├── README.md ├── book-data ├── 2-4-1-time-series-month.csv ├── 2-3-1-sample-data-1.csv ├── 2-3-2-sample-data-2.csv ├── 2-3-3-sample-data-3.csv ├── 2-4-4-separate-time-month.csv ├── 4-3-1-sales-data.csv ├── 7-1-1-train-sample-1.csv ├── 7-1-2-train-sample-2.csv ├── 5-4-ローカルレベルモデルの数理.ipynb ├── 4-2-3-arima-data.csv ├── 4-2-1-ar-data.csv ├── 4-2-2-ma-data.csv ├── 5-6-1-daily-sales-data.csv ├── 7-1-3-large-train-1.csv ├── 7-1-4-large-train-2.csv ├── 2-2-Pythonの基本.ipynb └── 2-5-1-weather-month.csv ├── LICENSE └── 環境構築用資料 └── requirements.txt /README.md: -------------------------------------------------------------------------------- 1 | # book-python-tsa-intro 2 | 書籍『Pythonではじめる時系列分析入門』のサンプルコードとデータ 3 | -------------------------------------------------------------------------------- /book-data/2-4-1-time-series-month.csv: -------------------------------------------------------------------------------- 1 | time,sales 2 | 2000-01-01,10 3 | 2000-02-01,5 4 | 2000-03-01,8 5 | 2000-04-01,14 6 | 2000-05-01,9 -------------------------------------------------------------------------------- /book-data/2-3-1-sample-data-1.csv: -------------------------------------------------------------------------------- 1 | x 2 | 14.873 3 | 8.165 4 | 8.415 5 | 6.781 6 | 12.596 7 | 3.095 8 | 15.234 9 | 7.716 10 | 10.957 11 | 9.252 12 | 14.386 13 | 3.82 14 | 9.033 15 | 8.848 16 | 13.401 17 | 6.7 18 | 9.483 19 | 7.366 20 | 10.127 21 | 11.748 22 | 6.698 23 | 13.434 24 | 12.705 25 | 11.507 26 | 12.703 27 | 7.949 28 | 9.631 29 | 7.193 30 | 9.196 31 | 11.591 32 | -------------------------------------------------------------------------------- /book-data/2-3-2-sample-data-2.csv: -------------------------------------------------------------------------------- 1 | x,category 2 | 9.624,A 3 | 7.388,A 4 | 7.472,A 5 | 6.927,A 6 | 8.865,A 7 | 5.698,A 8 | 9.745,A 9 | 7.239,A 10 | 8.319,A 11 | 7.751,A 12 | 9.462,A 13 | 5.94,A 14 | 7.678,A 15 | 7.616,A 16 | 9.134,A 17 | 6.7,B 18 | 9.483,B 19 | 7.366,B 20 | 10.127,B 21 | 11.748,B 22 | 6.698,B 23 | 13.434,B 24 | 12.705,B 25 | 11.507,B 26 | 12.703,B 27 | 7.949,B 28 | 9.631,B 29 | 7.193,B 30 | 9.196,B 31 | 11.591,B 32 | -------------------------------------------------------------------------------- /book-data/2-3-3-sample-data-3.csv: -------------------------------------------------------------------------------- 1 | x,y 2 | 46.243,36.461 3 | 23.882,20.932 4 | 24.718,19.277 5 | 19.27,13.655 6 | 38.654,30.553 7 | 6.985,10.486 8 | 47.448,34.02 9 | 22.388,24.786 10 | 33.19,44.831 11 | 27.506,32.941 12 | 44.621,39.162 13 | 9.399,5.418 14 | 26.776,20.443 15 | 26.159,39.467 16 | 41.338,38.477 17 | 19.001,15.105 18 | 28.276,29.148 19 | 21.221,38.779 20 | 30.422,30.299 21 | 35.828,38.6 22 | 18.994,22.596 23 | 41.447,35.34 24 | 39.016,27.073 25 | 35.025,30.225 26 | 39.009,34.536 27 | 23.163,28.223 28 | 28.771,34.729 29 | 20.642,28.963 30 | 27.321,29.142 31 | 35.304,40.324 32 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2024 logics-of-blue 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 | -------------------------------------------------------------------------------- /book-data/2-4-4-separate-time-month.csv: -------------------------------------------------------------------------------- 1 | year,month,value 2 | 1990,1,1 3 | 1990,2,2 4 | 1990,3,3 5 | 1990,4,4 6 | 1990,5,5 7 | 1990,6,6 8 | 1990,7,7 9 | 1990,8,8 10 | 1990,9,9 11 | 1990,10,10 12 | 1990,11,11 13 | 1990,12,12 14 | 1991,1,13 15 | 1991,2,14 16 | 1991,3,15 17 | 1991,4,16 18 | 1991,5,17 19 | 1991,6,18 20 | 1991,7,19 21 | 1991,8,20 22 | 1991,9,21 23 | 1991,10,22 24 | 1991,11,23 25 | 1991,12,24 26 | 1992,1,25 27 | 1992,2,26 28 | 1992,3,27 29 | 1992,4,28 30 | 1992,5,29 31 | 1992,6,30 32 | 1992,7,31 33 | 1992,8,32 34 | 1992,9,33 35 | 1992,10,34 36 | 1992,11,35 37 | 1992,12,36 38 | 1993,1,37 39 | 1993,2,38 40 | 1993,3,39 41 | 1993,4,40 42 | 1993,5,41 43 | 1993,6,42 44 | 1993,7,43 45 | 1993,8,44 46 | 1993,9,45 47 | 1993,10,46 48 | 1993,11,47 49 | 1993,12,48 50 | 1994,1,49 51 | 1994,2,50 52 | 1994,3,51 53 | 1994,4,52 54 | 1994,5,53 55 | 1994,6,54 56 | 1994,7,55 57 | 1994,8,56 58 | 1994,9,57 59 | 1994,10,58 60 | 1994,11,59 61 | 1994,12,60 62 | 1995,1,61 63 | 1995,2,62 64 | 1995,3,63 65 | 1995,4,64 66 | 1995,5,65 67 | 1995,6,66 68 | 1995,7,67 69 | 1995,8,68 70 | 1995,9,69 71 | 1995,10,70 72 | 1995,11,71 73 | 1995,12,72 74 | 1996,1,73 75 | 1996,2,74 76 | 1996,3,75 77 | 1996,4,76 78 | 1996,5,77 79 | 1996,6,78 80 | 1996,7,79 81 | 1996,8,80 82 | 1996,9,81 83 | 1996,10,82 84 | 1996,11,83 85 | 1996,12,84 86 | 1997,1,85 87 | 1997,2,86 88 | 1997,3,87 89 | 1997,4,88 90 | 1997,5,89 91 | 1997,6,90 92 | 1997,7,91 93 | 1997,8,92 94 | 1997,9,93 95 | 1997,10,94 96 | 1997,11,95 97 | 1997,12,96 98 | 1998,1,97 99 | 1998,2,98 100 | 1998,3,99 101 | 1998,4,100 102 | 1998,5,101 103 | 1998,6,102 104 | 1998,7,103 105 | 1998,8,104 106 | 1998,9,105 107 | 1998,10,106 108 | 1998,11,107 109 | 1998,12,108 110 | 1999,1,109 111 | 1999,2,110 112 | 1999,3,111 113 | 1999,4,112 114 | 1999,5,113 115 | 1999,6,114 116 | 1999,7,115 117 | 1999,8,116 118 | 1999,9,117 119 | 1999,10,118 120 | 1999,11,119 121 | 1999,12,120 122 | -------------------------------------------------------------------------------- /book-data/4-3-1-sales-data.csv: -------------------------------------------------------------------------------- 1 | date,sales,discount 2 | 2010-01-01,71,0 3 | 2010-02-01,67,0 4 | 2010-03-01,64,0 5 | 2010-04-01,64,0 6 | 2010-05-01,151,1 7 | 2010-06-01,61,0 8 | 2010-07-01,59,0 9 | 2010-08-01,61,0 10 | 2010-09-01,75,0 11 | 2010-10-01,71,0 12 | 2010-11-01,72,0 13 | 2010-12-01,79,0 14 | 2011-01-01,66,0 15 | 2011-02-01,58,0 16 | 2011-03-01,58,0 17 | 2011-04-01,57,0 18 | 2011-05-01,66,0 19 | 2011-06-01,59,0 20 | 2011-07-01,65,0 21 | 2011-08-01,60,0 22 | 2011-09-01,152,1 23 | 2011-10-01,69,0 24 | 2011-11-01,94,0 25 | 2011-12-01,90,0 26 | 2012-01-01,82,0 27 | 2012-02-01,74,0 28 | 2012-03-01,69,0 29 | 2012-04-01,76,0 30 | 2012-05-01,78,0 31 | 2012-06-01,79,0 32 | 2012-07-01,70,0 33 | 2012-08-01,90,0 34 | 2012-09-01,101,0 35 | 2012-10-01,97,0 36 | 2012-11-01,133,0 37 | 2012-12-01,144,0 38 | 2013-01-01,115,0 39 | 2013-02-01,101,0 40 | 2013-03-01,87,0 41 | 2013-04-01,84,0 42 | 2013-05-01,89,0 43 | 2013-06-01,85,0 44 | 2013-07-01,72,0 45 | 2013-08-01,89,0 46 | 2013-09-01,114,0 47 | 2013-10-01,118,0 48 | 2013-11-01,149,0 49 | 2013-12-01,193,0 50 | 2014-01-01,138,0 51 | 2014-02-01,216,1 52 | 2014-03-01,79,0 53 | 2014-04-01,92,0 54 | 2014-05-01,91,0 55 | 2014-06-01,81,0 56 | 2014-07-01,160,1 57 | 2014-08-01,91,0 58 | 2014-09-01,120,0 59 | 2014-10-01,88,0 60 | 2014-11-01,154,0 61 | 2014-12-01,192,0 62 | 2015-01-01,125,0 63 | 2015-02-01,81,0 64 | 2015-03-01,132,1 65 | 2015-04-01,166,1 66 | 2015-05-01,67,0 67 | 2015-06-01,69,0 68 | 2015-07-01,54,0 69 | 2015-08-01,77,0 70 | 2015-09-01,86,0 71 | 2015-10-01,84,0 72 | 2015-11-01,139,0 73 | 2015-12-01,175,0 74 | 2016-01-01,119,0 75 | 2016-02-01,66,0 76 | 2016-03-01,45,0 77 | 2016-04-01,54,0 78 | 2016-05-01,47,0 79 | 2016-06-01,48,0 80 | 2016-07-01,42,0 81 | 2016-08-01,63,0 82 | 2016-09-01,70,0 83 | 2016-10-01,71,0 84 | 2016-11-01,121,0 85 | 2016-12-01,151,0 86 | 2017-01-01,114,0 87 | 2017-02-01,63,0 88 | 2017-03-01,44,0 89 | 2017-04-01,52,0 90 | 2017-05-01,41,0 91 | 2017-06-01,37,0 92 | 2017-07-01,35,0 93 | 2017-08-01,49,0 94 | 2017-09-01,58,0 95 | 2017-10-01,49,0 96 | 2017-11-01,207,1 97 | 2017-12-01,116,0 98 | 2018-01-01,84,0 99 | 2018-02-01,48,0 100 | 2018-03-01,36,0 101 | 2018-04-01,34,0 102 | 2018-05-01,29,0 103 | 2018-06-01,59,1 104 | 2018-07-01,21,0 105 | 2018-08-01,32,0 106 | 2018-09-01,33,0 107 | 2018-10-01,29,0 108 | 2018-11-01,53,0 109 | 2018-12-01,63,0 110 | 2019-01-01,49,0 111 | 2019-02-01,31,0 112 | 2019-03-01,21,0 113 | 2019-04-01,52,1 114 | 2019-05-01,17,0 115 | 2019-06-01,15,0 116 | 2019-07-01,12,0 117 | 2019-08-01,20,0 118 | 2019-09-01,24,0 119 | 2019-10-01,19,0 120 | 2019-11-01,32,0 121 | 2019-12-01,48,0 122 | -------------------------------------------------------------------------------- /book-data/7-1-1-train-sample-1.csv: -------------------------------------------------------------------------------- 1 | date,y 2 | 2000-05-01,182.07932545797442 3 | 2000-05-02,141.3347937811063 4 | 2000-05-03,172.87790848987703 5 | 2000-05-04,196.13816650961516 6 | 2000-05-05,209.8722263300652 7 | 2000-05-06,236.2663941087546 8 | 2000-05-07,233.79427226581052 9 | 2000-05-08,176.98912976392717 10 | 2000-05-09,125.47166499888891 11 | 2000-05-10,150.91860754114475 12 | 2000-05-11,171.4712067715862 13 | 2000-05-12,190.43262616838274 14 | 2000-05-13,206.73135267244135 15 | 2000-05-14,203.76955315233693 16 | 2000-05-15,150.38612563935524 17 | 2000-05-16,91.24184389866379 18 | 2000-05-17,120.477249740351 19 | 2000-05-18,150.28569944509877 20 | 2000-05-19,168.90298378477837 21 | 2000-05-20,194.8481886550585 22 | 2000-05-21,181.79542098195552 23 | 2000-05-22,126.85145286083682 24 | 2000-05-23,82.97088686938346 25 | 2000-05-24,110.39297006372311 26 | 2000-05-25,138.20389614819834 27 | 2000-05-26,162.12431528684348 28 | 2000-05-27,192.36152268012944 29 | 2000-05-28,190.82960047261497 30 | 2000-05-29,147.0802307199812 31 | 2000-05-30,93.78369221669264 32 | 2000-05-31,126.59400109366983 33 | 2000-06-01,157.49908894933043 34 | 2000-06-02,174.28957000315233 35 | 2000-06-03,204.21736993111477 36 | 2000-06-04,193.3997285167424 37 | 2000-06-05,150.79198818234238 38 | 2000-06-06,95.3343141487859 39 | 2000-06-07,130.0211940066351 40 | 2000-06-08,153.107052062759 41 | 2000-06-09,179.01507593336578 42 | 2000-06-10,209.88451666620693 43 | 2000-06-11,204.80266898269545 44 | 2000-06-12,154.69012158923198 45 | 2000-06-13,95.19817349201172 46 | 2000-06-14,130.4619476032634 47 | 2000-06-15,165.58385998640105 48 | 2000-06-16,181.01997442895617 49 | 2000-06-17,213.00147365806723 50 | 2000-06-18,205.45798199117036 51 | 2000-06-19,150.27675193431156 52 | 2000-06-20,103.99133597020649 53 | 2000-06-21,139.24433796764416 54 | 2000-06-22,177.02831031473443 55 | 2000-06-23,196.47189161425197 56 | 2000-06-24,225.97503710035915 57 | 2000-06-25,219.43045378547248 58 | 2000-06-26,167.301934089187 59 | 2000-06-27,118.4057837402748 60 | 2000-06-28,153.55436383324906 61 | 2000-06-29,182.69414764452944 62 | 2000-06-30,201.38171908682506 63 | 2000-07-01,227.8472924630721 64 | 2000-07-02,225.3431156781842 65 | 2000-07-03,183.0436587136131 66 | 2000-07-04,133.10198089009782 67 | 2000-07-05,168.45327157035092 68 | 2000-07-06,203.71121154635833 69 | 2000-07-07,220.2058741667039 70 | 2000-07-08,252.30939333458915 71 | 2000-07-09,246.82884620266628 72 | 2000-07-10,205.88262327785296 73 | 2000-07-11,155.96093972008532 74 | 2000-07-12,195.02018975119142 75 | 2000-07-13,225.53894520822635 76 | 2000-07-14,241.37177723855805 77 | 2000-07-15,265.2440104225392 78 | 2000-07-16,258.5486237086127 79 | 2000-07-17,219.8119048774569 80 | 2000-07-18,183.55239074489586 81 | 2000-07-19,211.90176708189347 82 | 2000-07-20,249.72264488233512 83 | 2000-07-21,272.7271669470679 84 | 2000-07-22,309.9895536505742 85 | 2000-07-23,299.1233757406176 86 | 2000-07-24,244.14169036208247 87 | 2000-07-25,201.85710918987706 88 | 2000-07-26,229.93996244348887 89 | 2000-07-27,262.5814293971298 90 | 2000-07-28,283.33016088759894 91 | 2000-07-29,318.5328213365849 92 | 2000-07-30,314.52743248464947 93 | 2000-07-31,275.5662436151664 94 | 2000-08-01,228.06305586308136 95 | 2000-08-02,264.13315902065665 96 | 2000-08-03,292.1429136890986 97 | 2000-08-04,310.98906491027117 98 | 2000-08-05,333.35489075810324 99 | 2000-08-06,315.3517956105825 100 | 2000-08-07,264.24677418804606 101 | 2000-08-08,214.88751459414812 102 | -------------------------------------------------------------------------------- /環境構築用資料/requirements.txt: -------------------------------------------------------------------------------- 1 | adagio==0.2.6 2 | aiohappyeyeballs==2.4.0 3 | aiohttp==3.10.5 4 | aiosignal==1.3.1 5 | anyio==4.4.0 6 | appdirs==1.4.4 7 | argon2-cffi==23.1.0 8 | argon2-cffi-bindings==21.2.0 9 | arrow==1.3.0 10 | asttokens==2.4.1 11 | async-lru==2.0.4 12 | attrs==24.2.0 13 | babel==2.16.0 14 | beautifulsoup4==4.12.3 15 | bleach==6.1.0 16 | certifi==2024.8.30 17 | cffi==1.17.1 18 | charset-normalizer==3.3.2 19 | cloudpickle==3.0.0 20 | colorama==0.4.6 21 | comm==0.2.2 22 | contourpy==1.3.0 23 | coreforecast==0.0.12 24 | cycler==0.12.1 25 | Cython==3.0.11 26 | darts==0.30.0 27 | debugpy==1.8.5 28 | decorator==5.1.1 29 | defusedxml==0.7.1 30 | executing==2.1.0 31 | fastjsonschema==2.20.0 32 | filelock==3.16.0 33 | fonttools==4.53.1 34 | fqdn==1.5.1 35 | frozenlist==1.4.1 36 | fs==2.4.16 37 | fsspec==2024.9.0 38 | fugue==0.9.1 39 | h11==0.14.0 40 | holidays==0.56 41 | httpcore==1.0.5 42 | httpx==0.27.2 43 | idna==3.8 44 | ipykernel==6.29.5 45 | ipython==8.27.0 46 | isoduration==20.11.0 47 | jedi==0.19.1 48 | Jinja2==3.1.4 49 | joblib==1.4.2 50 | json5==0.9.25 51 | jsonpointer==3.0.0 52 | jsonschema==4.23.0 53 | jsonschema-specifications==2023.12.1 54 | jupyter-events==0.10.0 55 | jupyter-lsp==2.2.5 56 | jupyter_client==8.6.2 57 | jupyter_core==5.7.2 58 | jupyter_server==2.14.2 59 | jupyter_server_terminals==0.5.3 60 | jupyterlab==4.2.5 61 | jupyterlab_pygments==0.3.0 62 | jupyterlab_server==2.27.3 63 | kiwisolver==1.4.7 64 | lightgbm==4.5.0 65 | lightning-utilities==0.11.7 66 | llvmlite==0.43.0 67 | MarkupSafe==2.1.5 68 | matplotlib==3.9.2 69 | matplotlib-inline==0.1.7 70 | mistune==3.0.2 71 | mpmath==1.3.0 72 | multidict==6.1.0 73 | nbclient==0.10.0 74 | nbconvert==7.16.4 75 | nbformat==5.10.4 76 | nest-asyncio==1.6.0 77 | networkx==3.3 78 | nfoursid==1.0.1 79 | notebook_shim==0.2.4 80 | numba==0.60.0 81 | numpy==1.26.4 82 | overrides==7.7.0 83 | packaging==24.1 84 | pandas==2.2.2 85 | pandocfilters==1.5.1 86 | parso==0.8.4 87 | patsy==0.5.6 88 | pillow==10.4.0 89 | platformdirs==4.3.2 90 | plotly==5.24.0 91 | pmdarima==2.0.4 92 | prometheus_client==0.20.0 93 | prompt_toolkit==3.0.47 94 | protobuf==5.28.0 95 | psutil==6.0.0 96 | pure_eval==0.2.3 97 | pyarrow==17.0.0 98 | pycparser==2.22 99 | Pygments==2.18.0 100 | pyod==2.0.2 101 | pyparsing==3.1.4 102 | python-dateutil==2.9.0.post0 103 | python-json-logger==2.0.7 104 | pytorch-lightning==2.4.0 105 | pytz==2024.2 106 | pywin32==306 107 | pywinpty==2.0.13 108 | PyYAML==6.0.2 109 | pyzmq==26.2.0 110 | referencing==0.35.1 111 | requests==2.32.3 112 | rfc3339-validator==0.1.4 113 | rfc3986-validator==0.1.1 114 | rpds-py==0.20.0 115 | scikit-base==0.9.0 116 | scikit-learn==1.5.1 117 | scipy==1.14.1 118 | seaborn==0.13.2 119 | Send2Trash==1.8.3 120 | setuptools==74.1.2 121 | shap==0.46.0 122 | six==1.16.0 123 | sktime==0.33.0 124 | slicer==0.0.8 125 | sniffio==1.3.1 126 | soupsieve==2.6 127 | stack-data==0.6.3 128 | statsforecast==1.7.6 129 | statsmodels==0.14.2 130 | sympy==1.13.2 131 | tbats==1.1.3 132 | tenacity==9.0.0 133 | tensorboardX==2.6.2.2 134 | terminado==0.18.1 135 | threadpoolctl==3.5.0 136 | tinycss2==1.3.0 137 | torch==2.4.1 138 | torchmetrics==1.4.1 139 | tornado==6.4.1 140 | tqdm==4.66.5 141 | traitlets==5.14.3 142 | triad==0.9.8 143 | types-python-dateutil==2.9.0.20240906 144 | typing_extensions==4.12.2 145 | tzdata==2024.1 146 | uri-template==1.3.0 147 | urllib3==2.2.2 148 | utilsforecast==0.2.4 149 | wcwidth==0.2.13 150 | webcolors==24.8.0 151 | webencodings==0.5.1 152 | websocket-client==1.8.0 153 | xarray==2024.7.0 154 | xgboost==2.1.1 155 | yarl==1.11.1 156 | -------------------------------------------------------------------------------- /book-data/7-1-2-train-sample-2.csv: -------------------------------------------------------------------------------- 1 | date,y 2 | 2000-05-01,182.07932545797442 3 | 2000-05-02,141.3347937811063 4 | 2000-05-03,172.87790848987703 5 | 2000-05-04,196.13816650961516 6 | 2000-05-05,209.8722263300652 7 | 2000-05-06,236.2663941087546 8 | 2000-05-07,233.79427226581052 9 | 2000-05-08,176.98912976392717 10 | 2000-05-09,125.47166499888891 11 | 2000-05-10,150.91860754114475 12 | 2000-05-11,171.4712067715862 13 | 2000-05-12,190.43262616838274 14 | 2000-05-13,206.73135267244135 15 | 2000-05-14,203.76955315233693 16 | 2000-05-15,150.38612563935524 17 | 2000-05-16,91.24184389866379 18 | 2000-05-17,120.477249740351 19 | 2000-05-18,150.28569944509877 20 | 2000-05-19,168.90298378477837 21 | 2000-05-20,194.8481886550585 22 | 2000-05-21,181.79542098195552 23 | 2000-05-22,126.85145286083682 24 | 2000-05-23,82.97088686938346 25 | 2000-05-24,110.39297006372311 26 | 2000-05-25,138.20389614819834 27 | 2000-05-26,162.12431528684348 28 | 2000-05-27,192.36152268012944 29 | 2000-05-28,190.82960047261497 30 | 2000-05-29,147.0802307199812 31 | 2000-05-30,93.78369221669264 32 | 2000-05-31,126.59400109366983 33 | 2000-06-01,157.49908894933043 34 | 2000-06-02,174.28957000315233 35 | 2000-06-03,204.21736993111477 36 | 2000-06-04,193.3997285167424 37 | 2000-06-05,150.79198818234238 38 | 2000-06-06,95.3343141487859 39 | 2000-06-07,130.0211940066351 40 | 2000-06-08,153.107052062759 41 | 2000-06-09,179.01507593336578 42 | 2000-06-10,209.88451666620693 43 | 2000-06-11,204.80266898269545 44 | 2000-06-12,154.69012158923198 45 | 2000-06-13,95.19817349201172 46 | 2000-06-14,130.4619476032634 47 | 2000-06-15,165.58385998640105 48 | 2000-06-16,181.01997442895617 49 | 2000-06-17,213.00147365806723 50 | 2000-06-18,205.45798199117036 51 | 2000-06-19,150.27675193431156 52 | 2000-06-20,103.99133597020649 53 | 2000-06-21,139.24433796764416 54 | 2000-06-22,177.02831031473443 55 | 2000-06-23,196.47189161425197 56 | 2000-06-24,225.97503710035915 57 | 2000-06-25,219.43045378547248 58 | 2000-06-26,167.301934089187 59 | 2000-06-27,118.4057837402748 60 | 2000-06-28,153.55436383324906 61 | 2000-06-29,182.69414764452944 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"source": [ 8 | "# 第5部　線形ガウス状態空間モデル\n", 9 | "\n", 10 | "## 第4章　ローカルレベルモデルの数理" 11 | ] 12 | }, 13 | { 14 | "cell_type": "code", 15 | "execution_count": 1, 16 | "id": "53649fc7-b1ff-42e8-9a2b-5ebde0190e5b", 17 | "metadata": {}, 18 | "outputs": [], 19 | "source": [ 20 | "# 数値計算に使うライブラリ\n", 21 | "import numpy as np\n", 22 | "import pandas as pd\n", 23 | "from scipy import stats\n", 24 | "\n", 25 | "# 統計モデルを推定するライブラリ\n", 26 | "import statsmodels.api as sm\n", 27 | "import statsmodels.tsa.api as tsa\n", 28 | "\n", 29 | "# グラフを描画するライブラリ\n", 30 | "from matplotlib import pylab as plt\n", 31 | "import seaborn as sns\n", 32 | "sns.set()" 33 | ] 34 | }, 35 | { 36 | "cell_type": "code", 37 | "execution_count": 2, 38 | "id": "46b426bc-de46-49de-97ea-16e4705104d9", 