Checkin of work. Moved folders

2025-09-03 12:45:27 -06:00 · 2025-09-03 12:45:27 -06:00 · 66de519200
commit 66de519200
parent ae2a5e7e6f
38 changed files with 108411 additions and 6 deletions
--- a/.gitignore
+++ b/.gitignore
@ -27,3 +27,4 @@
 *.synctex.gz
 *.pdf
 .Rproj.user
--- a/Class2/.~lock.Crude_Oil_Production.csv#
+++ b/Class2/.~lock.Crude_Oil_Production.csv#
@ -1 +0,0 @@
 ,alex,pop-os,27.08.2025 17:34,file:///home/alex/.config/libreoffice/4;
--- a/Class2/Homework/Natural_Gas_Consumption.r
+++ b/Class2/Homework/Natural_Gas_Consumption.r
@ -0,0 +1,28 @@
 library(tidyverse)
 getwd()
 #Extracted data from EIA see https://www.eia.gov/dnav/ng/ng_cons_sum_a_EPG0_veu_mmcf_m.htm
 Gas_Cons <- read_csv("./Natural_Gas_Consumption_by_End_Use.csv",skip=6)
 colnames(Gas_Cons) <- 	gsub(' Natural Gas Deliveries to Electric Power Consumers MMcf',"",colnames(Gas_Cons ) ) 
 colnames(Gas_Cons) <- 	gsub(' ',"_",colnames(Gas_Cons ) ) 
 colnames(Gas_Cons)[1] <- "Obs_Date"
 State_Order <- sort(colnames(Gas_Cons[-1]))
 Gas_Cons <- Gas_Cons[,c("Obs_Date",State_Order)]
 Months <- substr(Gas_Cons$Obs_Date,1,3)
 Years <- substr(Gas_Cons$Obs_Date,5,8)
 Full_Dates <- 	paste("01", Gas_Cons$Obs_Date)
 Gas_Cons$Month<- factor(Months,ordered = FALSE)
 Gas_Cons$Year <- factor(Years,ordered = TRUE)
 Gas_Cons$Obs_Date <- as.Date(Full_Dates, format = "%d %b %Y")
 Col_Names <- colnames(Gas_Cons)
 Gas_Cons <- Gas_Cons[,c("Year","Month",Col_Names)]
 Gas_Cons[is.na(Gas_Cons )] <- 0
 Gas_Cons <- Gas_Cons[Gas_Cons$Yeara>2014,]
 Wyoming_Gas_Cons <- Gas_Cons[,c("Year","Month","Obs_Date","Wyoming")]
 write_csv(Gas_Cons,
--- a/Class2/Homework/Natural_Gas_Consumption_by_End_Use.csv
+++ b/Class2/Homework/Natural_Gas_Consumption_by_End_Use.csv
@ -0,0 +1,301 @@
 Natural Gas Consumption by End Use
 https://www.eia.gov/dnav/ng/ng_cons_sum_a_EPG0_veu_mmcf_m.htm
 12:17:52 GMT-0600 (Mountain Daylight Time)
 Data source: U.S. Energy Information Administration
 Series Link,https://www.eia.gov/dnav/ng/hist/n3045id2m.htm,https://www.eia.gov/dnav/ng/hist/n3045nv2m.htm,https://www.eia.gov/dnav/ng/hist/n3045va2m.htm,https://www.eia.gov/dnav/ng/hist/n3045wa2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ia2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ne2m.htm,https://www.eia.gov/dnav/ng/hist/n3045nc2m.htm,https://www.eia.gov/dnav/ng/hist/n3045nm2m.htm,https://www.eia.gov/dnav/ng/hist/n3045me2m.htm,https://www.eia.gov/dnav/ng/hist/n3045mt2m.htm,https://www.eia.gov/dnav/ng/hist/n3045pa2m.htm,https://www.eia.gov/dnav/ng/hist/n3045sc2m.htm,https://www.eia.gov/dnav/ng/hist/n3045wy2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ak2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ky2m.htm,https://www.eia.gov/dnav/ng/hist/n3045mi2m.htm,https://www.eia.gov/dnav/ng/hist/n3045mn2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ny2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ok2m.htm,https://www.eia.gov/dnav/ng/hist/n3045la2m.htm,https://www.eia.gov/dnav/ng/hist/n3045mo2m.htm,https://www.eia.gov/dnav/ng/hist/n3045sd2m.htm,https://www.eia.gov/dnav/ng/hist/n3045tx2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ca2m.htm,https://www.eia.gov/dnav/ng/hist/n3045hi2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ms2m.htm,https://www.eia.gov/dnav/ng/hist/n3045vt2m.htm,https://www.eia.gov/dnav/ng/hist/n3045or2m.htm,https://www.eia.gov/dnav/ng/hist/n3045al2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ga2m.htm,https://www.eia.gov/dnav/ng/hist/n3045nj2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ri2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ar2m.htm,https://www.eia.gov/dnav/ng/hist/n3045fl2m.htm,https://www.eia.gov/dnav/ng/hist/n3045nd2m.htm,https://www.eia.gov/dnav/ng/hist/n3045wi2m.htm,https://www.eia.gov/dnav/ng/hist/n3045il2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ma2m.htm,https://www.eia.gov/dnav/ng/hist/n3045oh2m.htm,https://www.eia.gov/dnav/ng/hist/n3045co2m.htm,https://www.eia.gov/dnav/ng/hist/n3045in2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ks2m.htm,https://www.eia.gov/dnav/ng/hist/n3045md2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ct2m.htm,https://www.eia.gov/dnav/ng/hist/n3045wv2m.htm,https://www.eia.gov/dnav/ng/hist/n3045az2m.htm,https://www.eia.gov/dnav/ng/hist/n3045de2m.htm,https://www.eia.gov/dnav/ng/hist/n3045tn2m.htm,https://www.eia.gov/dnav/ng/hist/n3045nh2m.htm,https://www.eia.gov/dnav/ng/hist/n3045ut2m.htm
 Series Key,N3045ID2.M,N3045NV2.M,N3045VA2.M,N3045WA2.M,N3045IA2.M,N3045NE2.M,N3045NC2.M,N3045NM2.M,N3045ME2.M,N3045MT2.M,N3045PA2.M,N3045SC2.M,N3045WY2.M,N3045AK2.M,N3045KY2.M,N3045MI2.M,N3045MN2.M,N3045NY2.M,N3045OK2.M,N3045LA2.M,N3045MO2.M,N3045SD2.M,N3045TX2.M,N3045CA2.M,N3045HI2.M,N3045MS2.M,N3045VT2.M,N3045OR2.M,N3045AL2.M,N3045GA2.M,N3045NJ2.M,N3045RI2.M,N3045AR2.M,N3045FL2.M,N3045ND2.M,N3045WI2.M,N3045IL2.M,N3045MA2.M,N3045OH2.M,N3045CO2.M,N3045IN2.M,N3045KS2.M,N3045MD2.M,N3045CT2.M,N3045WV2.M,N3045AZ2.M,N3045DE2.M,N3045TN2.M,N3045NH2.M,N3045UT2.M
 Month,Idaho Natural Gas Deliveries to Electric Power Consumers MMcf,Nevada Natural Gas Deliveries to Electric Power Consumers MMcf,Virginia Natural Gas Deliveries to Electric Power Consumers MMcf,Washington Natural Gas Deliveries to Electric Power Consumers MMcf,Iowa Natural Gas Deliveries to Electric Power Consumers MMcf,Nebraska Natural Gas Deliveries to Electric Power Consumers MMcf,North Carolina Natural Gas Deliveries to Electric Power Consumers MMcf,New Mexico Natural Gas Deliveries to Electric Power Consumers MMcf,Maine Natural Gas Deliveries to Electric Power Consumers MMcf,Montana Natural Gas Deliveries to Electric Power Consumers MMcf,Pennsylvania Natural Gas Deliveries to Electric Power Consumers MMcf,South Carolina Natural Gas Deliveries to Electric Power Consumers MMcf,Wyoming Natural Gas Deliveries to Electric Power Consumers MMcf,Alaska Natural Gas Deliveries to Electric Power Consumers MMcf,Kentucky Natural Gas Deliveries to Electric Power Consumers MMcf,Michigan Natural Gas Deliveries to Electric Power Consumers MMcf,Minnesota Natural Gas Deliveries to Electric Power Consumers MMcf,New York Natural Gas Deliveries to Electric Power Consumers MMcf,Oklahoma Natural Gas Deliveries to Electric Power Consumers MMcf,Louisiana Natural Gas Deliveries to Electric Power Consumers MMcf,Missouri Natural Gas Deliveries to Electric Power Consumers MMcf,South Dakota Natural Gas Deliveries to Electric Power Consumers MMcf,Texas Natural Gas Deliveries to Electric Power Consumers MMcf,California Natural Gas Deliveries to Electric Power Consumers MMcf,Hawaii Natural Gas Deliveries to Electric Power Consumers MMcf,Mississippi Natural Gas Deliveries to Electric Power Consumers MMcf,Vermont Natural Gas Deliveries to Electric Power Consumers MMcf,Oregon Natural Gas Deliveries to Electric Power Consumers MMcf,Alabama Natural Gas Deliveries to Electric Power Consumers MMcf,Georgia Natural Gas Deliveries to Electric Power Consumers MMcf,New Jersey Natural Gas Deliveries to Electric Power Consumers MMcf,Rhode Island Natural Gas Deliveries to Electric Power Consumers MMcf,Arkansas Natural Gas Deliveries to Electric Power Consumers MMcf,Florida Natural Gas Deliveries to Electric Power Consumers MMcf,North Dakota Natural Gas Deliveries to Electric Power Consumers MMcf,Wisconsin Natural Gas Deliveries to Electric Power Consumers MMcf,Illinois Natural Gas Deliveries to Electric Power Consumers MMcf,Massachusetts Natural Gas Deliveries to Electric Power Consumers MMcf,Ohio Natural Gas Deliveries to Electric Power Consumers MMcf,Colorado Natural Gas Deliveries to Electric Power Consumers MMcf,Indiana Natural Gas Deliveries to Electric Power Consumers MMcf,Kansas Natural Gas Deliveries to Electric Power Consumers MMcf,Maryland Natural Gas Deliveries to Electric Power Consumers MMcf,Connecticut Natural Gas Deliveries to Electric Power Consumers MMcf,West Virginia Natural Gas Deliveries to Electric Power Consumers MMcf,Arizona Natural Gas Deliveries to Electric Power Consumers MMcf,Delaware Natural Gas Deliveries to Electric Power Consumers MMcf,Tennessee Natural Gas Deliveries to Electric Power Consumers MMcf,New Hampshire Natural Gas Deliveries to Electric Power Consumers MMcf,Utah Natural Gas Deliveries to Electric Power Consumers MMcf
