingdom 1987.00 3.33 0.04 15.40 1.64 0.05 13118.00 0.05 -7.00 0.08
51 FTSE 100 United Kingdom 1988.00 3.33 0.04 12.58 1.78 0.06 15988.00 0.05 -29.79 0.09
52 FTSE 100 United Kingdom 1989.00 3.33 0.06 15.86 1.64 0.03 16240.00 0.05 -33.87 0.08
53 FTSE 100 United Kingdom 1990.00 2143.50 3.33 0.08 27.28 1.78 0.01 19096.00 0.07 182.19 -20.30 0.09
54 FTSE 100 United Kingdom 1991.00 2493.10 3.40 0.07 19.50 1.77 -0.01 19900.00 0.09 185.83 -4.36 0.08
55 FTSE 100 United Kingdom 1992.00 2846.50 3.45 0.05 19.41 1.77 20488.00 0.10 189.27 -8.49 0.07
56 FTSE 100 United Kingdom 1993.00 3418.40 3.53 0.03 14.52 1.50 0.02 18390.00 0.10 166.43 -3.90 0.06
57 FTSE 100 United Kingdom 1994.00 3065.50 3.49 0.02 17.16 1.53 0.04 19708.00 0.10 187.05 -0.31 0.07
58 FTSE 100 United Kingdom 1995.00 3689.30 3.57 0.03 19.03 1.58 0.03 23125.00 0.09 208.44 3.66 0.07
59 FTSE 100 United Kingdom 1996.00 4118.50 3.61 0.03 25.23 1.56 0.02 24335.00 0.08 216.82 2.38 0.06
60 FTSE 100 United Kingdom 1997.00 5135.50 3.71 0.02 18.33 1.64 0.05 26718.00 0.07 235.67 6.97 0.06
61 FTSE 100 United Kingdom 1998.00 5882.58 3.77 0.02 11.35 1.66 0.04 28238.00 0.06 240.04 -11.17 0.05
62 FTSE 100 United Kingdom 1999.00 6930.20 3.84 0.02 26.10 1.62 0.03 28668.00 0.06 234.62 -24.12 0.06
63 FTSE 100 United Kingdom 2000.00 6222.46 3.79 0.01 28.44 1.52 0.04 28155.00 0.06 223.42 -29.59 0.06
64 FTSE 100 United Kingdom 2001.00 5217.35 3.72 0.02 19.39 1.44 0.03 27719.00 0.05 205.70 -37.30 0.05
65 FTSE 100 United Kingdom 2002.00 3940.36 3.60 0.02 29.46 1.50 0.02 29982.00 0.05 217.95 -47.84 0.05
66 FTSE 100 United Kingdom 2003.00 4476.87 3.65 0.01 32.13 1.63 0.03 34385.00 0.05 240.22 -45.90 0.04
67 FTSE 100 United Kingdom 2004.00 4814.30 3.68 0.01 43.15 1.83 0.02 40210.00 0.05 267.20 -61.87 0.04
68 FTSE 100 United Kingdom 2005.00 5618.76 3.75 0.02 59.41 1.82 0.03 41933.00 0.05 268.36 -61.73 0.04
69 FTSE 100 United Kingdom 2006.00 6220.81 3.79 0.02 61.96 1.84 0.03 44474.00 0.05 277.32 -57.48 0.05
70 FTSE 100 United Kingdom 2007.00 6456.91 3.81 0.02 91.69 2.00 0.02 50448.00 0.05 299.29 -63.22 0.05
71 FTSE 100 United Kingdom 2008.00 4434.17 3.65 0.04 41.12 1.85 47270.00 0.06 278.83 -63.77 0.04
72 FTSE 100 United Kingdom 2009.00 5412.88 3.73 0.02 74.47 1.57 -0.04 38736.00 0.08 221.24 -38.74 0.03
73 FTSE 100 United Kingdom 2010.00 5899.94 3.77 0.02 89.15 1.55 0.02 39537.00 0.08 236.41 -48.09 0.03
74 FTSE 100 United Kingdom 2011.00 5572.28 3.75 0.04 98.56 1.60 0.01 42048.00 0.08 249.95 -25.37 0.03
75 FTSE 100 United Kingdom 2012.00 5897.81 3.77 0.03 87.86 1.59 0.01 42449.00 0.08 252.36 -33.47 0.02
76 FTSE 100 United Kingdom 2013.00 6749.09 3.83 0.02 97.63 1.56 0.02 43401.00 0.08 265.61 -39.09 0.02
77 FTSE 100 United Kingdom 2014.00 6566.09 3.82 0.01 59.29 1.65 0.03 47452.00 0.06 287.86 -47.61 0.03
78 FTSE 100 United Kingdom 2015.00 6242.32 3.80 37.19 1.53 0.02 45039.00 0.05 274.30 -43.19 0.02
79 FTSE 100 United Kingdom 2016.00 7142.83 3.85 0.01 51.97 1.36 0.02 41048.00 0.05 245.73 -48.76 0.02
80 FTSE 100 United Kingdom 2017.00 7687.77 3.89 0.03 57.88 1.29 0.02 40306.00 0.04 242.59 -38.47 0.02
81 FTSE 100 United Kingdom 2018.00 6728.13 3.83 0.02 49.52 1.34 0.01 42996.00 0.04 256.36 -34.00 0.03
82 FTSE 100 United Kingdom 2019.00 7542.44 3.88 0.02 59.88 1.28 0.01 42354.00 0.04 245.75 -35.06 0.02
83 FTSE 100 United Kingdom 2020.00 6460.52 3.81 0.01 47.02 1.28 -0.10 40285.00 0.04 227.14 -9.69 0.01
84 Nifty 50 India 1980.00 3.02 0.11 21.59 7.89 0.07 267.00 0.03 31.21 -5.79 0.11
85 Nifty 50 India 1981.00 3.02 0.13 31.77 8.68 0.06 270.00 0.03 32.45 -5.10 0.14
86 Nifty 50 India 1982.00 3.02 0.08 28.52 9.48 0.03 274.00 0.03 32.86 -4.33 0.13
87 Nifty 50 India 1983.00 3.02 0.12 26.19 10.10 0.07 291.00 0.03 36.37 -4.40 0.11