39 | "metadata": {}, 40 | "outputs": [], 41 | "source": [ 42 | "# 表示設定\n", 43 | "np.set_printoptions(linewidth=60)\n", 44 | "pd.set_option('display.width', 80)\n", 45 | "\n", 46 | "from matplotlib.pylab import rcParams\n", 47 | "rcParams['figure.figsize'] = 8, 4" 48 | ] 49 | }, 50 | { 51 | "cell_type": "markdown", 52 | "id": "6cf04087-d221-4498-8c62-91e829756da4", 53 | "metadata": {}, 54 | "source": [ 55 | "### statsmodelsを用いた散漫カルマンフィルタの実装" 56 | ] 57 | }, 58 | { 59 | "cell_type": "markdown", 60 | "id": "c62d02f8-c1e9-42fb-b661-30f975e97ab2", 61 | "metadata": {}, 62 | "source": [ 63 | "#### シミュレーションデータの生成" 64 | ] 65 | }, 66 | { 67 | "cell_type": "code", 68 | "execution_count": 3, 69 | "id": "1416943c-aee4-4c96-93c5-10b477ee7c66", 70 | "metadata": {}, 71 | "outputs": [ 72 | { 73 | "name": "stdout", 74 | "output_type": "stream", 75 | "text": [ 76 | "2020-01-01 29.4\n", 77 | "2020-01-02 37.1\n", 78 | "2020-01-03 32.5\n", 79 | "Freq: D, dtype: float64\n" 80 | ] 81 | } 82 | ], 83 | "source": [ 84 | "# 乱数の種\n", 85 | "np.random.seed(1)\n", 86 | "\n", 87 | "# 正規分布に従う乱数の累積和を作成し、ランダムウォーク系列を作る\n", 88 | "sim_size = 100\n", 89 | "mu = np.cumsum(stats.norm.rvs(loc=0, scale=1, size=sim_size).round(1)) + 30\n", 90 | "\n", 91 | "# 観測値の作成\n", 92 | "y = mu + stats.norm.rvs(loc=0, scale=5, size=sim_size).round(1)\n", 93 | "\n", 94 | "# 時系列インデックスの付与\n", 95 | "y_ts = pd.Series(\n", 96 | " y, index=pd.date_range(start='2020-01-01', periods=sim_size, freq='D'))\n", 97 | "\n", 98 | "# 結果の確認\n", 99 | "print(y_ts.head(3))" 100 | ] 101 | }, 102 | { 103 | "cell_type": "markdown", 104 | "id": "fcf24c25-5b8d-41b5-9dae-8aa5799f130c", 105 | "metadata": {}, 106 | "source": [ 107 | "#### 散漫カルマンフィルタの実装" 108 | ] 109 | }, 110 | { 111 | "cell_type": "code", 112 | "execution_count": 4, 113 | "id": "e1e58481-c6fd-4e8b-a78c-fb2b0c40427c", 114 | "metadata": {}, 115 | "outputs": [], 116 | "source": [ 117 | "# データの格納とモデルの特定\n", 118 | "mod_local_level_fix = tsa.UnobservedComponents(\n", 119 | " y_ts, level='local level', use_exact_diffuse=True)" 120 | ] 121 | }, 122 | { 123 | "cell_type": "code", 124 | "execution_count": 5, 125 | "id": "bbac666d-c078-4cc0-a8b9-cdb2fa194176", 126 | "metadata": {}, 127 | "outputs": [ 128 | { 129 | "data": { 130 | "text/plain": [ 131 | "array([29.4 , 33.43333, 33.07478])" 132 | ] 133 | }, 134 | "execution_count": 5, 135 | "metadata": {}, 136 | "output_type": "execute_result" 137 | } 138 | ], 139 | "source": [ 140 | "# フィルタリング\n", 141 | "res_local_level_fix = mod_local_level_fix.filter(pd.Series(np.array([10, 1])))\n", 142 | "\n", 143 | "# フィルタ化推定量を取り出す\n", 144 | "np.round(res_local_level_fix.level[\"filtered\"][0:3], 5)" 145 | ] 146 | }, 147 | { 148 | "cell_type": "code", 149 | "execution_count": 6, 150 | "id": "fff868b9-880c-4f77-9cb7-e4a6d60d0024", 151 | "metadata": {}, 152 | "outputs": [ 153 | { 154 | "data": { 155 | "text/plain": [ 156 | "-321.88824" 157 | ] 158 | }, 159 | "execution_count": 6, 160 | "metadata": {}, 161 | "output_type": "execute_result" 162 | } 163 | ], 164 | "source": [ 165 | "# 散漫対数尤度を取り出す\n", 166 | "np.round(res_local_level_fix.llf, 5)" 167 | ] 168 | }, 169 | { 170 | "cell_type": "markdown", 171 | "id": "1952779c-f0e2-4e50-82ca-86590030a6b5", 172 | "metadata": {}, 173 | "source": [ 174 | "#### 状態が変化しない単純なモデル" 175 | ] 176 | }, 177 | { 178 | "cell_type": "code", 179 | "execution_count": 7, 180 | "id": "1e915aa7-44bd-467c-9698-a5f301841e00", 181 | "metadata": {}, 182 | "outputs": [ 183 | { 184 | "data": { 185 | "text/plain": [ 186 | "array([29.4 , 33.25, 33. ])" 187 | ] 188 | }, 189 | "execution_count": 7, 190 | "metadata": {}, 191 | "output_type": "execute_result" 192 | } 193 | ], 194 | "source": [ 195 | "# データの格納とモデルの特定\n", 196 | "mod_const = tsa.UnobservedComponents(\n", 197 | " y_ts, level='deterministic constant', use_exact_diffuse=True)\n", 198 | "\n", 199 | "# フィルタリング\n", 200 | "res_const = mod_const.fit()\n", 201 | "\n", 202 | "# フィルタ化推定量を取り出す\n", 203 | "np.round(res_const.level[\"filtered\"][0:3], 5)" 204 | ] 205 | }, 206 | { 207 | "cell_type": "code", 208 | "execution_count": 8, 209 | "id": "03e7ba17-d4f4-4187-b859-7fad53538608", 210 | "metadata": {}, 211 | "outputs": [ 212 | { 213 | "data": { 214 | "text/plain": [ 215 | "33.25" 216 | ] 217 | }, 218 | "execution_count": 8, 219 | "metadata": {}, 220 | "output_type": "execute_result" 221 | } 222 | ], 223 | "source": [ 224 | "# 2時点目までの平均\n", 225 | "np.mean(y_ts[0:2])" 226 | ] 227 | }, 228 | { 229 | "cell_type": "code", 230 | "execution_count": 9, 231 | "id": "2f4b9b02-c03e-47c5-a6c9-5d5946703fca", 232 | "metadata": {}, 233 | "outputs": [ 234 | { 235 | "data": { 236 | "text/plain": [ 237 | "33.0" 238 | ] 239 | }, 240 | "execution_count": 9, 241 | "metadata": {}, 242 | "output_type": "execute_result" 243 | } 244 | ], 245 | "source": [ 246 | "# 3時点目までの平均\n", 247 | "np.mean(y_ts[0:3])" 248 | ] 249 | }, 250 | { 251 | "cell_type": "code", 252 | "execution_count": 10, 253 | "id": "5029092b-235c-4cfa-b930-e9f00ef7cc3b", 254 | "metadata": {}, 255 | "outputs": [ 256 | { 257 | "name": "stdout", 258 | "output_type": "stream", 259 | "text": [ 260 | "最新時点の状態 30.931\n", 261 | "観測値の平均値 30.931\n" 262 | ] 263 | } 264 | ], 265 | "source": [ 266 | "print('最新時点の状態', np.round(res_const.level[\"filtered\"][-1], 5))\n", 267 | "print('観測値の平均値', np.round(np.mean(y_ts), 5))" 268 | ] 269 | } 270 | ], 271 | "metadata": { 272 | "kernelspec": { 273 | "display_name": "Python 3 (ipykernel)", 274 | "language": "python", 275 | "name": "python3" 276 | }, 277 | "language_info": { 278 | "codemirror_mode": { 279 | "name": "ipython", 280 | "version": 3 281 | }, 282 | "file_extension": ".py", 283 | "mimetype": "text/x-python", 284 | "name": "python", 285 | "nbconvert_exporter": "python", 286 | "pygments_lexer": "ipython3", 287 | "version": "3.12.4" 288 | } 289 | }, 290 | "nbformat": 4, 291 | "nbformat_minor": 5 292 | } 293 | -------------------------------------------------------------------------------- /book-data/4-2-3-arima-data.csv: -------------------------------------------------------------------------------- 1 | date,arima 2 | 2023-01-01,1.6243453636632417 3 | 2023-01-02,3.6115415318743533 4 | 2023-01-03,4.183721583259727 5 | 2023-01-04,3.1459596004010906 6 | 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2000-05-03,701.0,155.0,535.0,390.0,240.0,269.0,189.0,153.0,236.0,160.0,771.0,413.0,751.0,61.0,86.0,129.0,176.0,647.0,331.0,182.0,130.0,675.0,324.0,367.0,419.0,340.0,199.0,744.0,863.0,377.0,256.0,713.0,487.0,817.0,684.0,148.0,217.0,874.0,629.0,296.0,100.0,195.0,112.0,237.0,656.0,268.0,124.0,338.0,319.0,89.0 5 | 2000-05-04,612.0,140.0,478.0,365.0,309.0,256.0,158.0,203.0,243.0,214.0,781.0,397.0,701.0,139.0,111.0,195.0,170.0,542.0,247.0,147.0,86.0,684.0,373.0,390.0,521.0,352.0,192.0,685.0,929.0,250.0,184.0,812.0,395.0,865.0,701.0,282.0,205.0,799.0,610.0,318.0,221.0,168.0,189.0,244.0,752.0,132.0,86.0,249.0,234.0,119.0 6 | 2000-05-05,701.0,150.0,403.0,388.0,277.0,240.0,191.0,180.0,213.0,164.0,701.0,452.0,809.0,117.0,61.0,158.0,83.0,659.0,265.0,194.0,62.0,640.0,298.0,401.0,430.0,320.0,221.0,667.0,820.0,326.0,171.0,770.0,447.0,758.0,606.0,231.0,281.0,804.0,595.0,194.0,183.0,203.0,141.0,186.0,705.0,246.0,145.0,322.0,283.0,227.0 7 | 2000-05-06,694.0,103.0,548.0,440.0,193.0,236.0,180.0,187.0,167.0,148.0,693.0,429.0,801.0,112.0,173.0,194.0,174.0,519.0,202.0,228.0,78.0,722.0,356.0,318.0,437.0,357.0,235.0,731.0,876.0,360.0,138.0,818.0,475.0,788.0,663.0,129.0,262.0,716.0,545.0,237.0,143.0,236.0,99.0,290.0,659.0,230.0,108.0,314.0,237.0,195.0 8 | 2000-05-07,693.0,151.0,569.0,390.0,193.0,248.0,133.0,256.0,218.0,240.0,716.0,398.0,787.0,168.0,184.0,114.0,110.0,639.0,146.0,215.0,124.0,610.0,228.0,321.0,339.0,271.0,210.0,690.0,844.0,439.0,248.0,787.0,465.0,794.0,748.0,207.0,257.0,891.0,518.0,228.0,122.0,243.0,113.0,108.0,559.0,135.0,216.0,373.0,224.0,134.0 9 | 2000-05-08,784.0,151.0,546.0,396.0,237.0,309.0,160.0,206.0,225.0,125.0,723.0,393.0,803.0,123.0,146.0,199.0,152.0,479.0,171.0,202.0,178.0,739.0,203.0,421.0,391.0,429.0,253.0,761.0,955.0,400.0,261.0,743.0,363.0,881.0,679.0,216.0,292.0,790.0,423.0,301.0,136.0,142.0,151.0,170.0,686.0,246.0,138.0,278.0,224.0,215.0 10 | 2000-05-09,708.0,237.0,543.0,347.0,263.0,225.0,172.0,158.0,220.0,106.0,668.0,421.0,825.0,174.0,73.0,194.0,133.0,550.0,248.0,171.0,72.0,605.0,321.0,399.0,341.0,304.0,155.0,627.0,874.0,370.0,115.0,789.0,480.0,864.0,672.0,248.0,223.0,827.0,569.0,296.0,242.0,164.0,132.0,227.0,667.0,254.0,144.0,312.0,259.0,186.0 11 | 2000-05-10,699.0,157.0,570.0,346.0,238.0,233.0,166.0,147.0,237.0,178.0,746.0,426.0,729.0,47.0,111.0,152.0,201.0,605.0,333.0,181.0,147.0,667.0,279.0,355.0,421.0,326.0,218.0,734.0,873.0,394.0,254.0,717.0,448.0,824.0,682.0,148.0,219.0,859.0,621.0,294.0,112.0,200.0,100.0,254.0,634.0,252.0,151.0,334.0,339.0,104.0 12 | 2000-05-11,593.0,140.0,504.0,328.0,307.0,220.0,132.0,206.0,249.0,223.0,760.0,405.0,678.0,124.0,132.0,218.0,187.0,495.0,253.0,150.0,95.0,681.0,331.0,390.0,510.0,325.0,208.0,679.0,933.0,258.0,180.0,804.0,356.0,864.0,690.0,272.0,225.0,783.0,605.0,304.0,230.0,165.0,179.0,265.0,739.0,121.0,109.0,252.0,236.0,134.0 13 | 2000-05-12,670.0,156.0,430.0,356.0,276.0,204.0,164.0,181.0,220.0,170.0,679.0,450.0,793.0,104.0,70.0,195.0,94.0,613.0,261.0,204.0,60.0,628.0,260.0,390.0,419.0,291.0,235.0,660.0,825.0,327.0,173.0,741.0,403.0,761.0,601.0,242.0,294.0,773.0,591.0,186.0,199.0,203.0,130.0,199.0,698.0,239.0,161.0,326.0,296.0,245.0 14 | 2000-05-13,667.0,112.0,572.0,404.0,185.0,194.0,167.0,181.0,163.0,161.0,663.0,433.0,777.0,95.0,182.0,233.0,184.0,488.0,206.0,233.0,84.0,715.0,327.0,300.0,426.0,331.0,245.0,714.0,880.0,349.0,134.0,801.0,451.0,795.0,643.0,139.0,284.0,700.0,529.0,243.0,151.0,234.0,92.0,308.0,660.0,236.0,117.0,317.0,238.0,213.0 15 | 2000-05-14,690.0,148.0,590.0,361.0,179.0,221.0,119.0,231.0,206.0,242.0,694.0,395.0,775.0,162.0,193.0,157.0,122.0,606.0,155.0,219.0,127.0,597.0,213.0,332.0,333.0,253.0,210.0,664.0,851.0,427.0,245.0,766.0,444.0,797.0,723.0,217.0,276.0,877.0,517.0,245.0,135.0,239.0,100.0,131.0,554.0,136.0,232.0,371.0,222.0,156.0 16 | 2000-05-15,779.0,160.0,564.0,374.0,229.0,284.0,147.0,180.0,220.0,116.0,701.0,394.0,789.0,119.0,168.0,240.0,171.0,441.0,176.0,208.0,182.0,714.0,186.0,420.0,382.0,398.0,255.0,725.0,948.0,390.0,258.0,713.0,337.0,887.0,645.0,230.0,312.0,769.0,412.0,303.0,126.0,142.0,145.0,192.0,672.0,264.0,154.0,276.0,224.0,223.0 17 | 2000-05-16,698.0,243.0,553.0,333.0,258.0,208.0,170.0,126.0,217.0,109.0,648.0,413.0,817.0,175.0,99.0,250.0,165.0,509.0,252.0,166.0,69.0,589.0,308.0,390.0,326.0,286.0,166.0,582.0,879.0,358.0,112.0,764.0,466.0,860.0,657.0,259.0,243.0,813.0,561.0,292.0,238.0,173.0,139.0,235.0,664.0,259.0,154.0,307.0,255.0,203.0 18 | 2000-05-17,675.0,153.0,575.0,338.0,233.0,211.0,168.0,124.0,238.0,168.0,724.0,420.0,722.0,46.0,124.0,193.0,225.0,579.0,353.0,177.0,136.0,660.0,261.0,351.0,407.0,308.0,228.0,685.0,878.0,379.0,245.0,695.0,442.0,821.0,655.0,165.0,235.0,835.0,607.0,293.0,114.0,201.0,117.0,262.0,626.0,256.0,156.0,331.0,328.0,116.0 19 | 2000-05-18,566.0,144.0,505.0,319.0,295.0,213.0,142.0,184.0,248.0,223.0,737.0,408.0,675.0,131.0,147.0,271.0,209.0,472.0,274.0,140.0,85.0,678.0,301.0,379.0,499.0,313.0,235.0,634.0,944.0,243.0,167.0,773.0,357.0,849.0,685.0,298.0,239.0,757.0,591.0,302.0,229.0,177.0,186.0,277.0,733.0,119.0,108.0,240.0,230.0,152.0 20 | 2000-05-19,650.0,156.0,421.0,343.0,265.0,190.0,174.0,154.0,215.0,157.0,657.0,453.0,786.0,114.0,91.0,242.0,113.0,593.0,288.0,199.0,64.0,633.0,235.0,387.0,402.0,267.0,247.0,614.0,825.0,319.0,161.0,721.0,396.0,755.0,579.0,259.0,320.0,763.0,569.0,186.0,184.0,213.0,139.0,209.0,674.0,236.0,163.0,326.0,294.0,267.0 21 | 2000-05-20,636.0,106.0,554.0,402.0,176.0,191.0,170.0,157.0,151.0,153.0,642.0,443.0,783.0,120.0,209.0,274.0,210.0,454.0,222.0,228.0,94.0,737.0,294.0,294.0,402.0,298.0,258.0,681.0,890.0,337.0,127.0,779.0,442.0,779.0,628.0,161.0,304.0,682.0,507.0,238.0,151.0,248.0,94.0,309.0,636.0,227.0,125.0,320.0,232.0,232.0 22 | 2000-05-21,646.0,147.0,576.0,345.0,177.0,211.0,129.0,214.0,196.0,243.0,669.0,393.0,772.0,173.0,221.0,198.0,129.0,575.0,158.0,215.0,136.0,620.0,187.0,319.0,292.0,221.0,225.0,630.0,861.0,408.0,236.0,745.0,432.0,777.0,704.0,231.0,296.0,858.0,481.0,231.0,146.0,251.0,112.0,132.0,544.0,130.0,240.0,376.0,220.0,179.0 23 | 2000-05-22,734.0,146.0,548.0,363.0,227.0,278.0,158.0,165.0,201.0,132.0,681.0,395.0,786.0,126.0,181.0,280.0,178.0,413.0,176.0,206.0,196.0,741.0,151.0,422.0,339.0,379.0,259.0,703.0,961.0,371.0,259.0,694.0,340.0,864.0,619.0,242.0,330.0,756.0,389.0,299.0,155.0,157.0,160.0,195.0,664.0,244.0,168.0,279.0,217.0,258.0 24 | 2000-05-23,667.0,233.0,549.0,324.0,255.0,205.0,175.0,119.0,204.0,118.0,637.0,416.0,807.0,173.0,105.0,287.0,170.0,479.0,270.0,175.0,84.0,603.0,286.0,393.0,287.0,263.0,167.0,560.0,878.0,347.0,110.0,741.0,458.0,835.0,622.0,267.0,249.0,787.0,534.0,290.0,271.0,196.0,150.0,254.0,642.0,269.0,160.0,311.0,239.0,229.0 25 | 2000-05-24,645.0,156.0,572.0,331.0,225.0,219.0,170.0,114.0,233.0,182.0,710.0,420.0,714.0,55.0,148.0,234.0,227.0,546.0,358.0,187.0,172.0,663.0,244.0,349.0,364.0,278.0,230.0,664.0,888.0,352.0,248.0,676.0,426.0,792.0,636.0,168.0,249.0,817.0,585.0,285.0,145.0,226.0,118.0,271.0,617.0,262.0,152.0,345.0,306.0,144.0 26 | 2000-05-25,546.0,148.0,501.0,316.0,301.0,219.0,146.0,180.0,248.0,242.0,715.0,394.0,664.0,148.0,168.0,305.0,213.0,436.0,284.0,147.0,119.0,674.0,296.0,382.0,458.0,288.0,223.0,604.0,945.0,206.0,169.0,751.0,338.0,821.0,649.0,302.0,250.0,747.0,566.0,302.0,267.0,186.0,199.0,283.0,719.0,129.0,109.0,263.0,213.0,177.0 27 | 2000-05-26,622.0,153.0,420.0,343.0,276.0,191.0,189.0,132.0,208.0,180.0,630.0,441.0,783.0,125.0,115.0,280.0,124.0,555.0,304.0,211.0,92.0,629.0,223.0,377.0,365.0,245.0,237.0,591.0,837.0,269.0,174.0,700.0,389.0,714.0,556.0,274.0,323.0,747.0,555.0,179.0,241.0,225.0,148.0,223.0,668.0,245.0,153.0,359.0,285.0,288.0 28 | 2000-05-27,602.0,102.0,564.0,396.0,189.0,187.0,180.0,132.0,154.0,178.0,615.0,430.0,776.0,120.0,223.0,314.0,214.0,410.0,231.0,245.0,116.0,709.0,293.0,297.0,370.0,288.0,249.0,650.0,887.0,284.0,136.0,764.0,415.0,742.0,601.0,174.0,302.0,671.0,491.0,217.0,197.0,246.0,113.0,326.0,633.0,240.0,105.0,351.0,223.0,258.0 29 | 2000-05-28,609.0,159.0,571.0,348.0,180.0,206.0,137.0,192.0,206.0,262.0,644.0,393.0,768.0,178.0,236.0,235.0,134.0,522.0,175.0,220.0,164.0,599.0,182.0,309.0,275.0,212.0,216.0,599.0,864.0,355.0,253.0,725.0,415.0,730.0,680.0,251.0,275.0,851.0,467.0,214.0,203.0,248.0,129.0,159.0,535.0,152.0,212.0,410.0,212.0,192.0 30 | 2000-05-29,703.0,170.0,552.0,350.0,229.0,281.0,172.0,145.0,216.0,146.0,656.0,386.0,782.0,140.0,189.0,306.0,190.0,375.0,200.0,207.0,220.0,702.0,148.0,402.0,314.0,359.0,243.0,653.0,963.0,312.0,266.0,680.0,321.0,805.0,591.0,262.0,318.0,734.0,353.0,274.0,214.0,153.0,168.0,209.0,650.0,267.0,131.0,317.0,216.0,267.0 31 | 2000-05-30,648.0,244.0,543.0,303.0,259.0,198.0,189.0,85.0,216.0,131.0,606.0,412.0,802.0,189.0,126.0,312.0,179.0,440.0,279.0,176.0,119.0,567.0,282.0,360.0,263.0,246.0,146.0,510.0,881.0,295.0,132.0,721.0,436.0,772.0,607.0,289.0,241.0,772.0,505.0,262.0,323.0,181.0,154.0,258.0,628.0,280.0,143.0,350.0,241.0,249.0 32 | 2000-05-31,627.0,160.0,558.0,316.0,223.0,208.0,193.0,81.0,232.0,201.0,679.0,409.0,705.0,65.0,170.0,243.0,244.0,500.0,365.0,181.0,194.0,617.0,233.0,324.0,339.0,277.0,201.0,607.0,882.0,309.0,268.0,636.0,416.0,735.0,609.0,190.0,235.0,803.0,555.0,269.0,206.0,206.0,112.0,280.0,591.0,272.0,151.0,383.0,304.0,172.0 33 | 2000-06-01,519.0,151.0,495.0,301.0,294.0,206.0,165.0,146.0,244.0,249.0,687.0,393.0,650.0,149.0,174.0,317.0,229.0,395.0,294.0,147.0,145.0,617.0,291.0,343.0,434.0,277.0,202.0,544.0,935.0,174.0,185.0,715.0,329.0,766.0,624.0,320.0,232.0,716.0,534.0,272.0,324.0,180.0,187.0,281.0,698.0,135.0,106.0,294.0,225.0,197.0 34 | 2000-06-02,607.0,164.0,416.0,323.0,264.0,193.0,192.0,119.0,210.0,181.0,610.0,435.0,754.0,122.0,115.0,296.0,138.0,516.0,314.0,206.0,121.0,568.0,215.0,352.0,331.0,245.0,225.0,521.0,814.0,254.0,193.0,666.0,386.0,652.0,515.0,277.0,285.0,720.0,496.0,166.0,293.0,224.0,137.0,216.0,648.0,257.0,169.0,377.0,281.0,316.0 35 | 2000-06-03,607.0,108.0,549.0,378.0,170.0,191.0,191.0,128.0,151.0,183.0,609.0,419.0,743.0,116.0,222.0,327.0,221.0,371.0,252.0,253.0,139.0,651.0,294.0,272.0,330.0,287.0,229.0,586.0,865.0,276.0,157.0,733.0,443.0,683.0,562.0,172.0,270.0,624.0,447.0,200.0,245.0,253.0,95.0,319.0,606.0,245.0,125.0,354.0,214.0,295.0 36 | 2000-06-04,622.0,167.0,570.0,324.0,158.0,214.0,147.0,187.0,187.0,263.0,643.0,378.0,738.0,180.0,232.0,254.0,157.0,489.0,201.0,221.0,179.0,533.0,184.0,285.0,232.0,207.0,194.0,541.0,834.0,349.0,272.0,696.0,424.0,673.0,630.0,249.0,265.0,795.0,423.0,201.0,249.0,252.0,104.0,156.0,513.0,159.0,247.0,399.0,212.0,236.0 37 | 2000-06-05,718.0,162.0,557.0,335.0,198.0,276.0,180.0,135.0,193.0,140.0,648.0,375.0,756.0,141.0,197.0,334.0,209.0,328.0,218.0,221.0,222.0,647.0,150.0,394.0,280.0,371.0,232.0,598.0,927.0,311.0,294.0,650.0,324.0,760.0,549.0,260.0,299.0,692.0,312.0,260.0,254.0,160.0,146.0,208.0,633.0,283.0,160.0,313.0,207.0,314.0 38 | 2000-06-06,651.0,256.0,554.0,297.0,237.0,198.0,204.0,88.0,193.0,117.0,587.0,389.0,771.0,198.0,128.0,343.0,191.0,397.0,312.0,190.0,114.0,509.0,283.0,351.0,228.0,244.0,131.0,461.0,846.0,295.0,151.0,690.0,436.0,723.0,553.0,282.0,215.0,726.0,457.0,252.0,358.0,181.0,132.0,267.0,619.0,301.0,181.0,346.0,227.0,296.0 39 | 2000-06-07,639.0,170.0,561.0,297.0,203.0,208.0,203.0,92.0,213.0,190.0,659.0,385.0,680.0,78.0,154.0,279.0,260.0,464.0,394.0,208.0,185.0,562.0,248.0,301.0,303.0,283.0,189.0,557.0,844.0,311.0,297.0,610.0,408.0,689.0,551.0,181.0,194.0,755.0,503.0,244.0,231.0,215.0,104.0,289.0,582.0,307.0,173.0,369.0,301.0,213.0 40 | 2000-06-08,537.0,157.0,482.0,283.0,276.0,200.0,168.0,145.0,215.0,245.0,673.0,357.0,634.0,171.0,180.0,346.0,255.0,361.0,317.0,176.0,133.0,566.0,295.0,333.0,400.0,273.0,192.0,492.0,903.0,185.0,226.0,689.0,334.0,722.0,557.0,307.0,187.0,668.0,476.0,266.0,351.0,189.0,181.0,302.0,693.0,171.0,134.0,287.0,198.0,247.0 41 | 2000-06-09,607.0,173.0,412.0,311.0,249.0,185.0,186.0,118.0,180.0,188.0,596.0,398.0,743.0,151.0,130.0,316.0,170.0,481.0,340.0,223.0,108.0,521.0,218.0,341.0,281.0,240.0,211.0,479.0,781.0,252.0,216.0,624.0,394.0,606.0,466.0,258.0,256.0,657.0,455.0,142.0,320.0,221.0,131.0,243.0,644.0,300.0,200.0,359.0,251.0,363.0 42 | 2000-06-10,605.0,122.0,540.0,362.0,162.0,177.0,179.0,127.0,145.0,183.0,586.0,387.0,729.0,160.0,237.0,359.0,264.0,340.0,286.0,257.0,134.0,610.0,294.0,254.0,283.0,270.0,220.0,533.0,836.0,278.0,187.0,679.0,446.0,640.0,507.0,153.0,232.0,571.0,392.0,174.0,282.0,250.0,99.0,350.0,602.0,291.0,155.0,353.0,196.0,335.0 