 Jun 2025,4083,16727,43218,10581,6339,2189,41714,8337,2804,1077,95926,14428,4161,2402,14641,34835,9851,48765,31982,37540,10362,1987,190240,32271,,37748,,11341,42839,36442,22184,6307,17781,136416,2654,18612,25317,12199,48606,11556,25888,3353,11808,14612,2205,35567,2652,11307,3905,7172
 May 2025,2737,13506,24899,5507,3741,828,31040,6883,2757,644,83154,8731,2484,1431,10158,22135,5832,33440,26641,33415,6771,995,176250,26920,,28969,,7863,37371,34963,14645,5390,9695,129250,1637,11120,11456,8361,40972,9002,21175,3319,8853,9477,,30197,,9184,2521,4843
 Apr 2025,1848,10190,23874,6534,3139,725,27332,6412,1769,539,68861,12420,3039,1443,9215,27592,5783,34336,18190,25755,6696,727,126723,21810,,29103,1,7512,32854,27777,21750,4603,9689,101561,1768,7822,13741,7783,25731,8369,21219,,9843,11597,2119,25416,2596,9396,2795,4055
 Mar 2025,2330,10974,34590,8321,3214,460,25617,6674,2835,703,75191,12527,1877,1487,6938,26002,5007,33418,16979,23867,4990,685,112923,25403,,32889,0,10389,34677,27095,13387,4322,10743,94962,1696,8563,11238,8669,43018,8852,22827,1911,6670,14002,1013,17558,738,8641,1215,5695
 Feb 2025,3785,10265,35452,10405,4169,610,32512,5635,2400,1169,81501,12519,2798,1919,12217,27257,6014,38739,21449,25380,5792,849,146481,34704,,31969,,14498,32440,28085,14030,4192,9722,89350,2130,11776,16976,8755,47752,9652,21696,1997,7142,13063,1353,21826,1790,11129,2121,6166
 Jan 2025,4335,13307,39364,11626,4723,1226,38779,8484,2297,1429,91017,14838,4282,2249,18254,33771,7542,44283,29211,29595,7871,1431,178450,47023,,40230,1,16304,43131,32611,14561,4734,12726,103426,2490,14877,21800,9260,55561,12477,24665,2413,9231,14069,1331,30878,1980,13619,2323,7801
 Dec 2024,4298,13227,32791,10765,4806,729,37006,8212,1713,1023,84626,12854,5325,2218,12135,30728,9083,43908,26676,27391,5896,1601,140990,49477,,35115,1,16372,35663,31141,16823,4909,14938,96984,2606,15297,18236,9203,54510,10620,23642,2071,6695,15605,1650,32778,1701,10159,1507,7565
 Nov 2024,3939,11905,29518,9736,3645,919,31394,5357,1901,1040,75434,12118,4322,2086,9165,31484,8915,38787,26515,31251,5326,1234,141932,45304,,34179,1,15232,36180,29944,18135,5253,12722,110312,2391,14090,13552,10767,47371,11781,21059,3683,5542,15691,4199,30306,1419,8943,114,5954
 Oct 2024,2609,16061,27529,9569,3303,1169,35339,6664,2168,904,68951,16914,4140,1722,9038,26671,6383,37462,26025,32781,6965,1073,179027,56805,,32851,,13840,30476,31764,20336,6365,13873,125509,2095,11990,21346,8702,38053,8923,26367,3312,10730,15006,3673,43052,2877,7625,5142,7475
 Sep 2024,4408,16711,39803,11309,6193,1591,40578,8182,3137,988,84137,16016,5217,2406,14391,36009,8844,44146,33806,33903,8124,1393,206627,55486,,35597,,15120,44880,35791,16936,5823,14786,145004,2613,16762,22369,6787,52517,9898,21912,4752,7502,15683,3020,41971,2154,11163,4318,7172
 Aug 2024,5225,19487,46859,12874,8365,2293,50134,9550,3470,1097,102892,20076,7206,3044,17586,45441,13475,56936,49072,46251,12584,2062,251144,62836,,44538,1,16937,52280,45051,21571,7540,21204,152037,3190,19848,29858,10803,57461,14597,27825,6918,11679,18000,2540,50671,2907,12936,4550,8578
 Jul 2024,5417,22797,47766,13688,9135,2977,50282,11616,3885,1221,111680,17448,7167,3265,17751,49110,15030,64838,46787,44922,14608,2992,224194,74730,,44517,1,17155,53442,44622,29996,8038,22365,152439,3415,22123,31947,14501,58156,16106,29493,6977,15102,18908,2619,51040,4788,12875,1912,8541
 Jun 2024,3801,16759,40143,6721,5695,1532,42816,10518,3089,737,96746,15099,4692,2107,14276,35692,8501,49024,39550,40523,10036,1254,205100,36209,,39131,2,12095,43341,37881,22478,6354,19197,137370,2360,18253,21907,8571,51476,12044,24138,4872,9314,15282,3308,39649,3457,9986,3846,7151
 May 2024,2400,12497,26185,5007,5599,,28968,8854,2019,,79791,15189,3331,,12724,37395,8397,36910,32800,37245,6909,,181922,22133,,38058,,7144,36570,33729,15483,5491,15479,137267,2046,16631,12895,6072,42393,9828,22157,5142,7630,11477,2954,29852,1164,5892,2310,5941
 Apr 2024,2667,10230,24656,8625,2379,843,26447,7040,2029,587,66877,12161,2672,1792,10520,32654,5818,32111,25743,29155,5677,995,130209,25896,,30797,,13041,32892,26732,20458,3925,11675,100903,2067,10682,11787,6689,40340,10223,19953,3934,10620,10770,2786,26583,2093,6301,2280,5126
 Mar 2024,4185,11759,35502,10716,3301,725,24632,7931,2627,687,79876,10715,1733,2130,5890,31399,8601,35595,21195,28622,5156,1083,136123,29192,,27320,1,15182,26040,26383,13802,4271,13195,104617,2373,14942,14001,10001,49001,12015,22955,4129,5489,13765,1896,23364,728,8922,1757,6724
 Feb 2024,4349,13862,37710,12762,4797,897,33672,8643,1978,795,76465,12969,1585,2372,7367,34591,8237,37734,20600,21667,5252,1436,119529,42079,,29608,1,15020,27799,30167,16590,4402,7285,88381,2580,13657,15311,9203,49065,10469,22459,2739,5564,11833,1398,23367,1759,8069,1447,7677
 Jan 2024,4842,17331,37738,13507,5809,1297,32245,9434,2925,1130,79038,12741,1816,2699,12708,37551,10547,41494,35641,32101,8087,1890,173896,64133,,38636,1,16397,41250,35926,21977,4856,14471,104376,2815,17011,16808,12884,53481,13605,23856,2805,7547,13893,1899,27547,1675,11064,2574,8495
 Dec 2023,3878,15518,32973,10660,5867,1193,30684,9569,2131,1007,76915,13226,1575,2861,8670,36268,8690,38320,24587,25984,6158,1273,136083,65397,,33919,,14245,38178,33616,18996,3717,15114,97932,1822,16986,13448,10157,49073,11703,20558,2192,7270,13992,2750,30755,479,7955,1636,7922
 Nov 2023,3538,12083,25236,10487,4398,979,32307,9067,2519,892,64777,14342,1495,2503,9233,31810,6941,41340,20935,31298,5495,1089,136570,58840,,26165,2,12662,38064,30361,22294,4894,10473,98907,1736,15194,15167,8264,43648,10539,19585,2888,8950,13910,4169,30250,1463,8825,1497,6900
 Oct 2023,2834,15973,22248,11829,5230,1885,30787,8281,1966,1047,67108,14581,1380,2662,9044,35701,7666,36902,22495,29646,7088,1553,147443,65147,,33947,,14056,30691,31644,21276,5613,9553,120096,1909,15938,18321,8347,38926,9077,19154,3461,10855,11944,2818,39114,2520,7478,2837,6303
 Sep 2023,3483,15372,33580,12134,6586,1732,36337,10059,2216,593,85401,16707,968,2738,9155,38197,7929,44863,36785,34592,8683,1458,201044,51286,,36537,,14889,36969,41001,21633,6124,17307,134771,1807,16224,19083,9218,50381,10022,19600,4254,8749,14231,2032,40377,2328,10052,3155,8484
 Aug 2023,4324,18120,44961,13207,9008,3249,45082,12462,2426,759,95219,20899,1624,3456,11242,44430,13017,50960,47808,44887,11284,2529,249428,77742,,45108,0,16236,48799,48102,28403,5802,21366,158543,2185,21025,27528,10286,51536,14466,22466,6916,11782,15176,3561,47485,3696,11606,3292,8981
 Jul 2023,4556,21613,44400,13211,9489,3145,44875,10599,3110,864,100078,18740,1565,3546,13472,45595,13020,65858,46230,41957,12771,2630,221816,78082,,43971,,14942,47432,44680,33768,6251,21123,150883,2218,21374,34134,13891,56280,14877,27844,5770,12750,17380,3617,47217,5884,10851,4634,8350
 Jun 2023,3072,11809,34986,7152,7736,2500,33618,9731,2397,510,84202,15662,1198,2731,9370,36231,11114,44353,38461,40017,9215,2024,200158,30119,,38053,,11456,42282,43169,21472,5486,18514,133755,1830,18012,21852,8303,47680,9620,25557,5438,8999,16448,4117,32704,2397,10750,3643,6513
 May 2023,1717,13303,23272,3731,6666,1759,30651,9441,2117,,68414,17247,1211,1969,10093,32172,7600,33230,32305,34663,6496,1562,168652,22332,,31119,1,5278,36467,40625,20257,4716,17091,123848,1267,15811,12551,8021,43670,8723,19867,4373,6931,10010,3113,30973,1518,10382,1874,6199
 Apr 2023,1881,11951,18409,10042,3035,,26679,8112,1281,730,65210,15816,518,2234,4378,33136,6818,29737,19564,27102,5808,1217,118945,37231,,29299,,11796,28337,29857,18505,3864,12443,108539,1469,13860,8116,7625,32934,8763,18416,2449,11115,11946,1583,34096,3007,9523,3724,6024
