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diff --git a/final_project_unemployment_rate_data_cleaned_with_shocks.csv b/final_project_unemployment_rate_data_cleaned_with_shocks.csv
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+++ b/final_project_unemployment_rate_data_cleaned_with_shocks.csv
@@ -0,0 +1,888 @@
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+2014-01-01,7.0,7.5,6.5,21.1,21.0,12.9,7.3,5.5,5.5,4.9,2014,1,0.5,0
+2014-02-01,7.0,7.6,6.3,21.3,21.5,12.7,7.5,5.5,5.5,4.8,2014,2,0.0,0
+2014-03-01,6.8,7.1,6.4,20.0,20.3,12.4,7.0,5.4,5.1,4.9,2014,3,-0.20000000000000018,0
+2014-04-01,5.9,6.1,5.6,21.0,16.2,10.0,6.3,4.6,4.4,4.4,2014,4,-0.8999999999999995,0
+2014-05-01,6.1,6.2,5.9,23.9,17.1,11.3,6.3,4.8,4.3,4.3,2014,5,0.1999999999999993,0
+2014-06-01,6.3,6.3,6.3,29.7,20.7,11.3,6.4,4.4,4.0,4.4,2014,6,0.20000000000000018,0
+2014-07-01,6.5,6.2,6.9,25.9,18.2,11.4,6.7,4.9,4.3,4.8,2014,7,0.20000000000000018,0
+2014-08-01,6.3,6.0,6.6,22.3,17.3,10.7,6.9,4.8,4.3,4.6,2014,8,-0.20000000000000018,0
+2014-09-01,5.7,5.5,6.0,17.9,21.0,11.4,6.1,4.3,3.9,3.8,2014,9,-0.5999999999999996,0
+2014-10-01,5.5,5.3,5.8,19.9,17.3,10.1,6.1,4.2,3.8,3.9,2014,10,-0.20000000000000018,0
+2014-11-01,5.5,5.6,5.4,16.2,16.9,9.9,5.8,4.2,4.0,4.3,2014,11,0.0,0
+2014-12-01,5.4,5.7,4.9,16.2,14.1,9.9,5.7,4.3,4.0,3.8,2014,12,-0.09999999999999964,0
+2015-01-01,6.1,6.5,5.6,19.1,19.3,10.6,6.4,4.9,4.5,4.5,2015,1,0.6999999999999993,0
+2015-02-01,5.8,6.3,5.3,17.6,16.8,10.5,5.8,4.8,4.2,4.5,2015,2,-0.2999999999999998,0
+2015-03-01,5.6,6.0,5.1,17.3,16.8,10.6,5.9,4.3,3.9,4.0,2015,3,-0.20000000000000018,0
+2015-04-01,5.1,5.2,4.9,19.1,13.8,8.9,5.4,4.1,3.7,3.8,2015,4,-0.5,0
+2015-05-01,5.3,5.4,5.2,20.0,16.7,10.3,5.5,4.2,3.7,3.5,2015,5,0.20000000000000018,0
+2015-06-01,5.5,5.4,5.5,23.9,19.9,10.5,5.5,3.8,3.3,3.6,2015,6,0.20000000000000018,0
+2015-07-01,5.6,5.2,6.0,19.9,15.3,10.2,5.6,4.2,3.9,3.9,2015,7,0.09999999999999964,0
+2015-08-01,5.2,4.9,5.5,18.2,15.5,8.8,5.3,3.9,3.9,3.9,2015,8,-0.39999999999999947,0
+2015-09-01,4.9,4.8,5.0,15.1,16.8,9.1,4.9,3.9,3.2,3.8,2015,9,-0.2999999999999998,0