43 | 2000-06-11,610.0,168.0,557.0,308.0,162.0,204.0,126.0,198.0,188.0,277.0,610.0,342.0,724.0,213.0,242.0,281.0,194.0,457.0,231.0,221.0,180.0,490.0,187.0,271.0,175.0,186.0,181.0,487.0,799.0,356.0,311.0,640.0,412.0,623.0,586.0,214.0,220.0,747.0,369.0,169.0,277.0,263.0,111.0,187.0,512.0,191.0,268.0,393.0,180.0,271.0 44 | 2000-06-12,698.0,177.0,537.0,319.0,202.0,270.0,152.0,145.0,198.0,169.0,619.0,350.0,745.0,169.0,203.0,359.0,257.0,297.0,251.0,219.0,225.0,603.0,155.0,367.0,231.0,343.0,223.0,547.0,895.0,315.0,321.0,590.0,307.0,695.0,504.0,228.0,262.0,644.0,268.0,236.0,286.0,165.0,156.0,235.0,637.0,313.0,189.0,299.0,186.0,339.0 45 | 2000-06-13,620.0,265.0,532.0,272.0,234.0,178.0,161.0,97.0,192.0,153.0,574.0,370.0,760.0,219.0,132.0,376.0,239.0,361.0,328.0,185.0,115.0,479.0,286.0,326.0,189.0,226.0,128.0,408.0,816.0,302.0,179.0,628.0,414.0,670.0,511.0,252.0,173.0,676.0,419.0,235.0,391.0,212.0,144.0,299.0,615.0,316.0,198.0,329.0,210.0,317.0 46 | 2000-06-14,603.0,185.0,548.0,271.0,201.0,184.0,156.0,107.0,219.0,223.0,648.0,376.0,658.0,95.0,173.0,319.0,304.0,425.0,414.0,199.0,185.0,544.0,232.0,281.0,260.0,259.0,182.0,515.0,816.0,329.0,328.0,551.0,383.0,617.0,508.0,144.0,166.0,700.0,465.0,234.0,261.0,232.0,108.0,323.0,580.0,312.0,197.0,353.0,279.0,245.0 47 | 2000-06-15,494.0,159.0,484.0,248.0,277.0,178.0,120.0,177.0,226.0,283.0,656.0,356.0,609.0,172.0,196.0,384.0,296.0,313.0,344.0,160.0,131.0,539.0,273.0,316.0,360.0,260.0,191.0,456.0,874.0,192.0,268.0,638.0,306.0,653.0,536.0,279.0,164.0,623.0,445.0,240.0,369.0,202.0,185.0,334.0,678.0,166.0,157.0,257.0,181.0,277.0 48 | 2000-06-16,564.0,169.0,400.0,281.0,240.0,157.0,144.0,161.0,196.0,225.0,584.0,407.0,716.0,165.0,144.0,353.0,209.0,437.0,361.0,207.0,107.0,490.0,202.0,307.0,244.0,226.0,210.0,440.0,747.0,268.0,260.0,577.0,347.0,549.0,438.0,249.0,237.0,616.0,432.0,120.0,336.0,242.0,135.0,273.0,636.0,289.0,218.0,334.0,230.0,391.0 49 | 2000-06-17,569.0,121.0,526.0,331.0,148.0,152.0,136.0,165.0,146.0,225.0,579.0,385.0,719.0,161.0,258.0,393.0,301.0,299.0,296.0,240.0,133.0,575.0,283.0,220.0,255.0,270.0,217.0,500.0,796.0,283.0,231.0,639.0,393.0,586.0,497.0,152.0,215.0,527.0,375.0,164.0,291.0,265.0,91.0,368.0,583.0,273.0,188.0,323.0,187.0,377.0 50 | 2000-06-18,570.0,169.0,543.0,279.0,143.0,178.0,91.0,221.0,189.0,318.0,608.0,338.0,708.0,225.0,274.0,317.0,232.0,426.0,235.0,219.0,169.0,463.0,174.0,228.0,153.0,189.0,179.0,457.0,754.0,358.0,360.0,602.0,383.0,583.0,573.0,217.0,204.0,701.0,351.0,162.0,288.0,261.0,97.0,218.0,481.0,184.0,307.0,377.0,179.0,303.0 51 | 2000-06-19,660.0,161.0,525.0,294.0,186.0,240.0,123.0,191.0,190.0,200.0,615.0,330.0,727.0,172.0,240.0,398.0,290.0,254.0,266.0,221.0,232.0,585.0,150.0,331.0,206.0,360.0,215.0,522.0,852.0,320.0,373.0,552.0,292.0,666.0,495.0,238.0,246.0,593.0,240.0,225.0,286.0,158.0,148.0,275.0,595.0,299.0,228.0,278.0,181.0,377.0 52 | 2000-06-20,591.0,254.0,509.0,243.0,224.0,165.0,131.0,154.0,177.0,193.0,569.0,350.0,744.0,229.0,162.0,411.0,277.0,325.0,352.0,186.0,126.0,455.0,271.0,291.0,162.0,231.0,120.0,372.0,778.0,305.0,230.0,593.0,412.0,634.0,495.0,254.0,169.0,636.0,388.0,201.0,390.0,207.0,134.0,328.0,583.0,308.0,240.0,306.0,211.0,354.0 53 | 2000-06-21,566.0,172.0,535.0,261.0,187.0,185.0,133.0,170.0,191.0,254.0,655.0,350.0,643.0,105.0,195.0,347.0,346.0,387.0,442.0,200.0,207.0,508.0,222.0,252.0,240.0,269.0,184.0,484.0,774.0,321.0,384.0,521.0,381.0,587.0,495.0,158.0,156.0,658.0,435.0,204.0,258.0,234.0,106.0,344.0,552.0,304.0,247.0,339.0,291.0,277.0 54 | 2000-06-22,461.0,152.0,471.0,262.0,268.0,177.0,94.0,243.0,206.0,315.0,653.0,318.0,592.0,185.0,216.0,422.0,331.0,279.0,373.0,165.0,146.0,511.0,276.0,285.0,342.0,277.0,180.0,414.0,823.0,177.0,300.0,603.0,299.0,633.0,513.0,288.0,165.0,562.0,426.0,224.0,382.0,198.0,169.0,362.0,658.0,174.0,200.0,243.0,197.0,308.0 55 | 2000-06-23,533.0,166.0,399.0,294.0,240.0,147.0,133.0,218.0,175.0,252.0,566.0,374.0,706.0,164.0,156.0,394.0,233.0,411.0,394.0,228.0,134.0,466.0,202.0,286.0,240.0,227.0,200.0,404.0,706.0,252.0,298.0,532.0,340.0,520.0,412.0,255.0,222.0,563.0,405.0,106.0,345.0,236.0,137.0,300.0,597.0,289.0,270.0,312.0,255.0,419.0 56 | 2000-06-24,533.0,116.0,536.0,354.0,158.0,146.0,130.0,236.0,128.0,242.0,561.0,359.0,694.0,154.0,277.0,433.0,334.0,270.0,337.0,259.0,156.0,555.0,278.0,188.0,237.0,267.0,200.0,454.0,754.0,278.0,266.0,594.0,405.0,555.0,447.0,147.0,199.0,472.0,341.0,162.0,288.0,270.0,91.0,404.0,564.0,277.0,242.0,304.0,195.0,388.0 57 | 2000-06-25,543.0,158.0,552.0,306.0,147.0,158.0,83.0,302.0,176.0,334.0,588.0,314.0,680.0,213.0,287.0,349.0,266.0,395.0,282.0,223.0,201.0,445.0,168.0,205.0,134.0,195.0,158.0,400.0,711.0,345.0,388.0,545.0,387.0,541.0,517.0,213.0,187.0,635.0,332.0,166.0,285.0,278.0,118.0,248.0,464.0,181.0,367.0,342.0,190.0,329.0 58 | 2000-06-26,636.0,164.0,540.0,311.0,191.0,228.0,113.0,265.0,184.0,215.0,600.0,302.0,693.0,180.0,253.0,428.0,318.0,233.0,304.0,220.0,245.0,560.0,139.0,306.0,185.0,359.0,203.0,459.0,805.0,314.0,401.0,499.0,288.0,617.0,442.0,229.0,224.0,533.0,213.0,234.0,298.0,179.0,158.0,304.0,574.0,288.0,293.0,242.0,181.0,410.0 59 | 2000-06-27,574.0,246.0,525.0,263.0,226.0,148.0,120.0,214.0,175.0,192.0,553.0,321.0,723.0,227.0,185.0,438.0,305.0,293.0,383.0,181.0,136.0,421.0,260.0,270.0,134.0,232.0,105.0,315.0,734.0,306.0,257.0,533.0,405.0,595.0,449.0,250.0,132.0,560.0,365.0,221.0,404.0,222.0,139.0,366.0,554.0,315.0,309.0,272.0,203.0,390.0 60 | 2000-06-28,550.0,164.0,542.0,270.0,186.0,156.0,129.0,212.0,196.0,257.0,630.0,325.0,614.0,104.0,218.0,378.0,376.0,351.0,466.0,193.0,198.0,485.0,217.0,230.0,208.0,267.0,164.0,415.0,721.0,325.0,400.0,467.0,377.0,541.0,446.0,145.0,133.0,594.0,411.0,213.0,295.0,249.0,108.0,388.0,521.0,298.0,316.0,303.0,280.0,314.0 61 | 2000-06-29,435.0,145.0,479.0,259.0,269.0,164.0,99.0,286.0,198.0,308.0,637.0,304.0,567.0,189.0,237.0,453.0,373.0,249.0,398.0,145.0,146.0,491.0,271.0,267.0,311.0,284.0,166.0,362.0,778.0,189.0,328.0,537.0,295.0,570.0,461.0,265.0,129.0,511.0,404.0,224.0,396.0,217.0,182.0,404.0,619.0,165.0,274.0,223.0,186.0,350.0 62 | 2000-06-30,509.0,153.0,415.0,290.0,243.0,135.0,128.0,258.0,161.0,251.0,558.0,355.0,676.0,175.0,183.0,422.0,303.0,381.0,410.0,206.0,115.0,441.0,196.0,265.0,204.0,246.0,182.0,337.0,662.0,268.0,320.0,483.0,339.0,463.0,360.0,232.0,197.0,512.0,385.0,102.0,366.0,266.0,139.0,350.0,562.0,281.0,334.0,305.0,239.0,460.0 63 | 2000-07-01,502.0,98.0,537.0,342.0,158.0,139.0,127.0,275.0,118.0,248.0,542.0,338.0,664.0,169.0,295.0,474.0,393.0,242.0,352.0,233.0,142.0,522.0,275.0,165.0,211.0,289.0,202.0,409.0,709.0,288.0,282.0,544.0,388.0,484.0,402.0,131.0,175.0,422.0,323.0,146.0,329.0,303.0,99.0,454.0,510.0,263.0,301.0,292.0,187.0,439.0 64 | 2000-07-02,506.0,144.0,566.0,287.0,156.0,164.0,79.0,336.0,160.0,327.0,569.0,285.0,658.0,237.0,303.0,386.0,322.0,370.0,300.0,208.0,187.0,392.0,165.0,176.0,111.0,200.0,163.0,349.0,659.0,368.0,397.0,505.0,383.0,477.0,473.0,192.0,155.0,603.0,302.0,140.0,323.0,300.0,109.0,301.0,412.0,170.0,415.0,345.0,188.0,374.0 65 | 2000-07-03,605.0,137.0,550.0,306.0,204.0,232.0,121.0,302.0,175.0,217.0,588.0,273.0,655.0,189.0,266.0,458.0,381.0,204.0,322.0,197.0,233.0,504.0,130.0,285.0,162.0,370.0,202.0,422.0,756.0,318.0,404.0,447.0,284.0,559.0,388.0,213.0,193.0,497.0,203.0,195.0,330.0,211.0,147.0,360.0,530.0,289.0,332.0,258.0,185.0,452.0 66 | 2000-07-04,526.0,220.0,544.0,258.0,233.0,160.0,139.0,262.0,170.0,205.0,522.0,291.0,677.0,240.0,190.0,466.0,360.0,271.0,401.0,166.0,139.0,366.0,272.0,247.0,118.0,248.0,108.0,273.0,677.0,295.0,268.0,494.0,401.0,536.0,396.0,229.0,111.0,528.0,367.0,191.0,441.0,250.0,127.0,413.0,498.0,298.0,349.0,290.0,207.0,432.0 67 | 2000-07-05,503.0,157.0,568.0,267.0,201.0,175.0,143.0,270.0,190.0,273.0,601.0,278.0,576.0,117.0,230.0,412.0,441.0,340.0,501.0,178.0,207.0,422.0,231.0,201.0,202.0,273.0,163.0,378.0,676.0,315.0,407.0,410.0,380.0,477.0,399.0,132.0,93.0,547.0,411.0,198.0,316.0,275.0,96.0,449.0,463.0,302.0,356.0,318.0,283.0,350.0 68 | 2000-07-06,401.0,147.0,498.0,244.0,276.0,169.0,102.0,351.0,202.0,322.0,611.0,247.0,528.0,204.0,249.0,478.0,425.0,248.0,432.0,139.0,160.0,422.0,287.0,237.0,296.0,285.0,166.0,321.0,737.0,179.0,328.0,480.0,292.0,524.0,405.0,264.0,93.0,472.0,397.0,224.0,430.0,232.0,165.0,460.0,573.0,170.0,300.0,214.0,197.0,387.0 69 | 2000-07-07,471.0,147.0,419.0,273.0,246.0,139.0,132.0,317.0,173.0,261.0,542.0,295.0,633.0,182.0,198.0,450.0,340.0,378.0,453.0,194.0,138.0,377.0,221.0,241.0,199.0,247.0,187.0,311.0,616.0,250.0,331.0,420.0,331.0,415.0,315.0,223.0,160.0,476.0,375.0,103.0,397.0,269.0,130.0,395.0,522.0,289.0,365.0,298.0,237.0,506.0 70 | 2000-07-08,457.0,93.0,552.0,317.0,158.0,131.0,130.0,345.0,123.0,246.0,520.0,276.0,620.0,182.0,304.0,494.0,431.0,248.0,391.0,230.0,167.0,458.0,294.0,147.0,225.0,266.0,197.0,360.0,658.0,272.0,299.0,486.0,374.0,449.0,363.0,132.0,133.0,387.0,322.0,155.0,351.0,310.0,86.0,500.0,475.0,269.0,322.0,291.0,177.0,483.0 71 | 2000-07-09,468.0,151.0,565.0,263.0,155.0,157.0,89.0,414.0,173.0,346.0,539.0,237.0,606.0,246.0,308.0,410.0,357.0,371.0,340.0,209.0,218.0,342.0,182.0,157.0,123.0,184.0,166.0,318.0,620.0,346.0,407.0,449.0,352.0,428.0,437.0,197.0,125.0,556.0,298.0,156.0,353.0,316.0,104.0,331.0,366.0,194.0,432.0,342.0,153.0,429.0 72 | 2000-07-10,558.0,155.0,541.0,284.0,195.0,216.0,125.0,394.0,172.0,230.0,553.0,219.0,610.0,200.0,270.0,492.0,412.0,211.0,353.0,202.0,263.0,453.0,154.0,251.0,164.0,353.0,209.0,398.0,710.0,308.0,430.0,402.0,253.0,506.0,360.0,219.0,169.0,455.0,193.0,230.0,354.0,220.0,153.0,383.0,486.0,322.0,353.0,243.0,148.0,499.0 73 | 2000-07-11,488.0,237.0,534.0,236.0,233.0,132.0,145.0,355.0,165.0,197.0,510.0,253.0,637.0,258.0,193.0,492.0,394.0,281.0,446.0,169.0,155.0,320.0,280.0,219.0,126.0,225.0,118.0,266.0,618.0,294.0,288.0,443.0,366.0,480.0,369.0,254.0,91.0,490.0,343.0,220.0,447.0,259.0,137.0,445.0,471.0,335.0,373.0,265.0,169.0,478.0 74 | 2000-07-12,463.0,162.0,550.0,244.0,212.0,143.0,153.0,346.0,188.0,258.0,586.0,264.0,531.0,133.0,240.0,437.0,460.0,352.0,537.0,186.0,219.0,386.0,233.0,179.0,214.0,262.0,167.0,373.0,595.0,318.0,432.0,360.0,336.0,421.0,377.0,154.0,92.0,517.0,387.0,231.0,329.0,277.0,104.0,474.0,427.0,333.0,368.0,302.0,240.0,398.0 75 | 2000-07-13,366.0,150.0,484.0,227.0,281.0,144.0,123.0,422.0,203.0,305.0,594.0,242.0,474.0,220.0,249.0,507.0,451.0,255.0,478.0,161.0,166.0,387.0,295.0,207.0,321.0,273.0,169.0,309.0,656.0,183.0,355.0,459.0,246.0,445.0,383.0,275.0,84.0,425.0,353.0,252.0,447.0,238.0,180.0,495.0,538.0,201.0,323.0,210.0,155.0,425.0 76 | 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date,y_0,y_1,y_2,y_3,y_4,y_5,y_6,y_7,y_8,y_9,y_10,y_11,y_12,y_13,y_14,y_15,y_16,y_17,y_18,y_19,y_20,y_21,y_22,y_23,y_24,y_25,y_26,y_27,y_28,y_29,y_30,y_31,y_32,y_33,y_34,y_35,y_36,y_37,y_38,y_39,y_40,y_41,y_42,y_43,y_44,y_45,y_46,y_47,y_48,y_49 2 | 2000-05-01,791.0,150.0,523.0,417.0,244.0,333.0,177.0,198.0,214.0,104.0,737.0,374.0,828.0,139.0,130.0,205.0,128.0,501.0,159.0,197.0,171.0,745.0,232.0,438.0,385.0,442.0,241.0,777.0,940.0,376.0,258.0,729.0,388.0,883.0,659.0,227.0,301.0,798.0,422.0,308.0,129.0,142.0,160.0,170.0,704.0,255.0,121.0,275.0,221.0,211.0 3 | 2000-05-02,726.0,237.0,517.0,381.0,276.0,258.0,191.0,151.0,210.0,87.0,686.0,403.0,853.0,190.0,53.0,201.0,111.0,573.0,239.0,170.0,65.0,620.0,363.0,407.0,335.0,323.0,137.0,644.0,866.0,358.0,111.0,777.0,504.0,854.0,673.0,258.0,226.0,836.0,581.0,298.0,231.0,177.0,148.0,221.0,684.0,268.0,122.0,307.0,247.0,180.0 4 | 2000-05-03,701.0,155.0,535.0,390.0,240.0,269.0,189.0,153.0,236.0,160.0,771.0,413.0,751.0,61.0,86.0,129.0,176.0,647.0,331.0,182.0,130.0,675.0,324.0,367.0,419.0,340.0,199.0,744.0,863.0,377.0,256.0,713.0,487.0,817.0,684.0,148.0,217.0,874.0,629.0,296.0,100.0,195.0,112.0,237.0,656.0,268.0,124.0,338.0,319.0,89.0 5 | 2000-05-04,612.0,140.0,478.0,365.0,309.0,256.0,158.0,203.0,243.0,214.0,781.0,397.0,701.0,139.0,111.0,195.0,170.0,542.0,247.0,147.0,86.0,684.0,373.0,390.0,521.0,352.0,192.0,685.0,929.0,250.0,184.0,812.0,395.0,865.0,701.0,282.0,205.0,799.0,610.0,318.0,221.0,168.0,189.0,244.0,752.0,132.0,86.0,249.0,234.0,119.0 6 | 2000-05-05,701.0,150.0,403.0,388.0,277.0,240.0,191.0,180.0,213.0,164.0,701.0,452.0,809.0,117.0,61.0,158.0,83.0,659.0,265.0,194.0,62.0,640.0,298.0,401.0,430.0,320.0,221.0,667.0,820.0,326.0,171.0,770.0,447.0,758.0,606.0,231.0,281.0,804.0,595.0,194.0,183.0,203.0,141.0,186.0,705.0,246.0,145.0,322.0,283.0,227.0 7 | 2000-05-06,694.0,103.0,548.0,440.0,193.0,236.0,180.0,187.0,167.0,148.0,693.0,429.0,801.0,112.0,173.0,194.0,174.0,519.0,202.0,228.0,78.0,722.0,356.0,318.0,437.0,357.0,235.0,731.0,876.0,360.0,138.0,818.0,475.0,788.0,663.0,129.0,262.0,716.0,545.0,237.0,143.0,236.0,99.0,290.0,659.0,230.0,108.0,314.0,237.0,195.0 8 | 2000-05-07,693.0,151.0,569.0,390.0,193.0,248.0,133.0,256.0,218.0,240.0,716.0,398.0,787.0,168.0,184.0,114.0,110.0,639.0,146.0,215.0,124.0,610.0,228.0,321.0,339.0,271.0,210.0,690.0,844.0,439.0,248.0,787.0,465.0,794.0,748.0,207.0,257.0,891.0,518.0,228.0,122.0,243.0,113.0,108.0,559.0,135.0,216.0,373.0,224.0,134.0 9 | 2000-05-08,784.0,151.0,546.0,396.0,237.0,309.0,160.0,206.0,225.0,125.0,723.0,393.0,803.0,123.0,146.0,199.0,152.0,479.0,171.0,202.0,178.0,739.0,203.0,421.0,391.0,429.0,253.0,761.0,955.0,400.0,261.0,743.0,363.0,881.0,679.0,216.0,292.0,790.0,423.0,301.0,136.0,142.0,151.0,170.0,686.0,246.0,138.0,278.0,224.0,215.0 10 | 2000-05-09,708.0,237.0,543.0,347.0,263.0,225.0,172.0,158.0,220.0,106.0,668.0,421.0,825.0,174.0,73.0,194.0,133.0,550.0,248.0,171.0,72.0,605.0,321.0,399.0,341.0,304.0,155.0,627.0,874.0,370.0,115.0,789.0,480.0,864.0,672.0,248.0,223.0,827.0,569.0,296.0,242.0,164.0,132.0,227.0,667.0,254.0,144.0,312.0,259.0,186.0 11 | 2000-05-10,699.0,157.0,570.0,346.0,238.0,233.0,166.0,147.0,237.0,178.0,746.0,426.0,729.0,47.0,111.0,152.0,201.0,605.0,333.0,181.0,147.0,667.0,279.0,355.0,421.0,326.0,218.0,734.0,873.0,394.0,254.0,717.0,448.0,824.0,682.0,148.0,219.0,859.0,621.0,294.0,112.0,200.0,100.0,254.0,634.0,252.0,151.0,334.0,339.0,104.0 12 | 2000-05-11,593.0,140.0,504.0,328.0,307.0,220.0,132.0,206.0,249.0,223.0,760.0,405.0,678.0,124.0,132.0,218.0,187.0,495.0,253.0,150.0,95.0,681.0,331.0,390.0,510.0,325.0,208.0,679.0,933.0,258.0,180.0,804.0,356.0,864.0,690.0,272.0,225.0,783.0,605.0,304.0,230.0,165.0,179.0,265.0,739.0,121.0,109.0,252.0,236.0,134.0 13 | 2000-05-12,670.0,156.0,430.0,356.0,276.0,204.0,164.0,181.0,220.0,170.0,679.0,450.0,793.0,104.0,70.0,195.0,94.0,613.0,261.0,204.0,60.0,628.0,260.0,390.0,419.0,291.0,235.0,660.0,825.0,327.0,173.0,741.0,403.0,761.0,601.0,242.0,294.0,773.0,591.0,186.0,199.0,203.0,130.0,199.0,698.0,239.0,161.0,326.0,296.0,245.0 14 | 2000-05-13,667.0,112.0,572.0,404.0,185.0,194.0,167.0,181.0,163.0,161.0,663.0,433.0,777.0,95.0,182.0,233.0,184.0,488.0,206.0,233.0,84.0,715.0,327.0,300.0,426.0,331.0,245.0,714.0,880.0,349.0,134.0,801.0,451.0,795.0,643.0,139.0,284.0,700.0,529.0,243.0,151.0,234.0,92.0,308.0,660.0,236.0,117.0,317.0,238.0,213.0 15 | 2000-05-14,690.0,148.0,590.0,361.0,179.0,221.0,119.0,231.0,206.0,242.0,694.0,395.0,775.0,162.0,193.0,157.0,122.0,606.0,155.0,219.0,127.0,597.0,213.0,332.0,333.0,253.0,210.0,664.0,851.0,427.0,245.0,766.0,444.0,797.0,723.0,217.0,276.0,877.0,517.0,245.0,135.0,239.0,100.0,131.0,554.0,136.0,232.0,371.0,222.0,156.0 16 | 2000-05-15,779.0,160.0,564.0,374.0,229.0,284.0,147.0,180.0,220.0,116.0,701.0,394.0,789.0,119.0,168.0,240.0,171.0,441.0,176.0,208.0,182.0,714.0,186.0,420.0,382.0,398.0,255.0,725.0,948.0,390.0,258.0,713.0,337.0,887.0,645.0,230.0,312.0,769.0,412.0,303.0,126.0,142.0,145.0,192.0,672.0,264.0,154.0,276.0,224.0,223.0 17 | 2000-05-16,698.0,243.0,553.0,333.0,258.0,208.0,170.0,126.0,217.0,109.0,648.0,413.0,817.0,175.0,99.0,250.0,165.0,509.0,252.0,166.0,69.0,589.0,308.0,390.0,326.0,286.0,166.0,582.0,879.0,358.0,112.0,764.0,466.0,860.0,657.0,259.0,243.0,813.0,561.0,292.0,238.0,173.0,139.0,235.0,664.0,259.0,154.0,307.0,255.0,203.0 18 | 2000-05-17,675.0,153.0,575.0,338.0,233.0,211.0,168.0,124.0,238.0,168.0,724.0,420.0,722.0,46.0,124.0,193.0,225.0,579.0,353.0,177.0,136.0,660.0,261.0,351.0,407.0,308.0,228.0,685.0,878.0,379.0,245.0,695.0,442.0,821.0,655.0,165.0,235.0,835.0,607.0,293.0,114.0,201.0,117.0,262.0,626.0,256.0,156.0,331.0,328.0,116.0 19 | 2000-05-18,566.0,144.0,505.0,319.0,295.0,213.0,142.0,184.0,248.0,223.0,737.0,408.0,675.0,131.0,147.0,271.0,209.0,472.0,274.0,140.0,85.0,678.0,301.0,379.0,499.0,313.0,235.0,634.0,944.0,243.0,167.0,773.0,357.0,849.0,685.0,298.0,239.0,757.0,591.0,302.0,229.0,177.0,186.0,277.0,733.0,119.0,108.0,240.0,230.0,152.0 20 | 2000-05-19,650.0,156.0,421.0,343.0,265.0,190.0,174.0,154.0,215.0,157.0,657.0,453.0,786.0,114.0,91.0,242.0,113.0,593.0,288.0,199.0,64.0,633.0,235.0,387.0,402.0,267.0,247.0,614.0,825.0,319.0,161.0,721.0,396.0,755.0,579.0,259.0,320.0,763.0,569.0,186.0,184.0,213.0,139.0,209.0,674.0,236.0,163.0,326.0,294.0,267.0 21 | 2000-05-20,636.0,106.0,554.0,402.0,176.0,191.0,170.0,157.0,151.0,153.0,642.0,443.0,783.0,120.0,209.0,274.0,210.0,454.0,222.0,228.0,94.0,737.0,294.0,294.0,402.0,298.0,258.0,681.0,890.0,337.0,127.0,779.0,442.0,779.0,628.0,161.0,304.0,682.0,507.0,238.0,151.0,248.0,94.0,309.0,636.0,227.0,125.0,320.0,232.0,232.0 22 | 2000-05-21,646.0,147.0,576.0,345.0,177.0,211.0,129.0,214.0,196.0,243.0,669.0,393.0,772.0,173.0,221.0,198.0,129.0,575.0,158.0,215.0,136.0,620.0,187.0,319.0,292.0,221.0,225.0,630.0,861.0,408.0,236.0,745.0,432.0,777.0,704.0,231.0,296.0,858.0,481.0,231.0,146.0,251.0,112.0,132.0,544.0,130.0,240.0,376.0,220.0,179.0 23 | 2000-05-22,734.0,146.0,548.0,363.0,227.0,278.0,158.0,165.0,201.0,132.0,681.0,395.0,786.0,126.0,181.0,280.0,178.0,413.0,176.0,206.0,196.0,741.0,151.0,422.0,339.0,379.0,259.0,703.0,961.0,371.0,259.0,694.0,340.0,864.0,619.0,242.0,330.0,756.0,389.0,299.0,155.0,157.0,160.0,195.0,664.0,244.0,168.0,279.0,217.0,258.0 24 | 2000-05-23,667.0,233.0,549.0,324.0,255.0,205.0,175.0,119.0,204.0,118.0,637.0,416.0,807.0,173.0,105.0,287.0,170.0,479.0,270.0,175.0,84.0,603.0,286.0,393.0,287.0,263.0,167.0,560.0,878.0,347.0,110.0,741.0,458.0,835.0,622.0,267.0,249.0,787.0,534.0,290.0,271.0,196.0,150.0,254.0,642.0,269.0,160.0,311.0,239.0,229.0 25 | 2000-05-24,645.0,156.0,572.0,331.0,225.0,219.0,170.0,114.0,233.0,182.0,710.0,420.0,714.0,55.0,148.0,234.0,227.0,546.0,358.0,187.0,172.0,663.0,244.0,349.0,364.0,278.0,230.0,664.0,888.0,352.0,248.0,676.0,426.0,792.0,636.0,168.0,249.0,817.0,585.0,285.0,145.0,226.0,118.0,271.0,617.0,262.0,152.0,345.0,306.0,144.0 26 | 