 Mar 2023,3055,14598,25735,12626,5593,946,30188,8881,1665,886,80457,14375,959,2733,7951,33331,7250,31000,20286,27639,4744,1034,121832,45744,,32243,,13788,33391,32827,14790,4290,14016,101577,1666,16168,11408,7442,43454,11336,21565,2524,10151,13953,830,23017,1572,6851,1818,7770
 Feb 2023,3088,13064,25401,8038,4317,625,32693,7258,1112,1009,76380,13222,1031,2309,7644,28424,4455,31968,19982,25179,3832,674,121082,47442,,28431,,13264,31731,33607,12235,3554,13511,88008,1332,15296,12713,9164,39445,10037,19632,1969,7076,11299,942,21442,765,6605,1127,6956
 Jan 2023,3699,14846,32992,10166,5953,,40970,9627,1734,1369,83250,13649,1332,2718,8039,30573,6450,36138,21451,19389,4861,1087,128633,55897,,32211,1,14476,32539,34061,17219,4339,14797,97621,1455,17799,14012,8864,40628,14025,22103,1842,5708,13554,1542,23626,2036,7964,1611,7260
 Dec 2022,4330,15199,32475,12665,4193,592,40964,10298,1198,1423,74904,11398,1377,2402,12537,27724,4575,34855,23314,26306,6085,1156,143387,64227,0,33006,1,16433,35987,32330,15795,2252,16775,98811,1166,14754,11676,9815,41705,12517,22168,1969,5954,11605,1565,26248,1400,11938,1465,7482
 Nov 2022,4060,14279,27984,11484,2955,309,38330,8450,1289,855,65724,12536,973,2219,10414,24009,2869,34508,18577,24010,4794,743,129779,57460,0,26976,2,13502,31771,30598,18093,5648,15237,100403,790,8738,10163,7741,39085,10702,18006,2871,6326,13455,1540,23612,2616,7622,885,7116
 Oct 2022,2785,16053,25699,12056,3634,673,37074,8718,1591,894,71843,15855,1194,2129,7901,27703,4486,33946,22741,24988,5295,618,138746,63966,0,23935,0,12410,34017,29729,19121,4677,14294,109895,1288,11763,11076,4977,31970,9535,19802,3147,9816,12385,1134,33174,2876,5245,2535,7044
 Sep 2022,3382,18935,31959,13188,5521,1440,38912,8785,3316,856,78071,18702,916,2109,9110,28930,6806,36664,27867,28427,7240,1215,180900,75650,0,30306,0,14519,40347,41296,22672,4293,18611,131047,1279,12354,16809,7496,40835,11282,16529,2218,9309,15414,1124,36617,2296,8843,3007,7737
 Aug 2022,3973,20708,40398,11577,8499,2798,52298,10185,3807,884,88133,23009,1366,2148,13588,35270,8509,59049,39719,37147,10265,1867,219428,80299,0,39445,1,14106,47792,49381,35165,5975,21366,147594,1805,19215,19338,17204,45825,13855,20343,3509,11971,18317,1583,39359,6268,13037,4687,8079
 Jul 2022,3767,21344,39437,7999,7837,3286,53535,10355,3795,566,89515,22383,1231,2174,17031,37710,8434,60783,44075,46335,12955,2047,224657,64837,0,43418,0,8167,50838,51251,36440,6332,22971,148581,1787,21104,18847,16916,48840,13910,21355,4291,11270,17984,2480,38782,6165,15227,4199,7726
 Jun 2022,878,15957,33693,598,6301,1377,44866,6925,2276,355,74921,20510,819,2148,16884,29720,5942,41306,28459,41827,8933,1078,184392,48437,0,37637,1,1933,49556,48024,24407,4377,17993,137817,1186,18241,16117,8313,42574,10588,19985,2769,10511,14596,2095,30327,2586,14367,3752,6173
 May 2022,1424,13204,21959,915,4482,976,31497,6406,2096,344,63115,16246,986,2077,10233,19762,3980,39239,22438,35284,5909,568,150515,33089,0,29049,1,5410,39647,37761,18616,3984,11905,124586,817,13132,9288,10311,37064,8876,18207,2288,8084,11423,1558,25823,1819,7293,3597,5401
 Apr 2022,881,12316,15710,7185,1294,324,21539,4238,985,366,57160,9512,679,2137,7130,18851,3943,32139,12055,27183,3469,492,98488,36920,0,26188,0,11545,29403,26499,16942,3098,11385,100279,756,12862,3600,7868,28948,6950,17458,1453,7616,10701,986,24951,1907,8511,2936,5237
 Mar 2022,1787,12373,27570,4942,2761,255,30941,4882,1613,352,71869,11165,178,2381,5518,21252,3633,31901,10629,20791,2538,460,91745,35848,0,27446,2,10010,30242,25796,15303,4029,14207,99550,728,11147,7558,7227,37317,8866,16288,2082,7477,13427,570,21071,1006,11040,1893,5179
 Feb 2022,2747,12567,24330,6759,3499,324,37139,5048,1397,370,69659,13625,115,2403,9195,21333,5419,34346,17377,23755,3497,635,116379,38124,0,26645,0,11305,26678,27188,15325,2891,8098,85428,972,14117,7021,7998,36155,9539,18664,2045,4245,12366,401,18896,1597,8803,1464,6116
 Jan 2022,2842,14220,27087,7187,3952,311,36354,5520,1665,465,79315,14546,258,2464,16089,28002,7531,36752,19651,28744,5414,906,126918,46487,0,34922,1,12918,37718,33225,12624,2759,16051,105162,1243,16625,12314,9566,46485,10127,22942,1927,4359,12962,1732,19753,1191,11305,1562,7063
 Dec 2021,2928,14333,31810,9464,4091,757,35713,5106,1063,505,77520,17561,358,2414,9815,18861,9087,34704,14065,23386,3087,901,104727,53883,,27146,1,13446,33767,35857,14399,4632,15837,96851,1344,11837,11462,7324,36871,8037,18214,1742,7413,13746,1076,24413,2850,6050,1447,7048
 Nov 2021,2736,13002,30617,9189,4132,828,38287,5275,1688,374,68327,15325,498,2339,9584,20345,8828,33723,14636,25319,3701,864,103728,51454,,25840,0,12524,33914,34788,18743,5361,15784,92050,1016,11415,13799,5973,36163,8892,19469,1560,9577,16033,2703,20940,2216,6826,1636,6322
 Oct 2021,2251,13271,27591,9430,4130,581,31283,5039,2059,580,66599,16391,386,2143,8556,21354,9130,35604,19721,27077,3707,891,136791,56664,,25680,1,12530,31870,35053,23017,7624,13511,121001,946,13160,15600,8508,36280,7302,17743,1624,10404,12012,2505,26786,1129,5383,4106,4053
 Sep 2021,2994,18398,28939,12234,3575,441,31295,7311,2218,672,75530,16541,1002,1863,7864,19369,6415,36757,25072,21787,4311,482,158960,62127,,27584,1,14600,33860,33174,19655,6439,12804,127392,931,11232,13349,8264,27797,10179,14666,1716,8840,13723,1028,34858,1754,8929,3908,5893
 Aug 2021,3827,22418,40631,12861,5763,1595,39825,9106,3105,686,83162,18604,946,2356,11356,28101,9752,57023,35194,33463,7877,1689,196140,74623,,35839,1,15294,40819,41662,28766,7303,15645,139901,1468,15792,28593,15023,37954,13049,21217,2605,11395,17172,1891,41459,4404,12388,4472,8115
 Jul 2021,4991,23600,39495,12201,6223,1832,41810,9211,2103,608,83370,17179,1156,2222,11454,26085,10876,51676,35192,34385,7529,1710,193281,84015,,36236,1,14780,38385,40348,26716,6746,14470,134201,1687,15781,22360,11917,34156,13930,18682,2379,10744,15383,1954,45370,3976,12903,4056,9078
 Jun 2021,3225,20541,36445,8095,5396,1521,28794,8780,1692,486,75257,15378,1105,1951,10431,25025,10020,46714,28854,34277,7320,1557,172535,58693,,33557,1,10229,37057,38064,22563,6314,14689,120858,1766,15126,18650,13525,30197,11478,18341,2098,7508,15717,2257,36739,3700,10940,3582,8041
 May 2021,2805,13510,25235,3934,1455,413,21791,7664,1078,335,65213,13569,645,1884,7975,17303,6893,31393,17174,26785,2419,656,119157,39330,,28593,1,6376,28957,32308,15077,4238,7915,116654,1306,9645,7547,5306,30549,9312,13049,963,6150,11528,1914,31809,1748,5976,2243,6036
 Apr 2021,2781,14012,30908,8784,2142,744,17432,5615,656,410,55534,14150,856,1945,5845,17615,5412,23769,14488,23650,2893,863,112387,39063,,27997,,11440,24456,30629,13982,3642,13147,97046,1350,10978,9211,5115,25921,7531,12805,2249,8800,10261,2026,28302,922,4542,1549,5426
 Mar 2021,3194,14431,33225,11229,1947,456,22804,6059,736,347,64146,9485,369,2122,8279,14300,5028,29200,14444,24360,1659,311,89081,41649,,19973,,12827,25905,24894,12358,3628,10955,94000,1065,11013,9777,6844,30093,7086,13852,2127,7088,13284,867,23200,413,5984,765,5124
 Feb 2021,2704,12949,24677,7213,1228,1469,21966,5916,1727,347,65377,10626,319,2068,8158,23676,5696,31155,22334,22561,5647,872,125874,39320,,28963,,11575,27255,23388,13624,2507,7699,86366,1083,10133,8148,11283,28928,9491,17830,2028,5537,11856,518,16292,718,8214,2298,4930
 Jan 2021,2850,15530,32329,7570,2276,640,29804,6895,1183,341,72209,13122,280,2204,8658,20019,7303,35627,23349,20206,4490,384,113820,45260,,35387,1,12194,33995,33384,12254,3485,6942,90599,1575,13557,12332,12429,33832,10002,19211,1577,5189,12780,805,27579,191,10442,2041,5890
 Dec 2020,3626,15736,34217,9279,4180,537,28589,6831,918,369,70914,13411,196,2604,9260,22655,7445,33770,23175,25356,4913,393,110236,57272,,29741,1,13082,31923,35619,12767,3805,10287,90279,1370,11856,15851,9185,34289,10001,19431,1859,5214,13487,1103,29758,929,10055,774,6300
 Nov 2020,3456,12541,25244,4885,2575,498,21320,6859,85,307,51524,12001,380,2413,7809,18412,4850,31693,15089,25369,3586,233,106204,51814,,25330,1,11284,23650,32761,17354,5615,6059,99331,1079,9357,7131,6545,28513,9316,14359,1434,6981,12042,1825,27920,1608,7409,1634,4374