88 Nifty 50 India 1984.00 3.02 0.08 25.88 11.35 0.04 277.00 0.03 35.45 -3.06 0.12
89 Nifty 50 India 1985.00 3.02 0.06 24.09 12.33 0.05 296.00 0.03 38.17 -5.56 0.11
90 Nifty 50 India 1986.00 3.02 0.09 12.51 12.60 0.05 310.00 0.03 40.39 -4.55 0.08
91 Nifty 50 India 1987.00 3.02 0.09 15.40 12.95 0.04 340.00 0.03 45.23 -3.84 0.08
92 Nifty 50 India 1988.00 3.02 0.09 12.58 13.90 0.10 354.00 0.03 47.76 -4.21 0.09
93 Nifty 50 India 1989.00 3.02 0.07 15.86 16.21 0.06 346.00 0.03 50.04 -3.36 0.08
94 Nifty 50 India 1990.00 1048.29 3.02 0.09 27.28 17.49 0.06 368.00 0.06 53.27 -4.49 0.09
95 Nifty 50 India 1991.00 1908.85 3.28 0.14 19.50 22.71 0.01 303.00 0.06 42.34 0.08
96 Nifty 50 India 1992.00 2615.37 3.42 0.12 19.41 28.16 0.05 317.00 0.06 45.54 -2.15 0.07
97 Nifty 50 India 1993.00 3346.06 3.52 0.06 14.52 31.29 0.05 301.00 0.06 44.45 0.05 0.06
98 Nifty 50 India 1994.00 3926.90 3.59 0.10 17.16 31.39 0.07 346.00 0.06 54.86 -0.99 0.07
99 Nifty 50 India 1995.00 3110.49 3.49 0.10 19.03 32.42 0.08 374.00 0.06 64.37 -4.25 0.07
100 Nifty 50 India 1996.00 3085.20 3.49 0.09 25.23 35.51 0.08 400.00 0.06 69.14 -4.55 0.06
101 Nifty 50 India 1997.00 3658.98 3.56 0.07 18.33 36.36 0.04 415.00 0.06 68.70 -5.15 0.06
102 Nifty 50 India 1998.00 3055.41 3.49 0.13 11.35 41.36 0.06 413.00 0.06 66.23 -7.01 0.05
103 Nifty 50 India 1999.00 5005.82 3.70 0.05 26.10 43.13 0.09 442.00 0.06 69.65 -8.77 0.06
104 Nifty 50 India 2000.00 3972.12 3.60 0.04 28.44 45.00 0.04 443.00 0.06 74.60 -4.25 0.06
105 Nifty 50 India 2001.00 3262.33 3.51 0.04 19.39 47.22 0.05 452.00 0.06 74.31 -4.25 0.05
106 Nifty 50 India 2002.00 3377.28 3.53 0.04 29.46 48.63 0.04 471.00 0.06 80.12 -5.05 0.05
107 Nifty 50 India 2003.00 5838.96 3.77 0.04 32.13 46.59 0.08 547.00 0.06 94.72 -4.23 0.04
108 Nifty 50 India 2004.00 6602.69 3.82 0.04 43.15 45.26 0.08 628.00 0.06 112.24 -12.66 0.04
109 Nifty 50 India 2005.00 9397.93 3.97 0.04 59.41 44.00 0.08 715.00 0.06 131.04 -22.90 0.04
110 Nifty 50 India 2006.00 13786.91 4.14 0.06 61.96 45.19 0.08 807.00 0.05 162.70 -29.98 0.05
111 Nifty 50 India 2007.00 20286.99 4.31 0.06 91.69 41.18 0.08 1028.00 0.05 205.20 -49.73 0.05
112 Nifty 50 India 2008.00 9647.31 3.98 0.08 41.12 43.39 0.03 999.00 0.06 205.00 -62.02 0.04
113 Nifty 50 India 2009.00 17464.81 4.24 0.11 74.47 48.33 0.08 1102.00 0.06 230.05 -73.43 0.03
114 Nifty 50 India 2010.00 20509.09 4.31 0.12 89.15 45.65 0.08 1358.00 0.06 285.36 -74.62 0.03
115 Nifty 50 India 2011.00 15454.92 4.19 0.09 98.56 46.58 0.05 1458.00 0.06 294.23 -119.28 0.03
116 Nifty 50 India 2012.00 19426.71 4.29 0.09 87.86 53.37 0.05 1444.00 0.06 289.08 -122.91 0.02
117 Nifty 50 India 2013.00 21170.68 4.33 0.11 97.63 58.51 0.06 1450.00 0.06 283.21 -55.38 0.02
118 Nifty 50 India 2014.00 27499.42 4.44 0.07 59.29 61.00 0.07 1574.00 0.06 307.21 -60.89 0.03
119 Nifty 50 India 2015.00 26117.54 4.42 0.05 37.19 64.11 0.08 1606.00 0.06 327.82 -48.31 0.02
120 Nifty 50 India 2016.00 26626.46 4.43 0.05 51.97 67.16 0.08 1733.00 0.05 347.94 -40.53 0.02
121 Nifty 50 India 2017.00 34056.83 4.53 0.03 57.88 65.07 0.07 1981.00 0.05 398.20 -83.76 0.02
122 Nifty 50 India 2018.00 36068.33 4.56 0.04 49.52 68.37 0.07 1997.00 0.05 401.20 -100.38 0.03
123 Nifty 50 India 2019.00 41253.74 4.62 0.04 59.88 70.38 0.04 2101.00 0.07 382.56 -72.57 0.02
124 Nifty 50 India 2020.00 47751.33 4.68 0.07 47.02 74.14 -0.08 1901.00 0.06 339.98 -8.31 0.01
125 Nikkei 225 Japan 1980.00 6867.86 3.84 0.08 21.59 226.58 0.03 9463.00 0.02 71.01 -10.76 0.11
126 Nikkei 225 Japan 1981.00 7518.55 3.88 0.05 31.77 220.45 0.04 10360.00 0.02 71.70 7.48 0.14
127 Nikkei 225 Japan 1982.00 7397.27 3.87 0.03 28.52 249.05 0.03 9576.00 0.02 71.96 6.22 0.13
128 Nikkei 225 Japan 1983.00 8816.24 3.95 0.02 26.19 237.45 0.04 10421.00 0.03 74.24 19.08 0.11