2000-05-25,546.0,148.0,501.0,316.0,301.0,219.0,146.0,180.0,248.0,242.0,715.0,394.0,664.0,148.0,168.0,305.0,213.0,436.0,284.0,147.0,119.0,674.0,296.0,382.0,458.0,288.0,223.0,604.0,945.0,206.0,169.0,751.0,338.0,821.0,649.0,302.0,250.0,747.0,566.0,302.0,267.0,186.0,199.0,283.0,719.0,129.0,109.0,263.0,213.0,177.0 27 | 2000-05-26,622.0,153.0,420.0,343.0,276.0,191.0,189.0,132.0,208.0,180.0,630.0,441.0,783.0,125.0,115.0,280.0,124.0,555.0,304.0,211.0,92.0,629.0,223.0,377.0,365.0,245.0,237.0,591.0,837.0,269.0,174.0,700.0,389.0,714.0,556.0,274.0,323.0,747.0,555.0,179.0,241.0,225.0,148.0,223.0,668.0,245.0,153.0,359.0,285.0,288.0 28 | 2000-05-27,602.0,102.0,564.0,396.0,189.0,187.0,180.0,132.0,154.0,178.0,615.0,430.0,776.0,120.0,223.0,314.0,214.0,410.0,231.0,245.0,116.0,709.0,293.0,297.0,370.0,288.0,249.0,650.0,887.0,284.0,136.0,764.0,415.0,742.0,601.0,174.0,302.0,671.0,491.0,217.0,197.0,246.0,113.0,326.0,633.0,240.0,105.0,351.0,223.0,258.0 29 | 2000-05-28,609.0,159.0,571.0,348.0,180.0,206.0,137.0,192.0,206.0,262.0,644.0,393.0,768.0,178.0,236.0,235.0,134.0,522.0,175.0,220.0,164.0,599.0,182.0,309.0,275.0,212.0,216.0,599.0,864.0,355.0,253.0,725.0,415.0,730.0,680.0,251.0,275.0,851.0,467.0,214.0,203.0,248.0,129.0,159.0,535.0,152.0,212.0,410.0,212.0,192.0 30 | 2000-05-29,703.0,170.0,552.0,350.0,229.0,281.0,172.0,145.0,216.0,146.0,656.0,386.0,782.0,140.0,189.0,306.0,190.0,375.0,200.0,207.0,220.0,702.0,148.0,402.0,314.0,359.0,243.0,653.0,963.0,312.0,266.0,680.0,321.0,805.0,591.0,262.0,318.0,734.0,353.0,274.0,214.0,153.0,168.0,209.0,650.0,267.0,131.0,317.0,216.0,267.0 31 | 2000-05-30,648.0,244.0,543.0,303.0,259.0,198.0,189.0,85.0,216.0,131.0,606.0,412.0,802.0,189.0,126.0,312.0,179.0,440.0,279.0,176.0,119.0,567.0,282.0,360.0,263.0,246.0,146.0,510.0,881.0,295.0,132.0,721.0,436.0,772.0,607.0,289.0,241.0,772.0,505.0,262.0,323.0,181.0,154.0,258.0,628.0,280.0,143.0,350.0,241.0,249.0 32 | 2000-05-31,627.0,160.0,558.0,316.0,223.0,208.0,193.0,81.0,232.0,201.0,679.0,409.0,705.0,65.0,170.0,243.0,244.0,500.0,365.0,181.0,194.0,617.0,233.0,324.0,339.0,277.0,201.0,607.0,882.0,309.0,268.0,636.0,416.0,735.0,609.0,190.0,235.0,803.0,555.0,269.0,206.0,206.0,112.0,280.0,591.0,272.0,151.0,383.0,304.0,172.0 33 | 2000-06-01,519.0,151.0,495.0,301.0,294.0,206.0,165.0,146.0,244.0,249.0,687.0,393.0,650.0,149.0,174.0,317.0,229.0,395.0,294.0,147.0,145.0,617.0,291.0,343.0,434.0,277.0,202.0,544.0,935.0,174.0,185.0,715.0,329.0,766.0,624.0,320.0,232.0,716.0,534.0,272.0,324.0,180.0,187.0,281.0,698.0,135.0,106.0,294.0,225.0,197.0 34 | 2000-06-02,607.0,164.0,416.0,323.0,264.0,193.0,192.0,119.0,210.0,181.0,610.0,435.0,754.0,122.0,115.0,296.0,138.0,516.0,314.0,206.0,121.0,568.0,215.0,352.0,331.0,245.0,225.0,521.0,814.0,254.0,193.0,666.0,386.0,652.0,515.0,277.0,285.0,720.0,496.0,166.0,293.0,224.0,137.0,216.0,648.0,257.0,169.0,377.0,281.0,316.0 35 | 2000-06-03,607.0,108.0,549.0,378.0,170.0,191.0,191.0,128.0,151.0,183.0,609.0,419.0,743.0,116.0,222.0,327.0,221.0,371.0,252.0,253.0,139.0,651.0,294.0,272.0,330.0,287.0,229.0,586.0,865.0,276.0,157.0,733.0,443.0,683.0,562.0,172.0,270.0,624.0,447.0,200.0,245.0,253.0,95.0,319.0,606.0,245.0,125.0,354.0,214.0,295.0 36 | 2000-06-04,622.0,167.0,570.0,324.0,158.0,214.0,147.0,187.0,187.0,263.0,643.0,378.0,738.0,180.0,232.0,254.0,157.0,489.0,201.0,221.0,179.0,533.0,184.0,285.0,232.0,207.0,194.0,541.0,834.0,349.0,272.0,696.0,424.0,673.0,630.0,249.0,265.0,795.0,423.0,201.0,249.0,252.0,104.0,156.0,513.0,159.0,247.0,399.0,212.0,236.0 37 | 2000-06-05,718.0,162.0,557.0,335.0,198.0,276.0,180.0,135.0,193.0,140.0,648.0,375.0,756.0,141.0,197.0,334.0,209.0,328.0,218.0,221.0,222.0,647.0,150.0,394.0,280.0,371.0,232.0,598.0,927.0,311.0,294.0,650.0,324.0,760.0,549.0,260.0,299.0,692.0,312.0,260.0,254.0,160.0,146.0,208.0,633.0,283.0,160.0,313.0,207.0,314.0 38 | 2000-06-06,651.0,256.0,554.0,297.0,237.0,198.0,204.0,88.0,193.0,117.0,587.0,389.0,771.0,198.0,128.0,343.0,191.0,397.0,312.0,190.0,114.0,509.0,283.0,351.0,228.0,244.0,131.0,461.0,846.0,295.0,151.0,690.0,436.0,723.0,553.0,282.0,215.0,726.0,457.0,252.0,358.0,181.0,132.0,267.0,619.0,301.0,181.0,346.0,227.0,296.0 39 | 2000-06-07,639.0,170.0,561.0,297.0,203.0,208.0,203.0,92.0,213.0,190.0,659.0,385.0,680.0,78.0,154.0,279.0,260.0,464.0,394.0,208.0,185.0,562.0,248.0,301.0,303.0,283.0,189.0,557.0,844.0,311.0,297.0,610.0,408.0,689.0,551.0,181.0,194.0,755.0,503.0,244.0,231.0,215.0,104.0,289.0,582.0,307.0,173.0,369.0,301.0,213.0 40 | 2000-06-08,537.0,157.0,482.0,283.0,276.0,200.0,168.0,145.0,215.0,245.0,673.0,357.0,634.0,171.0,180.0,346.0,255.0,361.0,317.0,176.0,133.0,566.0,295.0,333.0,400.0,273.0,192.0,492.0,903.0,185.0,226.0,689.0,334.0,722.0,557.0,307.0,187.0,668.0,476.0,266.0,351.0,189.0,181.0,302.0,693.0,171.0,134.0,287.0,198.0,247.0 41 | 2000-06-09,607.0,173.0,412.0,311.0,249.0,185.0,186.0,118.0,180.0,188.0,596.0,398.0,743.0,151.0,130.0,316.0,170.0,481.0,340.0,223.0,108.0,521.0,218.0,341.0,281.0,240.0,211.0,479.0,781.0,252.0,216.0,624.0,394.0,606.0,466.0,258.0,256.0,657.0,455.0,142.0,320.0,221.0,131.0,243.0,644.0,300.0,200.0,359.0,251.0,363.0 42 | 2000-06-10,605.0,122.0,540.0,362.0,162.0,177.0,179.0,127.0,145.0,183.0,586.0,387.0,729.0,160.0,237.0,359.0,264.0,340.0,286.0,257.0,134.0,610.0,294.0,254.0,283.0,270.0,220.0,533.0,836.0,278.0,187.0,679.0,446.0,640.0,507.0,153.0,232.0,571.0,392.0,174.0,282.0,250.0,99.0,350.0,602.0,291.0,155.0,353.0,196.0,335.0 43 | 2000-06-11,610.0,168.0,557.0,308.0,162.0,204.0,126.0,198.0,188.0,277.0,610.0,342.0,724.0,213.0,242.0,281.0,194.0,457.0,231.0,221.0,180.0,490.0,187.0,271.0,175.0,186.0,181.0,487.0,799.0,356.0,311.0,640.0,412.0,623.0,586.0,214.0,220.0,747.0,369.0,169.0,277.0,263.0,111.0,187.0,512.0,191.0,268.0,393.0,180.0,271.0 44 | 2000-06-12,698.0,177.0,537.0,319.0,202.0,270.0,152.0,145.0,198.0,169.0,619.0,350.0,745.0,169.0,203.0,359.0,257.0,297.0,251.0,219.0,225.0,603.0,155.0,367.0,231.0,343.0,223.0,547.0,895.0,315.0,321.0,590.0,307.0,695.0,504.0,228.0,262.0,644.0,268.0,236.0,286.0,165.0,156.0,235.0,637.0,313.0,189.0,299.0,186.0,339.0 45 | 2000-06-13,620.0,265.0,532.0,272.0,234.0,178.0,161.0,97.0,192.0,153.0,574.0,370.0,760.0,219.0,132.0,376.0,239.0,361.0,328.0,185.0,115.0,479.0,286.0,326.0,189.0,226.0,128.0,408.0,816.0,302.0,179.0,628.0,414.0,670.0,511.0,252.0,173.0,676.0,419.0,235.0,391.0,212.0,144.0,299.0,615.0,316.0,198.0,329.0,210.0,317.0 46 | 2000-06-14,603.0,185.0,548.0,271.0,201.0,184.0,156.0,107.0,219.0,223.0,648.0,376.0,658.0,95.0,173.0,319.0,304.0,425.0,414.0,199.0,185.0,544.0,232.0,281.0,260.0,259.0,182.0,515.0,816.0,329.0,328.0,551.0,383.0,617.0,508.0,144.0,166.0,700.0,465.0,234.0,261.0,232.0,108.0,323.0,580.0,312.0,197.0,353.0,279.0,245.0 47 | 2000-06-15,494.0,159.0,484.0,248.0,277.0,178.0,120.0,177.0,226.0,283.0,656.0,356.0,609.0,172.0,196.0,384.0,296.0,313.0,344.0,160.0,131.0,539.0,273.0,316.0,360.0,260.0,191.0,456.0,874.0,192.0,268.0,638.0,306.0,653.0,536.0,279.0,164.0,623.0,445.0,240.0,369.0,202.0,185.0,334.0,678.0,166.0,157.0,257.0,181.0,277.0 48 | 2000-06-16,564.0,169.0,400.0,281.0,240.0,157.0,144.0,161.0,196.0,225.0,584.0,407.0,716.0,165.0,144.0,353.0,209.0,437.0,361.0,207.0,107.0,490.0,202.0,307.0,244.0,226.0,210.0,440.0,747.0,268.0,260.0,577.0,347.0,549.0,438.0,249.0,237.0,616.0,432.0,120.0,336.0,242.0,135.0,273.0,636.0,289.0,218.0,334.0,230.0,391.0 49 | 2000-06-17,569.0,121.0,526.0,331.0,148.0,152.0,136.0,165.0,146.0,225.0,579.0,385.0,719.0,161.0,258.0,393.0,301.0,299.0,296.0,240.0,133.0,575.0,283.0,220.0,255.0,270.0,217.0,500.0,796.0,283.0,231.0,639.0,393.0,586.0,497.0,152.0,215.0,527.0,375.0,164.0,291.0,265.0,91.0,368.0,583.0,273.0,188.0,323.0,187.0,377.0 50 | 2000-06-18,570.0,169.0,543.0,279.0,143.0,178.0,91.0,221.0,189.0,318.0,608.0,338.0,708.0,225.0,274.0,317.0,232.0,426.0,235.0,219.0,169.0,463.0,174.0,228.0,153.0,189.0,179.0,457.0,754.0,358.0,360.0,602.0,383.0,583.0,573.0,217.0,204.0,701.0,351.0,162.0,288.0,261.0,97.0,218.0,481.0,184.0,307.0,377.0,179.0,303.0 51 | 2000-06-19,660.0,161.0,525.0,294.0,186.0,240.0,123.0,191.0,190.0,200.0,615.0,330.0,727.0,172.0,240.0,398.0,290.0,254.0,266.0,221.0,232.0,585.0,150.0,331.0,206.0,360.0,215.0,522.0,852.0,320.0,373.0,552.0,292.0,666.0,495.0,238.0,246.0,593.0,240.0,225.0,286.0,158.0,148.0,275.0,595.0,299.0,228.0,278.0,181.0,377.0 52 | 2000-06-20,591.0,254.0,509.0,243.0,224.0,165.0,131.0,154.0,177.0,193.0,569.0,350.0,744.0,229.0,162.0,411.0,277.0,325.0,352.0,186.0,126.0,455.0,271.0,291.0,162.0,231.0,120.0,372.0,778.0,305.0,230.0,593.0,412.0,634.0,495.0,254.0,169.0,636.0,388.0,201.0,390.0,207.0,134.0,328.0,583.0,308.0,240.0,306.0,211.0,354.0 53 | 2000-06-21,566.0,172.0,535.0,261.0,187.0,185.0,133.0,170.0,191.0,254.0,655.0,350.0,643.0,105.0,195.0,347.0,346.0,387.0,442.0,200.0,207.0,508.0,222.0,252.0,240.0,269.0,184.0,484.0,774.0,321.0,384.0,521.0,381.0,587.0,495.0,158.0,156.0,658.0,435.0,204.0,258.0,234.0,106.0,344.0,552.0,304.0,247.0,339.0,291.0,277.0 54 | 2000-06-22,461.0,152.0,471.0,262.0,268.0,177.0,94.0,243.0,206.0,315.0,653.0,318.0,592.0,185.0,216.0,422.0,331.0,279.0,373.0,165.0,146.0,511.0,276.0,285.0,342.0,277.0,180.0,414.0,823.0,177.0,300.0,603.0,299.0,633.0,513.0,288.0,165.0,562.0,426.0,224.0,382.0,198.0,169.0,362.0,658.0,174.0,200.0,243.0,197.0,308.0 55 | 2000-06-23,533.0,166.0,399.0,294.0,240.0,147.0,133.0,218.0,175.0,252.0,566.0,374.0,706.0,164.0,156.0,394.0,233.0,411.0,394.0,228.0,134.0,466.0,202.0,286.0,240.0,227.0,200.0,404.0,706.0,252.0,298.0,532.0,340.0,520.0,412.0,255.0,222.0,563.0,405.0,106.0,345.0,236.0,137.0,300.0,597.0,289.0,270.0,312.0,255.0,419.0 56 | 2000-06-24,533.0,116.0,536.0,354.0,158.0,146.0,130.0,236.0,128.0,242.0,561.0,359.0,694.0,154.0,277.0,433.0,334.0,270.0,337.0,259.0,156.0,555.0,278.0,188.0,237.0,267.0,200.0,454.0,754.0,278.0,266.0,594.0,405.0,555.0,447.0,147.0,199.0,472.0,341.0,162.0,288.0,270.0,91.0,404.0,564.0,277.0,242.0,304.0,195.0,388.0 57 | 2000-06-25,543.0,158.0,552.0,306.0,147.0,158.0,83.0,302.0,176.0,334.0,588.0,314.0,680.0,213.0,287.0,349.0,266.0,395.0,282.0,223.0,201.0,445.0,168.0,205.0,134.0,195.0,158.0,400.0,711.0,345.0,388.0,545.0,387.0,541.0,517.0,213.0,187.0,635.0,332.0,166.0,285.0,278.0,118.0,248.0,464.0,181.0,367.0,342.0,190.0,329.0 58 | 2000-06-26,636.0,164.0,540.0,311.0,191.0,228.0,113.0,265.0,184.0,215.0,600.0,302.0,693.0,180.0,253.0,428.0,318.0,233.0,304.0,220.0,245.0,560.0,139.0,306.0,185.0,359.0,203.0,459.0,805.0,314.0,401.0,499.0,288.0,617.0,442.0,229.0,224.0,533.0,213.0,234.0,298.0,179.0,158.0,304.0,574.0,288.0,293.0,242.0,181.0,410.0 59 | 2000-06-27,574.0,246.0,525.0,263.0,226.0,148.0,120.0,214.0,175.0,192.0,553.0,321.0,723.0,227.0,185.0,438.0,305.0,293.0,383.0,181.0,136.0,421.0,260.0,270.0,134.0,232.0,105.0,315.0,734.0,306.0,257.0,533.0,405.0,595.0,449.0,250.0,132.0,560.0,365.0,221.0,404.0,222.0,139.0,366.0,554.0,315.0,309.0,272.0,203.0,390.0 60 | 2000-06-28,550.0,164.0,542.0,270.0,186.0,156.0,129.0,212.0,196.0,257.0,630.0,325.0,614.0,104.0,218.0,378.0,376.0,351.0,466.0,193.0,198.0,485.0,217.0,230.0,208.0,267.0,164.0,415.0,721.0,325.0,400.0,467.0,377.0,541.0,446.0,145.0,133.0,594.0,411.0,213.0,295.0,249.0,108.0,388.0,521.0,298.0,316.0,303.0,280.0,314.0 61 | 2000-06-29,435.0,145.0,479.0,259.0,269.0,164.0,99.0,286.0,198.0,308.0,637.0,304.0,567.0,189.0,237.0,453.0,373.0,249.0,398.0,145.0,146.0,491.0,271.0,267.0,311.0,284.0,166.0,362.0,778.0,189.0,328.0,537.0,295.0,570.0,461.0,265.0,129.0,511.0,404.0,224.0,396.0,217.0,182.0,404.0,619.0,165.0,274.0,223.0,186.0,350.0 62 | 2000-06-30,509.0,153.0,415.0,290.0,243.0,135.0,128.0,258.0,161.0,251.0,558.0,355.0,676.0,175.0,183.0,422.0,303.0,381.0,410.0,206.0,115.0,441.0,196.0,265.0,204.0,246.0,182.0,337.0,662.0,268.0,320.0,483.0,339.0,463.0,360.0,232.0,197.0,512.0,385.0,102.0,366.0,266.0,139.0,350.0,562.0,281.0,334.0,305.0,239.0,460.0 63 | 2000-07-01,502.0,98.0,537.0,342.0,158.0,139.0,127.0,275.0,118.0,248.0,542.0,338.0,664.0,169.0,295.0,474.0,393.0,242.0,352.0,233.0,142.0,522.0,275.0,165.0,211.0,289.0,202.0,409.0,709.0,288.0,282.0,544.0,388.0,484.0,402.0,131.0,175.0,422.0,323.0,146.0,329.0,303.0,99.0,454.0,510.0,263.0,301.0,292.0,187.0,439.0 64 | 2000-07-02,506.0,144.0,566.0,287.0,156.0,164.0,79.0,336.0,160.0,327.0,569.0,285.0,658.0,237.0,303.0,386.0,322.0,370.0,300.0,208.0,187.0,392.0,165.0,176.0,111.0,200.0,163.0,349.0,659.0,368.0,397.0,505.0,383.0,477.0,473.0,192.0,155.0,603.0,302.0,140.0,323.0,300.0,109.0,301.0,412.0,170.0,415.0,345.0,188.0,374.0 65 | 2000-07-03,605.0,137.0,550.0,306.0,204.0,232.0,121.0,302.0,175.0,217.0,588.0,273.0,655.0,189.0,266.0,458.0,381.0,204.0,322.0,197.0,233.0,504.0,130.0,285.0,162.0,370.0,202.0,422.0,756.0,318.0,404.0,447.0,284.0,559.0,388.0,213.0,193.0,497.0,203.0,195.0,330.0,211.0,147.0,360.0,530.0,289.0,332.0,258.0,185.0,452.0 66 | 2000-07-04,526.0,220.0,544.0,258.0,233.0,160.0,139.0,262.0,170.0,205.0,522.0,291.0,677.0,240.0,190.0,466.0,360.0,271.0,401.0,166.0,139.0,366.0,272.0,247.0,118.0,248.0,108.0,273.0,677.0,295.0,268.0,494.0,401.0,536.0,396.0,229.0,111.0,528.0,367.0,191.0,441.0,250.0,127.0,413.0,498.0,298.0,349.0,290.0,207.0,432.0 67 | 2000-07-05,503.0,157.0,568.0,267.0,201.0,175.0,143.0,270.0,190.0,273.0,601.0,278.0,576.0,117.0,230.0,412.0,441.0,340.0,501.0,178.0,207.0,422.0,231.0,201.0,202.0,273.0,163.0,378.0,676.0,315.0,407.0,410.0,380.0,477.0,399.0,132.0,93.0,547.0,411.0,198.0,316.0,275.0,96.0,449.0,463.0,302.0,356.0,318.0,283.0,350.0 68 | 2000-07-06,401.0,147.0,498.0,244.0,276.0,169.0,102.0,351.0,202.0,322.0,611.0,247.0,528.0,204.0,249.0,478.0,425.0,248.0,432.0,139.0,160.0,422.0,287.0,237.0,296.0,285.0,166.0,321.0,737.0,179.0,328.0,480.0,292.0,524.0,405.0,264.0,93.0,472.0,397.0,224.0,430.0,232.0,165.0,460.0,573.0,170.0,300.0,214.0,197.0,387.0 69 | 2000-07-07,471.0,147.0,419.0,273.0,246.0,139.0,132.0,317.0,173.0,261.0,542.0,295.0,633.0,182.0,198.0,450.0,340.0,378.0,453.0,194.0,138.0,377.0,221.0,241.0,199.0,247.0,187.0,311.0,616.0,250.0,331.0,420.0,331.0,415.0,315.0,223.0,160.0,476.0,375.0,103.0,397.0,269.0,130.0,395.0,522.0,289.0,365.0,298.0,237.0,506.0 70 | 2000-07-08,457.0,93.0,552.0,317.0,158.0,131.0,130.0,345.0,123.0,246.0,520.0,276.0,620.0,182.0,304.0,494.0,431.0,248.0,391.0,230.0,167.0,458.0,294.0,147.0,225.0,266.0,197.0,360.0,658.0,272.0,299.0,486.0,374.0,449.0,363.0,132.0,133.0,387.0,322.0,155.0,351.0,310.0,86.0,500.0,475.0,269.0,322.0,291.0,177.0,483.0 71 | 2000-07-09,468.0,151.0,565.0,263.0,155.0,157.0,89.0,414.0,173.0,346.0,539.0,237.0,606.0,246.0,308.0,410.0,357.0,371.0,340.0,209.0,218.0,342.0,182.0,157.0,123.0,184.0,166.0,318.0,620.0,346.0,407.0,449.0,352.0,428.0,437.0,197.0,125.0,556.0,298.0,156.0,353.0,316.0,104.0,331.0,366.0,194.0,432.0,342.0,153.0,429.0 72 | 2000-07-10,558.0,155.0,541.0,284.0,195.0,216.0,125.0,394.0,172.0,230.0,553.0,219.0,610.0,200.0,270.0,492.0,412.0,211.0,353.0,202.0,263.0,453.0,154.0,251.0,164.0,353.0,209.0,398.0,710.0,308.0,430.0,402.0,253.0,506.0,360.0,219.0,169.0,455.0,193.0,230.0,354.0,220.0,153.0,383.0,486.0,322.0,353.0,243.0,148.0,499.0 73 | 2000-07-11,488.0,237.0,534.0,236.0,233.0,132.0,145.0,355.0,165.0,197.0,510.0,253.0,637.0,258.0,193.0,492.0,394.0,281.0,446.0,169.0,155.0,320.0,280.0,219.0,126.0,225.0,118.0,266.0,618.0,294.0,288.0,443.0,366.0,480.0,369.0,254.0,91.0,490.0,343.0,220.0,447.0,259.0,137.0,445.0,471.0,335.0,373.0,265.0,169.0,478.0 74 | 2000-07-12,463.0,162.0,550.0,244.0,212.0,143.0,153.0,346.0,188.0,258.0,586.0,264.0,531.0,133.0,240.0,437.0,460.0,352.0,537.0,186.0,219.0,386.0,233.0,179.0,214.0,262.0,167.0,373.0,595.0,318.0,432.0,360.0,336.0,421.0,377.0,154.0,92.0,517.0,387.0,231.0,329.0,277.0,104.0,474.0,427.0,333.0,368.0,302.0,240.0,398.0 75 | 2000-07-13,366.0,150.0,484.0,227.0,281.0,144.0,123.0,422.0,203.0,305.0,594.0,242.0,474.0,220.0,249.0,507.0,451.0,255.0,478.0,161.0,166.0,387.0,295.0,207.0,321.0,273.0,169.0,309.0,656.0,183.0,355.0,459.0,246.0,445.0,383.0,275.0,84.0,425.0,353.0,252.0,447.0,238.0,180.0,495.0,538.0,201.0,323.0,210.0,155.0,425.0 76 | 2000-07-14,440.0,166.0,413.0,250.0,246.0,122.0,164.0,402.0,164.0,235.0,525.0,281.0,584.0,197.0,196.0,483.0,383.0,389.0,499.0,226.0,145.0,338.0,231.0,206.0,214.0,238.0,198.0,298.0,541.0,258.0,349.0,398.0,288.0,329.0,294.0,234.0,146.0,412.0,334.0,143.0,413.0,284.0,138.0,433.0,485.0,326.0,378.0,287.0,214.0,537.0 77 | 2000-07-15,429.0,113.0,533.0,301.0,159.0,124.0,157.0,425.0,126.0,236.0,501.0,264.0,570.0,188.0,299.0,526.0,476.0,258.0,435.0,264.0,169.0,422.0,309.0,119.0,235.0,273.0,202.0,355.0,583.0,280.0,320.0,465.0,335.0,357.0,331.0,133.0,128.0,309.0,278.0,186.0,370.0,316.0,99.0,536.0,438.0,307.0,346.0,273.0,159.0,518.0 78 | 2000-07-16,436.0,166.0,550.0,234.0,158.0,142.0,114.0,485.0,184.0,318.0,533.0,232.0,562.0,259.0,308.0,442.0,409.0,373.0,385.0,249.0,211.0,296.0,198.0,133.0,144.0,188.0,155.0,314.0,537.0,363.0,442.0,422.0,318.0,349.0,408.0,189.0,115.0,478.0,261.0,180.0,366.0,312.0,110.0,378.0,337.0,219.0,479.0,314.0,158.0,446.0 79 | 2000-07-17,524.0,170.0,519.0,246.0,211.0,209.0,144.0,447.0,197.0,198.0,546.0,231.0,554.0,222.0,276.0,524.0,470.0,218.0,407.0,256.0,265.0,414.0,166.0,245.0,203.0,351.0,199.0,390.0,633.0,323.0,454.0,374.0,237.0,430.0,322.0,214.0,169.0,367.0,147.0,249.0,372.0,215.0,157.0,437.0,454.0,340.0,394.0,227.0,155.0,508.0 80 | 2000-07-18,455.0,266.0,513.0,198.0,241.0,123.0,158.0,406.0,196.0,175.0,481.0,257.0,568.0,276.0,203.0,526.0,451.0,287.0,499.0,218.0,158.0,274.0,299.0,208.0,159.0,229.0,108.0,251.0,550.0,305.0,326.0,421.0,348.0,401.0,343.0,253.0,89.0,408.0,297.0,241.0,483.0,247.0,143.0,497.0,426.0,361.0,408.0,275.0,179.0,484.0 81 | 2000-07-19,417.0,190.0,524.0,204.0,199.0,135.0,153.0,410.0,215.0,238.0,555.0,250.0,459.0,158.0,230.0,467.0,510.0,350.0,580.0,228.0,229.0,328.0,253.0,168.0,249.0,263.0,167.0,371.0,533.0,316.0,476.0,341.0,320.0,343.0,337.0,156.0,88.0,432.0,344.0,245.0,365.0,280.0,135.0,514.0,390.0,357.0,420.0,315.0,254.0,399.0 82 | 2000-07-20,311.0,184.0,443.0,192.0,270.0,132.0,122.0,476.0,238.0,298.0,567.0,231.0,406.0,241.0,244.0,542.0,501.0,237.0,516.0,199.0,163.0,324.0,307.0,200.0,346.0,273.0,169.0,317.0,581.0,187.0,394.0,415.0,224.0,386.0,344.0,290.0,96.0,352.0,332.0,266.0,485.0,244.0,200.0,530.0,498.0,228.0,380.0,220.0,169.0,435.0 83 | 2000-07-21,395.0,194.0,377.0,206.0,243.0,105.0,170.0,438.0,227.0,236.0,489.0,276.0,504.0,227.0,185.0,519.0,418.0,365.0,539.0,250.0,138.0,287.0,241.0,198.0,237.0,235.0,194.0,310.0,456.0,261.0,387.0,352.0,269.0,270.0,255.0,245.0,167.0,351.0,319.0,151.0,454.0,289.0,168.0,455.0,431.0,354.0,435.0,295.0,212.0,542.0 84 | 2000-07-22,380.0,151.0,502.0,267.0,147.0,115.0,173.0,459.0,188.0,232.0,458.0,260.0,485.0,217.0,293.0,569.0,516.0,231.0,481.0,293.0,163.0,365.0,322.0,111.0,256.0,264.0,208.0,369.0,506.0,282.0,354.0,419.0,319.0,300.0,299.0,150.0,146.0,250.0,255.0,200.0,419.0,318.0,125.0,563.0,400.0,338.0,398.0,282.0,162.0,521.0 