 Oct 2020,1871,17393,31850,9172,2985,1111,21833,8107,545,293,67873,12656,518,1371,8461,24164,6457,30882,23665,31351,5281,291,141379,70033,,29778,1,12544,30365,31621,19446,4419,10062,121615,1164,12866,15389,9904,22118,10951,17468,3460,9024,11161,2883,36227,1304,6886,2433,5661
 Sep 2020,3332,20614,36344,12301,2779,745,23857,9585,745,307,78356,15578,541,1582,5181,21886,4505,39594,28848,29384,5682,466,159518,67755,,32277,1,13976,35648,33025,17601,6091,7937,123513,1108,10906,14772,8158,30324,11752,16410,1275,7189,13244,1105,38874,2493,8591,3044,7107
 Aug 2020,3387,24034,45647,10777,3892,1162,29532,11505,1305,329,92111,18434,1442,1683,10686,28025,7601,53369,39742,35064,7775,1198,208324,81134,,41639,2,12996,41842,42639,27992,6377,16615,138090,1481,17183,24428,14177,34419,16079,20982,2434,9322,15733,2380,44619,5588,9266,3160,8442
 Jul 2020,2582,21807,48813,6095,6879,1857,32472,11082,2260,292,97285,20582,736,1752,15074,36547,10710,61731,48008,40719,9704,1436,212107,60779,,42753,1,9292,46973,44260,32227,6588,17806,137344,1962,15126,36152,18109,35799,14943,24016,3237,11880,17796,3085,44402,5698,13134,4506,7399
 Jun 2020,478,17632,38604,1604,4228,1407,25042,7535,1428,234,72954,15065,284,1707,10868,26320,7857,39889,33648,32775,6552,857,167442,41123,,36334,1,2678,39630,41421,21165,6214,14311,127732,1474,14411,24158,8701,29053,12729,21937,2112,8157,14684,2357,35315,3567,9298,2871,5260
 May 2020,506,14827,36252,1866,3552,504,21294,7253,730,239,52712,15829,158,1708,9286,22018,5034,23837,27312,29743,3404,516,138805,28749,,35379,2,1887,30958,36320,12570,4134,9555,109405,967,12364,14155,3087,27529,9020,18370,938,5660,10414,2206,32625,1924,6341,1149,4011
 Apr 2020,1609,13530,34813,10487,2129,487,14793,7261,515,229,48487,14884,268,1641,6554,20393,6391,21071,20437,27116,4062,644,114512,30233,,28358,1,12426,21932,27440,14625,4268,7950,107515,1192,12243,15928,4270,28906,10772,17217,1517,7548,11774,1542,25226,2162,5798,1741,2910
 Mar 2020,2984,15175,38685,11763,2017,565,26143,8077,226,301,62427,15027,446,1937,3937,23826,7165,27838,27069,28779,5254,967,124746,43888,,26340,1,15375,32206,29393,16144,3986,10986,110875,1235,14568,21580,3634,33757,12534,18998,2569,9046,11459,1473,21062,1157,7900,1289,3974
 Feb 2020,2993,14095,37319,6865,4453,765,29362,7532,396,241,64268,14562,341,2004,6776,26490,7344,28623,28266,25679,5291,761,125705,39471,,31939,2,11135,30671,36444,15918,3666,10191,96651,1303,13497,20658,8663,32633,11808,19703,1757,9128,12562,661,25511,1380,10311,1460,5792
 Jan 2020,3667,15804,41833,9480,3796,1200,29124,8212,601,284,70131,14869,416,2438,8919,30178,10141,31081,30457,24579,6556,942,129783,44002,,31328,1,13995,30368,35734,18367,3257,13615,96800,1459,15135,23484,10286,35659,10316,21558,1714,6338,13503,656,27320,1551,9993,2004,5996
 Dec 2019,3691,16213,37721,12776,3913,765,23954,8828,643,461,60375,14431,373,2077,8873,23428,8178,30821,28648,19420,4267,794,131370,56325,,28057,1,15175,28282,36039,23192,2806,10909,91154,1258,13540,15903,10401,32472,11111,21185,1578,5994,14545,223,31195,809,9467,1950,5939
 Nov 2019,3424,14706,27116,8274,3129,364,23354,6986,385,459,50744,13091,324,2042,9602,22215,6034,28034,21122,19353,2530,481,120458,56113,,27032,,12046,29432,34455,23369,4162,10094,87836,935,11462,10725,7235,25045,11197,19212,1498,5958,11655,1129,25141,1411,10505,1656,5336
 Oct 2019,1926,14877,25519,9014,3296,364,25086,8500,961,479,60065,14211,229,1932,11556,25418,7455,25922,24827,27833,5439,407,141418,56499,,29233,2,12708,35092,34728,24491,5639,15138,123221,1192,12849,12076,7643,27024,8872,19162,3024,7898,9412,4177,33416,1816,6692,3430,4503
 Sep 2019,3054,18236,37120,12999,4619,1060,27442,9692,857,496,62586,17776,225,1524,11278,22203,7641,31647,34236,32681,7437,468,189553,58171,,37362,,14937,43266,39571,25095,4530,14529,130050,1401,12088,14229,7532,30523,10192,19600,2782,7656,11540,2567,36466,2495,11977,2267,5120
 Aug 2019,3565,23476,44765,14645,6401,2089,29220,12527,965,636,72530,19554,376,1944,10410,29898,10088,45729,45722,38278,8051,949,230057,67181,,41277,0,16107,44599,44328,31751,7093,18330,134517,1770,14398,20922,12879,34658,14143,20753,3650,9845,14916,2372,42354,4684,12292,3855,7357
 Jul 2019,3416,21706,46652,13495,6172,1782,29924,10986,1686,522,75263,20142,388,2119,12038,30117,10146,54647,41952,38523,7930,993,201489,55908,,39948,2,14326,43960,43074,34282,6754,17430,131563,1724,14713,25997,17940,34661,15192,21068,3426,11091,17085,2013,40819,5816,12061,4249,7480
 Jun 2019,1634,18012,38686,6770,4023,1362,24502,8551,605,337,57337,17306,217,1708,8115,20711,7783,30967,33248,36076,6778,910,171990,32720,,29635,3,8277,38809,38424,25107,4173,15969,126998,1393,12224,14708,7732,31098,10036,17415,3051,7768,11542,1288,33077,2374,11019,2499,5595
 May 2019,643,12740,24904,2073,2860,1783,22371,7861,516,289,47853,16000,243,1876,8257,20091,5573,22551,21435,32296,6803,827,145840,23217,,30033,,2337,36268,35443,20324,4065,12115,124181,1214,9429,10896,5809,26662,9610,14750,3148,7779,10430,822,23595,2004,10894,272,5107
 Apr 2019,1070,12337,24775,4759,2382,850,19976,7569,130,248,34832,12648,167,2130,7009,21120,6721,23264,20151,28824,4326,700,105065,26879,,24231,1,8150,27244,31964,22793,3850,10046,101833,1018,12179,13061,6809,28062,8897,14228,1596,6643,10842,694,25868,1756,4379,1876,3729
 Mar 2019,1974,13389,32635,6217,3363,695,25466,6978,740,374,49607,11950,255,2188,9477,20294,6202,26744,20491,22495,5789,994,116536,39015,,24500,2,13344,35315,27148,19815,3555,11326,94963,1097,12123,11127,8921,31789,10287,18093,1479,10321,10090,463,23035,2332,10678,1552,6302
 Feb 2019,3367,12978,34456,4584,3281,664,26791,7220,837,680,49011,12847,312,2214,6144,18715,6678,27605,21002,20594,3961,951,104462,46738,,24078,1,12480,28043,29285,20845,2201,13344,85458,1007,11149,9699,9198,31748,10988,17580,1430,8164,10093,286,19476,1410,9235,607,5417
 Jan 2019,3645,14501,35076,10228,3379,259,25607,7732,1034,515,52305,12904,162,2647,9610,21874,4246,30637,24652,25474,4227,627,128961,49576,,25800,1,13906,28621,32684,21310,2723,10302,89296,867,12089,11105,10648,30221,10251,19038,1570,7157,11300,418,21865,1196,9527,1248,5501
 Dec 2018,3300,13504,32319,6135,3321,357,25036,9575,474,655,43478,10995,170,2238,6173,17529,2736,29602,19356,16112,3425,533,113249,53379,,19540,0,13025,30691,27801,21319,3661,5702,84364,576,10911,7044,8503,30879,10029,15919,1208,6831,12669,201,22760,1233,7344,502,5858
 Nov 2018,2952,13661,27502,1433,2230,762,26748,7475,841,544,40291,16343,224,2061,8876,16020,3289,29531,21830,16280,5119,745,105850,54987,,24243,1,12460,31598,24793,19697,4109,7213,94725,587,8411,9717,7713,28504,9776,15562,1471,5810,12245,727,21538,1429,8332,1380,5317
 Oct 2018,1151,15190,21233,6018,3031,1172,28721,6775,1898,418,47756,16842,179,1649,9602,18716,2894,34837,22372,27389,5882,347,126829,60861,,23618,1,11349,36929,30715,23624,6448,13280,119902,765,10424,8865,10301,27755,9781,14238,1949,10513,12239,1464,29070,3911,9675,3203,6035
 Sep 2018,3066,20338,34815,12021,4778,437,30175,9086,1187,401,53313,21711,136,1992,11342,20553,6079,41507,31260,30324,5134,554,151010,54342,,33632,1,14148,42871,36328,29346,6937,11207,129251,910,11600,15149,12540,27066,11069,15436,1906,11176,12458,1790,35544,3893,11717,2249,6013
 Aug 2018,2797,23829,37580,13307,4901,1082,33503,10391,2419,628,60399,19933,213,2080,10870,23924,8454,56497,36743,31130,6371,989,189239,74280,,38441,0,15492,42422,36694,34549,7761,15770,129082,977,15031,17615,19753,31534,12209,18788,2354,11689,15046,1396,38223,5304,11626,4153,8060
 Jul 2018,3284,25113,36519,12641,6082,1573,36621,10524,1980,520,56927,20491,257,2149,11058,23241,9215,53471,42485,34918,7352,1407,208167,81991,,39516,2,14300,44173,38986,34987,6792,17779,129387,1291,14857,18653,17816,29115,14105,20088,3202,10666,14127,1347,36701,3614,11584,4186,8251
 Jun 2018,1232,19281,35073,4572,4372,1125,29061,9989,1280,328,46422,16625,133,1962,8104,20289,6401,35538,35943,30696,6714,982,160952,41128,,33962,2,4921,38610,34627,23216,5077,16404,117564,1060,10701,13746,9180,25148,11965,18351,3616,7891,11424,791,27027,2332,9216,3043,4478