129 Nikkei 225 Japan 1984.00 10567.53 4.02 0.02 25.88 237.59 0.05 10979.00 0.03 81.16 32.25 0.12
130 Nikkei 225 Japan 1985.00 12557.45 4.10 0.02 24.09 238.47 0.05 11577.00 0.03 84.14 44.63 0.11
131 Nikkei 225 Japan 1986.00 16392.74 4.21 0.01 12.51 168.50 0.03 17113.00 0.03 83.98 76.37 0.08
132 Nikkei 225 Japan 1987.00 23232.14 4.37 15.40 144.62 0.05 20749.00 0.03 86.87 70.12 0.08
133 Nikkei 225 Japan 1988.00 27048.26 4.43 0.01 12.58 128.14 0.07 25059.00 0.03 94.91 60.32 0.09
134 Nikkei 225 Japan 1989.00 34050.78 4.53 0.02 15.86 137.99 0.05 24823.00 0.02 100.40 41.28 0.08
135 Nikkei 225 Japan 1990.00 29437.18 4.47 0.03 27.28 144.82 0.05 25371.00 0.02 104.65 24.33 0.09
136 Nikkei 225 Japan 1991.00 24295.57 4.39 0.03 19.50 134.51 0.03 28915.00 0.02 106.64 53.70 0.08
137 Nikkei 225 Japan 1992.00 18109.08 4.26 0.02 19.41 126.75 0.01 31415.00 0.02 100.55 80.30 0.07
138 Nikkei 225 Japan 1993.00 19100.00 4.28 0.01 14.52 111.23 -0.01 35682.00 0.03 97.13 95.40 0.06
139 Nikkei 225 Japan 1994.00 19935.83 4.30 0.01 17.16 102.20 0.01 39200.00 0.03 98.35 93.37 0.07
140 Nikkei 225 Japan 1995.00 17329.70 4.24 19.03 94.11 0.03 43429.00 0.03 101.34 68.88 0.07
141 Nikkei 225 Japan 1996.00 21094.61 4.32 25.23 108.80 0.03 38437.00 0.03 103.53 20.96 0.06
142 Nikkei 225 Japan 1997.00 18397.52 4.26 0.02 18.33 121.09 0.01 35022.00 0.04 107.66 46.66 0.06
143 Nikkei 225 Japan 1998.00 15355.99 4.19 0.01 11.35 130.82 -0.01 31903.00 0.04 100.48 73.27 0.05
144 Nikkei 225 Japan 1999.00 16823.41 4.23 26.10 113.71 36027.00 0.05 101.07 70.92 0.06
145 Nikkei 225 Japan 2000.00 17145.01 4.23 -0.01 28.44 107.82 0.03 38532.00 0.05 106.05 69.86 0.06
146 Nikkei 225 Japan 2001.00 12093.56 4.08 -0.01 19.39 121.52 33846.00 0.05 99.62 28.41 0.05
147 Nikkei 225 Japan 2002.00 10123.14 4.01 -0.01 29.46 125.27 32289.00 0.06 98.45 55.59 0.05
148 Nikkei 225 Japan 2003.00 9311.42 3.97 32.13 115.92 0.02 34808.00 0.05 102.29 75.37 0.04
149 Nikkei 225 Japan 2004.00 11179.25 4.05 43.15 108.16 0.02 37689.00 0.05 107.12 97.35 0.04
150 Nikkei 225 Japan 2005.00 12422.58 4.09 59.41 110.14 0.02 37218.00 0.05 108.86 71.78 0.04
151 Nikkei 225 Japan 2006.00 16110.38 4.21 61.96 116.35 0.01 35434.00 0.04 113.30 64.06 0.05
152 Nikkei 225 Japan 2007.00 17002.24 4.23 91.69 117.77 0.02 35275.00 0.04 116.60 85.46 0.05
153 Nikkei 225 Japan 2008.00 12165.35 4.09 0.01 41.12 103.38 -0.01 39339.00 0.04 112.83 22.62 0.04
154 Nikkei 225 Japan 2009.00 9346.11 3.97 -0.01 74.47 93.60 -0.05 40855.00 0.05 89.39 28.82 0.03
155 Nikkei 225 Japan 2010.00 10006.49 4.00 -0.01 89.15 87.75 0.04 44508.00 0.05 102.78 83.25 0.03
156 Nikkei 225 Japan 2011.00 9425.42 3.97 98.56 79.71 48168.00 0.05 99.93 -33.44 0.03
157 Nikkei 225 Japan 2012.00 9102.56 3.96 87.86 79.81 0.01 48603.00 0.05 100.06 -95.94 0.02
158 Nikkei 225 Japan 2013.00 13577.87 4.13 97.63 97.56 0.02 40454.00 0.04 99.46 -119.44 0.02
159 Nikkei 225 Japan 2014.00 15460.43 4.19 0.03 59.29 105.86 38109.00 0.04 101.24 -119.57 0.03
160 Nikkei 225 Japan 2015.00 19203.77 4.28 0.01 37.19 121.02 0.01 34524.00 0.04 100.00 -18.39 0.02
161 Nikkei 225 Japan 2016.00 16920.48 4.23 51.97 108.76 0.01 38762.00 0.03 100.22 48.78 0.02
162 Nikkei 225 Japan 2017.00 20209.03 4.31 57.88 112.14 0.02 38387.00 0.03 102.84 45.27 0.02
163 Nikkei 225 Japan 2018.00 22310.73 4.35 0.01 49.52 110.43 39159.00 0.03 103.91 11.56 0.03
164 Nikkei 225 Japan 2019.00 21697.23 4.34 59.88 109.03 40113.00 0.02 101.19 8.66 0.02
165 Nikkei 225 Japan 2020.00 22705.02 4.36 47.02 106.76 -0.05 0.03 90.94 0.01
166 HSI Hong Kong 1980.00 3.46 21.59 0.10 5700.00 -0.15 0.11
167 HSI Hong Kong 1981.00 3.46 31.77 5.59 0.09 5991.00 -0.47 0.14
168 HSI Hong Kong 1982.00 3.46 0.11 28.52 6.07 0.03 6134.00 0.18 0.13
169 HSI Hong Kong 1983.00 3.46 0.10 26.19 7.26 0.06 5595.00 0.54 0.11