85 | 2000-07-23,379.0,215.0,521.0,210.0,148.0,128.0,136.0,523.0,238.0,318.0,484.0,215.0,473.0,289.0,300.0,488.0,454.0,350.0,430.0,286.0,214.0,242.0,213.0,130.0,156.0,177.0,182.0,330.0,471.0,354.0,477.0,375.0,307.0,294.0,384.0,225.0,134.0,430.0,242.0,197.0,419.0,316.0,139.0,403.0,281.0,259.0,522.0,336.0,162.0,459.0 86 | 2000-07-24,467.0,220.0,489.0,220.0,186.0,201.0,175.0,486.0,256.0,198.0,481.0,210.0,473.0,247.0,265.0,575.0,510.0,195.0,454.0,281.0,265.0,362.0,179.0,225.0,208.0,335.0,222.0,400.0,570.0,318.0,494.0,331.0,209.0,376.0,296.0,241.0,189.0,327.0,126.0,256.0,423.0,208.0,204.0,451.0,399.0,381.0,450.0,236.0,163.0,533.0 87 | 2000-07-25,385.0,314.0,473.0,180.0,218.0,118.0,197.0,445.0,249.0,187.0,426.0,225.0,495.0,303.0,188.0,576.0,486.0,262.0,540.0,244.0,158.0,230.0,301.0,197.0,164.0,208.0,147.0,263.0,489.0,303.0,344.0,372.0,335.0,344.0,297.0,273.0,109.0,363.0,292.0,265.0,523.0,255.0,188.0,519.0,374.0,398.0,454.0,255.0,195.0,516.0 88 | 2000-07-26,353.0,242.0,485.0,186.0,186.0,139.0,192.0,453.0,268.0,242.0,492.0,229.0,389.0,175.0,218.0,526.0,564.0,328.0,633.0,262.0,219.0,294.0,255.0,147.0,242.0,239.0,220.0,363.0,478.0,322.0,482.0,308.0,311.0,293.0,299.0,177.0,101.0,388.0,336.0,267.0,412.0,283.0,169.0,545.0,333.0,387.0,455.0,294.0,260.0,426.0 89 | 2000-07-27,250.0,222.0,414.0,173.0,250.0,145.0,158.0,533.0,286.0,300.0,501.0,205.0,328.0,261.0,236.0,593.0,564.0,212.0,569.0,234.0,154.0,301.0,311.0,182.0,345.0,250.0,221.0,304.0,521.0,183.0,406.0,379.0,221.0,329.0,310.0,307.0,108.0,304.0,302.0,288.0,532.0,237.0,233.0,564.0,438.0,257.0,426.0,203.0,180.0,463.0 90 | 2000-07-28,333.0,244.0,329.0,195.0,216.0,116.0,194.0,507.0,265.0,233.0,414.0,246.0,434.0,240.0,176.0,562.0,473.0,338.0,589.0,285.0,136.0,261.0,241.0,180.0,237.0,201.0,242.0,278.0,401.0,247.0,412.0,312.0,261.0,215.0,222.0,270.0,164.0,303.0,288.0,166.0,493.0,281.0,195.0,503.0,380.0,386.0,494.0,283.0,227.0,575.0 91 | 2000-07-29,320.0,192.0,439.0,244.0,137.0,115.0,197.0,523.0,237.0,227.0,380.0,233.0,421.0,231.0,272.0,615.0,560.0,195.0,538.0,324.0,157.0,343.0,318.0,95.0,256.0,238.0,263.0,331.0,437.0,265.0,380.0,385.0,311.0,251.0,257.0,171.0,158.0,207.0,238.0,203.0,461.0,309.0,161.0,617.0,349.0,372.0,453.0,264.0,175.0,563.0 92 | 2000-07-30,314.0,243.0,460.0,185.0,129.0,137.0,157.0,593.0,281.0,310.0,402.0,193.0,403.0,308.0,277.0,526.0,494.0,314.0,494.0,304.0,205.0,214.0,201.0,113.0,154.0,148.0,227.0,289.0,393.0,347.0,489.0,352.0,305.0,236.0,341.0,244.0,150.0,373.0,225.0,203.0,470.0,311.0,175.0,451.0,243.0,289.0,573.0,330.0,163.0,496.0 93 | 2000-07-31,408.0,259.0,424.0,204.0,180.0,210.0,194.0,556.0,297.0,197.0,412.0,180.0,402.0,261.0,241.0,604.0,551.0,161.0,517.0,291.0,242.0,344.0,165.0,209.0,203.0,312.0,256.0,354.0,494.0,298.0,507.0,293.0,201.0,310.0,265.0,263.0,202.0,273.0,124.0,263.0,488.0,208.0,230.0,505.0,368.0,420.0,490.0,228.0,168.0,556.0 94 | 2000-08-01,329.0,338.0,396.0,147.0,221.0,122.0,214.0,524.0,310.0,181.0,343.0,202.0,424.0,310.0,162.0,613.0,532.0,219.0,590.0,245.0,144.0,205.0,296.0,179.0,165.0,180.0,178.0,209.0,407.0,277.0,371.0,341.0,332.0,290.0,273.0,290.0,109.0,307.0,287.0,261.0,592.0,243.0,208.0,566.0,347.0,436.0,514.0,253.0,193.0,527.0 95 | 2000-08-02,289.0,260.0,398.0,147.0,202.0,131.0,215.0,526.0,327.0,242.0,408.0,209.0,324.0,187.0,197.0,554.0,609.0,288.0,674.0,256.0,211.0,268.0,247.0,144.0,251.0,217.0,224.0,313.0,384.0,291.0,514.0,268.0,310.0,238.0,270.0,186.0,113.0,333.0,337.0,258.0,467.0,264.0,178.0,586.0,313.0,437.0,513.0,295.0,260.0,452.0 96 | 2000-08-03,182.0,243.0,331.0,123.0,281.0,122.0,188.0,595.0,346.0,298.0,415.0,172.0,266.0,265.0,210.0,623.0,595.0,172.0,611.0,230.0,148.0,270.0,297.0,176.0,353.0,223.0,229.0,258.0,434.0,158.0,439.0,347.0,216.0,279.0,279.0,327.0,113.0,254.0,317.0,291.0,582.0,217.0,257.0,615.0,424.0,310.0,474.0,204.0,173.0,483.0 97 | 2000-08-04,255.0,245.0,247.0,155.0,267.0,96.0,212.0,572.0,304.0,225.0,324.0,224.0,369.0,253.0,152.0,586.0,503.0,299.0,639.0,288.0,123.0,221.0,230.0,186.0,246.0,186.0,245.0,238.0,323.0,226.0,445.0,283.0,254.0,169.0,192.0,282.0,178.0,253.0,298.0,177.0,552.0,252.0,231.0,554.0,361.0,428.0,539.0,273.0,217.0,593.0 98 | 2000-08-05,244.0,198.0,365.0,209.0,181.0,91.0,213.0,591.0,259.0,214.0,294.0,220.0,356.0,245.0,259.0,635.0,598.0,167.0,575.0,328.0,147.0,307.0,311.0,104.0,259.0,230.0,254.0,316.0,360.0,237.0,413.0,342.0,294.0,200.0,229.0,187.0,157.0,160.0,244.0,220.0,502.0,276.0,192.0,663.0,322.0,417.0,495.0,265.0,163.0,575.0 99 | 2000-08-06,243.0,250.0,378.0,158.0,177.0,115.0,172.0,660.0,309.0,295.0,317.0,182.0,345.0,308.0,270.0,550.0,534.0,296.0,526.0,312.0,182.0,190.0,199.0,125.0,160.0,148.0,224.0,261.0,323.0,320.0,523.0,306.0,277.0,198.0,292.0,253.0,157.0,331.0,224.0,229.0,495.0,284.0,207.0,496.0,209.0,329.0,618.0,300.0,162.0,503.0 100 | 2000-08-07,337.0,263.0,349.0,170.0,208.0,183.0,211.0,625.0,310.0,173.0,329.0,169.0,355.0,274.0,227.0,628.0,590.0,128.0,544.0,307.0,232.0,312.0,178.0,223.0,213.0,315.0,249.0,336.0,421.0,273.0,552.0,252.0,171.0,270.0,208.0,265.0,210.0,224.0,120.0,303.0,494.0,186.0,266.0,550.0,326.0,448.0,539.0,215.0,143.0,578.0 101 | 2000-08-08,265.0,350.0,331.0,120.0,258.0,118.0,227.0,579.0,308.0,156.0,266.0,192.0,363.0,323.0,147.0,622.0,578.0,212.0,627.0,274.0,116.0,176.0,312.0,184.0,162.0,195.0,161.0,196.0,324.0,260.0,411.0,281.0,285.0,251.0,215.0,291.0,138.0,260.0,282.0,299.0,610.0,225.0,248.0,600.0,296.0,466.0,567.0,241.0,169.0,550.0 102 | 2000-08-09,246.0,279.0,337.0,128.0,241.0,130.0,243.0,575.0,335.0,224.0,335.0,178.0,271.0,204.0,172.0,569.0,641.0,276.0,721.0,294.0,188.0,230.0,281.0,147.0,254.0,222.0,230.0,304.0,315.0,272.0,564.0,205.0,268.0,212.0,222.0,183.0,132.0,274.0,327.0,296.0,498.0,248.0,228.0,615.0,259.0,461.0,580.0,260.0,236.0,464.0 103 | 2000-08-10,140.0,264.0,255.0,108.0,311.0,128.0,209.0,646.0,341.0,297.0,331.0,156.0,211.0,289.0,180.0,640.0,631.0,179.0,664.0,256.0,132.0,223.0,318.0,187.0,362.0,223.0,237.0,239.0,353.0,127.0,489.0,281.0,181.0,257.0,228.0,304.0,143.0,193.0,322.0,319.0,608.0,206.0,296.0,626.0,368.0,320.0,545.0,170.0,152.0,495.0 104 | 2000-08-11,212.0,284.0,179.0,140.0,282.0,98.0,248.0,620.0,301.0,232.0,252.0,207.0,309.0,266.0,120.0,613.0,552.0,296.0,699.0,311.0,99.0,177.0,247.0,182.0,256.0,184.0,252.0,222.0,233.0,198.0,483.0,200.0,213.0,149.0,143.0,262.0,209.0,196.0,315.0,204.0,576.0,253.0,259.0,559.0,317.0,448.0,601.0,239.0,188.0,610.0 105 | 2000-08-12,209.0,236.0,298.0,194.0,198.0,89.0,243.0,635.0,264.0,223.0,225.0,183.0,283.0,252.0,211.0,658.0,637.0,165.0,633.0,352.0,125.0,263.0,321.0,103.0,266.0,216.0,271.0,286.0,274.0,226.0,445.0,268.0,261.0,170.0,193.0,171.0,191.0,102.0,252.0,267.0,535.0,279.0,228.0,667.0,275.0,435.0,564.0,222.0,128.0,595.0 106 | 2000-08-13,223.0,293.0,297.0,145.0,197.0,102.0,196.0,705.0,307.0,304.0,249.0,143.0,272.0,319.0,209.0,572.0,574.0,271.0,584.0,328.0,167.0,141.0,204.0,122.0,183.0,137.0,234.0,237.0,227.0,305.0,550.0,228.0,258.0,163.0,263.0,244.0,172.0,277.0,233.0,265.0,523.0,292.0,233.0,502.0,164.0,361.0,687.0,262.0,122.0,524.0 107 | 2000-08-14,310.0,296.0,269.0,157.0,233.0,169.0,233.0,661.0,303.0,188.0,258.0,136.0,270.0,274.0,178.0,653.0,638.0,126.0,604.0,317.0,210.0,263.0,176.0,243.0,235.0,302.0,279.0,302.0,316.0,264.0,576.0,171.0,154.0,252.0,183.0,262.0,228.0,187.0,131.0,329.0,537.0,194.0,280.0,544.0,282.0,478.0,603.0,166.0,126.0,598.0 108 | 2000-08-15,238.0,390.0,251.0,106.0,274.0,91.0,252.0,618.0,319.0,161.0,197.0,170.0,297.0,326.0,100.0,649.0,629.0,178.0,689.0,276.0,104.0,113.0,305.0,209.0,187.0,180.0,193.0,155.0,223.0,252.0,446.0,211.0,268.0,230.0,180.0,278.0,148.0,240.0,297.0,327.0,638.0,234.0,271.0,602.0,252.0,491.0,619.0,190.0,156.0,581.0 109 | -------------------------------------------------------------------------------- /book-data/2-2-Pythonの基本.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "id": "a683362d-ee25-48f5-8d0d-12c169b92996", 6 | "metadata": {}, 7 | "source": [ 8 | "# 第2部　Pythonによる時系列分析の基本\n", 9 | "\n", 10 | "## 第2章　Pythonの基本" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "id": "91b7212e-7a79-493f-827b-529e408ab24b", 16 | "metadata": { 17 | "tags": [] 18 | }, 19 | "source": [ 20 | "### 基本的な演算" 21 | ] 22 | }, 23 | { 24 | "cell_type": "code", 25 | "execution_count": 1, 26 | "id": "bce8acd3-cead-4fca-a023-1d989490e6ea", 27 | "metadata": {}, 28 | "outputs": [ 29 | { 30 | "data": { 31 | "text/plain": [ 32 | "2" 33 | ] 34 | }, 35 | "execution_count": 1, 36 | "metadata": {}, 37 | "output_type": "execute_result" 38 | } 39 | ], 40 | "source": [ 41 | "# 足し算\n", 42 | "1 + 1" 43 | ] 44 | }, 45 | { 46 | "cell_type": "code", 47 | "execution_count": 2, 48 | "id": "19344287-c165-4f8f-8808-2abb8db9e7e9", 49 | "metadata": {}, 50 | "outputs": [ 51 | { 52 | "data": { 53 | "text/plain": [ 54 | "2" 55 | ] 56 | }, 57 | "execution_count": 2, 58 | "metadata": {}, 59 | "output_type": "execute_result" 60 | } 61 | ], 62 | "source": [ 63 | "# 引き算\n", 64 | "3 - 1" 65 | ] 66 | }, 67 | { 68 | "cell_type": "code", 69 | "execution_count": 3, 70 | "id": "33052e15-6c88-4e46-bcb9-d457ee6a13f3", 71 | "metadata": {}, 72 | "outputs": [ 73 | { 74 | "data": { 75 | "text/plain": [ 76 | "6" 77 | ] 78 | }, 79 | "execution_count": 3, 80 | "metadata": {}, 81 | "output_type": "execute_result" 82 | } 83 | ], 84 | "source": [ 85 | "# 掛け算\n", 86 | "2 * 3" 87 | ] 88 | }, 89 | { 90 | "cell_type": "code", 91 | "execution_count": 4, 92 | "id": "e970c1d8-c745-4603-951c-100384171548", 93 | "metadata": {}, 94 | "outputs": [ 95 | { 96 | "data": { 97 | "text/plain": [ 98 | "2.5" 99 | ] 100 | }, 101 | "execution_count": 4, 102 | "metadata": {}, 103 | "output_type": "execute_result" 104 | } 105 | ], 106 | "source": [ 107 | "# 割り算\n", 108 | "5 / 2" 109 | ] 110 | }, 111 | { 112 | "cell_type": "code", 113 | "execution_count": 5, 114 | "id": "0f983422-a269-467c-ac6f-d92e20918ad0", 115 | "metadata": {}, 116 | "outputs": [ 117 | { 118 | "data": { 119 | "text/plain": [ 120 | "16" 121 | ] 122 | }, 123 | "execution_count": 5, 124 | "metadata": {}, 125 | "output_type": "execute_result" 126 | } 127 | ], 128 | "source": [ 129 | "# 累乗\n", 130 | "2 ** 4" 131 | ] 132 | }, 133 | { 134 | "cell_type": "code", 135 | "execution_count": 6, 136 | "id": "0f0a79b3-a982-4db5-bd32-04611ede564e", 137 | "metadata": {}, 138 | "outputs": [ 139 | { 140 | "data": { 141 | "text/plain": [ 142 | "1.4142135623730951" 143 | ] 144 | }, 145 | "execution_count": 6, 146 | "metadata": {}, 147 | "output_type": "execute_result" 148 | } 149 | ], 150 | "source": [ 151 | "# やや複雑な計算\n", 152 | "2 ** (1 / 2)" 153 | ] 154 | }, 155 | { 156 | "cell_type": "markdown", 157 | "id": "c138bbf6-97d3-4a75-8277-d76fff19ccae", 158 | "metadata": { 159 | "tags": [] 160 | }, 161 | "source": [ 162 | "### 文字列" 163 | ] 164 | }, 165 | { 166 | "cell_type": "code", 167 | "execution_count": 7, 168 | "id": "f49aaf7c-2208-4c78-b3dd-38a1a3d74c7e", 169 | "metadata": {}, 170 | "outputs": [ 171 | { 172 | "data": { 173 | "text/plain": [ 174 | "'A'" 175 | ] 176 | }, 177 | "execution_count": 7, 178 | "metadata": {}, 179 | "output_type": "execute_result" 180 | } 181 | ], 182 | "source": [ 183 | "'A'" 184 | ] 185 | }, 186 | { 187 | "cell_type": "code", 188 | "execution_count": 8, 189 | "id": "d42413d4-b9df-4944-871d-85d4436950e5", 190 | "metadata": {}, 191 | "outputs": [ 192 | { 193 | "data": { 194 | "text/plain": [ 195 | "'A'" 196 | ] 197 | }, 198 | "execution_count": 8, 199 | "metadata": {}, 200 | "output_type": "execute_result" 201 | } 202 | ], 203 | "source": [ 204 | "\"A\"" 205 | ] 206 | }, 207 | { 208 | "cell_type": "markdown", 209 | "id": "8623e545-cfdc-4573-abdf-c8d0027a4e8d", 210 | "metadata": { 211 | "tags": [] 212 | }, 213 | "source": [ 214 | "### 変数" 215 | ] 216 | }, 217 | { 218 | "cell_type": "markdown", 219 | "id": "6a64eb7c-597a-449b-bf70-fdfcfad30047", 220 | "metadata": { 221 | "tags": [] 222 | }, 223 | "source": [ 224 | "#### 変数の基本" 225 | ] 226 | }, 227 | { 228 | "cell_type": "code", 229 | "execution_count": 9, 230 | "id": "909f8024-1fe4-48af-b04e-73f7b6be554a", 231 | "metadata": {}, 232 | "outputs": [ 233 | { 234 | "data": { 235 | "text/plain": [ 236 | "5" 237 | ] 238 | }, 239 | "execution_count": 9, 240 | "metadata": {}, 241 | "output_type": "execute_result" 242 | } 243 | ], 244 | "source": [ 245 | "x = 5\n", 246 | "x" 247 | ] 248 | }, 249 | { 250 | "cell_type": "code", 251 | "execution_count": 10, 252 | "id": "719e99bc-cf7a-4933-9c67-5052b21515aa", 253 | "metadata": {}, 254 | "outputs": [ 255 | { 256 | "data": { 257 | "text/plain": [ 258 | "8" 259 | ] 260 | }, 261 | "execution_count": 10, 262 | "metadata": {}, 263 | "output_type": "execute_result" 264 | } 265 | ], 266 | "source": [ 267 | "x + 3" 268 | ] 269 | }, 270 | { 271 | "cell_type": "markdown", 272 | "id": "c2e78fa0-69c1-4122-b95e-99f6af0a23af", 273 | "metadata": { 274 | "tags": [] 275 | }, 276 | "source": [ 277 | "#### 複数の変数の定義" 278 | ] 279 | }, 280 | { 281 | "cell_type": "code", 282 | "execution_count": 11, 283 | "id": "b95c269d-c7c5-42e3-98da-8a37313a2352", 284 | "metadata": {}, 285 | "outputs": [], 286 | "source": [ 287 | "a, b = 1, 2" 288 | ] 289 | }, 290 | { 291 | "cell_type": "code", 292 | "execution_count": 12, 293 | "id": "25db8a1d-ecde-49e1-95d1-9d85dc22d01f", 294 | "metadata": {}, 295 | "outputs": [ 296 | { 297 | "data": { 298 | "text/plain": [ 299 | "1" 300 | ] 301 | }, 302 | "execution_count": 12, 303 | "metadata": {}, 304 | "output_type": "execute_result" 305 | } 306 | ], 307 | "source": [ 308 | "a" 309 | ] 310 | }, 311 | { 312 | "cell_type": "code", 313 | "execution_count": 13, 314 | "id": "974cbb6b-1ca6-4661-ba3b-228f01bd2f6a", 315 | "metadata": {}, 316 | "outputs": [ 317 | { 318 | "data": { 319 | "text/plain": [ 320 | "2" 321 | ] 322 | }, 323 | "execution_count": 13, 324 | "metadata": {}, 325 | "output_type": "execute_result" 326 | } 327 | ], 328 | "source": [ 329 | "b" 330 | ] 331 | }, 332 | { 333 | "cell_type": "markdown", 334 | "id": "105b9adf-e7d1-4d56-898f-e0861a17885b", 335 | "metadata": { 336 | "tags": [] 337 | }, 338 | "source": [ 339 | "### 関数" 340 | ] 341 | }, 342 | { 343 | "cell_type": "markdown", 344 | "id": "75b6746c-17e4-48c7-82b9-2091d860c6a6", 345 | "metadata": { 346 | "tags": [] 347 | }, 348 | "source": [ 349 | "#### 関数の作成" 350 | ] 351 | }, 352 | { 353 | "cell_type": "code", 354 | "execution_count": 14, 355 | "id": "b3a51fca-c4e0-4797-b2dd-4a11075ec6dc", 356 | "metadata": {}, 357 | "outputs": [], 358 | "source": [ 359 | "def my_func(hikisu):\n", 360 | " return hikisu * 2" 361 | ] 362 | }, 363 | { 364 | "cell_type": "code", 365 | "execution_count": 15, 366 | "id": "82850057-a39b-4c0a-b9b7-2cc5b909c444", 367 | "metadata": {}, 368 | "outputs": [ 369 | { 370 | "data": { 371 | "text/plain": [ 372 | "10" 373 | ] 374 | }, 375 | "execution_count": 15, 376 | "metadata": {}, 377 | "output_type": "execute_result" 378 | } 379 | ], 380 | "source": [ 381 | "my_func(x)" 382 | ] 383 | }, 384 | { 385 | "cell_type": "markdown", 386 | "id": "95b186ae-d5cd-459d-8bdd-ad0d5e8ee89d", 387 | "metadata": { 388 | "tags": [] 389 | }, 390 | "source": [ 391 | "#### 頻繁に使う関数" 392 | ] 393 | }, 394 | { 395 | "cell_type": "code", 396 | "execution_count": 16, 397 | "id": "729e7951-e4e8-41d6-94fa-ce6c74ed4535", 398 | "metadata": {}, 399 | "outputs": [ 400 | { 401 | "name": "stdout", 402 | "output_type": "stream", 403 | "text": [ 404 | "足し算　1 + 2 = 3\n", 405 | "引き算　1 - 2 = -1\n" 406 | ] 407 | } 408 | ], 409 | "source": [ 410 | "# print関数\n", 411 | "print('足し算　1 + 2 = ', 1 + 2)\n", 412 | "print('引き算　1 - 2 = ', 1 - 2)" 413 | ] 414 | }, 415 | { 416 | "cell_type": "code", 417 | "execution_count": 17, 418 | "id": "52174cac-7c9a-45c0-805c-7249fe149b36", 419 | "metadata": {}, 420 | "outputs": [ 421 | { 422 | "data": { 423 | "text/plain": [ 424 | "2.35" 425 | ] 426 | }, 427 | "execution_count": 17, 428 | "metadata": {}, 429 | "output_type": "execute_result" 430 | } 431 | ], 432 | "source": [ 433 | "# round関数\n", 434 | "round(2.345, 2)" 435 | ] 436 | }, 437 | { 438 | "cell_type": "code", 439 | "execution_count": 18, 440 | "id": "40ade05b-e365-4ec6-85cd-7ca06bd10d47", 441 | "metadata": {}, 442 | "outputs": [ 443 | { 444 | "name": "stdout", 445 | "output_type": "stream", 446 | "text": [ 447 | "Help on built-in function round in module builtins:\n", 448 | "\n", 449 | "round(number, ndigits=None)\n", 450 | " Round a number to a given precision in decimal digits.\n", 451 | "\n", 452 | " The return value is an integer if ndigits is omitted or None. Otherwise\n", 453 | " the return value has the same type as the number. ndigits may be negative.\n", 454 | "\n" 455 | ] 456 | } 457 | ], 458 | "source": [ 459 | "help(round)" 460 | ] 461 | }, 462 | { 463 | "cell_type": "markdown", 464 | "id": "9e6f7078-38a3-42f7-876c-6aa2b0a0acb3", 465 | "metadata": {}, 466 | "source": [ 467 | "### type関数とdir関数の利用" 468 | ] 469 | }, 470 | { 471 | "cell_type": "code", 472 | "execution_count": 19, 473 | "id": "87ac1b11-d28e-42a0-b738-f86b51408459", 474 | "metadata": {}, 475 | "outputs": [ 476 | { 477 | "data": { 478 | "text/plain": [ 479 | "str" 480 | ] 481 | }, 482 | "execution_count": 19, 483 | "metadata": {}, 484 | "output_type": "execute_result" 485 | } 486 | ], 487 | "source": [ 488 | "type('ABC')" 489 | ] 490 | }, 491 | { 492 | "cell_type": "code", 493 | "execution_count": 20, 494 | "id": "69d950ac-1ab5-475d-b8c8-e5e430677029", 495 | "metadata": {}, 496 | "outputs": [ 497 | { 498 | "data": { 499 | "text/plain": [ 500 | "['__add__',\n", 501 | " '__class__',\n", 502 | " '__contains__',\n", 503 | " '__delattr__',\n", 504 | " '__dir__',\n", 505 | " '__doc__',\n", 506 | " '__eq__',\n", 507 | " '__format__',\n", 508 | " '__ge__',\n", 509 | " '__getattribute__',\n", 510 | " '__getitem__',\n", 511 | " '__getnewargs__',\n", 512 | " '__getstate__',\n", 513 | " '__gt__',\n", 514 | " '__hash__',\n", 515 | " '__init__',\n", 516 | " '__init_subclass__',\n", 517 | " '__iter__',\n", 518 | " '__le__',\n", 519 | " '__len__',\n", 520 | " '__lt__',\n", 521 | " '__mod__',\n", 522 | " '__mul__',\n", 523 | " '__ne__',\n", 524 | " '__new__',\n", 525 | " '__reduce__',\n", 526 | " '__reduce_ex__',\n", 527 | " '__repr__',\n", 528 | " '__rmod__',\n", 529 | " '__rmul__',\n", 530 | " '__setattr__',\n", 531 | " '__sizeof__',\n", 532 | " '__str__',\n", 533 | " '__subclasshook__',\n", 534 | " 'capitalize',\n", 535 | " 'casefold',\n", 536 | " 'center',\n", 537 | " 'count',\n", 538 | " 'encode',\n", 539 | " 'endswith',\n", 540 | " 'expandtabs',\n", 541 | " 'find',\n", 542 | " 'format',\n", 543 | " 'format_map',\n", 544 | " 'index',\n", 545 | " 'isalnum',\n", 546 | " 'isalpha',\n", 547 | " 'isascii',\n", 548 | " 'isdecimal',\n", 549 | " 'isdigit',\n", 550 | " 'isidentifier',\n", 551 | " 'islower',\n", 552 | " 'isnumeric',\n", 553 | " 'isprintable',\n", 554 | " 'isspace',\n", 555 | " 'istitle',\n", 556 | " 'isupper',\n", 557 | " 'join',\n", 558 | " 'ljust',\n", 559 | " 'lower',\n", 560 | " 'lstrip',\n", 561 | " 'maketrans',\n", 562 | " 'partition',\n", 563 | " 'removeprefix',\n", 564 | " 'removesuffix',\n", 565 | " 'replace',\n", 566 | " 'rfind',\n", 567 | " 'rindex',\n", 568 | " 'rjust',\n", 569 | " 'rpartition',\n", 570 | " 'rsplit',\n", 571 | " 'rstrip',\n", 572 | " 'split',\n", 573 | " 'splitlines',\n", 574 | " 'startswith',\n", 575 | " 'strip',\n", 576 | " 'swapcase',\n", 577 | " 'title',\n", 578 | " 'translate',\n", 579 | " 'upper',\n", 580 | " 'zfill']" 581 | ] 582 | }, 583 | "execution_count": 20, 584 | "metadata": {}, 585 | "output_type": "execute_result" 586 | } 587 | ], 588 | "source": [ 589 | "dir('ABC')" 590 | ] 591 | }, 592 | { 593 | "cell_type": "code", 594 | "execution_count": 21, 595 | "id": "fd358f97-c8db-4843-9e8f-c0423a21bfcb", 596 | "metadata": {}, 597 | "outputs": [ 598 | { 599 | "data": { 600 | "text/plain": [ 601 | "'abc'" 602 | ] 603 | }, 604 | "execution_count": 21, 605 | "metadata": {}, 606 | "output_type": "execute_result" 607 | } 608 | ], 609 | "source": [ 610 | "'ABC'.lower()" 611 | ] 612 | }, 613 | { 614 | "cell_type": "code", 615 | "execution_count": 22, 616 | "id": "4863aace-351b-4d3a-9358-232aa8528715", 617 | "metadata": {}, 618 | "outputs": [ 619 | { 620 | "name": "stdout", 621 | "output_type": "stream", 622 | "text": [ 623 | "Help on built-in function lower:\n", 624 | "\n", 625 | "lower() method of builtins.str instance\n", 626 | " Return a copy of the string converted to lowercase.