 May 2018,410,14330,26834,2378,5176,1349,23995,8953,1002,343,36867,11654,141,2106,9058,24888,6176,30309,34337,28966,6589,1363,150012,28895,,34006,0,2024,39503,32021,21210,4170,15356,103489,1021,7885,12898,7301,23222,10469,18545,4845,10708,8641,922,20670,3222,5163,850,3814
 Apr 2018,924,13244,19806,3294,4267,367,20485,7766,715,302,36904,9136,138,1958,7011,23219,4867,26174,20959,21399,2270,625,101037,32377,,31457,2,6282,33626,22534,21481,3640,13536,94955,731,6170,6558,7424,23560,7574,14905,2485,7212,8846,1091,17335,3604,5800,616,3253
 Mar 2018,1495,13553,27803,5907,3422,439,28303,6276,1096,296,41243,10714,51,2344,9025,24925,5105,26336,16046,19373,4674,394,108287,43596,,26620,1,11243,31064,27811,22598,3143,13378,91207,777,11498,11164,11667,25061,8390,14510,2168,6623,10459,251,11912,3456,7570,242,3015
 Feb 2018,1205,13050,29317,3998,2575,250,23145,6008,356,334,37278,7360,170,2256,6841,18304,3981,23914,18014,19124,4186,692,105899,41978,,26359,1,7733,25181,28617,18773,2909,11405,82625,592,11126,7007,10576,23791,10025,13439,1646,5265,8891,242,11957,2556,5583,223,3266
 Jan 2018,1865,14748,28221,4845,2915,282,24328,5619,498,359,37650,11714,61,2598,14698,22730,3914,27781,17781,25206,5259,470,123323,46910,,36461,,10389,34239,32719,14497,2614,11635,90270,586,10881,10632,10938,27291,10504,16437,1429,3287,9029,504,11913,1774,9481,916,3801
 Dec 2017,2984,14784,26930,10093,3617,318,26801,6270,287,420,41869,10381,174,2686,8987,20398,4787,30028,20018,22690,4713,477,110440,51344,,31330,1,14483,30413,32250,20760,3506,12625,86656,563,11233,11066,11524,24868,8928,15855,1601,5051,10315,352,15827,2485,6642,1429,3773
 Nov 2017,2816,14055,25477,7292,3252,297,22625,4883,260,314,39113,11107,110,2656,7153,16325,3276,25286,13169,16597,2743,476,84931,48472,,25003,1,10802,30617,26727,16931,4614,5858,85618,591,9128,6234,10032,21253,6616,10803,1608,6149,10392,783,12898,1885,5112,1850,1967
 Oct 2017,1317,16809,19668,9721,2545,398,21626,5931,1041,402,52720,12565,71,2174,3669,18701,2559,28819,16087,26637,2891,335,103598,58968,,24374,0,12075,31595,29342,22428,5740,10164,107333,330,10103,11470,13901,15517,6312,10124,2092,3776,9549,2100,21725,3562,6059,1668,1950
 Sep 2017,2605,17604,29699,9295,3799,531,23776,6476,739,474,52112,12960,104,2146,6788,17625,3098,36218,19856,26882,4624,357,121368,62939,,28768,1,11970,34365,32193,24790,5426,10771,111400,623,10480,14253,15113,16594,9090,11635,1579,5711,8307,2069,24844,4076,6271,3324,3531
 Aug 2017,2918,22362,32949,12412,3910,1001,25674,7499,1527,673,54996,12930,203,2378,8658,19875,4106,43154,27532,28721,4559,635,166870,77936,,34809,1,14579,39609,38970,27969,5328,11088,127055,435,11829,14545,18679,19560,10935,11341,1980,4915,10765,1375,31172,4898,7053,3468,6182
 Jul 2017,2820,22924,35127,9373,4332,1574,26126,9063,1769,524,57900,13418,239,2389,10924,22549,7185,46794,35229,30508,7268,1132,182748,67003,,38129,0,11462,41700,37034,31871,5701,16036,122741,490,12896,23069,18350,19907,12453,13027,3423,5533,10987,1437,34287,6024,8247,2923,5182
 Jun 2017,651,19238,32025,1878,2086,587,22821,8037,1491,279,44546,11530,92,2230,7610,18713,4957,37181,23941,26740,5176,731,145864,49186,,29832,1,2162,31237,32482,27193,3861,12326,107190,1041,8088,15881,15683,16191,8751,9991,2527,4239,7981,937,27646,5162,6903,2505,3635
 May 2017,260,14568,21357,2221,1564,305,20911,6131,1390,300,33817,13255,58,2313,5858,16840,3549,26888,17991,24692,3294,405,109734,35197,,29864,2,1436,30940,30367,21366,3412,12067,108854,1008,4568,8820,12931,14845,7211,6326,1230,2992,6500,454,19064,5402,3232,1776,2494
 Apr 2017,179,11960,17945,2433,1544,372,17458,4589,1387,324,32014,10435,76,2247,7481,14206,4513,24266,17393,23580,2264,283,93553,27579,,25534,0,1666,29957,24751,19107,5531,12188,90596,801,4704,9808,14296,11982,7377,8767,1438,3743,7162,299,14262,2665,6554,3572,2208
 Mar 2017,115,12852,25447,2124,1183,337,24688,5127,1252,311,38531,11103,22,2590,7585,20126,5135,30828,12468,20329,3465,372,91146,31728,,29436,2,2970,31584,26720,25542,2781,11042,87323,545,9862,11230,11257,15735,5811,13501,1381,4395,7841,374,7331,4052,8921,1464,2215
 Feb 2017,1185,13184,22207,4418,792,177,22680,5098,1280,287,37976,8466,46,2493,2484,12520,1817,25846,10380,16270,2844,216,74362,38222,,19136,1,7117,22805,29592,17244,2286,6862,73795,460,6936,8076,9763,15066,5712,9936,668,2633,8451,71,5362,2537,5418,893,2710
 Jan 2017,3076,16201,22614,9329,743,270,23056,6357,1337,380,40926,7393,113,2631,4011,15584,4069,30182,14508,15644,3132,294,85861,52415,,24646,2,13640,25217,29646,20453,2633,6022,78350,336,7507,7688,11437,15943,8340,11378,1063,1587,10437,174,9535,2213,5164,1104,4982
 Dec 2016,1748,15924,20971,7547,951,180,21671,6201,813,335,38578,7162,148,2523,5391,15595,2892,33317,16688,18805,3732,252,89011,54108,,27542,2,12372,31015,25902,20898,2828,7146,76746,336,6898,8248,10256,15804,7425,15180,1153,585,9504,131,9591,2113,7932,2200,4438
 Nov 2016,778,15676,20924,4450,843,679,23750,5138,1119,313,39356,13842,106,2469,4224,17274,3322,27930,21300,19759,2225,607,94746,48998,,21348,2,7806,30551,23983,19267,2904,10822,76993,1237,6597,8346,7743,15769,5795,15085,1383,459,9848,361,12132,3488,3689,3078,3529
 Oct 2016,1344,15312,18088,4641,1116,452,18534,6901,1766,404,39539,10979,45,2055,4709,17156,3309,32031,18832,22901,3143,499,111464,63461,,27237,2,7778,31645,26055,27406,2955,9016,97396,1809,5109,11723,9112,14351,5992,12625,1253,3346,9718,1632,20783,5359,6424,2362,4025
 Sep 2016,2641,17165,28121,10306,1408,257,24168,7003,1829,501,47232,13967,62,2150,5408,17814,3281,44875,26003,28667,4917,546,144410,64331,,36271,3,13161,40185,31766,29728,4459,9071,108909,909,7893,12773,14109,18196,6920,13083,2743,5521,10069,1134,28584,5359,8880,3909,4590
 Aug 2016,3547,21862,38312,12263,3477,931,30193,8281,3554,636,57182,14823,190,2189,7452,30330,10175,64632,29834,31944,6692,871,174678,78970,,37750,3,14200,43070,41343,40967,5705,16253,120692,1397,14518,19713,21402,22905,10192,17277,2759,10580,12376,680,36031,7211,10416,4582,6195
 Jul 2016,2420,22524,36894,9406,3103,961,29125,8917,3241,649,56797,15823,205,2351,7891,25486,8456,59387,33906,38612,7261,849,170485,71837,,39499,1,10409,44142,43072,40703,5947,16153,122367,1506,13658,23160,21487,22526,11729,16937,2848,9969,11628,672,36488,7632,10110,4147,6592
 Jun 2016,1942,21280,29260,5834,2230,1344,23830,7423,1765,570,46717,12181,169,2216,6703,21471,6090,43633,31636,33563,7435,739,151466,61452,,36028,,7931,39006,39622,31226,4743,17126,114348,1347,11634,13199,17082,17446,10390,15362,3165,3737,9199,1298,31042,6015,9258,2854,6303
 May 2016,1346,17080,21823,4514,2492,257,21849,6235,1917,434,35525,10114,223,2405,4952,22513,6106,39014,22917,30749,4069,558,132444,39062,,31812,2,3311,33044,33281,24677,4988,12107,107010,662,9701,9544,15038,11314,8004,15092,1825,3951,10245,1658,20255,3847,6236,3009,5222
 Apr 2016,530,14884,13517,2305,698,389,24029,6183,1408,402,32992,6711,135,2436,4470,22958,5804,33122,20280,25535,5178,642,117564,36115,,22463,0,3049,26247,30539,24493,2924,10434,99955,178,9626,9543,11333,16532,8790,10314,1051,3600,11368,1098,18638,4522,5148,3609,5155
 Mar 2016,1736,15431,20405,3785,1464,150,28073,6245,606,361,36829,10113,161,2387,6024,18925,5186,31526,17695,27234,2591,629,119813,38154,,26478,1,7267,30787,29414,24328,4488,12695,90865,664,13359,12168,10265,18262,7415,15464,933,4267,8897,1077,14142,3849,6916,749,4493
 Feb 2016,2392,14835,22925,7033,1471,103,24788,5938,1897,341,33779,8074,37,2331,3725,16849,5206,29327,16177,24798,2759,674,105227,48599,,29753,,9347,29302,25673,20351,2528,5866,79445,840,10355,8962,9526,19433,6405,13185,566,2274,9694,222,12559,2510,6326,1145,4249
 Jan 2016,2887,17928,23283,9645,1634,88,23262,6811,2451,416,36590,9858,32,2712,5411,16416,5400,33634,21696,27974,2479,545,122753,60932,,30858,0,10372,33919,28632,22939,2438,8629,86725,435,10265,8337,9082,19989,7868,15082,720,1197,10479,204,15254,2250,6356,2196,4892