+2015-10-01,4.8,4.8,4.9,16.2,14.9,9.0,5.2,3.9,3.4,3.2,2015,10,-0.10000000000000053,0
+2015-11-01,4.8,4.9,4.7,15.4,14.6,8.9,5.3,3.7,3.2,3.6,2015,11,0.0,0
+2015-12-01,4.8,5.1,4.4,15.0,13.7,8.7,5.2,4.0,3.6,3.1,2015,12,0.0,0
+2016-01-01,5.3,5.5,5.1,17.4,16.0,8.8,5.5,4.4,3.9,4.0,2016,1,0.5,0
+2016-02-01,5.2,5.5,4.8,18.5,14.0,9.1,5.4,4.1,3.8,4.0,2016,2,-0.09999999999999964,0
+2016-03-01,5.1,5.3,4.9,18.9,13.7,8.6,5.3,4.0,3.8,4.1,2016,3,-0.10000000000000053,0
+2016-04-01,4.7,4.8,4.6,19.4,12.0,8.2,4.9,3.8,3.4,3.5,2016,4,-0.39999999999999947,0
+2016-05-01,4.5,4.6,4.5,19.4,14.5,8.4,4.8,3.3,3.2,3.1,2016,5,-0.20000000000000018,0
+2016-06-01,5.1,5.0,5.2,22.2,17.3,9.2,5.2,3.6,3.3,3.5,2016,6,0.5999999999999996,0
+2016-07-01,5.1,5.0,5.3,17.5,15.6,9.2,5.2,3.6,3.6,3.9,2016,7,0.0,0
+2016-08-01,5.0,4.7,5.3,16.1,15.0,7.8,5.3,4.1,3.8,3.7,2016,8,-0.09999999999999964,0
+2016-09-01,4.8,4.8,4.8,14.9,16.4,8.1,5.0,4.0,3.4,3.5,2016,9,-0.20000000000000018,0
+2016-10-01,4.7,4.7,4.6,18.2,13.4,8.2,5.0,3.7,3.2,3.5,2016,10,-0.09999999999999964,0
+2016-11-01,4.4,4.6,4.3,16.2,13.7,7.4,4.7,3.4,3.3,3.4,2016,11,-0.2999999999999998,0
+2016-12-01,4.5,4.8,4.1,15.0,11.5,7.6,4.6,4.0,3.3,3.5,2016,12,0.09999999999999964,0
+2017-01-01,5.1,5.4,4.9,15.2,15.5,9.0,5.4,4.4,3.6,3.8,2017,1,0.5999999999999996,0
+2017-02-01,4.9,5.3,4.6,17.4,13.5,8.4,5.1,4.5,3.5,3.7,2017,2,-0.1999999999999993,0
+2017-03-01,4.6,4.9,4.1,17.1,10.8,7.3,4.7,4.1,3.4,3.5,2017,3,-0.3000000000000007,0
+2017-04-01,4.1,4.1,4.1,17.3,11.1,6.7,4.1,3.4,3.2,3.0,2017,4,-0.5,0
+2017-05-01,4.1,4.0,4.2,13.7,14.6,6.6,4.6,3.1,3.0,2.8,2017,5,0.0,0
+2017-06-01,4.5,4.4,4.7,17.7,14.9,8.0,4.3,3.2,3.4,3.1,2017,6,0.40000000000000036,0
+2017-07-01,4.6,4.3,4.9,17.2,11.4,7.8,4.7,3.6,3.3,3.4,2017,7,0.09999999999999964,0
+2017-08-01,4.5,4.3,4.8,14.1,13.2,6.9,5.0,3.4,3.7,3.3,2017,8,-0.09999999999999964,0
+2017-09-01,4.1,4.0,4.2,11.3,13.7,7.5,4.2,3.1,2.9,3.1,2017,9,-0.40000000000000036,0
+2017-10-01,3.9,3.9,3.8,13.8,13.2,7.0,4.3,2.9,2.5,2.9,2017,10,-0.19999999999999973,0
+2017-11-01,3.9,4.0,3.8,17.9,14.2,6.6,4.1,2.9,2.5,3.0,2017,11,0.0,0