\n", 627 | "\n" 628 | ] 629 | } 630 | ], 631 | "source": [ 632 | "help('ABC'.lower)" 633 | ] 634 | }, 635 | { 636 | "cell_type": "markdown", 637 | "id": "76ba3d26-09c5-4dc2-a162-2da3f575afd6", 638 | "metadata": { 639 | "tags": [] 640 | }, 641 | "source": [ 642 | "### list" 643 | ] 644 | }, 645 | { 646 | "cell_type": "markdown", 647 | "id": "ebaa8753-c7fb-49b7-a147-b842126029b4", 648 | "metadata": { 649 | "tags": [] 650 | }, 651 | "source": [ 652 | "#### listの基本" 653 | ] 654 | }, 655 | { 656 | "cell_type": "code", 657 | "execution_count": 23, 658 | "id": "5fea796d-ca29-402e-b393-d9cc34888687", 659 | "metadata": {}, 660 | "outputs": [ 661 | { 662 | "data": { 663 | "text/plain": [ 664 | "[1, 2, 3, 4]" 665 | ] 666 | }, 667 | "execution_count": 23, 668 | "metadata": {}, 669 | "output_type": "execute_result" 670 | } 671 | ], 672 | "source": [ 673 | "my_list = [1, 2, 3, 4]\n", 674 | "my_list" 675 | ] 676 | }, 677 | { 678 | "cell_type": "code", 679 | "execution_count": 24, 680 | "id": "7d8a8d62-7186-45c7-8566-94f209ddd3fe", 681 | "metadata": {}, 682 | "outputs": [ 683 | { 684 | "data": { 685 | "text/plain": [ 686 | "1" 687 | ] 688 | }, 689 | "execution_count": 24, 690 | "metadata": {}, 691 | "output_type": "execute_result" 692 | } 693 | ], 694 | "source": [ 695 | "my_list[0]" 696 | ] 697 | }, 698 | { 699 | "cell_type": "markdown", 700 | "id": "ade13173-553d-4c83-8a13-2be56294048c", 701 | "metadata": { 702 | "tags": [] 703 | }, 704 | "source": [ 705 | "#### listに対する関数の適用" 706 | ] 707 | }, 708 | { 709 | "cell_type": "code", 710 | "execution_count": 25, 711 | "id": "82db74a1-a3bf-4700-8953-97e986a70c17", 712 | "metadata": {}, 713 | "outputs": [ 714 | { 715 | "data": { 716 | "text/plain": [ 717 | "4" 718 | ] 719 | }, 720 | "execution_count": 25, 721 | "metadata": {}, 722 | "output_type": "execute_result" 723 | } 724 | ], 725 | "source": [ 726 | "len(my_list)" 727 | ] 728 | }, 729 | { 730 | "cell_type": "code", 731 | "execution_count": 26, 732 | "id": "aca68e89-2099-431b-89be-a89b27f35475", 733 | "metadata": {}, 734 | "outputs": [ 735 | { 736 | "data": { 737 | "text/plain": [ 738 | "10" 739 | ] 740 | }, 741 | "execution_count": 26, 742 | "metadata": {}, 743 | "output_type": "execute_result" 744 | } 745 | ], 746 | "source": [ 747 | "sum(my_list)" 748 | ] 749 | }, 750 | { 751 | "cell_type": "markdown", 752 | "id": "cdd286f8-fadd-4ec9-9e0f-7498ac89a3aa", 753 | "metadata": { 754 | "tags": [] 755 | }, 756 | "source": [ 757 | "### 辞書型" 758 | ] 759 | }, 760 | { 761 | "cell_type": "code", 762 | "execution_count": 27, 763 | "id": "95543e1a-44a0-4b70-a636-db20cfc01273", 764 | "metadata": {}, 765 | "outputs": [ 766 | { 767 | "data": { 768 | "text/plain": [ 769 | "{'A': 3, 'B': 7}" 770 | ] 771 | }, 772 | "execution_count": 27, 773 | "metadata": {}, 774 | "output_type": "execute_result" 775 | } 776 | ], 777 | "source": [ 778 | "my_dict = {\n", 779 | " 'A':3,\n", 780 | " 'B':7\n", 781 | "}\n", 782 | "my_dict" 783 | ] 784 | }, 785 | { 786 | "cell_type": "code", 787 | "execution_count": 28, 788 | "id": "6e3a951c-3797-4b7e-853a-d6fba58deb01", 789 | "metadata": {}, 790 | "outputs": [ 791 | { 792 | "data": { 793 | "text/plain": [ 794 | "3" 795 | ] 796 | }, 797 | "execution_count": 28, 798 | "metadata": {}, 799 | "output_type": "execute_result" 800 | } 801 | ], 802 | "source": [ 803 | "my_dict['A']" 804 | ] 805 | }, 806 | { 807 | "cell_type": "markdown", 808 | "id": "08f98776-5ae4-4f14-b395-7d3c14d4c094", 809 | "metadata": { 810 | "tags": [] 811 | }, 812 | "source": [ 813 | "### for構文" 814 | ] 815 | }, 816 | { 817 | "cell_type": "code", 818 | "execution_count": 29, 819 | "id": "2023c1a6-4d4d-45da-8113-64c8ab264518", 820 | "metadata": {}, 821 | "outputs": [ 822 | { 823 | "name": "stdout", 824 | "output_type": "stream", 825 | "text": [ 826 | "0\n", 827 | "1\n", 828 | "2\n" 829 | ] 830 | } 831 | ], 832 | "source": [ 833 | "for i in range(0, 3):\n", 834 | " print(i)" 835 | ] 836 | }, 837 | { 838 | "cell_type": "code", 839 | "execution_count": 30, 840 | "id": "1ad8a64f-e083-4242-983b-b977f07b8fdc", 841 | "metadata": {}, 842 | "outputs": [ 843 | { 844 | "name": "stdout", 845 | "output_type": "stream", 846 | "text": [ 847 | "1\n", 848 | "3\n", 849 | "5\n", 850 | "7\n" 851 | ] 852 | } 853 | ], 854 | "source": [ 855 | "for i in [1, 3, 5, 7]:\n", 856 | " print(i)" 857 | ] 858 | }, 859 | { 860 | "cell_type": "markdown", 861 | "id": "ef1dd86a-d1ff-414e-9f19-e03313c954b1", 862 | "metadata": { 863 | "tags": [] 864 | }, 865 | "source": [ 866 | "### if構文" 867 | ] 868 | }, 869 | { 870 | "cell_type": "code", 871 | "execution_count": 31, 872 | "id": "9dfdd032-650a-4e90-a194-d69a4ebab5d2", 873 | "metadata": {}, 874 | "outputs": [], 875 | "source": [ 876 | "def check_num(data):\n", 877 | " if(data < 0):\n", 878 | " return '0未満です'\n", 879 | " else:\n", 880 | " return '0以上です'" 881 | ] 882 | }, 883 | { 884 | "cell_type": "code", 885 | "execution_count": 32, 886 | "id": "2a0c821a-d431-4145-94ce-91f73ddad5c8", 887 | "metadata": {}, 888 | "outputs": [ 889 | { 890 | "name": "stdout", 891 | "output_type": "stream", 892 | "text": [ 893 | "i = -2 の判別結果 0未満です\n", 894 | "i = -1 の判別結果 0未満です\n", 895 | "i = 0 の判別結果 0以上です\n", 896 | "i = 1 の判別結果 0以上です\n" 897 | ] 898 | } 899 | ], 900 | "source": [ 901 | "for i in range(-2, 2):\n", 902 | " print('i =', i, 'の判別結果', check_num(i))" 903 | ] 904 | }, 905 | { 906 | "cell_type": "markdown", 907 | "id": "8c771715-8ce6-4bcd-a890-7081a4d69b36", 908 | "metadata": { 909 | "tags": [] 910 | }, 911 | "source": [ 912 | "### numpyの利用" 913 | ] 914 | }, 915 | { 916 | "cell_type": "code", 917 | "execution_count": 33, 918 | "id": "5e7c9286-4f48-4946-8d4a-1eccfbeac054", 919 | "metadata": {}, 920 | "outputs": [], 921 | "source": [ 922 | "import numpy as np" 923 | ] 924 | }, 925 | { 926 | "cell_type": "markdown", 927 | "id": "d92bb1f0-8755-40d2-a7d9-b108ce1b32f9", 928 | "metadata": { 929 | "tags": [] 930 | }, 931 | "source": [ 932 | "#### ndarray" 933 | ] 934 | }, 935 | { 936 | "cell_type": "code", 937 | "execution_count": 34, 938 | "id": "2ca36629-89fc-4f3a-822f-7ac8aa3f5cb2", 939 | "metadata": {}, 940 | "outputs": [ 941 | { 942 | "data": { 943 | "text/plain": [ 944 | "array([1, 2, 3, 4])" 945 | ] 946 | }, 947 | "execution_count": 34, 948 | "metadata": {}, 949 | "output_type": "execute_result" 950 | } 951 | ], 952 | "source": [ 953 | "my_array = np.array([1,2,3,4])\n", 954 | "my_array" 955 | ] 956 | }, 957 | { 958 | "cell_type": "markdown", 959 | "id": "d22a266d-75f2-4209-a9f2-d905b5f8732b", 960 | "metadata": { 961 | "tags": [] 962 | }, 963 | "source": [ 964 | "#### numpyが提供するndarrayを作る関数" 965 | ] 966 | }, 967 | { 968 | "cell_type": "code", 969 | "execution_count": 35, 970 | "id": "a6560709-c130-470e-96a8-c4abfb441796", 971 | "metadata": {}, 972 | "outputs": [ 973 | { 974 | "data": { 975 | "text/plain": [ 976 | "array([0., 0., 0., 0.])" 977 | ] 978 | }, 979 | "execution_count": 35, 980 | "metadata": {}, 981 | "output_type": "execute_result" 982 | } 983 | ], 984 | "source": [ 985 | "np.zeros(4)" 986 | ] 987 | }, 988 | { 989 | "cell_type": "code", 990 | "execution_count": 36, 991 | "id": "bc0193d6-efd7-4d8e-8777-12ba3980f283", 992 | "metadata": {}, 993 | "outputs": [ 994 | { 995 | "data": { 996 | "text/plain": [ 997 | "array([0, 0, 0, 0])" 998 | ] 999 | }, 1000 | "execution_count": 36, 1001 | "metadata": {}, 1002 | "output_type": "execute_result" 1003 | } 1004 | ], 1005 | "source": [ 1006 | "np.tile(0, 4)" 1007 | ] 1008 | }, 1009 | { 1010 | "cell_type": "code", 1011 | "execution_count": 37, 1012 | "id": "706a4369-12b7-47e7-8da3-a1c14c10f4ec", 1013 | "metadata": {}, 1014 | "outputs": [ 1015 | { 1016 | "data": { 1017 | "text/plain": [ 1018 | "array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7])" 1019 | ] 1020 | }, 1021 | "execution_count": 37, 1022 | "metadata": {}, 1023 | "output_type": "execute_result" 1024 | } 1025 | ], 1026 | "source": [ 1027 | "np.arange(0, 0.8, 0.1)" 1028 | ] 1029 | }, 1030 | { 1031 | "cell_type": "markdown", 1032 | "id": "b08edd52-4aab-4410-91e1-d84834f1f178", 1033 | "metadata": { 1034 | "tags": [] 1035 | }, 1036 | "source": [ 1037 | "#### numpyが提供する関数の利用" 1038 | ] 1039 | }, 1040 | { 1041 | "cell_type": "code", 1042 | "execution_count": 38, 1043 | "id": "45ed2a5e-8eb8-4e5f-a77b-3e3ab20352d2", 1044 | "metadata": {}, 1045 | "outputs": [ 1046 | { 1047 | "data": { 1048 | "text/plain": [ 1049 | "10" 1050 | ] 1051 | }, 1052 | "execution_count": 38, 1053 | "metadata": {}, 1054 | "output_type": "execute_result" 1055 | } 1056 | ], 1057 | "source": [ 1058 | "np.sum(my_array)" 1059 | ] 1060 | }, 1061 | { 1062 | "cell_type": "code", 1063 | "execution_count": 39, 1064 | "id": "6a72a4d7-67e1-4ecc-98cd-c0367ee51e92", 1065 | "metadata": {}, 1066 | "outputs": [ 1067 | { 1068 | "data": { 1069 | "text/plain": [ 1070 | "array([ 1, 3, 6, 10])" 1071 | ] 1072 | }, 1073 | "execution_count": 39, 1074 | "metadata": {}, 1075 | "output_type": "execute_result" 1076 | } 1077 | ], 1078 | "source": [ 1079 | "np.cumsum(my_array)" 1080 | ] 1081 | }, 1082 | { 1083 | "cell_type": "code", 1084 | "execution_count": 40, 1085 | "id": "9699170c-9dfc-4b5e-8d46-512698319529", 1086 | "metadata": {}, 1087 | "outputs": [ 1088 | { 1089 | "data": { 1090 | "text/plain": [ 1091 | "array([0. , 1. , 1.5849625, 2. ])" 1092 | ] 1093 | }, 1094 | "execution_count": 40, 1095 | "metadata": {}, 1096 | "output_type": "execute_result" 1097 | } 1098 | ], 1099 | "source": [ 1100 | "np.log2(my_array)" 1101 | ] 1102 | }, 1103 | { 1104 | "cell_type": "code", 1105 | "execution_count": 41, 1106 | "id": "6aed3f77-8eb9-41d3-8d43-7e1840e3e722", 1107 | "metadata": {}, 1108 | "outputs": [ 1109 | { 1110 | "data": { 1111 | "text/plain": [ 1112 | "array([0. , 0.69314718, 1.09861229, 1.38629436])" 1113 | ] 1114 | }, 1115 | "execution_count": 41, 1116 | "metadata": {}, 1117 | "output_type": "execute_result" 1118 | } 1119 | ], 1120 | "source": [ 1121 | "np.log(my_array)" 1122 | ] 1123 | }, 1124 | { 1125 | "cell_type": "markdown", 1126 | "id": "6cc1a435-f3fa-4aaa-b6d4-a0ff2c7c6f12", 1127 | "metadata": { 1128 | "tags": [] 1129 | }, 1130 | "source": [ 1131 | "### pandasの利用" 1132 | ] 1133 | }, 1134 | { 1135 | "cell_type": "code", 1136 | "execution_count": 42, 1137 | "id": "f93dca9a-32fa-4f2b-90db-5f54e548bfc7", 1138 | "metadata": {}, 1139 | "outputs": [], 1140 | "source": [ 1141 | "import pandas as pd" 1142 | ] 1143 | }, 1144 | { 1145 | "cell_type": "markdown", 1146 | "id": "ad3721ed-1033-4a2d-84b4-781ff24bfb09", 1147 | "metadata": { 1148 | "tags": [] 1149 | }, 1150 | "source": [ 1151 | "#### DataFrame" 1152 | ] 1153 | }, 1154 | { 1155 | "cell_type": "code", 1156 | "execution_count": 43, 1157 | "id": "c36655ea-3765-44b6-8462-dc584b9e1205", 1158 | "metadata": {}, 1159 | "outputs": [ 1160 | { 1161 | "name": "stdout", 1162 | "output_type": "stream", 1163 | "text": [ 1164 | " A B\n", 1165 | "0 0.0 0.000000\n", 1166 | "1 0.0 0.693147\n", 1167 | "2 0.0 1.098612\n", 1168 | "3 0.0 1.386294\n" 1169 | ] 1170 | } 1171 | ], 1172 | "source": [ 1173 | "my_df = pd.DataFrame({\n", 1174 | " 'A': np.zeros(4), \n", 1175 | " 'B': np.log(my_array)\n", 1176 | "})\n", 1177 | "print(my_df)" 1178 | ] 1179 | }, 1180 | { 1181 | "cell_type": "code", 1182 | "execution_count": 44, 1183 | "id": "a8adcab1-515d-4d4f-a910-c0c77bfb73a2", 1184 | "metadata": {}, 1185 | "outputs": [ 1186 | { 1187 | "data": { 1188 | "text/plain": [ 1189 | "0 0.000000\n", 1190 | "1 0.693147\n", 1191 | "2 1.098612\n", 1192 | "3 1.386294\n", 1193 | "Name: B, dtype: float64" 1194 | ] 1195 | }, 1196 | "execution_count": 44, 1197 | "metadata": {}, 1198 | "output_type": "execute_result" 1199 | } 1200 | ], 1201 | "source": [ 1202 | "my_df['B']" 1203 | ] 1204 | }, 1205 | { 1206 | "cell_type": "code", 1207 | "execution_count": 45, 1208 | "id": "e81df2d7-1e2a-4a83-96cd-c37b06daff5b", 1209 | "metadata": {}, 1210 | "outputs": [ 1211 | { 1212 | "data": { 1213 | "text/plain": [ 1214 | "0 0.000000\n", 1215 | "1 0.693147\n", 1216 | "2 1.098612\n", 1217 | "3 1.386294\n", 1218 | "Name: B, dtype: float64" 1219 | ] 1220 | }, 1221 | "execution_count": 45, 1222 | "metadata": {}, 1223 | "output_type": "execute_result" 1224 | } 1225 | ], 1226 | "source": [ 1227 | "my_df.B" 1228 | ] 1229 | }, 1230 | { 1231 | "cell_type": "markdown", 1232 | "id": "71acfad7-8f5d-4b84-91b5-5eb406221440", 1233 | "metadata": { 1234 | "tags": [] 1235 | }, 1236 | "source": [ 1237 | "#### Series" 1238 | ] 1239 | }, 1240 | { 1241 | "cell_type": "code", 1242 | "execution_count": 46, 1243 | "id": "40efbece-0548-4120-90c5-3290d8fec804", 1244 | "metadata": {}, 1245 | "outputs": [ 1246 | { 1247 | "data": { 1248 | "text/plain": [ 1249 | "0 0.0\n", 1250 | "1 0.0\n", 1251 | "2 0.0\n", 1252 | "3 0.0\n", 1253 | "dtype: float64" 1254 | ] 1255 | }, 1256 | "execution_count": 46, 1257 | "metadata": {}, 1258 | "output_type": "execute_result" 1259 | } 1260 | ], 1261 | "source": [ 1262 | "my_series = pd.Series(np.zeros(4))\n", 1263 | "my_series" 1264 | ] 1265 | }, 1266 | { 1267 | "cell_type": "markdown", 1268 | "id": "e1d5d216-dd90-43c0-892c-5e6f7fceaf90", 1269 | "metadata": {}, 1270 | "source": [ 1271 | "#### indexの設定" 1272 | ] 1273 | }, 1274 | { 1275 | "cell_type": "code", 1276 | "execution_count": 47, 1277 | "id": "b8739eb5-1353-4df3-bf7a-f22c1d5a3ea1", 1278 | "metadata": {}, 1279 | "outputs": [ 1280 | { 1281 | "data": { 1282 | "text/plain": [ 1283 | "5 0.0\n", 1284 | "9 0.0\n", 1285 | "2 0.0\n", 1286 | "8 0.0\n", 1287 | "dtype: float64" 1288 | ] 1289 | }, 1290 | "execution_count": 47, 1291 | "metadata": {}, 1292 | "output_type": "execute_result" 1293 | } 1294 | ], 1295 | "source": [ 1296 | "my_series.index = np.array([5, 9, 2, 8])\n", 1297 | "my_series" 1298 | ] 1299 | }, 1300 | { 1301 | "cell_type": "markdown", 1302 | "id": "1cd04af5-224f-4685-80da-aa0b54c770cf", 1303 | "metadata": {}, 1304 | "source": [ 1305 | "#### apply" 1306 | ] 1307 | }, 1308 | { 1309 | "cell_type": "code", 1310 | "execution_count": 48, 1311 | "id": "9c91f003-b556-4a09-8cc4-cc53f2edfb88", 1312 | "metadata": {}, 1313 | "outputs": [ 1314 | { 1315 | "name": "stdout", 1316 | "output_type": "stream", 1317 | "text": [ 1318 | " A B\n", 1319 | "0 1.0 1.0\n", 1320 | "1 1.0 2.0\n", 1321 | "2 1.0 3.0\n", 1322 | "3 1.0 4.0\n" 1323 | ] 1324 | } 1325 | ], 1326 | "source": [ 1327 | "print(my_df.apply(np.exp))" 1328 | ] 1329 | }, 1330 | { 1331 | "cell_type": "code", 1332 | "execution_count": 49, 1333 | "id": "5925edb8-5091-4ea7-bed2-dbc6611aa141", 1334 | "metadata": {}, 1335 | "outputs": [ 1336 | { 1337 | "name": "stdout", 1338 | "output_type": "stream", 1339 | "text": [ 1340 | " A B\n", 1341 | "0 2.0 2.0\n", 1342 | "1 2.0 4.0\n", 1343 | "2 2.0 6.0\n", 1344 | "3 2.0 8.0\n" 1345 | ] 1346 | } 1347 | ], 1348 | "source": [ 1349 | "print(my_df.apply(np.exp).apply(my_func))" 1350 | ] 1351 | } 1352 | ], 1353 | "metadata": { 1354 | "kernelspec": { 1355 | "display_name": "Python 3 (ipykernel)", 1356 | "language": "python", 1357 | "name": "python3" 1358 | }, 1359 | "language_info": { 1360 | "codemirror_mode": { 1361 | "name": "ipython", 1362 | "version": 3 1363 | }, 1364 | "file_extension": ".py", 1365 | "mimetype": "text/x-python", 1366 | "name": "python", 1367 | "nbconvert_exporter": "python", 1368 | "pygments_lexer": "ipython3", 1369 | "version": "3.12.4" 1370 | } 1371 | }, 1372 | "nbformat": 4, 1373 | "nbformat_minor": 5 1374 | } 1375 | -------------------------------------------------------------------------------- /book-data/2-5-1-weather-month.csv: -------------------------------------------------------------------------------- 1 | 年月,平均気温(℃),日最高気温35℃以上日数(日) 2 | 1900-01-01,1.6,0.0 3 | 1900-02-01,3.1,0.0 4 | 1900-03-01,5.7,0.0 5 | 1900-04-01,11.4,0.0 6 | 1900-05-01,17.3,0.0 7 | 1900-06-01,19.3,0.0 8 | 1900-07-01,22.8,0.0 9 | 1900-08-01,26.1,1.0 10 | 1900-09-01,22.6,0.0 11 | 1900-10-01,16.5,0.0 12 | 1900-11-01,11.0,0.0 13 | 1900-12-01,5.5,0.0 14 | 1901-01-01,4.1,0.0 15 | 1901-02-01,3.7,0.0 16 | 1901-03-01,7.3,0.0 17 | 1901-04-01,13.4,0.0 18 | 1901-05-01,16.1,0.0 19 | 1901-06-01,20.6,0.0 20 | 1901-07-01,22.1,0.0 21 | 1901-08-01,25.1,1.0 22 | 1901-09-01,22.3,0.0 23 | 1901-10-01,16.8,0.0 24 | 1901-11-01,10.2,0.0 25 | 1901-12-01,4.5,0.0 26 | 1902-01-01,2.4,0.0 27 | 1902-02-01,3.8,0.0 28 | 1902-03-01,8.4,0.0 29 | 1902-04-01,11.6,0.0 30 | 1902-05-01,16.3,0.0 31 | 1902-06-01,19.8,0.0 32 | 1902-07-01,21.8,0.0 33 | 1902-08-01,22.9,0.0 34 | 1902-09-01,22.6,0.0 35 | 1902-10-01,16.6,0.0 36 | 1902-11-01,11.5,0.0 37 | 1902-12-01,7.1,0.0 38 | 1903-01-01,4.6,0.0 39 | 1903-02-01,4.1,0.0 40 | 1903-03-01,7.7,0.0 41 | 1903-04-01,12.7,0.0 42 | 1903-05-01,15.9,0.0 43 | 1903-06-01,19.7,0.0 44 | 1903-07-01,23.2,0.0 45 | 1903-08-01,25.7,0.0 46 | 1903-09-01,22.3,0.0 47 | 1903-10-01,15.2,0.0 48 | 1903-11-01,9.1,0.0 