170 HSI Hong Kong 1984.00 3.46 0.09 25.88 7.82 0.10 6208.00 2.68 0.12
171 HSI Hong Kong 1985.00 3.46 0.04 24.09 7.79 0.01 6543.00 3.58 0.11
172 HSI Hong Kong 1986.00 3.46 0.03 12.51 7.80 0.11 7435.00 3.74 0.08
173 HSI Hong Kong 1987.00 3.46 0.06 15.40 7.80 0.13 9071.00 5.27 0.08
174 HSI Hong Kong 1988.00 2884.51 3.46 0.08 12.58 7.81 0.09 10610.00 5.33 0.09
175 HSI Hong Kong 1989.00 2556.72 3.41 0.10 15.86 7.80 0.02 12098.00 7.89 0.08
176 HSI Hong Kong 1990.00 2781.05 3.44 0.10 27.28 7.79 0.04 13486.00 6.57 0.09
177 HSI Hong Kong 1991.00 3027.13 3.48 0.11 19.50 7.77 0.06 15466.00 0.02 6.05 0.08
178 HSI Hong Kong 1992.00 3829.37 3.58 0.10 19.41 7.74 0.06 17976.00 0.02 5.42 0.07
179 HSI Hong Kong 1993.00 5545.98 3.74 0.09 14.52 7.74 0.06 20396.00 0.02 8.12 0.06
180 HSI Hong Kong 1994.00 7695.99 3.89 0.09 17.16 7.73 0.06 22503.00 0.02 1.57 0.07
181 HSI Hong Kong 1995.00 9453.52 3.98 0.09 19.03 7.74 0.02 23497.00 0.03 -6.48 0.07
182 HSI Hong Kong 1996.00 9098.46 3.96 0.06 25.23 7.73 0.04 24818.00 0.03 -2.37 0.06
183 HSI Hong Kong 1997.00 11646.54 4.07 0.06 18.33 7.74 0.05 27330.00 0.02 -5.95 0.06
184 HSI Hong Kong 1998.00 13294.70 4.12 0.03 11.35 7.75 -0.06 25809.00 0.05 0.91 0.05
185 HSI Hong Kong 1999.00 9484.47 3.98 -0.04 26.10 7.76 0.03 25092.00 0.06 8.56 0.06
186 HSI Hong Kong 2000.00 12859.93 4.11 -0.04 28.44 7.79 0.08 25757.00 0.05 7.88 7.57 0.06
187 HSI Hong Kong 2001.00 15838.33 4.20 -0.02 19.39 7.80 0.01 25230.00 0.05 6.87 7.95 0.05
188 HSI Hong Kong 2002.00 12446.85 4.10 -0.03 29.46 7.80 0.02 24666.00 0.07 5.87 13.57 0.05
189 HSI Hong Kong 2003.00 10321.22 4.01 -0.03 32.13 7.79 0.03 23977.00 0.08 5.01 14.68 0.04
190 HSI Hong Kong 2004.00 10346.25 4.01 43.15 7.79 0.09 24928.00 0.07 5.07 14.73 0.04
191 HSI Hong Kong 2005.00 12988.18 4.11 0.01 59.41 7.78 0.07 26650.00 0.06 5.10 22.18 0.04
192 HSI Hong Kong 2006.00 14402.00 4.16 0.02 61.96 7.77 0.07 28224.00 0.05 5.11 21.60 0.05
193 HSI Hong Kong 2007.00 17118.31 4.23 0.02 91.69 7.80 0.06 30594.00 0.04 4.15 22.59 0.05
194 HSI Hong Kong 2008.00 23700.45 4.37 0.04 41.12 7.79 0.02 31516.00 0.04 4.05 22.31 0.04
195 HSI Hong Kong 2009.00 20606.72 4.31 0.01 74.47 7.75 -0.02 30697.00 0.05 3.70 16.85 0.03
196 HSI Hong Kong 2010.00 18203.01 4.26 0.02 89.15 7.77 0.07 32550.00 0.04 3.91 13.43 0.03
197 HSI Hong Kong 2011.00 21336.42 4.33 0.05 98.56 7.78 0.05 35142.00 0.03 3.93 9.57 0.03
198 HSI Hong Kong 2012.00 21414.34 4.33 0.04 87.86 7.76 0.02 36731.00 0.03 3.95 2.97 0.02
199 HSI Hong Kong 2013.00 20686.69 4.32 0.04 97.63 7.76 0.03 38404.00 0.03 3.89 1.65 0.02
200 HSI Hong Kong 2014.00 22654.24 4.36 0.04 59.29 7.75 0.03 40315.00 0.03 3.60 0.60 0.03
201 HSI Hong Kong 2015.00 23287.69 4.37 0.03 37.19 7.75 0.02 42432.00 0.03 3.45 7.39 0.02
202 HSI Hong Kong 2016.00 24145.21 4.38 0.02 51.97 7.76 0.02 43731.00 0.03 3.46 7.33 0.02
203 HSI Hong Kong 2017.00 21511.54 4.33 0.01 57.88 7.79 0.04 46166.00 0.03 3.50 3.44 0.02
204 HSI Hong Kong 2018.00 26453.67 4.42 0.02 49.52 7.84 0.03 48543.00 0.03 3.52 -0.77 0.03
205 HSI Hong Kong 2019.00 28804.14 4.46 0.03 59.88 7.84 -0.02 48354.00 0.03 3.75 5.64 0.02
206 HSI Hong Kong 2020.00 27650.63 4.44 47.02 7.76 -0.06 46324.00 0.06 6.32 0.01
207 SZCOMP China 1980.00 3.07 21.59 0.08 195.00 0.05 -1.15 0.11
208 SZCOMP China 1981.00 3.07 31.77 1.71 0.05 197.00 0.05 0.14
209 SZCOMP China 1982.00 3.07 28.52 1.90 0.09 203.00 0.05 4.81 0.13
210 SZCOMP China 1983.00 3.07 26.19 1.98 0.11 225.00 0.04 2.57 0.11
211 SZCOMP China 1984.00 3.07 25.88 2.33 0.15 251.00 0.03 0.05 0.12
212 SZCOMP China 1985.00 3.07 24.09 2.94 0.13 294.00 0.02 -12.50 0.11
213 SZCOMP China 1986.00 3.07 12.51 3.46 0.09 282.00 0.02 -7.39 0.08
214 SZCOMP China 1987.00 3.07 0.07 15.40 3.73 0.12 252.00 0.02 0.29 0.08