+2017-12-01,3.9,4.2,3.7,12.9,11.3,6.7,4.3,3.0,2.7,3.2,2017,12,0.0,0
+2018-01-01,4.5,4.8,4.2,14.6,14.5,8.2,4.7,3.5,3.3,3.3,2018,1,0.6000000000000001,0
+2018-02-01,4.4,4.6,4.1,15.8,14.0,7.2,4.6,3.4,3.1,3.5,2018,2,-0.09999999999999964,0
+2018-03-01,4.1,4.4,3.8,15.0,11.5,6.5,4.3,3.4,3.1,3.3,2018,3,-0.3000000000000007,0
+2018-04-01,3.7,3.9,3.4,14.3,10.3,6.1,4.1,2.8,2.7,2.8,2018,4,-0.39999999999999947,0
+2018-05-01,3.6,3.7,3.4,15.0,11.8,7.0,3.6,2.6,2.5,2.5,2018,5,-0.10000000000000009,0
+2018-06-01,4.2,4.1,4.2,17.8,13.2,8.1,3.9,2.9,3.0,3.0,2018,6,0.6000000000000001,0
+2018-07-01,4.1,3.8,4.5,14.6,12.8,7.3,3.6,3.1,3.1,3.3,2018,7,-0.10000000000000053,0
+2018-08-01,3.9,3.7,4.3,12.4,12.3,6.5,4.3,2.9,2.7,3.2,2018,8,-0.19999999999999973,0
+2018-09-01,3.6,3.5,3.6,11.4,12.9,6.9,3.3,2.8,2.5,2.8,2018,9,-0.2999999999999998,0
+2018-10-01,3.5,3.5,3.6,9.3,13.0,6.6,3.6,2.8,2.5,2.6,2018,10,-0.10000000000000009,0
+2018-11-01,3.5,3.4,3.5,12.8,11.4,6.0,3.5,2.7,2.4,2.8,2018,11,0.0,0
+2018-12-01,3.7,4.0,3.4,12.0,10.4,6.8,3.9,2.8,2.9,2.8,2018,12,0.20000000000000018,0
+2019-01-01,4.4,4.7,4.1,14.6,13.3,8.6,4.4,3.3,3.3,3.5,2019,1,0.7000000000000002,0
+2019-02-01,4.1,4.4,3.8,17.0,12.5,7.5,4.4,2.9,3.1,2.9,2019,2,-0.3000000000000007,0
+2019-03-01,3.9,4.3,3.5,12.9,11.8,7.1,4.1,3.0,3.1,2.8,2019,3,-0.19999999999999973,0
+2019-04-01,3.3,3.6,3.1,14.3,10.6,5.8,3.6,2.5,2.4,2.4,2019,4,-0.6000000000000001,0
+2019-05-01,3.4,3.4,3.3,14.4,12.0,7.0,3.2,2.4,2.3,2.5,2019,5,0.10000000000000009,0
+2019-06-01,3.8,3.7,4.0,18.4,13.1,6.8,3.5,2.7,2.7,2.9,2019,6,0.3999999999999999,0
+2019-07-01,4.0,3.7,4.3,17.1,11.2,7.1,3.8,2.9,2.9,2.9,2019,7,0.20000000000000018,0
+2019-08-01,3.8,3.5,4.1,11.7,12.3,6.8,3.8,2.8,3.0,2.7,2019,8,-0.20000000000000018,0
+2019-09-01,3.3,3.3,3.4,10.5,13.1,6.2,3.3,2.5,2.6,2.3,2019,9,-0.5,0
+2019-10-01,3.3,3.3,3.3,12.3,11.3,6.0,3.6,2.5,2.3,2.4,2019,10,0.0,0
+2019-11-01,3.3,3.3,3.3,12.0,11.4,5.9,3.4,2.6,2.3,2.5,2019,11,0.0,0
+2019-12-01,3.4,3.5,3.2,11.9,10.4,6.0,3.5,2.8,2.5,2.3,2019,12,0.10000000000000009,0