49 | 1903-12-01,4.1,0.0 50 | 1904-01-01,1.9,0.0 51 | 1904-02-01,4.3,0.0 52 | 1904-03-01,6.1,0.0 53 | 1904-04-01,13.2,0.0 54 | 1904-05-01,15.7,0.0 55 | 1904-06-01,21.8,0.0 56 | 1904-07-01,24.8,0.0 57 | 1904-08-01,25.1,0.0 58 | 1904-09-01,21.2,0.0 59 | 1904-10-01,16.4,0.0 60 | 1904-11-01,9.1,0.0 61 | 1904-12-01,5.3,0.0 62 | 1905-01-01,4.3,0.0 63 | 1905-02-01,2.7,0.0 64 | 1905-03-01,5.6,0.0 65 | 1905-04-01,10.9,0.0 66 | 1905-05-01,16.9,0.0 67 | 1905-06-01,20.8,0.0 68 | 1905-07-01,23.3,0.0 69 | 1905-08-01,22.2,0.0 70 | 1905-09-01,21.9,0.0 71 | 1905-10-01,16.2,0.0 72 | 1905-11-01,10.3,0.0 73 | 1905-12-01,6.8,0.0 74 | 1906-01-01,2.2,0.0 75 | 1906-02-01,2.6,0.0 76 | 1906-03-01,7.3,0.0 77 | 1906-04-01,12.9,0.0 78 | 1906-05-01,16.3,0.0 79 | 1906-06-01,18.4,0.0 80 | 1906-07-01,23.5,0.0 81 | 1906-08-01,24.5,0.0 82 | 1906-09-01,19.7,0.0 83 | 1906-10-01,15.1,0.0 84 | 1906-11-01,9.3,0.0 85 | 1906-12-01,5.9,0.0 86 | 1907-01-01,4.0,0.0 87 | 1907-02-01,2.9,0.0 88 | 1907-03-01,5.6,0.0 89 | 1907-04-01,12.4,0.0 90 | 1907-05-01,17.1,0.0 91 | 1907-06-01,19.2,0.0 92 | 1907-07-01,22.7,0.0 93 | 1907-08-01,25.8,0.0 94 | 1907-09-01,21.3,0.0 95 | 1907-10-01,15.2,0.0 96 | 1907-11-01,11.2,0.0 97 | 1907-12-01,4.5,0.0 98 | 1908-01-01,3.2,0.0 99 | 1908-02-01,3.4,0.0 100 | 1908-03-01,6.2,0.0 101 | 1908-04-01,12.3,0.0 102 | 1908-05-01,16.1,0.0 103 | 1908-06-01,20.9,0.0 104 | 1908-07-01,22.1,0.0 105 | 1908-08-01,25.4,0.0 106 | 1908-09-01,19.4,0.0 107 | 1908-10-01,16.1,0.0 108 | 1908-11-01,9.1,0.0 109 | 1908-12-01,4.6,0.0 110 | 1909-01-01,2.1,0.0 111 | 1909-02-01,3.1,0.0 112 | 1909-03-01,6.3,0.0 113 | 1909-04-01,13.6,0.0 114 | 1909-05-01,16.9,0.0 115 | 1909-06-01,20.2,0.0 116 | 1909-07-01,24.3,0.0 117 | 1909-08-01,25.2,0.0 118 | 1909-09-01,21.8,0.0 119 | 1909-10-01,14.8,0.0 120 | 1909-11-01,10.0,0.0 121 | 1909-12-01,4.6,0.0 122 | 1910-01-01,4.2,0.0 123 | 1910-02-01,2.9,0.0 124 | 1910-03-01,6.1,0.0 125 | 1910-04-01,12.3,0.0 126 | 1910-05-01,16.8,0.0 127 | 1910-06-01,20.7,0.0 128 | 1910-07-01,23.0,0.0 129 | 1910-08-01,24.1,0.0 130 | 1910-09-01,20.9,0.0 131 | 1910-10-01,16.1,0.0 132 | 1910-11-01,10.4,0.0 133 | 1910-12-01,4.3,0.0 134 | 1911-01-01,2.5,0.0 135 | 1911-02-01,5.2,0.0 136 | 1911-03-01,8.2,0.0 137 | 1911-04-01,13.8,0.0 138 | 1911-05-01,16.2,0.0 139 | 1911-06-01,20.8,0.0 140 | 1911-07-01,24.5,0.0 141 | 1911-08-01,25.6,0.0 142 | 1911-09-01,22.6,0.0 143 | 1911-10-01,15.8,0.0 144 | 1911-11-01,12.8,0.0 145 | 1911-12-01,5.0,0.0 146 | 1912-01-01,3.0,0.0 147 | 1912-02-01,6.2,0.0 148 | 1912-03-01,8.1,0.0 149 | 1912-04-01,13.0,0.0 150 | 1912-05-01,16.7,0.0 151 | 1912-06-01,20.1,0.0 152 | 1912-07-01,24.3,0.0 153 | 1912-08-01,25.2,0.0 154 | 1912-09-01,20.2,0.0 155 | 1912-10-01,15.9,0.0 156 | 1912-11-01,9.4,0.0 157 | 1912-12-01,4.7,0.0 158 | 1913-01-01,1.9,0.0 159 | 1913-02-01,4.5,0.0 160 | 1913-03-01,6.2,0.0 161 | 1913-04-01,13.6,0.0 162 | 1913-05-01,16.1,0.0 163 | 1913-06-01,20.3,0.0 164 | 1913-07-01,23.3,0.0 165 | 1913-08-01,23.8,0.0 166 | 1913-09-01,20.0,0.0 167 | 1913-10-01,15.6,0.0 168 | 1913-11-01,10.0,0.0 169 | 1913-12-01,5.2,0.0 170 | 1914-01-01,4.3,0.0 171 | 1914-02-01,3.5,0.0 172 | 1914-03-01,8.8,0.0 173 | 1914-04-01,11.8,0.0 174 | 1914-05-01,17.8,0.0 175 | 1914-06-01,21.5,0.0 176 | 1914-07-01,25.5,0.0 177 | 1914-08-01,26.4,0.0 178 | 1914-09-01,22.5,0.0 179 | 1914-10-01,16.1,0.0 180 | 1914-11-01,11.9,0.0 181 | 1914-12-01,5.8,0.0 182 | 1915-01-01,3.3,0.0 183 | 1915-02-01,4.1,0.0 184 | 1915-03-01,6.6,0.0 185 | 1915-04-01,11.6,0.0 186 | 1915-05-01,15.9,0.0 187 | 1915-06-01,21.9,0.0 188 | 1915-07-01,24.2,0.0 189 | 1915-08-01,25.7,0.0 190 | 1915-09-01,22.7,0.0 191 | 1915-10-01,17.6,0.0 192 | 1915-11-01,11.1,0.0 193 | 1915-12-01,5.6,0.0 194 | 1916-01-01,5.1,0.0 195 | 1916-02-01,4.1,0.0 196 | 1916-03-01,5.8,0.0 197 | 1916-04-01,12.7,0.0 198 | 1916-05-01,16.9,0.0 199 | 1916-06-01,22.7,0.0 200 | 1916-07-01,23.9,0.0 201 | 1916-08-01,25.0,0.0 202 | 1916-09-01,23.7,0.0 203 | 1916-10-01,15.8,0.0 204 | 1916-11-01,11.3,0.0 205 | 1916-12-01,6.8,0.0 206 | 1917-01-01,2.3,0.0 207 | 1917-02-01,4.5,0.0 208 | 1917-03-01,6.5,0.0 209 | 1917-04-01,12.7,0.0 210 | 1917-05-01,15.8,0.0 211 | 1917-06-01,19.6,0.0 212 | 1917-07-01,25.7,0.0 213 | 1917-08-01,25.0,0.0 214 | 1917-09-01,22.0,0.0 215 | 1917-10-01,16.8,0.0 216 | 1917-11-01,8.7,0.0 217 | 1917-12-01,4.0,0.0 218 | 1918-01-01,1.6,0.0 219 | 1918-02-01,3.6,0.0 220 | 1918-03-01,6.7,0.0 221 | 1918-04-01,11.7,0.0 222 | 1918-05-01,16.7,0.0 223 | 1918-06-01,20.1,0.0 224 | 1918-07-01,26.0,0.0 225 | 1918-08-01,26.1,0.0 226 | 1918-09-01,22.6,0.0 227 | 1918-10-01,16.0,0.0 228 | 1918-11-01,10.4,0.0 229 | 1918-12-01,3.9,0.0 230 | 1919-01-01,2.8,0.0 231 | 1919-02-01,3.7,0.0 232 | 1919-03-01,8.3,0.0 233 | 1919-04-01,13.4,0.0 234 | 1919-05-01,16.2,0.0 235 | 1919-06-01,19.8,0.0 236 | 1919-07-01,23.6,0.0 237 | 1919-08-01,25.0,0.0 238 | 1919-09-01,22.7,0.0 239 | 1919-10-01,16.4,0.0 240 | 1919-11-01,11.4,0.0 241 | 1919-12-01,5.3,0.0 242 | 1920-01-01,4.1,0.0 243 | 1920-02-01,2.6,0.0 244 | 1920-03-01,6.6,0.0 245 | 1920-04-01,12.6,0.0 246 | 1920-05-01,16.8,0.0 247 | 1920-06-01,20.3,0.0 248 | 1920-07-01,26.1,0.0 249 | 1920-08-01,25.7,0.0 250 | 1920-09-01,21.4,0.0 251 | 1920-10-01,16.4,0.0 252 | 1920-11-01,12.0,0.0 253 | 1920-12-01,5.2,0.0 254 | 1921-01-01,4.0,0.0 255 | 1921-02-01,3.5,0.0 256 | 1921-03-01,6.2,0.0 257 | 1921-04-01,13.8,0.0 258 | 1921-05-01,16.4,0.0 259 | 1921-06-01,18.8,0.0 260 | 1921-07-01,24.3,0.0 261 | 1921-08-01,25.3,0.0 262 | 1921-09-01,21.3,0.0 263 | 1921-10-01,15.4,0.0 264 | 1921-11-01,9.3,0.0 265 | 1921-12-01,5.0,0.0 266 | 1922-01-01,0.6,0.0 267 | 1922-02-01,7.0,0.0 268 | 1922-03-01,6.6,0.0 269 | 1922-04-01,13.3,0.0 270 | 1922-05-01,16.8,0.0 271 | 1922-06-01,21.7,0.0 272 | 1922-07-01,25.0,0.0 273 | 1922-08-01,27.3,1.0 274 | 1922-09-01,23.4,0.0 275 | 1922-10-01,16.8,0.0 276 | 1922-11-01,10.8,0.0 277 | 1922-12-01,4.0,0.0 278 | 1923-01-01,1.7,0.0 279 | 1923-02-01,3.0,0.0 280 | 1923-03-01,7.9,0.0 281 | 1923-04-01,12.0,0.0 282 | 1923-05-01,16.8,0.0 283 | 1923-06-01,20.4,0.0 284 | 1923-07-01,24.0,0.0 285 | 1923-08-01,27.2,1.0 286 | 1923-09-01,23.4,0.0 287 | 1923-10-01,16.8,0.0 288 | 1923-11-01,12.0,0.0 289 | 1923-12-01,5.6,0.0 290 | 1924-01-01,2.7,0.0 291 | 1924-02-01,4.5,0.0 292 | 1924-03-01,5.0,0.0 293 | 1924-04-01,14.7,0.0 294 | 1924-05-01,16.9,0.0 295 | 1924-06-01,19.4,0.0 296 | 1924-07-01,26.1,0.0 297 | 1924-08-01,26.2,1.0 298 | 1924-09-01,21.8,0.0 299 | 1924-10-01,15.4,0.0 300 | 1924-11-01,9.9,0.0 301 | 1924-12-01,5.2,0.0 302 | 1925-01-01,2.9,0.0 303 | 1925-02-01,2.4,0.0 304 | 1925-03-01,6.2,0.0 305 | 1925-04-01,11.9,0.0 306 | 1925-05-01,16.1,0.0 307 | 1925-06-01,20.1,0.0 308 | 1925-07-01,23.2,0.0 309 | 1925-08-01,25.7,0.0 310 | 1925-09-01,22.9,0.0 311 | 1925-10-01,16.3,0.0 312 | 1925-11-01,11.4,0.0 313 | 1925-12-01,6.8,0.0 314 | 1926-01-01,3.1,0.0 315 | 1926-02-01,4.6,0.0 316 | 1926-03-01,6.3,0.0 317 | 1926-04-01,11.1,0.0 318 | 1926-05-01,16.3,0.0 319 | 1926-06-01,19.0,0.0 320 | 1926-07-01,24.6,0.0 321 | 1926-08-01,26.3,3.0 322 | 1926-09-01,23.2,0.0 323 | 1926-10-01,15.0,0.0 324 | 1926-11-01,9.8,0.0 325 | 1926-12-01,4.1,0.0 326 | 1927-01-01,2.7,0.0 327 | 1927-02-01,2.1,0.0 328 | 1927-03-01,6.3,0.0 329 | 1927-04-01,13.5,0.0 330 | 1927-05-01,17.1,0.0 331 | 1927-06-01,20.5,0.0 332 | 1927-07-01,26.0,2.0 333 | 1927-08-01,26.6,0.0 334 | 1927-09-01,21.2,0.0 335 | 1927-10-01,16.7,0.0 336 | 1927-11-01,11.2,0.0 337 | 1927-12-01,5.5,0.0 338 | 1928-01-01,3.6,0.0 339 | 1928-02-01,3.3,0.0 340 | 1928-03-01,6.9,0.0 341 | 1928-04-01,12.5,0.0 342 | 1928-05-01,17.8,0.0 343 | 1928-06-01,20.3,0.0 344 | 1928-07-01,23.4,0.0 345 | 1928-08-01,24.1,0.0 346 | 1928-09-01,23.9,0.0 347 | 1928-10-01,16.7,0.0 348 | 1928-11-01,11.7,0.0 349 | 1928-12-01,5.4,0.0 350 | 1929-01-01,2.6,0.0 351 | 1929-02-01,2.9,0.0 352 | 1929-03-01,7.1,0.0 353 | 1929-04-01,12.6,0.0 354 | 1929-05-01,15.9,0.0 355 | 1929-06-01,20.6,0.0 356 | 1929-07-01,25.9,0.0 357 | 1929-08-01,27.1,1.0 358 | 1929-09-01,20.5,0.0 359 | 1929-10-01,16.5,0.0 360 | 1929-11-01,11.0,0.0 361 | 1929-12-01,8.6,0.0 362 | 1930-01-01,3.8,0.0 363 | 1930-02-01,5.4,0.0 364 | 1930-03-01,8.8,0.0 365 | 1930-04-01,14.0,0.0 366 | 1930-05-01,17.7,0.0 367 | 1930-06-01,21.4,0.0 368 | 1930-07-01,26.3,0.0 369 | 1930-08-01,26.8,0.0 370 | 1930-09-01,21.5,0.0 371 | 1930-10-01,16.7,0.0 372 | 1930-11-01,10.3,0.0 373 | 1930-12-01,5.2,0.0 374 | 1931-01-01,2.9,0.0 375 | 1931-02-01,2.5,0.0 376 | 1931-03-01,7.9,0.0 377 | 1931-04-01,12.4,0.0 378 | 1931-05-01,16.3,0.0 379 | 1931-06-01,20.4,0.0 380 | 1931-07-01,21.8,0.0 381 | 1931-08-01,26.4,0.0 382 | 1931-09-01,22.5,0.0 383 | 1931-10-01,16.3,0.0 384 | 1931-11-01,11.5,0.0 385 | 1931-12-01,6.9,0.0 386 | 1932-01-01,5.9,0.0 387 | 1932-02-01,4.3,0.0 388 | 1932-03-01,6.9,0.0 389 | 1932-04-01,12.3,0.0 390 | 1932-05-01,18.0,0.0 391 | 1932-06-01,19.8,0.0 392 | 1932-07-01,25.7,0.0 393 | 1932-08-01,26.7,0.0 394 | 1932-09-01,21.8,0.0 395 | 1932-10-01,16.5,0.0 396 | 1932-11-01,10.9,0.0 397 | 1932-12-01,6.0,0.0 398 | 1933-01-01,3.2,0.0 399 | 1933-02-01,3.6,0.0 400 | 1933-03-01,5.8,0.0 401 | 1933-04-01,12.3,0.0 402 | 1933-05-01,18.1,0.0 403 | 1933-06-01,21.9,0.0 404 | 1933-07-01,26.6,1.0 405 | 1933-08-01,27.5,0.0 406 | 1933-09-01,23.1,0.0 407 | 1933-10-01,16.8,0.0 408 | 1933-11-01,11.2,0.0 409 | 1933-12-01,6.2,0.0 410 | 1934-01-01,2.5,0.0 411 | 1934-02-01,4.0,0.0 412 | 1934-03-01,6.1,0.0 413 | 1934-04-01,11.5,0.0 414 | 1934-05-01,17.8,0.0 415 | 1934-06-01,22.0,0.0 416 | 1934-07-01,23.9,1.0 417 | 1934-08-01,26.1,0.0 418 | 1934-09-01,21.6,0.0 419 | 1934-10-01,14.6,0.0 420 | 1934-11-01,10.8,0.0 421 | 1934-12-01,5.9,0.0 422 | 1935-01-01,3.7,0.0 423 | 1935-02-01,4.8,0.0 424 | 1935-03-01,7.1,0.0 425 | 1935-04-01,12.5,0.0 426 | 1935-05-01,16.7,0.0 427 | 1935-06-01,21.5,0.0 428 | 1935-07-01,24.3,0.0 429 | 1935-08-01,24.8,0.0 430 | 1935-09-01,20.8,0.0 431 | 1935-10-01,17.1,0.0 432 | 1935-11-01,10.7,0.0 433 | 1935-12-01,5.5,0.0 434 | 1936-01-01,2.0,0.0 435 | 1936-02-01,2.5,0.0 436 | 1936-03-01,6.1,0.0 437 | 1936-04-01,12.0,0.0 438 | 1936-05-01,16.4,0.0 439 | 1936-06-01,21.4,0.0 440 | 1936-07-01,24.9,1.0 441 | 1936-08-01,26.5,1.0 442 | 1936-09-01,24.2,0.0 443 | 1936-10-01,16.0,0.0 444 | 1936-11-01,11.2,0.0 445 | 1936-12-01,6.2,0.0 446 | 1937-01-01,4.6,0.0 447 | 1937-02-01,5.7,0.0 448 | 1937-03-01,8.1,0.0 449 | 1937-04-01,12.8,0.0 450 | 1937-05-01,17.6,0.0 451 | 1937-06-01,19.6,0.0 452 | 1937-07-01,26.3,0.0 453 | 1937-08-01,28.2,1.0 454 | 1937-09-01,22.7,0.0 455 | 1937-10-01,16.3,0.0 456 | 1937-11-01,11.2,0.0 457 | 1937-12-01,5.2,0.0 458 | 1938-01-01,2.7,0.0 459 | 1938-02-01,3.4,0.0 460 | 1938-03-01,8.8,0.0 461 | 1938-04-01,13.2,0.0 462 | 1938-05-01,18.7,0.0 463 | 1938-06-01,20.8,0.0 464 | 1938-07-01,25.0,0.0 465 | 1938-08-01,26.0,0.0 466 | 1938-09-01,22.4,0.0 467 | 1938-10-01,16.7,0.0 468 | 1938-11-01,10.8,0.0 469 | 1938-12-01,5.9,0.0 470 | 1939-01-01,2.4,0.0 471 | 1939-02-01,4.1,0.0 472 | 1939-03-01,7.4,0.0 473 | 1939-04-01,12.8,0.0 474 | 1939-05-01,17.0,0.0 475 | 1939-06-01,20.7,0.0 476 | 1939-07-01,26.5,0.0 477 | 1939-08-01,25.8,0.0 478 | 1939-09-01,23.7,0.0 479 | 1939-10-01,17.9,0.0 480 | 1939-11-01,12.3,0.0 481 | 1939-12-01,5.4,0.0 482 | 1940-01-01,2.7,0.0 483 | 1940-02-01,3.7,0.0 484 | 1940-03-01,8.2,0.0 485 | 1940-04-01,13.1,0.0 486 | 1940-05-01,17.7,0.0 487 | 1940-06-01,22.1,0.0 488 | 1940-07-01,26.9,2.0 489 | 1940-08-01,24.9,0.0 490 | 1940-09-01,21.7,0.0 491 | 1940-10-01,17.8,0.0 492 | 1940-11-01,12.3,0.0 493 | 1940-12-01,6.2,0.0 494 | 1941-01-01,4.8,0.0 495 | 1941-02-01,5.0,0.0 496 | 1941-03-01,8.2,0.0 497 | 1941-04-01,12.7,0.0 498 | 1941-05-01,17.6,0.0 499 | 1941-06-01,20.8,0.0 500 | 1941-07-01,23.7,0.0 501 | 1941-08-01,25.4,0.0 502 | 1941-09-01,20.6,0.0 503 | 1941-10-01,17.3,0.0 504 | 1941-11-01,11.7,0.0 505 | 1941-12-01,6.9,0.0 506 | 1942-01-01,2.9,0.0 507 | 1942-02-01,2.6,0.0 508 | 1942-03-01,10.3,0.0 509 | 1942-04-01,13.6,0.0 510 | 1942-05-01,17.3,0.0 511 | 1942-06-01,22.2,0.0 512 | 1942-07-01,27.5,2.0 513 | 1942-08-01,27.0,3.0 514 | 1942-09-01,24.9,2.0 515 | 1942-10-01,16.4,0.0 516 | 1942-11-01,10.1,0.0 517 | 1942-12-01,5.4,0.0 518 | 1943-01-01,2.4,0.0 519 | 1943-02-01,4.0,0.0 520 | 1943-03-01,6.8,0.0 521 | 1943-04-01,11.8,0.0 522 | 1943-05-01,17.8,0.0 523 | 1943-06-01,21.5,0.0 524 | 1943-07-01,25.1,0.0 525 | 1943-08-01,27.4,0.0 526 | 1943-09-01,24.4,0.0 527 | 1943-10-01,17.2,0.0 528 | 1943-11-01,10.8,0.0 529 | 1943-12-01,5.7,0.0 530 | 1944-01-01,3.0,0.0 531 | 1944-02-01,3.2,0.0 532 | 1944-03-01,5.6,0.0 533 | 1944-04-01,10.6,0.0 534 | 1944-05-01,17.7,0.0 535 | 1944-06-01,22.3,0.0 536 | 1944-07-01,25.6,2.0 537 | 1944-08-01,27.5,1.0 538 | 1944-09-01,23.2,0.0 539 | 1944-10-01,16.3,0.0 540 | 1944-11-01,10.9,0.0 541 | 1944-12-01,4.3,0.0 542 | 1945-01-01,1.1,0.0 543 | 1945-02-01,1.6,0.0 544 | 1945-03-01,6.6,0.0 545 | 1945-04-01,13.5,0.0 546 | 1945-05-01,15.6,0.0 547 | 1945-06-01,20.4,0.0 548 | 1945-07-01,22.0,0.0 549 | 1945-08-01,26.7,0.0 550 | 1945-09-01,22.4,0.0 551 | 1945-10-01,16.8,0.0 552 | 1945-11-01,11.3,0.0 553 | 1945-12-01,4.8,0.0 554 | 1946-01-01,3.5,0.0 555 | 1946-02-01,4.2,0.0 556 | 1946-03-01,6.2,0.0 557 | 1946-04-01,14.3,0.0 558 | 1946-05-01,16.9,0.0 559 | 1946-06-01,23.3,0.0 560 | 1946-07-01,26.2,3.0 561 | 1946-08-01,26.7,0.0 562 | 1946-09-01,23.1,0.0 563 | 1946-10-01,17.3,0.0 564 | 1946-11-01,12.4,0.0 565 | 1946-12-01,4.7,0.0 566 | 1947-01-01,3.4,0.0 567 | 1947-02-01,2.7,0.0 568 | 1947-03-01,6.8,0.0 569 | 1947-04-01,13.1,0.0 570 | 1947-05-01,16.9,0.0 571 | 1947-06-01,19.2,0.0 572 | 1947-07-01,25.7,1.0 573 | 1947-08-01,28.0,5.0 574 | 1947-09-01,22.9,0.0 575 | 1947-10-01,15.6,0.0 576 | 1947-11-01,10.3,0.0 577 | 1947-12-01,4.1,0.0 578 | 1948-01-01,4.0,0.0 579 | 1948-02-01,5.1,0.0 580 | 1948-03-01,6.5,0.0 581 | 1948-04-01,14.2,0.0 582 | 1948-05-01,18.1,0.0 583 | 1948-06-01,21.6,0.0 584 | 1948-07-01,26.0,0.0 585 | 1948-08-01,25.4,0.0 586 | 1948-09-01,23.8,0.0 587 | 1948-10-01,17.4,0.0 588 | 1948-11-01,11.9,0.0 589 | 1948-12-01,7.9,0.0 590 | 1949-01-01,5.4,0.0 591 | 1949-02-01,6.5,0.0 592 | 1949-03-01,6.7,0.0 593 | 1949-04-01,12.1,0.0 594 | 1949-05-01,18.4,0.0 595 | 1949-06-01,19.4,0.0 596 | 1949-07-01,25.3,0.0 597 | 1949-08-01,26.6,0.0 598 | 1949-09-01,22.4,0.0 599 | 1949-10-01,16.1,0.0 600 | 1949-11-01,10.0,0.0 601 | 1949-12-01,6.0,0.0 602 | 1950-01-01,5.0,0.0 603 | 1950-02-01,4.7,0.0 604 | 1950-03-01,7.7,0.0 605 | 1950-04-01,13.9,0.0 606 | 1950-05-01,19.2,0.0 607 | 1950-06-01,21.8,0.0 608 | 1950-07-01,26.5,0.0 609 | 1950-08-01,26.2,0.0 610 | 1950-09-01,23.8,0.0 611 | 1950-10-01,15.8,0.0 612 | 1950-11-01,11.1,0.0 613 | 1950-12-01,5.4,0.0 614 | 1951-01-01,3.3,0.0 615 | 1951-02-01,4.5,0.0 616 | 1951-03-01,8.8,0.0 617 | 1951-04-01,13.3,0.0 618 | 1951-05-01,18.0,0.0 619 | 1951-06-01,21.2,0.0 620 | 1951-07-01,24.3,0.0 621 | 1951-08-01,26.7,1.0 622 | 1951-09-01,20.7,0.0 623 | 1951-10-01,17.3,0.0 624 | 1951-11-01,11.4,0.0 625 | 1951-12-01,7.3,0.0 626 | 1952-01-01,4.3,0.0 627 | 1952-02-01,2.6,0.0 628 | 1952-03-01,7.4,0.0 629 | 1952-04-01,13.3,0.0 630 | 1952-05-01,18.1,0.0 631 | 1952-06-01,21.3,0.0 632 | 1952-07-01,24.3,0.0 633 | 1952-08-01,26.8,0.0 634 | 1952-09-01,22.7,0.0 635 | 1952-10-01,17.3,0.0 636 | 1952-11-01,12.0,0.0 637 | 1952-12-01,5.3,0.0 638 | 1953-01-01,3.3,0.0 639 | 1953-02-01,4.2,0.0 640 | 1953-03-01,9.4,0.0 641 | 1953-04-01,12.7,0.0 642 | 1953-05-01,17.8,0.0 643 | 1953-06-01,20.6,0.0 644 | 1953-07-01,24.7,0.0 645 | 1953-08-01,25.0,4.0 646 | 1953-09-01,22.2,0.0 647 | 1953-10-01,17.2,0.0 648 | 1953-11-01,10.4,0.0 649 | 1953-12-01,7.6,0.0 650 | 1954-01-01,4.3,0.0 651 | 1954-02-01,5.6,0.0 652 | 1954-03-01,8.4,0.0 653 | 1954-04-01,14.9,0.0 654 | 1954-05-01,17.6,0.0 655 | 1954-06-01,18.3,0.0 656 | 1954-07-01,22.3,0.0 657 | 1954-08-01,27.0,1.0 658 | 1954-09-01,24.6,0.0 659 | 1954-10-01,15.5,0.0 660 | 1954-11-01,11.7,0.0 661 | 1954-12-01,7.1,0.0 662 | 1955-01-01,3.8,0.0 663 | 1955-02-01,6.2,0.0 664 | 1955-03-01,8.7,0.0 665 | 1955-04-01,13.6,0.0 666 | 1955-05-01,18.2,0.0 667 | 1955-06-01,22.7,0.0 668 | 1955-07-01,27.6,0.0 669 | 1955-08-01,26.3,1.0 670 | 1955-09-01,22.3,0.0 671 | 1955-10-01,17.6,0.0 672 | 1955-11-01,11.0,0.0 673 | 1955-12-01,7.9,0.0 674 | 1956-01-01,4.2,0.0 675 | 1956-02-01,4.3,0.0 676 | 1956-03-01,8.6,0.0 677 | 1956-04-01,13.1,0.0 678 | 1956-05-01,17.6,0.0 679 | 1956-06-01,22.3,0.0 680 | 1956-07-01,24.2,0.0 681 | 1956-08-01,25.4,1.0 682 | 1956-09-01,22.7,0.0 683 | 1956-10-01,17.3,0.0 684 | 1956-11-01,11.8,0.0 685 | 1956-12-01,5.0,0.0 686 | 1957-01-01,5.7,0.0 687 | 1957-02-01,4.3,0.0 688 | 1957-03-01,6.8,0.0 689 | 1957-04-01,14.3,0.0 690 | 1957-05-01,17.1,0.0 691 | 1957-06-01,19.8,0.0 692 | 1957-07-01,24.4,0.0 693 | 1957-08-01,27.3,0.0 694 | 1957-09-01,20.8,0.0 695 | 1957-10-01,17.2,0.0 696 | 1957-11-01,12.9,0.0 697 | 1957-12-01,8.0,0.0 698 | 1958-01-01,5.0,0.0 699 | 1958-02-01,6.0,0.0 700 | 1958-03-01,8.4,0.0 701 | 1958-04-01,13.9,0.0 702 | 1958-05-01,18.0,0.0 703 | 1958-06-01,22.0,0.0 704 | 1958-07-01,24.9,0.0 705 | 1958-08-01,25.8,0.0 706 | 1958-09-01,23.2,0.0 707 | 1958-10-01,16.0,0.0 708 | 1958-11-01,11.1,0.0 709 | 1958-12-01,7.9,0.0 710 | 1959-01-01,3.7,0.0 711 | 1959-02-01,7.3,0.0 712 | 1959-03-01,8.9,0.0 713 | 1959-04-01,15.3,0.0 714 | 1959-05-01,18.5,0.0 715 | 1959-06-01,20.4,0.0 716 | 1959-07-01,26.1,0.0 717 | 1959-08-01,26.7,1.0 718 | 1959-09-01,24.1,1.0 719 | 1959-10-01,17.6,0.0 720 | 1959-11-01,12.3,0.0 721 | 1959-12-01,7.0,0.0 722 | 1960-01-01,5.0,0.0 723 | 1960-02-01,6.6,0.0 724 | 1960-03-01,9.5,0.0 725 | 1960-04-01,12.8,0.0 726 | 1960-05-01,17.8,0.0 727 | 1960-06-01,21.5,0.0 728 | 1960-07-01,25.8,0.0 729 | 1960-08-01,26.4,0.0 730 | 1960-09-01,23.6,0.0 731 | 1960-10-01,16.8,0.0 732 | 1960-11-01,12.3,0.0 733 | 1960-12-01,6.7,0.0 734 | 1961-01-01,3.6,0.0 735 | 1961-02-01,4.5,0.0 736 | 1961-03-01,8.2,0.0 737 | 1961-04-01,14.9,0.0 738 | 1961-05-01,19.8,0.0 739 | 1961-06-01,22.6,0.0 740 | 1961-07-01,27.4,4.0 741 | 1961-08-01,26.8,1.0 742 | 1961-09-01,25.3,1.0 743 | 1961-10-01,18.3,0.0 744 | 1961-11-01,12.7,0.0 745 | 1961-12-01,7.2,0.0 746 | 1962-01-01,4.5,0.0 747 | 1962-02-01,5.9,0.0 748 | 1962-03-01,8.2,0.0 749 | 1962-04-01,14.1,0.0 750 | 1962-05-01,18.4,0.0 751 | 1962-06-01,20.9,0.0 752 | 1962-07-01,25.1,0.0 753 | 1962-08-01,28.1,5.0 754 | 1962-09-01,24.5,0.0 755 | 1962-10-01,16.7,0.0 756 | 1962-11-01,11.3,0.0 757 | 1962-12-01,7.0,0.0 758 | 1963-01-01,3.2,0.0 759 | 1963-02-01,4.8,0.0 760 | 1963-03-01,7.6,0.0 761 | 1963-04-01,13.9,0.0 762 | 1963-05-01,18.4,0.0 763 | 1963-06-01,21.8,1.0 764 | 1963-07-01,25.7,1.0 765 | 1963-08-01,26.6,1.0 766 | 1963-09-01,21.4,0.0 767 | 1963-10-01,16.3,0.0 768 | 1963-11-01,12.1,0.0 769 | 1963-12-01,8.1,0.0 