215 SZCOMP China 1988.00 3.07 0.19 12.58 3.73 0.11 284.00 0.02 -4.06 0.09
216 SZCOMP China 1989.00 3.07 0.18 15.86 3.77 0.04 311.00 0.02 -4.93 0.08
217 SZCOMP China 1990.00 3.07 0.03 27.28 4.79 0.04 318.00 0.02 10.67 0.09
218 SZCOMP China 1991.00 3.07 0.04 19.50 5.33 0.09 333.00 0.03 11.60 0.08
219 SZCOMP China 1992.00 3.07 0.06 19.41 5.52 0.14 366.00 0.03 5.00 0.07
220 SZCOMP China 1993.00 3.07 0.15 14.52 5.78 0.14 377.00 0.02 -11.79 0.06
221 SZCOMP China 1994.00 3.07 0.24 17.16 8.64 0.13 473.00 0.02 7.36 0.07
222 SZCOMP China 1995.00 3.07 0.17 19.03 8.37 0.11 610.00 0.03 11.96 0.07
223 SZCOMP China 1996.00 3.07 0.08 25.23 8.34 0.10 709.00 0.03 17.55 0.06
224 SZCOMP China 1997.00 1166.51 3.07 0.03 18.33 8.32 0.09 782.00 0.03 42.82 0.06
225 SZCOMP China 1998.00 1257.32 3.10 -0.01 11.35 8.30 0.08 829.00 0.03 43.84 0.05
226 SZCOMP China 1999.00 1381.49 3.14 -0.01 26.10 8.28 0.08 873.00 0.03 30.64 0.06
227 SZCOMP China 2000.00 1897.42 3.28 28.44 8.28 0.08 959.00 0.03 28.79 0.06
228 SZCOMP China 2001.00 1940.96 3.29 0.01 19.39 8.28 0.08 1053.00 0.03 28.09 0.05
229 SZCOMP China 2002.00 1561.31 3.19 -0.01 29.46 8.28 0.09 1149.00 0.03 37.38 0.05
230 SZCOMP China 2003.00 1467.88 3.17 0.01 32.13 8.28 0.10 1289.00 0.04 35.82 0.04
231 SZCOMP China 2004.00 1467.57 3.17 0.04 43.15 8.28 0.10 1509.00 0.04 625.22 51.17 0.04
232 SZCOMP China 2005.00 1144.54 3.06 0.02 59.41 8.19 0.11 1753.00 0.04 733.66 124.63 0.04
233 SZCOMP China 2006.00 1687.14 3.23 0.02 61.96 7.97 0.13 2099.00 0.04 893.13 208.92 0.05
234 SZCOMP China 2007.00 4329.44 3.64 0.05 91.69 7.61 0.14 2694.00 0.04 1149.72 308.04 0.05
235 SZCOMP China 2008.00 2912.90 3.46 0.06 41.12 6.95 0.10 3468.00 0.04 1475.66 348.83 0.04
236 SZCOMP China 2009.00 2737.01 3.44 -0.01 74.47 6.83 0.09 3832.00 0.04 1611.95 220.13 0.03
237 SZCOMP China 2010.00 2795.88 3.45 0.03 89.15 6.77 0.11 4550.00 0.04 1924.32 222.40 0.03
238 SZCOMP China 2011.00 2639.19 3.42 0.06 98.56 6.46 0.10 5618.00 0.04 2421.37 180.89 0.03
239 SZCOMP China 2012.00 2211.11 3.34 0.03 87.86 6.31 0.08 6317.00 0.04 2690.09 231.87 0.02
240 SZCOMP China 2013.00 2182.52 3.34 0.03 97.63 6.15 0.08 7051.00 0.05 2935.34 234.87 0.02
241 SZCOMP China 2014.00 2279.75 3.36 0.02 59.29 6.16 0.07 7679.00 0.05 3184.24 221.55 0.03
242 SZCOMP China 2015.00 3657.40 3.56 0.01 37.19 6.28 0.07 8067.00 0.05 3202.50 358.84 0.02
243 SZCOMP China 2016.00 2978.14 3.47 0.02 51.97 6.64 0.07 8148.00 0.05 3153.12 255.48 0.02
244 SZCOMP China 2017.00 3257.35 3.51 0.02 57.88 6.76 0.07 8879.00 0.04 3460.33 215.70 0.02
245 SZCOMP China 2018.00 2920.18 3.47 0.02 49.52 6.61 0.07 9977.00 0.04 3868.46 106.71 0.03
246 SZCOMP China 2019.00 2928.94 3.47 0.03 59.88 6.91 0.06 10217.00 0.05 3823.41 164.99 0.02
247 SZCOMP China 2020.00 3109.78 3.49 0.02 47.02 6.90 0.02 10500.00 0.05 3853.81 366.14 0.01
248 DAX 30 Germany 1980.00 480.90 2.68 0.05 21.59 1.82 0.01 6206.00 0.03 -22.41 0.11
249 DAX 30 Germany 1981.00 490.40 2.69 0.06 31.77 2.26 0.01 5220.00 0.05 -16.02 0.14
250 DAX 30 Germany 1982.00 552.80 2.74 0.05 28.52 2.43 5069.00 0.07 -10.51 0.13
251 DAX 30 Germany 1983.00 774.00 2.89 0.03 26.19 2.55 0.02 5044.00 0.08 -11.79 0.11
252 DAX 30 Germany 1984.00 820.90 2.91 0.02 25.88 2.85 0.03 4762.00 0.08 -10.35 0.12
253 DAX 30 Germany 1985.00 1366.20 3.14 0.02 24.09 2.94 0.02 4821.00 0.08 -7.63 0.11
254 DAX 30 Germany 1986.00 1432.30 3.16 12.51 2.17 0.02 6883.00 0.08 -1.98 0.08
255 DAX 30 Germany 1987.00 1000.00 3.00 15.40 1.80 0.01 8527.00 0.08 -2.15 0.08
256 DAX 30 Germany 1988.00 1327.87 3.12 0.01 12.58 1.76 0.04 9168.00 0.08 -2.48 0.09
257 DAX 30 Germany 1989.00 1790.37 3.25 0.03 15.86 1.88 0.04 9083.00 0.07 -4.41 0.08
258 DAX 30 Germany 1990.00 1398.20 3.15 0.03 27.28 1.62 0.05 11404.00 0.06 -1.74 0.09