 Dec 2015,2857,18315,22865,9289,1564,129,22441,7078,1439,789,35771,11849,72,2636,3333,15903,5619,30391,23028,31251,2887,622,121199,62996,,25534,1,11787,33320,27586,22007,3079,6818,89257,174,9852,8006,9089,17120,8428,13496,647,2457,11213,509,17489,2251,6151,2706,5305
 Nov 2015,2236,15460,16554,10567,435,149,22253,5614,1815,591,36127,13807,150,2498,5309,13848,2969,32318,20467,29293,2285,463,108509,59144,,25669,1,11133,31415,27518,23683,4282,5446,91640,102,7642,7206,8386,15766,9707,11416,664,3202,9833,754,17648,2318,5453,3795,4875
 Oct 2015,2510,18276,11729,11212,774,102,19405,6130,2524,514,37886,12523,161,2114,6086,14827,3276,39583,16297,29206,1620,291,129548,83347,,23829,0,10949,31618,29598,23585,3860,4135,100010,451,7393,6679,14089,13674,7901,8621,513,2964,10315,1536,24377,3189,4568,3375,4371
 Sep 2015,2900,20339,22112,10873,1573,433,23600,6610,1591,59,39530,11970,108,1846,4825,13612,6284,49295,20187,27478,3403,339,149420,87498,,26709,1,11743,33206,30598,29315,3515,8588,105618,1113,8950,8783,16911,17698,9346,7777,1457,4210,10733,1740,30919,5018,6125,3922,5164
 Aug 2015,3629,23127,26159,10989,2180,826,24915,8656,1856,683,47012,13804,154,2225,4723,13677,6268,54490,27986,33918,5561,809,183710,88850,,32028,0,11706,37362,35866,29196,7028,12556,112839,1129,8706,7798,23712,19302,9911,9932,2012,4973,12406,1870,38045,5158,5993,4622,6232
 Jul 2015,3182,20918,29067,12516,2812,1164,26073,7914,1176,356,47447,15096,216,2366,6197,16264,7131,54257,30270,36917,6396,1040,179372,83645,,34689,0,12432,39113,39865,30696,6879,12815,110857,1187,10791,10938,23110,20036,9396,10272,3116,6702,11634,2142,33640,5798,7585,4211,5845
 Jun 2015,3474,21420,26227,9992,1563,634,26615,6598,674,454,37533,14729,141,2475,3618,13328,4567,39800,22032,33952,4226,664,145182,73309,,32118,1,10384,36718,33548,24137,6127,9908,105715,458,8056,7069,15103,18045,8013,9337,1726,4489,9399,1612,30516,4594,7019,3618,5560
 May 2015,2081,15544,22131,5976,784,178,23790,4833,827,496,31152,10045,68,2314,3384,11924,2180,39074,17039,27765,1538,535,122352,50951,,26176,6,7174,32391,27969,24482,5728,7400,101383,98,7223,4645,15150,14983,4901,9208,1023,4496,8759,1211,13127,5004,6502,3865,4621
 Apr 2015,1276,16108,12706,4488,686,240,19169,6390,1051,79,31493,9328,30,2477,3317,10037,4348,28508,16856,24985,2372,301,117283,52671,,20019,0,7467,24902,22113,18113,2478,8840,98530,948,6531,5327,10797,13053,5839,9311,938,2680,8933,803,13276,5527,4480,3308,3864
 Mar 2015,842,13635,18274,4517,1235,152,19126,6301,1884,1180,34602,8512,53,3044,3111,14332,4629,39614,18835,23542,2699,66,127251,54168,,26789,1,6250,30383,25734,22460,3170,10639,86030,270,8767,5834,7657,19926,6344,13117,1100,1351,8418,358,9360,2146,4220,3393,3409
 Feb 2015,414,13405,17648,1860,1265,63,20049,5592,1308,784,26471,7181,23,3099,5530,14499,3452,29201,20714,22220,2927,484,113522,46537,,30586,2,4342,31360,25998,17073,1702,12428,73961,576,8744,5582,6206,19404,5779,13696,936,1245,7533,430,8648,1451,6909,2236,3267
 Jan 2015,2309,13145,17704,4618,1328,184,21918,6622,1888,571,32952,7267,56,3114,2290,13951,2373,35055,20692,21979,2720,516,126489,62816,,26571,5,8153,35709,29304,18699,2156,9981,80767,38,7847,6108,6586,19214,6740,11783,493,1001,10732,256,11324,2994,4748,3622,3937
 Dec 2014,1155,13724,12151,6452,1303,277,21159,6608,1641,361,34137,6278,128,2938,1369,9891,3340,35477,15993,16158,2531,687,107524,66095,,21399,4,8616,31210,24167,21023,2877,5420,70656,175,5251,3329,6710,17339,8781,7923,1014,1127,9836,215,9510,3960,3144,3040,4665
 Nov 2014,1502,12978,10341,6483,656,222,16897,5803,2150,663,27301,5815,195,2821,2070,7442,2228,32781,12768,18704,2638,366,100467,61219,,16870,3,9306,33380,24819,20861,2595,3615,67333,145,5885,2842,7955,11471,9159,8969,1327,1080,8423,319,14175,4239,4120,1982,5012
 Oct 2014,1219,15912,7568,9509,1118,326,12550,5038,1138,361,39288,6374,95,2482,469,8810,4479,35619,14937,21314,4282,186,118033,85776,,19833,3,9801,30282,29677,21511,4151,4496,90571,227,7245,4129,14158,9195,9101,6445,1064,1607,6987,1268,19861,3865,2556,3500,4970
 Sep 2014,2401,18219,15157,12192,849,212,19600,5816,1235,137,37837,6778,148,1956,684,8196,1595,42923,15559,23710,2850,24,135001,86626,,20174,3,11064,32493,28534,23557,5360,5758,96134,138,4192,3675,13601,16891,8810,4604,1311,1957,8075,732,27212,4807,3553,3344,5262
 Aug 2014,2804,18769,15657,12308,1780,642,20536,8695,1999,530,40206,9243,22,2536,1050,10028,3187,46926,25905,31222,4483,704,171985,82009,,24474,3,10633,34915,32954,25134,5632,7681,112988,242,5929,5892,16923,19286,8419,6195,2365,3302,10589,660,29903,5538,5261,3286,6378
 Jul 2014,2136,19844,17106,8091,862,527,20999,7728,3650,190,41086,10246,35,2728,1283,6490,1947,51020,21082,25739,3831,782,151814,80285,,20673,3,8115,30843,28806,28822,5893,6783,104729,175,4401,3248,18972,16219,10115,5666,2077,3204,11242,598,31950,5636,4642,3971,7018
 Jun 2014,595,14199,16051,2381,917,305,20914,7445,3014,374,35815,8498,30,2866,1117,9446,2751,43321,16771,25736,2414,74,131526,56205,,21040,3,2521,30018,26583,23065,4891,8150,95806,150,4586,4657,13430,15108,7907,5188,1748,2496,8922,347,22799,4589,5288,2843,5848
 May 2014,998,12254,15387,2623,1200,821,16523,6681,1161,126,29362,8914,32,2668,1472,9188,3589,31762,14599,26121,2943,317,111872,57046,,20926,2,2766,27325,22444,19254,3650,6338,94357,207,5973,5096,11372,13816,8022,6189,2396,1776,7959,246,14062,3121,4954,2973,4050
 Apr 2014,246,10865,10055,2674,477,517,15341,6109,1818,771,21770,7676,29,2512,3765,8060,1218,29045,15823,20257,1547,207,99834,56546,,11924,1,2313,18805,17644,15117,3516,5553,87132,87,4097,1418,11199,11354,5348,3991,1385,873,8610,74,9439,3066,2130,3350,3310
 Mar 2014,404,8888,12646,4229,202,152,14737,6144,1489,985,28277,6547,36,2734,4130,9232,1454,36044,13308,14597,1816,46,94692,58980,,17164,4,2874,26747,18337,18515,1919,6071,78226,72,3596,1901,5715,15733,8235,8008,751,1363,7025,479,5744,3304,1466,1961,3829
 Feb 2014,2196,9986,13592,8191,366,90,8679,4983,1910,705,24912,4231,39,2738,3233,11885,1599,34274,20291,17820,2363,146,94715,68285,,17490,3,10414,18406,14144,17140,1842,4512,60860,103,4203,1231,7518,13408,6349,8477,1394,706,6610,723,10276,2005,1773,406,3888
 Jan 2014,2715,11091,13443,9398,765,99,17808,5923,2644,459,28065,6730,41,2965,6149,13150,3050,33604,20542,23291,3430,326,107671,72448,,24566,4,11675,31639,21864,15678,2542,7420,77962,166,4926,5120,7304,15401,6343,10707,1611,913,6081,1050,10767,2006,6195,582,4552
 Dec 2013,3249,14917,12843,11432,1067,241,18942,6523,2383,918,30198,5131,55,3255,552,9160,4788,37174,21930,23080,3287,963,115254,81844,,17909,4,12574,27437,18344,17378,2065,6795,71591,142,4132,2392,6491,13430,9004,7008,1283,2372,7952,136,18509,2661,2256,2412,5328
 Nov 2013,2173,12878,13604,8058,802,304,16111,5323,1678,565,28583,5401,46,2917,586,7580,3574,31999,14313,18797,1641,451,105182,69803,,16777,4,10279,27211,19470,15283,2864,4686,76000,95,4085,2469,9410,13709,5642,6266,1054,480,8365,50,11974,2480,3171,2396,4433
 Oct 2013,1568,14176,11783,10017,509,143,15030,4827,1385,191,28772,6146,43,2457,722,7699,2765,29088,14101,20550,1847,248,108357,69869,,17335,4,9176,27082,24767,16061,4423,6069,93173,34,4643,1793,13770,14171,5530,6560,1484,2201,8099,43,15399,3673,2718,2096,4444
 Sep 2013,2835,15472,15819,9961,1496,539,18418,6971,1485,301,30294,8680,24,2531,693,7264,4754,34729,23622,25238,3627,399,143048,83420,,18381,3,9035,26571,25949,18640,5220,7386,95487,66,4660,4453,14274,8590,8720,5789,2628,2926,9148,222,26902,4048,2855,3169,4738
 Aug 2013,3246,19347,20036,12810,1814,1263,19566,8772,1629,499,35879,10638,35,2589,1168,11423,5642,44786,30972,31467,3611,831,172570,83179,,26727,3,11092,33105,27881,22081,5306,9958,106623,,7374,6893,19547,15342,9660,8663,2759,1663,9792,240,35254,4340,3718,3638,5106
 Jul 2013,2925,21341,21586,9611,2068,1108,19699,8004,2183,1199,38195,11835,41,2711,2722,13556,6097,63375,29414,30245,4529,787,152173,82592,,25246,3,8602,30428,24801,29210,5987,10385,97085,,7198,10337,22960,17687,10307,9046,3042,5136,11365,846,35134,5173,3935,4140,5075