+2020-01-01,4.0,4.2,3.7,11.2,14.1,7.6,4.2,3.1,2.7,2.9,2020,1,0.6000000000000001,0
+2020-02-01,3.8,4.1,3.4,9.9,12.3,6.7,4.0,3.0,2.8,2.8,2020,2,-0.20000000000000018,0
+2020-03-01,4.5,4.8,4.2,16.5,12.2,8.6,4.5,3.6,3.4,3.5,2020,3,0.7000000000000002,0
+2020-04-01,14.4,13.3,15.7,30.1,33.3,25.0,14.3,11.3,12.1,13.4,2020,4,9.9,1
+2020-05-01,13.0,11.9,14.3,31.9,30.1,23.2,13.1,9.8,10.4,11.5,2020,5,-1.4000000000000004,0
+2020-06-01,11.2,10.5,12.0,27.2,22.9,20.1,11.7,8.9,8.3,9.7,2020,6,-1.8000000000000007,0
+2020-07-01,10.5,9.7,11.3,19.6,18.8,18.2,11.5,8.2,8.0,9.0,2020,7,-0.6999999999999993,0
+2020-08-01,8.5,8.0,9.1,13.3,17.4,13.7,9.8,6.5,6.4,7.8,2020,8,-2.0,0
+2020-09-01,7.7,7.3,8.0,14.8,16.8,12.4,8.4,6.1,6.2,6.6,2020,9,-0.7999999999999998,0
+2020-10-01,6.6,6.6,6.5,11.6,14.0,10.5,7.1,5.6,5.7,5.2,2020,10,-1.1000000000000005,0
+2020-11-01,6.4,6.6,6.1,13.9,12.8,9.9,6.7,5.4,5.2,5.7,2020,11,-0.1999999999999993,0
+2020-12-01,6.5,6.7,6.3,11.8,15.3,10.6,6.4,5.5,5.3,5.8,2020,12,0.09999999999999964,0
+2021-01-01,6.8,7.1,6.5,15.2,15.9,10.8,7.2,6.1,5.2,5.6,2021,1,0.2999999999999998,0
+2021-02-01,6.6,7.0,6.1,14.5,14.0,10.0,6.7,6.0,5.2,5.6,2021,2,-0.20000000000000018,0
+2021-03-01,6.2,6.5,5.8,12.0,12.7,10.4,7.0,5.4,4.7,4.8,2021,3,-0.39999999999999947,0
+2021-04-01,5.7,6.0,5.4,10.5,10.9,9.8,6.2,4.7,4.7,4.8,2021,4,-0.5,0
+2021-05-01,5.5,5.7,5.2,9.2,9.7,10.3,5.5,4.7,4.5,4.6,2021,5,-0.20000000000000018,0
+2021-06-01,6.1,6.1,6.1,15.0,12.3,9.9,6.5,5.2,4.6,5.0,2021,6,0.5999999999999996,0
+2021-07-01,5.7,5.5,5.8,12.8,9.9,9.5,6.3,4.8,4.0,4.6,2021,7,-0.39999999999999947,0
+2021-08-01,5.3,5.1,5.5,10.7,11.0,9.1,5.8,4.4,4.2,4.1,2021,8,-0.40000000000000036,0
+2021-09-01,4.6,4.6,4.5,9.2,12.6,7.7,5.0,3.8,3.7,3.3,2021,9,-0.7000000000000002,0
+2021-10-01,4.3,4.2,4.4,8.6,12.7,6.8,4.5,3.6,3.5,3.3,2021,10,-0.2999999999999998,0
+2021-11-01,3.9,3.9,3.9,9.7,11.0,6.6,3.8,3.6,2.8,3.1,2021,11,-0.3999999999999999,0
diff --git a/miniproject_nba.pdf b/miniproject_nba.pdf
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index 0000000..818333a
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