259 DAX 30 Germany 1991.00 1578.00 3.20 0.04 19.50 1.66 0.05 11942.00 0.06 237.43 -4.66 0.08
260 DAX 30 Germany 1992.00 1545.10 3.19 0.05 19.41 1.56 0.02 13518.00 0.08 254.79 -5.47 0.07
261 DAX 30 Germany 1993.00 2266.70 3.36 0.04 14.52 1.65 -0.01 13049.00 0.09 225.80 0.53 0.06
262 DAX 30 Germany 1994.00 2106.60 3.32 0.03 17.16 1.62 0.02 13844.00 0.10 234.55 1.84 0.07
263 DAX 30 Germany 1995.00 2253.90 3.35 0.02 19.03 1.43 0.02 16186.00 0.09 271.52 5.38 0.07
264 DAX 30 Germany 1996.00 2888.70 3.46 0.01 25.23 1.50 0.01 15588.00 0.10 256.13 9.12 0.06
265 DAX 30 Germany 1997.00 4224.30 3.63 0.02 18.33 1.73 0.02 13786.00 0.11 228.78 12.19 0.06
266 DAX 30 Germany 1998.00 5002.39 3.70 0.01 11.35 1.76 0.02 13953.00 0.11 233.65 14.07 0.05
267 DAX 30 Germany 1999.00 6958.14 3.84 0.01 26.10 1.07 0.02 26735.00 0.11 438.87 12.13 0.06
268 DAX 30 Germany 2000.00 6433.61 3.81 0.01 28.44 0.92 0.03 23695.00 0.10 400.23 3.30 0.06
269 DAX 30 Germany 2001.00 5160.10 3.71 0.02 19.39 0.90 0.02 23628.00 0.09 395.80 31.65 0.05
270 DAX 30 Germany 2002.00 2892.63 3.46 0.01 29.46 0.95 25197.00 0.10 411.33 88.34 0.05
271 DAX 30 Germany 2003.00 3965.16 3.60 0.01 32.13 1.13 -0.01 30310.00 0.11 496.31 94.41 0.04
272 DAX 30 Germany 2004.00 4256.08 3.63 0.02 43.15 1.24 0.01 34107.00 0.11 563.82 146.36 0.04
273 DAX 30 Germany 2005.00 5408.25 3.73 0.02 59.41 1.24 0.01 34520.00 0.12 571.36 148.05 0.04
274 DAX 30 Germany 2006.00 6596.91 3.82 0.02 61.96 1.26 0.04 36354.00 0.11 618.70 162.20 0.05
275 DAX 30 Germany 2007.00 8067.31 3.91 0.02 91.69 1.37 0.03 41640.00 0.09 714.38 231.95 0.05
276 DAX 30 Germany 2008.00 4810.20 3.68 0.03 41.12 1.47 0.01 45613.00 0.08 750.91 227.47 0.04
277 DAX 30 Germany 2009.00 5957.43 3.78 74.47 1.39 -0.06 41650.00 0.08 603.23 170.94 0.03
278 DAX 30 Germany 2010.00 6914.19 3.84 0.01 89.15 1.33 0.04 41572.00 0.08 669.57 178.90 0.03
279 DAX 30 Germany 2011.00 5898.35 3.77 0.02 98.56 1.39 0.04 46706.00 0.07 758.60 184.02 0.03
280 DAX 30 Germany 2012.00 7612.39 3.88 0.02 87.86 1.29 43856.00 0.07 710.95 215.16 0.02
281 DAX 30 Germany 2013.00 9552.16 3.98 0.02 97.63 1.33 46299.00 0.07 743.97 215.01 0.02
282 DAX 30 Germany 2014.00 9805.55 3.99 0.01 59.29 1.33 0.02 48024.00 0.07 786.55 257.40 0.03
283 DAX 30 Germany 2015.00 10743.01 4.03 0.01 37.19 1.11 0.01 41103.00 0.06 683.20 255.02 0.02
284 DAX 30 Germany 2016.00 11481.06 4.06 51.97 1.11 0.02 42136.00 0.06 716.94 255.97 0.02
285 DAX 30 Germany 2017.00 12917.64 4.11 0.02 57.88 1.13 0.03 44553.00 0.06 752.02 257.66 0.02
286 DAX 30 Germany 2018.00 10558.96 4.02 0.02 49.52 1.18 0.01 47811.00 0.05 795.96 243.72 0.03
287 DAX 30 Germany 2019.00 13249.01 4.12 0.01 59.88 1.12 0.01 46468.00 0.05 737.94 223.82 0.02
288 DAX 30 Germany 2020.00 13718.78 4.14 0.01 47.02 1.14 -0.05 45724.00 0.06 678.29 221.53 0.01
289 CAC 40 France 1980.00 394.44 2.60 0.14 21.59 4.23 0.02 1938.00 19.77 -1.64 0.11
290 CAC 40 France 1981.00 325.88 2.51 0.13 31.77 5.43 0.01 1693.00 16.94 -1.38 0.14
291 CAC 40 France 1982.00 353.24 2.55 0.12 28.52 6.58 0.03 1600.00 15.58 -2.19 0.13
292 CAC 40 France 1983.00 552.60 2.74 0.09 26.19 7.62 0.01 1524.00 0.09 14.93 -0.23 0.11
293 CAC 40 France 1984.00 643.20 2.81 0.08 25.88 8.74 0.02 1436.00 0.10 13.97 0.10 0.12
294 CAC 40 France 1985.00 930.21 2.97 0.06 24.09 8.99 0.02 1488.00 0.10 14.60 -0.31 0.11
295 CAC 40 France 1986.00 1403.64 3.15 0.03 12.51 6.93 0.02 2064.00 0.11 19.92 -0.14 0.08
296 CAC 40 France 1987.00 1000.00 3.00 0.03 15.40 6.01 0.03 2485.00 0.11 23.51 -1.56 0.08
297 CAC 40 France 1988.00 1573.94 3.20 0.03 12.58 5.96 0.05 2695.00 0.10 25.43 -1.02 0.09
298 CAC 40 France 1989.00 2001.08 3.30 0.03 15.86 6.38 0.04 2697.00 0.10 25.28 -1.07 0.08
299 CAC 40 France 1990.00 1509.00 3.18 0.03 27.28 5.44 0.03 3322.00 0.09 31.36 -1.52 0.09