770 | 1964-01-01,5.4,0.0 771 | 1964-02-01,4.2,0.0 772 | 1964-03-01,7.6,0.0 773 | 1964-04-01,15.3,0.0 774 | 1964-05-01,18.9,0.0 775 | 1964-06-01,21.5,0.0 776 | 1964-07-01,25.5,0.0 777 | 1964-08-01,27.8,1.0 778 | 1964-09-01,22.3,0.0 779 | 1964-10-01,15.9,0.0 780 | 1964-11-01,11.1,0.0 781 | 1964-12-01,7.5,0.0 782 | 1965-01-01,4.4,0.0 783 | 1965-02-01,4.7,0.0 784 | 1965-03-01,6.9,0.0 785 | 1965-04-01,11.1,0.0 786 | 1965-05-01,17.2,0.0 787 | 1965-06-01,21.6,0.0 788 | 1965-07-01,24.2,0.0 789 | 1965-08-01,26.7,1.0 790 | 1965-09-01,22.2,0.0 791 | 1965-10-01,16.9,0.0 792 | 1965-11-01,12.7,0.0 793 | 1965-12-01,7.0,0.0 794 | 1966-01-01,4.6,0.0 795 | 1966-02-01,7.2,0.0 796 | 1966-03-01,9.6,0.0 797 | 1966-04-01,13.6,0.0 798 | 1966-05-01,17.9,0.0 799 | 1966-06-01,20.1,0.0 800 | 1966-07-01,24.4,0.0 801 | 1966-08-01,26.9,0.0 802 | 1966-09-01,23.2,0.0 803 | 1966-10-01,18.9,0.0 804 | 1966-11-01,12.9,0.0 805 | 1966-12-01,6.6,0.0 806 | 1967-01-01,4.4,0.0 807 | 1967-02-01,4.9,0.0 808 | 1967-03-01,9.5,0.0 809 | 1967-04-01,14.5,0.0 810 | 1967-05-01,20.0,0.0 811 | 1967-06-01,23.0,0.0 812 | 1967-07-01,26.3,0.0 813 | 1967-08-01,28.0,2.0 814 | 1967-09-01,22.6,0.0 815 | 1967-10-01,16.9,0.0 816 | 1967-11-01,12.1,0.0 817 | 1967-12-01,6.7,0.0 818 | 1968-01-01,5.7,0.0 819 | 1968-02-01,4.3,0.0 820 | 1968-03-01,10.0,0.0 821 | 1968-04-01,14.1,0.0 822 | 1968-05-01,17.5,0.0 823 | 1968-06-01,22.0,0.0 824 | 1968-07-01,24.7,0.0 825 | 1968-08-01,26.6,0.0 826 | 1968-09-01,21.9,0.0 827 | 1968-10-01,16.3,0.0 828 | 1968-11-01,14.1,0.0 829 | 1968-12-01,10.2,0.0 830 | 1969-01-01,5.7,0.0 831 | 1969-02-01,5.7,0.0 832 | 1969-03-01,7.9,0.0 833 | 1969-04-01,14.6,0.0 834 | 1969-05-01,19.6,0.0 835 | 1969-06-01,21.8,0.0 836 | 1969-07-01,25.0,1.0 837 | 1969-08-01,27.2,2.0 838 | 1969-09-01,22.8,0.0 839 | 1969-10-01,17.3,0.0 840 | 1969-11-01,12.8,0.0 841 | 1969-12-01,7.2,0.0 842 | 1970-01-01,4.5,0.0 843 | 1970-02-01,6.0,0.0 844 | 1970-03-01,5.5,0.0 845 | 1970-04-01,13.0,0.0 846 | 1970-05-01,19.6,0.0 847 | 1970-06-01,20.7,0.0 848 | 1970-07-01,25.4,0.0 849 | 1970-08-01,27.4,3.0 850 | 1970-09-01,24.0,1.0 851 | 1970-10-01,17.2,0.0 852 | 1970-11-01,12.3,0.0 853 | 1970-12-01,6.8,0.0 854 | 1971-01-01,5.1,0.0 855 | 1971-02-01,5.9,0.0 856 | 1971-03-01,8.3,0.0 857 | 1971-04-01,13.5,0.0 858 | 1971-05-01,17.4,0.0 859 | 1971-06-01,21.3,0.0 860 | 1971-07-01,25.8,0.0 861 | 1971-08-01,26.7,0.0 862 | 1971-09-01,21.1,0.0 863 | 1971-10-01,15.5,0.0 864 | 1971-11-01,11.9,0.0 865 | 1971-12-01,7.9,0.0 866 | 1972-01-01,6.6,0.0 867 | 1972-02-01,5.1,0.0 868 | 1972-03-01,9.7,0.0 869 | 1972-04-01,13.4,0.0 870 | 1972-05-01,18.6,0.0 871 | 1972-06-01,21.4,0.0 872 | 1972-07-01,25.2,0.0 873 | 1972-08-01,26.6,1.0 874 | 1972-09-01,23.1,0.0 875 | 1972-10-01,18.5,0.0 876 | 1972-11-01,12.3,0.0 877 | 1972-12-01,8.1,0.0 878 | 1973-01-01,6.3,0.0 879 | 1973-02-01,6.9,0.0 880 | 1973-03-01,7.8,0.0 881 | 1973-04-01,15.3,0.0 882 | 1973-05-01,17.9,0.0 883 | 1973-06-01,19.8,0.0 884 | 1973-07-01,26.1,0.0 885 | 1973-08-01,28.5,0.0 886 | 1973-09-01,23.2,0.0 887 | 1973-10-01,17.4,0.0 888 | 1973-11-01,12.1,0.0 889 | 1973-12-01,6.6,0.0 890 | 1974-01-01,4.4,0.0 891 | 1974-02-01,5.1,0.0 892 | 1974-03-01,7.3,0.0 893 | 1974-04-01,14.8,0.0 894 | 1974-05-01,19.3,0.0 895 | 1974-06-01,21.9,0.0 896 | 1974-07-01,23.4,0.0 897 | 1974-08-01,27.1,0.0 898 | 1974-09-01,22.8,0.0 899 | 1974-10-01,17.8,0.0 900 | 1974-11-01,11.7,0.0 901 | 1974-12-01,6.7,0.0 902 | 1975-01-01,4.7,0.0 903 | 1975-02-01,5.1,0.0 904 | 1975-03-01,7.9,0.0 905 | 1975-04-01,14.3,0.0 906 | 1975-05-01,18.6,0.0 907 | 1975-06-01,21.6,0.0 908 | 1975-07-01,25.6,1.0 909 | 1975-08-01,27.3,1.0 910 | 1975-09-01,25.2,0.0 911 | 1975-10-01,17.3,0.0 912 | 1975-11-01,12.7,0.0 913 | 1975-12-01,6.7,0.0 914 | 1976-01-01,5.4,0.0 915 | 1976-02-01,6.8,0.0 916 | 1976-03-01,9.0,0.0 917 | 1976-04-01,13.0,0.0 918 | 1976-05-01,17.7,0.0 919 | 1976-06-01,21.5,0.0 920 | 1976-07-01,23.9,0.0 921 | 1976-08-01,25.1,1.0 922 | 1976-09-01,22.0,0.0 923 | 1976-10-01,17.5,0.0 924 | 1976-11-01,11.2,0.0 925 | 1976-12-01,7.3,0.0 926 | 1977-01-01,3.4,0.0 927 | 1977-02-01,4.9,0.0 928 | 1977-03-01,9.3,0.0 929 | 1977-04-01,15.1,0.0 930 | 1977-05-01,18.7,0.0 931 | 1977-06-01,20.9,0.0 932 | 1977-07-01,25.8,0.0 933 | 1977-08-01,25.0,0.0 934 | 1977-09-01,24.3,0.0 935 | 1977-10-01,18.7,0.0 936 | 1977-11-01,14.8,0.0 937 | 1977-12-01,8.9,0.0 938 | 1978-01-01,5.6,0.0 939 | 1978-02-01,4.2,0.0 940 | 1978-03-01,8.7,0.0 941 | 1978-04-01,13.9,0.0 942 | 1978-05-01,19.0,0.0 943 | 1978-06-01,23.8,0.0 944 | 1978-07-01,27.8,0.0 945 | 1978-08-01,28.9,7.0 946 | 1978-09-01,22.2,0.0 947 | 1978-10-01,17.3,0.0 948 | 1978-11-01,12.9,0.0 949 | 1978-12-01,8.5,0.0 950 | 1979-01-01,6.6,0.0 951 | 1979-02-01,8.4,0.0 952 | 1979-03-01,9.9,0.0 953 | 1979-04-01,13.9,0.0 954 | 1979-05-01,18.6,0.0 955 | 1979-06-01,24.4,0.0 956 | 1979-07-01,25.2,0.0 957 | 1979-08-01,27.4,0.0 958 | 1979-09-01,24.1,0.0 959 | 1979-10-01,19.6,0.0 960 | 1979-11-01,14.3,0.0 961 | 1979-12-01,10.1,0.0 962 | 1980-01-01,5.6,0.0 963 | 1980-02-01,5.2,0.0 964 | 1980-03-01,8.2,0.0 965 | 1980-04-01,13.6,0.0 966 | 1980-05-01,19.2,0.0 967 | 1980-06-01,23.6,0.0 968 | 1980-07-01,23.8,0.0 969 | 1980-08-01,23.4,0.0 970 | 1980-09-01,23.0,0.0 971 | 1980-10-01,18.2,0.0 972 | 1980-11-01,13.0,0.0 973 | 1980-12-01,7.7,0.0 974 | 1981-01-01,4.4,0.0 975 | 1981-02-01,5.3,0.0 976 | 1981-03-01,9.0,0.0 977 | 1981-04-01,13.9,0.0 978 | 1981-05-01,17.5,0.0 979 | 1981-06-01,20.2,0.0 980 | 1981-07-01,26.3,0.0 981 | 1981-08-01,26.2,0.0 982 | 1981-09-01,21.8,0.0 983 | 1981-10-01,17.6,0.0 984 | 1981-11-01,10.4,0.0 985 | 1981-12-01,7.6,0.0 986 | 1982-01-01,5.8,0.0 987 | 1982-02-01,5.5,0.0 988 | 1982-03-01,9.9,0.0 989 | 1982-04-01,14.0,0.0 990 | 1982-05-01,20.7,0.0 991 | 1982-06-01,21.4,0.0 992 | 1982-07-01,23.1,0.0 993 | 1982-08-01,27.1,0.0 994 | 1982-09-01,22.3,0.0 995 | 1982-10-01,18.0,0.0 996 | 1982-11-01,14.3,0.0 997 | 1982-12-01,9.5,0.0 998 | 1983-01-01,6.2,0.0 999 | 1983-02-01,6.1,0.0 1000 | 1983-03-01,8.6,0.0 1001 | 1983-04-01,15.9,0.0 1002 | 1983-05-01,19.7,0.0 1003 | 1983-06-01,20.5,0.0 1004 | 1983-07-01,23.8,0.0 1005 | 1983-08-01,27.5,2.0 1006 | 1983-09-01,23.1,0.0 1007 | 1983-10-01,17.7,0.0 1008 | 1983-11-01,12.3,0.0 1009 | 1983-12-01,7.1,0.0 1010 | 1984-01-01,3.7,0.0 1011 | 1984-02-01,3.0,0.0 1012 | 1984-03-01,5.9,0.0 1013 | 1984-04-01,11.6,0.0 1014 | 1984-05-01,17.2,0.0 1015 | 1984-06-01,21.8,0.0 1016 | 1984-07-01,26.2,0.0 1017 | 1984-08-01,28.6,1.0 1018 | 1984-09-01,23.5,2.0 1019 | 1984-10-01,17.7,0.0 1020 | 1984-11-01,12.2,0.0 1021 | 1984-12-01,7.7,0.0 1022 | 1985-01-01,4.1,0.0 1023 | 1985-02-01,6.5,0.0 1024 | 1985-03-01,7.8,0.0 1025 | 1985-04-01,14.2,0.0 1026 | 1985-05-01,19.1,0.0 1027 | 1985-06-01,20.2,0.0 1028 | 1985-07-01,26.3,0.0 1029 | 1985-08-01,27.9,0.0 1030 | 1985-09-01,23.1,1.0 1031 | 1985-10-01,17.9,0.0 1032 | 1985-11-01,13.3,0.0 1033 | 1985-12-01,7.4,0.0 1034 | 1986-01-01,4.5,0.0 1035 | 1986-02-01,4.3,0.0 1036 | 1986-03-01,7.8,0.0 1037 | 1986-04-01,13.9,0.0 1038 | 1986-05-01,17.9,0.0 1039 | 1986-06-01,21.1,0.0 1040 | 1986-07-01,23.9,0.0 1041 | 1986-08-01,26.8,0.0 1042 | 1986-09-01,23.7,0.0 1043 | 1986-10-01,17.1,0.0 1044 | 1986-11-01,12.3,0.0 1045 | 1986-12-01,8.5,0.0 1046 | 1987-01-01,5.8,0.0 1047 | 1987-02-01,6.8,0.0 1048 | 1987-03-01,9.3,0.0 1049 | 1987-04-01,14.4,0.0 1050 | 1987-05-01,19.3,0.0 1051 | 1987-06-01,22.1,0.0 1052 | 1987-07-01,27.0,3.0 1053 | 1987-08-01,27.3,0.0 1054 | 1987-09-01,23.3,0.0 1055 | 1987-10-01,18.9,0.0 1056 | 1987-11-01,12.8,0.0 1057 | 1987-12-01,8.1,0.0 1058 | 1988-01-01,7.7,0.0 1059 | 1988-02-01,4.9,0.0 1060 | 1988-03-01,8.4,0.0 1061 | 1988-04-01,14.3,0.0 1062 | 1988-05-01,18.2,0.0 1063 | 1988-06-01,22.3,0.0 1064 | 1988-07-01,22.4,0.0 1065 | 1988-08-01,27.0,0.0 1066 | 1988-09-01,22.8,0.0 1067 | 1988-10-01,17.5,0.0 1068 | 1988-11-01,11.4,0.0 1069 | 1988-12-01,8.4,0.0 1070 | 1989-01-01,8.1,0.0 1071 | 1989-02-01,7.5,0.0 1072 | 1989-03-01,9.6,0.0 1073 | 1989-04-01,15.6,0.0 1074 | 1989-05-01,17.7,0.0 1075 | 1989-06-01,20.7,0.0 1076 | 1989-07-01,24.1,0.0 1077 | 1989-08-01,27.1,0.0 1078 | 1989-09-01,25.2,0.0 1079 | 1989-10-01,17.5,0.0 1080 | 1989-11-01,14.2,0.0 1081 | 1989-12-01,9.2,0.0 1082 | 1990-01-01,5.0,0.0 1083 | 1990-02-01,7.8,0.0 1084 | 1990-03-01,10.6,0.0 1085 | 1990-04-01,14.7,0.0 1086 | 1990-05-01,19.2,0.0 1087 | 1990-06-01,23.5,0.0 1088 | 1990-07-01,25.7,0.0 1089 | 1990-08-01,28.6,2.0 1090 | 1990-09-01,24.8,0.0 1091 | 1990-10-01,19.2,0.0 1092 | 1990-11-01,15.1,0.0 1093 | 1990-12-01,10.0,0.0 1094 | 1991-01-01,6.3,0.0 1095 | 1991-02-01,6.5,0.0 1096 | 1991-03-01,9.5,0.0 1097 | 1991-04-01,15.4,0.0 1098 | 1991-05-01,18.8,0.0 1099 | 1991-06-01,23.6,0.0 1100 | 1991-07-01,26.7,3.0 1101 | 1991-08-01,25.5,1.0 1102 | 1991-09-01,23.9,0.0 1103 | 1991-10-01,18.1,0.0 1104 | 1991-11-01,13.0,0.0 1105 | 1991-12-01,9.2,0.0 1106 | 1992-01-01,6.8,0.0 1107 | 1992-02-01,6.9,0.0 1108 | 1992-03-01,9.7,0.0 1109 | 1992-04-01,15.1,0.0 1110 | 1992-05-01,17.3,0.0 1111 | 1992-06-01,20.6,0.0 1112 | 1992-07-01,25.5,0.0 1113 | 1992-08-01,27.0,0.0 1114 | 1992-09-01,23.3,2.0 1115 | 1992-10-01,17.3,0.0 1116 | 1992-11-01,13.0,0.0 1117 | 1992-12-01,9.4,0.0 1118 | 1993-01-01,6.2,0.0 1119 | 1993-02-01,7.7,0.0 1120 | 1993-03-01,8.7,0.0 1121 | 1993-04-01,13.4,0.0 1122 | 1993-05-01,18.1,0.0 1123 | 1993-06-01,21.7,0.0 1124 | 1993-07-01,22.5,0.0 1125 | 1993-08-01,24.8,0.0 1126 | 1993-09-01,22.9,0.0 1127 | 1993-10-01,17.5,0.0 1128 | 1993-11-01,14.1,0.0 1129 | 1993-12-01,8.5,0.0 1130 | 1994-01-01,5.5,0.0 1131 | 1994-02-01,6.6,0.0 1132 | 1994-03-01,8.1,0.0 1133 | 1994-04-01,15.8,0.0 1134 | 1994-05-01,19.5,0.0 1135 | 1994-06-01,22.4,0.0 1136 | 1994-07-01,28.3,3.0 1137 | 1994-08-01,28.9,5.0 1138 | 1994-09-01,24.8,0.0 1139 | 1994-10-01,20.2,0.0 1140 | 1994-11-01,13.4,0.0 1141 | 1994-12-01,9.0,0.0 1142 | 1995-01-01,6.3,0.0 1143 | 1995-02-01,6.5,0.0 1144 | 1995-03-01,8.9,0.0 1145 | 1995-04-01,15.0,0.0 1146 | 1995-05-01,19.1,0.0 1147 | 1995-06-01,20.4,0.0 1148 | 1995-07-01,26.4,2.0 1149 | 1995-08-01,29.4,10.0 1150 | 1995-09-01,23.7,1.0 1151 | 1995-10-01,19.5,0.0 1152 | 1995-11-01,12.7,0.0 1153 | 1995-12-01,7.7,0.0 1154 | 1996-01-01,6.6,0.0 1155 | 1996-02-01,5.4,0.0 1156 | 1996-03-01,9.2,0.0 1157 | 1996-04-01,12.7,0.0 1158 | 1996-05-01,18.1,0.0 1159 | 1996-06-01,22.6,0.0 1160 | 1996-07-01,26.2,0.0 1161 | 1996-08-01,26.0,2.0 1162 | 1996-09-01,22.4,0.0 1163 | 1996-10-01,18.0,0.0 1164 | 1996-11-01,13.2,0.0 1165 | 1996-12-01,9.3,0.0 1166 | 1997-01-01,6.8,0.0 1167 | 1997-02-01,7.0,0.0 1168 | 1997-03-01,10.5,0.0 1169 | 1997-04-01,15.2,0.0 1170 | 1997-05-01,19.2,0.0 1171 | 1997-06-01,22.7,0.0 1172 | 1997-07-01,26.6,3.0 1173 | 1997-08-01,27.0,0.0 1174 | 1997-09-01,22.9,0.0 1175 | 1997-10-01,18.7,0.0 1176 | 1997-11-01,14.3,0.0 1177 | 1997-12-01,9.2,0.0 1178 | 1998-01-01,5.3,0.0 1179 | 1998-02-01,7.0,0.0 1180 | 1998-03-01,10.1,0.0 1181 | 1998-04-01,16.3,0.0 1182 | 1998-05-01,20.5,0.0 1183 | 1998-06-01,21.5,0.0 1184 | 1998-07-01,25.3,2.0 1185 | 1998-08-01,27.2,1.0 1186 | 1998-09-01,24.4,0.0 1187 | 1998-10-01,20.1,0.0 1188 | 1998-11-01,13.9,0.0 1189 | 1998-12-01,9.0,0.0 1190 | 1999-01-01,6.6,0.0 1191 | 1999-02-01,6.7,0.0 1192 | 1999-03-01,10.1,0.0 1193 | 1999-04-01,15.0,0.0 1194 | 1999-05-01,19.9,0.0 1195 | 1999-06-01,22.8,0.0 1196 | 1999-07-01,25.9,0.0 1197 | 1999-08-01,28.5,0.0 1198 | 1999-09-01,26.2,0.0 1199 | 1999-10-01,19.5,0.0 1200 | 1999-11-01,14.2,0.0 1201 | 1999-12-01,9.0,0.0 1202 | 2000-01-01,7.6,0.0 1203 | 2000-02-01,6.0,0.0 1204 | 2000-03-01,9.4,0.0 1205 | 2000-04-01,14.5,0.0 1206 | 2000-05-01,19.8,0.0 1207 | 2000-06-01,22.5,0.0 1208 | 2000-07-01,27.7,0.0 1209 | 2000-08-01,28.3,0.0 1210 | 2000-09-01,25.6,1.0 1211 | 2000-10-01,18.8,0.0 1212 | 2000-11-01,13.3,0.0 1213 | 2000-12-01,8.8,0.0 1214 | 2001-01-01,4.9,0.0 1215 | 2001-02-01,6.6,0.0 1216 | 2001-03-01,9.8,0.0 1217 | 2001-04-01,15.7,0.0 1218 | 2001-05-01,19.5,0.0 1219 | 2001-06-01,23.1,0.0 1220 | 2001-07-01,28.5,7.0 1221 | 2001-08-01,26.4,1.0 1222 | 2001-09-01,23.2,0.0 1223 | 2001-10-01,18.7,0.0 1224 | 2001-11-01,13.1,0.0 1225 | 2001-12-01,8.4,0.0 1226 | 2002-01-01,7.4,0.0 1227 | 2002-02-01,7.9,0.0 1228 | 2002-03-01,12.2,0.0 1229 | 2002-04-01,16.1,0.0 1230 | 2002-05-01,18.4,0.0 1231 | 2002-06-01,21.6,0.0 1232 | 2002-07-01,28.0,0.0 1233 | 2002-08-01,28.0,6.0 1234 | 2002-09-01,23.1,0.0 1235 | 2002-10-01,19.0,0.0 1236 | 2002-11-01,11.6,0.0 1237 | 2002-12-01,7.2,0.0 1238 | 2003-01-01,5.5,0.0 1239 | 2003-02-01,6.4,0.0 1240 | 2003-03-01,8.7,0.0 1241 | 2003-04-01,15.1,0.0 1242 | 2003-05-01,18.8,0.0 1243 | 2003-06-01,23.2,0.0 1244 | 2003-07-01,22.8,0.0 1245 | 2003-08-01,26.0,0.0 1246 | 2003-09-01,24.2,0.0 1247 | 2003-10-01,17.8,0.0 1248 | 2003-11-01,14.4,0.0 1249 | 2003-12-01,9.2,0.0 1250 | 2004-01-01,6.3,0.0 1251 | 2004-02-01,8.5,0.0 1252 | 2004-03-01,9.8,0.0 1253 | 2004-04-01,16.4,0.0 1254 | 2004-05-01,19.6,0.0 1255 | 2004-06-01,23.7,0.0 1256 | 2004-07-01,28.5,4.0 1257 | 2004-08-01,27.2,2.0 1258 | 2004-09-01,25.1,0.0 1259 | 2004-10-01,17.5,0.0 1260 | 2004-11-01,15.6,0.0 1261 | 2004-12-01,9.9,0.0 1262 | 2005-01-01,6.1,0.0 1263 | 2005-02-01,6.2,0.0 1264 | 2005-03-01,9.0,0.0 1265 | 2005-04-01,15.1,0.0 1266 | 2005-05-01,17.7,0.0 1267 | 2005-06-01,23.2,1.0 1268 | 2005-07-01,25.6,1.0 1269 | 2005-08-01,28.1,2.0 1270 | 2005-09-01,24.7,0.0 1271 | 2005-10-01,19.2,0.0 1272 | 2005-11-01,13.3,0.0 1273 | 2005-12-01,6.4,0.0 1274 | 2006-01-01,5.1,0.0 1275 | 2006-02-01,6.7,0.0 1276 | 2006-03-01,9.8,0.0 1277 | 2006-04-01,13.6,0.0 1278 | 2006-05-01,19.0,0.0 1279 | 2006-06-01,22.5,0.0 1280 | 2006-07-01,25.6,2.0 1281 | 2006-08-01,27.5,1.0 1282 | 2006-09-01,23.5,0.0 1283 | 2006-10-01,19.5,0.0 1284 | 2006-11-01,14.4,0.0 1285 | 2006-12-01,9.5,0.0 1286 | 2007-01-01,7.6,0.0 1287 | 2007-02-01,8.6,0.0 1288 | 2007-03-01,10.8,0.0 1289 | 2007-04-01,13.7,0.0 1290 | 2007-05-01,19.8,0.0 1291 | 2007-06-01,23.2,0.0 1292 | 2007-07-01,24.4,0.0 1293 | 2007-08-01,29.0,7.0 1294 | 2007-09-01,25.2,0.0 1295 | 2007-10-01,19.0,0.0 1296 | 2007-11-01,13.3,0.0 1297 | 2007-12-01,9.0,0.0 1298 | 2008-01-01,5.9,0.0 1299 | 2008-02-01,5.5,0.0 1300 | 2008-03-01,10.7,0.0 1301 | 2008-04-01,14.7,0.0 1302 | 2008-05-01,18.5,0.0 1303 | 2008-06-01,21.3,0.0 1304 | 2008-07-01,27.0,0.0 1305 | 2008-08-01,26.8,1.0 1306 | 2008-09-01,24.4,0.0 1307 | 2008-10-01,19.4,0.0 1308 | 2008-11-01,13.1,0.0 1309 | 2008-12-01,9.8,0.0 1310 | 2009-01-01,6.8,0.0 1311 | 2009-02-01,7.8,0.0 1312 | 2009-03-01,10.0,0.0 1313 | 2009-04-01,15.7,0.0 1314 | 2009-05-01,20.1,0.0 1315 | 2009-06-01,22.5,0.0 1316 | 2009-07-01,26.3,0.0 1317 | 2009-08-01,26.6,0.0 1318 | 2009-09-01,23.0,0.0 1319 | 2009-10-01,19.0,0.0 1320 | 2009-11-01,13.5,0.0 1321 | 2009-12-01,9.0,0.0 1322 | 2010-01-01,7.0,0.0 1323 | 2010-02-01,6.5,0.0 1324 | 2010-03-01,9.1,0.0 1325 | 2010-04-01,12.4,0.0 1326 | 2010-05-01,19.0,0.0 1327 | 2010-06-01,23.6,0.0 1328 | 2010-07-01,28.0,4.0 1329 | 2010-08-01,29.6,6.0 1330 | 2010-09-01,25.1,3.0 1331 | 2010-10-01,18.9,0.0 1332 | 2010-11-01,13.5,0.0 1333 | 2010-12-01,9.9,0.0 1334 | 2011-01-01,5.1,0.0 1335 | 2011-02-01,7.0,0.0 1336 | 2011-03-01,8.1,0.0 1337 | 2011-04-01,14.5,0.0 1338 | 2011-05-01,18.5,0.0 1339 | 2011-06-01,22.8,1.0 1340 | 2011-07-01,27.3,0.0 1341 | 2011-08-01,27.5,3.0 1342 | 2011-09-01,25.1,0.0 1343 | 2011-10-01,19.5,0.0 1344 | 2011-11-01,14.9,0.0 1345 | 2011-12-01,7.5,0.0 1346 | 2012-01-01,4.8,0.0 1347 | 2012-02-01,5.4,0.0 1348 | 2012-03-01,8.8,0.0 1349 | 2012-04-01,14.5,0.0 1350 | 2012-05-01,19.6,0.0 1351 | 2012-06-01,21.4,0.0 1352 | 2012-07-01,26.4,2.0 1353 | 2012-08-01,29.1,4.0 1354 | 2012-09-01,26.2,0.0 1355 | 2012-10-01,19.4,0.0 1356 | 2012-11-01,12.7,0.0 1357 | 2012-12-01,7.3,0.0 1358 | 2013-01-01,5.5,0.0 1359 | 2013-02-01,6.2,0.0 1360 | 2013-03-01,12.1,0.0 1361 | 2013-04-01,15.2,0.0 1362 | 2013-05-01,19.8,0.0 1363 | 2013-06-01,22.9,0.0 1364 | 2013-07-01,27.3,6.0 1365 | 2013-08-01,29.2,5.0 1366 | 2013-09-01,25.2,1.0 1367 | 2013-10-01,19.8,0.0 1368 | 2013-11-01,13.5,0.0 1369 | 2013-12-01,8.3,0.0 1370 | 2014-01-01,6.3,0.0 1371 | 2014-02-01,5.9,0.0 1372 | 2014-03-01,10.4,0.0 1373 | 2014-04-01,15.0,0.0 1374 | 2014-05-01,20.3,0.0 1375 | 2014-06-01,23.4,0.0 1376 | 2014-07-01,26.8,1.0 1377 | 2014-08-01,27.7,4.0 1378 | 2014-09-01,23.2,0.0 1379 | 2014-10-01,19.1,0.0 1380 | 2014-11-01,14.2,0.0 1381 | 2014-12-01,6.7,0.0 1382 | 2015-01-01,5.8,0.0 1383 | 2015-02-01,5.7,0.0 1384 | 2015-03-01,10.3,0.0 1385 | 2015-04-01,14.5,0.0 1386 | 2015-05-01,21.1,0.0 1387 | 2015-06-01,22.1,0.0 1388 | 2015-07-01,26.2,3.0 1389 | 2015-08-01,26.7,8.0 1390 | 2015-09-01,22.6,0.0 1391 | 2015-10-01,18.4,0.0 1392 | 2015-11-01,13.9,0.0 1393 | 2015-12-01,9.3,0.0 1394 | 2016-01-01,6.1,0.0 1395 | 2016-02-01,7.2,0.0 1396 | 2016-03-01,10.1,0.0 1397 | 2016-04-01,15.4,0.0 1398 | 2016-05-01,20.2,0.0 1399 | 2016-06-01,22.4,0.0 1400 | 2016-07-01,25.4,2.0 1401 | 2016-08-01,27.1,1.0 1402 | 2016-09-01,24.4,0.0 1403 | 2016-10-01,18.7,0.0 1404 | 2016-11-01,11.4,0.0 1405 | 2016-12-01,8.9,0.0 1406 | 2017-01-01,5.8,0.0 1407 | 2017-02-01,6.9,0.0 1408 | 2017-03-01,8.5,0.0 1409 | 2017-04-01,14.7,0.0 1410 | 2017-05-01,20.0,0.0 1411 | 2017-06-01,22.0,0.0 1412 | 2017-07-01,27.3,1.0 1413 | 2017-08-01,26.4,1.0 1414 | 2017-09-01,22.8,0.0 1415 | 2017-10-01,16.8,0.0 1416 | 2017-11-01,11.9,0.0 1417 | 2017-12-01,6.6,0.0 1418 | 2018-01-01,4.7,0.0 1419 | 2018-02-01,5.4,0.0 1420 | 2018-03-01,11.5,0.0 1421 | 2018-04-01,17.0,0.0 1422 | 2018-05-01,19.8,0.0 1423 | 2018-06-01,22.4,0.0 1424 | 2018-07-01,28.3,5.0 1425 | 2018-08-01,28.1,7.0 1426 | 2018-09-01,22.9,0.0 1427 | 2018-10-01,19.1,0.0 1428 | 2018-11-01,14.0,0.0 1429 | 2018-12-01,8.3,0.0 1430 | 2019-01-01,5.6,0.0 1431 | 2019-02-01,7.2,0.0 1432 | 2019-03-01,10.6,0.0 1433 | 2019-04-01,13.6,0.0 1434 | 2019-05-01,20.0,0.0 1435 | 2019-06-01,21.8,0.0 1436 | 2019-07-01,24.1,0.0 1437 | 2019-08-01,28.4,10.0 1438 | 2019-09-01,25.1,2.0 1439 | 2019-10-01,19.4,0.0 1440 | 2019-11-01,13.1,0.0 1441 | 2019-12-01,8.5,0.0 1442 | 2020-01-01,7.1,0.0 1443 | 2020-02-01,8.3,0.0 1444 | 2020-03-01,10.7,0.0 1445 | 2020-04-01,12.8,0.0 1446 | 2020-05-01,19.5,0.0 1447 | 2020-06-01,23.2,0.0 1448 | 2020-07-01,24.3,0.0 1449 | 2020-08-01,29.1,11.0 1450 | 2020-09-01,24.2,1.0 1451 | 2020-10-01,17.5,0.0 1452 | 2020-11-01,14.0,0.0 1453 | 2020-12-01,7.7,0.0 1454 | 2021-01-01,5.4,0.0 1455 | 2021-02-01,8.5,0.0 1456 | 2021-03-01,12.8,0.0 1457 | 2021-04-01,15.1,0.0 1458 | 2021-05-01,19.6,0.0 1459 | 2021-06-01,22.7,0.0 1460 | 2021-07-01,25.9,0.0 1461 | 2021-08-01,27.4,2.0 1462 | 2021-09-01,22.3,0.0 1463 | 2021-10-01,18.2,0.0 1464 | 2021-11-01,13.7,0.0 1465 | 2021-12-01,7.9,0.0 1466 | --------------------------------------------------------------------------------