 Jun 2013,1638,17587,12379,4500,709,422,17294,7131,1777,683,28672,9645,32,2596,914,8747,2824,42340,26001,26759,3479,15,137766,64713,,25055,4,3658,29020,25968,19857,4518,10275,97022,,4659,3500,13735,13380,8907,5644,3123,2467,8499,224,25794,3866,3014,2935,3404
 May 2013,1124,13350,12606,2188,818,251,15756,6251,1385,196,27653,6834,46,2730,1682,12236,3481,36121,19788,19403,3355,12,109357,54820,,17573,4,2888,21578,21056,17363,5293,5737,86799,,3342,4243,15458,13864,6338,6198,2244,3328,9382,352,11628,3477,1426,1281,2514
 Apr 2013,749,10285,13473,2398,459,120,14360,6165,1658,808,25860,7184,54,2755,1476,9825,4681,30861,16452,20166,1980,142,99035,50993,,13193,1,4955,22245,20394,16749,4022,5061,79959,,5356,4808,13625,9579,6350,4734,1431,2189,8294,179,12787,2674,692,125,3490
 Mar 2013,1635,12553,9626,7274,745,103,15941,4741,1783,484,27755,8067,59,2971,2048,9594,4197,35118,18619,16488,3890,2,90799,58410,,15709,4,10233,31388,24060,16823,2371,9038,78330,,5791,5577,8726,13502,7066,6303,1944,751,8889,155,9255,4662,4495,2285,3653
 Feb 2013,1240,13657,13928,5029,835,63,14435,4813,1274,637,29226,6933,49,2827,822,6203,2778,35839,14321,14458,2636,2,82836,60460,,17430,4,9182,30863,23978,13867,1542,8799,76355,,4536,2859,6316,14271,5039,6951,1533,768,8267,165,8874,2124,3598,2281,3485
 Jan 2013,2480,15764,13905,4392,749,45,15937,5296,2284,792,31265,7022,50,3604,1152,7409,4058,34417,18024,20977,3239,219,106224,65611,,22938,5,10257,26971,22838,13721,2751,9364,75863,,5413,2945,9907,13650,6945,7851,743,272,8810,227,11476,2310,4735,2883,3894
 Dec 2012,629,15311,13239,2760,1087,55,11589,5235,1532,316,30909,7333,51,2989,606,5504,4671,34505,14902,22977,1904,169,94898,63863,,18324,4,5782,31222,25326,11765,3524,5712,86123,,4705,2507,8177,12980,5693,6959,622,1226,9348,42,7054,3411,5032,3488,3442
 Nov 2012,988,12758,11311,3081,935,115,7885,4305,1624,303,28895,10398,30,3573,1332,8494,3085,39241,14726,17837,1901,6,88702,68922,,16114,4,8185,26858,20277,11646,3384,7487,74621,0,5069,3507,11707,11033,6320,7243,841,2972,11042,122,8550,2301,4393,2269,3353
 Oct 2012,1529,16263,12418,6656,675,90,9107,5540,2205,421,27688,10395,45,3307,924,7910,1958,38655,16847,23761,1613,67,102192,82060,,18099,2,10565,24622,22727,17093,5498,9154,94486,,2541,2496,15423,12767,4154,8357,957,2357,10622,170,19457,4248,3973,4245,2858
 Sep 2012,1634,17863,17131,6370,925,267,14032,5946,2646,528,32377,10620,29,2970,1454,10524,2551,41513,27119,28605,3352,52,133771,89558,,20428,2,10546,31873,27422,22087,5516,9328,105942,,4259,6252,18343,13233,7620,6872,2195,3438,10483,150,25391,4553,6173,4512,4134
 Aug 2012,2459,22608,19932,5935,1770,1250,16794,8969,4143,703,37929,9644,36,3268,2634,15198,5581,57285,38833,35333,6970,508,178032,101388,,29713,3,7219,39324,32124,25873,7039,15385,114407,0,8183,9250,23234,15870,10162,9148,4445,5571,12490,289,35177,5233,6545,5053,4999
 Jul 2012,1716,20959,25195,2169,5424,3376,20603,8376,3611,639,42507,12522,31,3104,5512,29884,12363,65796,45372,36827,11097,1276,171113,73812,,33007,3,3981,42746,38917,29859,6267,18416,114669,0,15746,21542,23375,20479,10910,15119,7331,7890,12599,550,29722,6286,8785,5426,4778
 Jun 2012,349,17965,18398,840,2421,1422,13291,7348,2067,526,33904,9540,45,2928,3321,20794,7013,48943,35773,36888,7447,257,158225,62632,,32327,3,1156,38229,32369,22956,5535,13998,102818,0,10275,11741,16520,15950,8393,11057,4107,4438,9356,194,25082,5087,6991,4464,4498
 May 2012,197,16874,15240,896,1233,681,13077,6232,879,435,30222,11140,36,3188,5254,19353,6060,41947,32053,34074,5193,95,141302,59554,,30403,3,1492,37974,29164,22292,5581,11660,106171,0,9836,6809,14515,14972,8061,11154,4335,8620,7310,287,16742,5027,6334,4556,3954
 Apr 2012,530,11342,8832,1547,509,241,10778,5954,989,369,32457,8175,52,3412,6076,20448,4652,34351,30147,26867,3324,21,132297,59439,,24548,3,3321,31146,23144,17258,3941,11312,92374,,6599,8032,11942,11636,5964,7267,2417,8736,7155,165,17556,5345,5262,3076,3331
 Mar 2012,872,12107,15591,3270,546,87,10717,6038,2272,384,30811,8614,40,3518,2167,15940,3823,31742,21762,24102,2903,2,111167,63258,,24096,3,7402,29927,19050,16478,4098,6554,92620,0,6048,6931,12937,13403,6048,11310,1918,3375,7960,113,15876,4348,4401,3443,4028
 Feb 2012,1356,12062,16083,5246,503,54,12898,5142,3125,374,35221,8578,51,3469,791,13826,3604,31880,19984,17941,2530,6,98584,65299,,22451,3,10620,34517,18706,14497,5438,10173,74712,,7845,5844,11812,13986,6166,10389,1537,196,7632,113,15085,3661,1994,4690,3859
 Jan 2012,1341,13180,16477,4566,483,58,10096,5272,3364,372,30854,9050,51,4033,1123,13361,1830,33216,20349,17420,2304,4,106663,65556,,21831,3,11175,32868,18869,14665,4731,9880,79830,0,5868,4389,11614,15282,6818,10451,1817,393,8057,167,13126,3793,3079,5188,3905
 Dec 2011,1780,13713,14012,7201,227,59,8594,7159,3432,340,28239,7974,36,3737,512,10343,2003,33370,16233,16712,1798,9,108637,68276,,19051,4,11590,32287,14606,15657,5207,6329,74424,0,4573,1883,11263,10072,8169,9848,939,666,9172,55,9369,3699,2178,4465,3914
 Nov 2011,1426,10010,8638,6117,189,61,7969,5184,2535,874,24307,8170,40,3579,657,8473,853,30698,12373,18709,1139,5,89936,53508,,17740,2,9240,31662,12860,16504,5935,5511,72272,,3966,1281,13664,6794,7272,6926,829,280,9586,27,11627,4038,1524,4358,3125
 Oct 2011,533,13829,12366,2812,216,76,6183,5030,2676,146,22797,8435,31,3367,793,6708,1459,35001,15817,19443,1685,115,99575,54481,,18204,4,6517,26923,18326,16432,5425,6832,82404,0,3531,1592,17408,8347,5766,4127,1066,464,9731,11,16841,3388,1896,2835,3208
 Sep 2011,1211,16067,14156,6961,588,242,7157,6052,2871,248,27055,9192,23,3465,854,5169,1395,37955,22727,23042,1849,61,135600,69651,,19259,5,8021,31065,16724,16529,6415,6548,100705,0,1567,2728,16881,6001,4881,4016,1924,1976,11012,423,21994,3335,1174,3661,3668
 Aug 2011,970,19657,16768,5312,2579,1089,10826,8654,3532,745,30637,10331,17,3407,2491,12985,4505,48539,41050,35435,7139,352,201213,69261,,31641,3,5120,40688,27828,19592,5969,15614,110489,0,5632,7634,21259,10073,8411,7696,5718,2775,11246,356,31547,3950,2006,4181,4416
 Jul 2011,475,18626,21602,1628,3395,1687,14049,8804,3957,926,35804,11017,50,3206,3526,20538,7742,57410,43541,32496,8651,967,185185,56668,,29847,4,2148,36666,23029,24519,6340,17199,105913,0,8253,14399,22106,12094,10395,11743,8153,7435,10960,621,25648,5382,4420,4893,4347
 Jun 2011,173,13945,13279,776,663,384,10582,6932,2743,11,26921,9288,28,3135,1971,8434,1906,39657,31057,29419,4708,31,149403,34436,,25710,6,936,31413,21127,18249,5326,13665,102529,0,3666,4658,15755,6830,7235,6028,5298,3169,8473,436,16715,3630,3617,2770,2191
 May 2011,142,12596,6627,856,271,117,8148,5239,2830,385,25785,8720,40,3279,1855,8127,882,32463,17699,27825,1851,11,113215,30546,,19137,7,1368,23979,16466,15689,5132,7876,94558,0,4219,4325,13587,7569,7238,6060,1333,2306,8420,422,8379,3090,4503,3864,2879
 Apr 2011,487,11093,4978,1297,247,90,3691,4496,3280,611,21288,7433,39,3703,959,6102,1572,29690,14962,26209,1375,4,103723,35375,,13418,0,2712,17484,14483,15881,3745,6417,92345,0,2603,2394,16687,4154,6947,6764,1426,1001,7009,46,11340,3346,1670,4000,2798
 Mar 2011,62,11642,8224,1066,499,240,4445,5067,1331,180,25719,6884,38,3564,508,8483,1972,32716,13813,19117,2590,6,79314,41357,,13306,5,2711,20204,9758,12901,5536,5991,75884,,4005,2193,12491,9156,5266,8557,1301,382,6728,46,6239,2871,679,3904,2904
 Feb 2011,472,10267,10373,1591,375,84,3473,5412,1615,195,19710,5371,43,3363,481,7487,1584,27122,16282,21955,1739,7,92143,51394,,16289,4,3628,23752,9127,13352,3844,6894,62308,,2867,1759,11659,4744,6339,5599,1398,286,7819,39,9602,1604,341,4543,3294
 Jan 2011,567,11332,11260,3649,646,92,4681,5351,2752,20,18005,7329,33,3932,967,9935,2370,29397,18623,22882,3102,22,96470,51610,,20448,5,6264,26720,12157,14291,5324,8137,69954,,2845,2664,13144,7012,7097,7936,1117,394,7741,96,11666,649,2306,3337,3394
 Dec 2010,894,11491,13441,4475,952,71,6013,5946,3489,396,22491,8175,55,3628,2652,10925,1903,29538,21000,18961,2876,3,82213,60297,,20103,5,10219,28293,14376,15826,4858,6654,75769,0,1961,2584,13925,7467,6795,8190,1251,1427,6603,202,12934,705,4357,4249,3635