300 CAC 40 France 1991.00 1765.70 3.25 0.03 19.50 5.64 0.01 3304.00 0.10 30.80 -0.61 0.08
301 CAC 40 France 1992.00 1857.80 3.27 0.02 19.41 5.30 0.02 3630.00 0.11 33.31 1.43 0.07
302 CAC 40 France 1993.00 2268.20 3.36 0.02 14.52 5.66 -0.01 3412.00 0.12 30.38 3.39 0.06
303 CAC 40 France 1994.00 1881.20 3.27 0.02 17.16 5.55 0.02 3582.00 0.12 31.23 3.18 0.07
304 CAC 40 France 1995.00 1872.00 3.27 0.02 19.03 4.99 0.02 4099.00 0.12 36.32 3.90 0.07
305 CAC 40 France 1996.00 2315.70 3.36 0.02 25.23 5.12 0.01 4097.00 0.12 35.44 4.36 0.06
306 CAC 40 France 1997.00 2998.90 3.48 0.01 18.33 5.84 0.02 3694.00 0.12 32.50 6.67 0.06
307 CAC 40 France 1998.00 3942.66 3.60 0.01 11.35 5.90 0.04 3807.00 0.12 33.61 6.29 0.05
308 CAC 40 France 1999.00 5958.32 3.78 0.01 26.10 1.07 0.03 24682.00 0.11 215.66 35.72 0.06
309 CAC 40 France 2000.00 5926.42 3.77 0.02 28.44 0.92 0.04 22420.00 0.10 197.71 18.15 0.06
310 CAC 40 France 2001.00 4624.58 3.67 0.02 19.39 0.90 0.02 22453.00 0.09 193.29 21.66 0.05
311 CAC 40 France 2002.00 3063.91 3.49 0.02 29.46 0.95 0.01 24293.00 0.09 203.97 29.88 0.05
312 CAC 40 France 2003.00 3557.90 3.55 0.02 32.13 1.13 0.01 29634.00 0.09 241.52 26.31 0.04
313 CAC 40 France 2004.00 3821.16 3.58 0.02 43.15 1.24 0.03 33803.00 0.09 268.87 21.46 0.04
314 CAC 40 France 2005.00 4715.23 3.67 0.02 59.41 1.24 0.02 34773.00 0.09 269.11 1.88 0.04
315 CAC 40 France 2006.00 5541.75 3.74 0.02 61.96 1.26 0.02 36474.00 0.09 272.13 -5.41 0.05
316 CAC 40 France 2007.00 5614.08 3.75 0.01 91.69 1.37 0.02 41561.00 0.08 309.42 -19.00 0.05
317 CAC 40 France 2008.00 3217.97 3.51 0.03 41.12 1.47 45519.00 0.07 325.40 -33.94 0.04
318 CAC 40 France 2009.00 3936.33 3.60 74.47 1.39 -0.03 41740.00 0.09 286.02 -21.37 0.03
319 CAC 40 France 2010.00 3804.78 3.58 0.02 89.15 1.33 0.02 40678.00 0.09 273.17 -34.15 0.03
320 CAC 40 France 2011.00 3159.81 3.50 0.02 98.56 1.39 0.02 43848.00 0.09 297.86 -55.81 0.03
321 CAC 40 France 2012.00 3641.07 3.56 0.02 87.86 1.29 40872.00 0.10 278.07 -34.78 0.02
322 CAC 40 France 2013.00 4295.95 3.63 0.01 97.63 1.33 0.01 42605.00 0.10 291.15 -29.09 0.02
323 CAC 40 France 2014.00 4272.75 3.63 0.01 59.29 1.33 0.01 43069.00 0.10 293.61 -32.71 0.03
324 CAC 40 France 2015.00 4637.06 3.67 37.19 1.11 0.01 36653.00 0.10 254.50 -13.82 0.02
325 CAC 40 France 2016.00 4862.31 3.69 51.97 1.11 0.01 37063.00 0.10 254.30 -14.96 0.02
326 CAC 40 France 2017.00 5312.56 3.73 0.01 57.88 1.13 0.02 38781.00 0.09 263.05 -27.63 0.02
327 CAC 40 France 2018.00 4730.69 3.67 0.02 49.52 1.18 0.02 41547.00 0.09 275.76 -29.02 0.03
328 CAC 40 France 2019.00 5978.06 3.78 0.01 59.88 1.12 0.02 40380.00 0.08 266.63 -26.59 0.02
329 CAC 40 France 2020.00 5551.41 3.74 47.02 1.14 -0.08 38625.00 0.08 241.71 -57.65 0.01
330 IEX 35 Spain 1980.00 3.38 0.16 21.59 71.78 0.02 37.00 -0.04 0.11
331 IEX 35 Spain 1981.00 3.38 0.15 31.77 92.33 32.00 -0.03 0.14
332 IEX 35 Spain 1982.00 3.38 0.14 28.52 109.92 0.01 31.00 -0.03 0.13
333 IEX 35 Spain 1983.00 3.38 0.12 26.19 143.54 0.02 27.00 -0.02 0.11
334 IEX 35 Spain 1984.00 3.38 0.11 25.88 160.91 0.02 27.00 0.01 0.12
335 IEX 35 Spain 1985.00 3.38 0.09 24.09 170.20 0.02 28.00 0.01 0.11
336 IEX 35 Spain 1986.00 3.38 0.09 12.51 140.14 0.03 39.00 0.02 0.08
337 IEX 35 Spain 1987.00 2407.10 3.38 0.05 15.40 123.51 0.06 50.00 0.20 -0.02 0.08
338 IEX 35 Spain 1988.00 2727.50 3.44 0.05 12.58 116.49 0.05 58.00 0.19 -0.05 0.09
339 IEX 35 Spain 1989.00 3000.00 3.48 0.07 15.86 118.34 0.05 64.00 0.17 -0.10 0.08
340 IEX 35 Spain 1990.00 2248.80 3.35 0.07 27.28 101.95 0.04 83.00 0.15 -0.13 0.09
341 IEX 35 Spain 1991.00 2603.30 3.42 0.06 19.50 103.87 0.03 89.00 0.16 -0.14 0.08
342 IEX 35 Spain 1992.00 2344.57 3.37 0.06 19.41 102.47 0.01 97.00 0.17 -0.14 0.07
343 IEX 35 Spain 1993.00 3615.22 3.56 0.05 14.52 127.31 -0.01 80.00 0.21 -0.05 0.06
344 IEX 35 Spain 1994.00 3087.68 3.49 0.05 17.16 133.89 0.02 81.00 0.22 -0.03 0.07
345 IEX 35 Spain 1995.00 3630.76 3.56 0.05 19.03 124.68 0.03 93.00 0.21 0.60 -0.04 0.07
346 IEX 35 Spain 1996.00 5154.77 3.71 0.04 25.23 126.68 0.03 97.00 0.20 0.63 -0.01 0.06
347 IEX 35 Spain 1997.00 7255.40 3.86 0.02 18.33 146.45 0.04 89.00 0.18 0.59 0.01 0.06
348 IEX 35 Spain 1998.00 9836.60 3.99 0.02 11.35 149.37 0.04 93.00 0.16 0.62 -0.02 0.05
349 IEX 35 Spain 1999.00 11641.40 4.07 0.02 26.10 1.07 0.04 15721.00 0.14 103.49 -12.28 0.06
350 IEX 35 Spain 2000.00 9109.80 3.96 0.03 28.44 0.92 0.05 14750.00 0.12 97.13 -17.69 0.06
351 IEX 35 Spain 2001.00 8397.60 3.92 0.04 19.39 0.90 0.04 15369.00 0.11 99.40 -14.28 0.05
352 IEX 35 Spain 2002.00 6036.90 3.78 0.03 29.46 0.95 0.03 17107.00 0.11 108.02 -14.11 0.05
353 IEX 35 Spain 2003.00 7737.20 3.89 0.03 32.13 1.13 0.03 21511.00 0.11 133.45 -20.02 0.04
354 IEX 35 Spain 2004.00 9080.80 3.96 0.03 43.15 1.24 0.03 24907.00 0.11 151.49 -39.56 0.04
355 IEX 35 Spain 2005.00 10733.90 4.03 0.03 59.41 1.24 0.04 26429.00 0.09 158.16 -55.42 0.04
356 IEX 35 Spain 2006.00 14146.50 4.15 0.04 61.96 1.26 0.04 28389.00 0.08 168.08 -71.77 0.05
357 IEX 35 Spain 2007.00 15182.29 4.18 0.03 91.69 1.37 0.04 32591.00 0.08 190.13 -85.17 0.05
358 IEX 35 Spain 2008.00 9195.80 3.96 0.04 41.12 1.47 0.01 35511.00 0.11 207.17 -77.28 0.04
359 IEX 35 Spain 2009.00 11940.00 4.08 74.47 1.39 -0.04 32170.00 0.18 172.86 -13.00 0.03
360 IEX 35 Spain 2010.00 9859.10 3.99 0.02 89.15 1.33 30532.00 0.20 162.09 -14.57 0.03
361 IEX 35 Spain 2011.00 8566.30 3.93 0.03 98.56 1.39 -0.01 31678.00 0.21 170.26 4.10 0.03
362 IEX 35 Spain 2012.00 8167.50 3.91 0.02 87.86 1.29 -0.03 28323.00 0.25 147.38 27.36 0.02
363 IEX 35 Spain 2013.00 9916.70 4.00 0.01 97.63 1.33 -0.01 29068.00 0.26 151.68 53.24 0.02
364 IEX 35 Spain 2014.00 10279.50 4.01 59.29 1.33 0.01 29501.00 0.24 155.09 42.50 0.03
365 IEX 35 Spain 2015.00 9544.20 3.98 -0.01 37.19 1.11 0.04 25742.00 0.22 135.11 36.35 0.02
366 IEX 35 Spain 2016.00 9352.10 3.97 51.97 1.11 0.03 26523.00 0.20 139.01 49.16 0.02
367 IEX 35 Spain 2017.00 10043.90 4.00 0.02 57.88 1.13 0.03 28170.00 0.17 148.80 47.33 0.02
368 IEX 35 Spain 2018.00 8539.90 3.93 0.02 49.52 1.18 0.02 30389.00 0.15 158.33 38.70 0.03
369 IEX 35 Spain 2019.00 9549.20 3.98 0.01 59.88 1.12 0.02 29565.00 0.14 155.49 41.94 0.02
370 IEX 35 Spain 2020.00 8073.70 3.91 47.02 1.14 -0.11 27057.00 0.16 143.05 19.10 0.01

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verina_daria_lab_4/main.py Normal file
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import pandas as pd
from sklearn.cluster import AgglomerativeClustering
from sklearn.preprocessing import StandardScaler
import matplotlib.pyplot as plt
# Загрузка данных
df = pd.read_csv('economica.csv')
# Выбор переменных для кластеризации
selected_columns = ['gdppercent', 'oil_prices']
# Предварительная обработка данных
X = df[selected_columns]
# Заполнение пропущенных значений
X.fillna(X.mean(), inplace=True)
# Стандартизация данных
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)
# Кластеризация методом linkage
cluster = AgglomerativeClustering(n_clusters=3, linkage='ward')
df['cluster'] = cluster.fit_predict(X_scaled)
# Визуализация кластеров
plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=df['cluster'], cmap='Dark2')
plt.xlabel('GDP Percent (Standardized)')
plt.ylabel('Oil Prices (Standardized)')
plt.title('Clustering Results')
plt.savefig(f"result.png")
plt.show()

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verina_daria_lab_4/result.png Normal file
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