 Nov 2010,963,12374,9771,5325,421,112,4250,4785,2875,28,22643,5583,53,3010,469,6101,2131,32672,14084,13928,1374,10,79635,64944,,14085,4,10535,19702,9732,14170,3448,2772,64521,0,1366,792,13539,5176,6475,4490,857,616,8856,48,15010,1448,1543,5594,4220
 Oct 2010,1440,12620,13553,8267,204,96,4621,4657,3493,91,19980,7610,49,3517,208,6876,2569,31458,19147,20855,2061,128,90456,76902,,13309,6,10111,22719,9472,14545,5020,6474,83333,0,1704,818,13633,5657,6849,4232,1358,694,7094,17,22024,2324,1584,2947,3582
 Sep 2010,1454,15224,13407,12041,506,139,5803,6028,4216,49,24101,9688,63,3069,1439,6074,1518,43251,27479,28403,2310,50,124090,69752,,20549,6,11428,25629,16787,18061,5217,9548,97094,0,2189,2598,17385,3766,6771,4265,1955,3917,8296,187,27946,2762,1422,4535,4255
 Aug 2010,1588,18189,18204,13427,3093,1436,10299,8068,4817,7,28780,11420,37,3312,3949,18151,7186,51302,40946,39507,8418,765,180946,76275,,31018,2,12010,35283,27114,22183,6563,17112,99861,0,7624,12470,21399,10740,9298,8741,6136,5565,8895,360,33649,3574,3829,4601,4853
 Jul 2010,784,21674,21682,7516,3367,902,12003,7792,4930,25,34048,11253,31,2982,3560,18851,6626,57123,36597,33478,7821,449,150260,64051,,28351,5,8245,32168,25582,27075,5900,14801,99787,0,7152,11666,24214,9546,10452,9089,5553,8565,10500,287,31990,4614,4553,4510,4775
 Jun 2010,21,15230,16095,661,1316,544,10952,6750,4001,73,24215,9932,45,2721,2396,13077,2913,41211,32709,29669,5375,176,140968,37085,,24203,5,621,28533,20307,20144,5607,12631,98855,0,3968,5663,17839,5438,8681,5682,3686,4795,7849,97,21045,3163,2209,3268,3242
 May 2010,196,14274,8162,1919,604,165,5787,4536,3224,24,15731,7860,36,3467,1411,9736,3960,31856,21659,23621,1877,3,118372,39236,,19090,4,3601,20433,11679,15679,4146,7170,94081,0,2726,3042,16778,3725,5821,3576,1422,1942,6385,72,12327,2114,948,1894,3292
 Apr 2010,1252,13468,4051,8889,331,90,3098,4895,1767,8,16335,4040,30,3583,379,5517,1412,28073,16683,17191,416,14,94977,54721,,13440,3,9553,13842,8284,13172,4089,3120,70615,0,1560,1163,12507,2345,6928,2097,1227,1233,4079,53,15326,1133,119,692,3681
 Mar 2010,1454,14025,3866,8693,268,128,2555,5634,1825,3,15250,3087,42,3459,276,4846,1090,26200,15249,13837,1194,1,78244,65509,,14904,6,11107,16230,8032,11080,3802,3682,67054,0,3008,1180,11152,1047,8090,3299,1134,618,4381,23,13644,874,53,1534,4195
 Feb 2010,1352,13053,9062,4793,623,104,3096,5575,2511,0,10777,3717,60,3210,436,5005,1984,25493,19240,11933,2785,1,99935,60737,,17303,5,10336,18112,11638,12593,3765,5152,62631,0,4269,1560,10732,1234,7819,3514,977,581,5366,53,9482,750,154,2091,4015
 Jan 2010,976,14216,8462,3529,873,163,4595,6028,3244,1,11208,4465,92,3774,2109,8086,2785,27311,24193,19144,3709,1,108561,66583,,18894,4,11061,20779,12077,14530,4706,7438,68150,0,5112,2363,12740,2020,8678,4068,2351,775,6840,83,9053,921,1385,3020,4655
 Dec 2009,1689,14702,6868,9528,728,410,2133,5566,3697,55,12643,3704,107,4022,974,5197,2714,27415,22670,15630,2211,17,101793,72606,,15282,4,9503,16619,9960,12682,5260,3889,59522,0,3722,929,13288,1052,11488,3163,2066,1090,6272,86,15039,1212,490,4895,5254
 Nov 2009,944,13962,4314,6686,336,67,2241,4858,3405,51,17045,5890,89,3497,473,5304,1337,27336,14675,13357,814,117,75108,63515,,11527,7,11012,14408,9485,12692,4607,2007,67151,0,2824,827,12844,2449,7393,1865,1636,590,5373,113,15914,616,76,3241,3008
 Oct 2009,1407,12928,4686,11396,349,117,1259,4759,3827,69,15828,7793,104,3223,334,8049,2031,26759,14919,18663,1203,67,100313,71255,,11524,6,11712,13515,7799,14697,3688,4256,87912,0,2877,1066,15139,2363,6912,2047,1871,968,6754,100,23706,1669,65,2715,2319
 Sep 2009,1654,18232,12104,13747,718,186,7103,5810,2996,102,21129,9798,55,2972,982,8834,3138,30599,25221,22057,1626,69,126914,96366,,20392,3,13473,20072,12641,16201,5007,6626,93798,0,3823,3096,14535,6573,9253,3258,1773,1794,5934,98,29935,1830,182,2391,4911
 Aug 2009,2132,20704,16675,15186,1431,666,7937,7521,3596,43,27006,9942,56,2708,1380,11537,2428,47597,34772,27292,4585,175,177512,89115,,19925,6,13027,26091,16067,20121,6503,12008,97461,0,4220,5305,19585,6085,11323,4725,5707,4677,8600,99,36613,1790,479,3232,4672
 Jul 2009,1329,21375,11549,12467,1310,648,5303,7938,3385,58,22675,8679,41,2980,502,5289,1201,38456,34637,26579,4126,1,176648,87393,,17882,7,11065,25545,17170,16978,5601,13003,95459,0,2023,2835,14374,2931,11543,3367,5158,2232,7714,34,38981,1173,276,2943,5153
 Jun 2009,106,16294,7930,1403,968,479,4481,6334,3162,77,18146,7696,77,2995,820,7312,2660,30721,31858,24012,4401,337,160890,46107,,21971,6,2235,26458,17883,13832,4531,12852,90163,0,3979,5385,10183,3120,8858,3011,4655,1450,4755,71,21104,663,969,1949,3448
 May 2009,412,17647,4461,1509,487,161,1761,5206,2128,11,16339,5507,102,2983,173,4297,1213,28571,21584,19249,726,49,116841,51598,,13417,6,1536,16319,10666,13246,3655,4515,83334,0,2247,2323,8459,2619,8334,2254,1842,548,4788,76,24652,362,125,3304,3830
 Apr 2009,271,12228,5284,2077,603,191,1314,4846,2225,29,17654,4234,123,2884,458,4676,1423,29187,18326,14819,1121,24,85807,49661,,12098,3,4698,16260,10260,11163,3281,5398,68225,0,4016,2612,10854,2621,10386,850,1758,757,4560,97,15353,133,109,2913,3529
 Mar 2009,613,14916,7226,6614,941,154,2674,6351,2831,41,18228,5174,112,3234,452,7354,1395,30183,23200,13457,1937,29,98724,55355,,12960,6,10584,17513,10319,9475,4659,6750,61875,1,3355,2655,10857,2801,10947,3562,2195,1386,6042,81,13533,565,291,1709,4361
 Feb 2009,1098,14142,5980,7771,736,65,1912,5067,2604,60,13431,2726,96,2981,787,6913,1580,25850,20454,12175,3237,7,75267,59822,,12439,5,10599,18184,10931,10637,4166,6752,53123,0,3472,2235,9261,2210,9619,3958,1412,1002,5283,144,13961,257,352,4091,4617
 Jan 2009,919,14917,7751,2925,1412,188,1798,5846,2888,59,10419,3159,117,3599,1064,9043,2545,25678,22373,15197,3820,27,91605,66135,,13928,4,9263,16029,9288,12363,4419,5211,55650,0,4449,3947,10781,2843,9178,4517,1968,1546,4789,108,13115,720,256,4688,4882
 Dec 2008,1344,15634,5006,6212,2203,675,1540,6564,3358,54,10371,3006,100,3817,451,6891,4054,26446,23009,16425,3965,118,92039,74486,,9868,5,11769,10127,4995,9013,4006,3815,48352,0,2840,2802,11876,1789,9288,2589,2453,813,4253,167,18623,733,209,3676,4561
 Nov 2008,811,13320,3573,4655,1411,670,2877,5039,3912,30,9532,3707,86,3875,219,4986,1808,28179,17923,14897,4650,56,82654,68314,,11427,6,10298,15854,7918,11780,3337,3659,52536,0,1903,1374,13675,1182,8453,2106,2163,2305,4108,141,16681,696,223,4235,4347
 Oct 2008,990,15060,4990,5874,1195,371,3040,6507,3379,35,14253,3887,94,3725,77,4553,1072,33147,22920,19887,5371,8,105092,77850,,13968,5,11390,13777,8566,10353,4804,5770,68752,0,4314,1404,13131,293,10029,1874,1770,1053,6454,62,24779,383,57,4012,4868
 Sep 2008,1224,17118,9011,10866,672,288,3568,5454,3617,69,16533,4048,75,3716,682,6482,1459,36839,23372,23146,2538,134,112689,83545,,14002,4,11046,13647,10605,16830,4365,3560,77882,0,2617,2658,13264,1892,9088,2645,1741,2491,4549,162,30603,1423,568,4443,5334
 Aug 2008,1359,20879,11552,11352,1889,1537,6242,6504,2845,33,17786,5684,74,3741,1405,11249,2453,40875,34449,25648,5022,846,170713,93649,,18381,5,11630,22280,13761,16076,4745,8444,88205,0,4210,4509,14346,4037,10855,4162,4269,1488,5594,175,35815,1643,423,4144,5961
 Jul 2008,638,18414,15637,3859,2134,1664,6080,6414,4011,27,20259,4918,95,3702,1405,12490,3117,51834,33912,29161,5632,1050,174218,79247,,20850,3,7423,22432,13494,21538,5684,10013,80886,0,4786,7670,20026,5228,12070,5352,5024,4637,7682,101,34637,2307,774,4716,4789
 Jun 2008,33,14626,12140,572,1473,657,7788,6253,2452,48,16213,8292,71,3048,1865,10278,1307,44133,29385,24396,3386,247,162080,61085,,19952,3,1311,19298,13278,20165,5135,8892,80011,0,2604,4444,15016,3605,7805,3743,2773,3100,4726,213,27978,1922,874,3306,3455
 May 2008,286,13571,1327,1457,426,109,578,5991,3215,46,3982,2280,90,3205,262,4157,2139,28709,19487,22473,1212,16,130779,54824,,10652,3,5223,5052,3568,11576,3502,4578,76126,0,1487,1163,10420,149,6786,594,1637,857,5322,89,18871,259,68,3342,3524
 Apr 2008,1477,12632,2496,8527,556,129,181,5299,3171,43,8174,2280,93,3196,275,4869,975,27391,19818,13649,1735,13,105567,68653,,8158,1,10898,6098,3552,14320,5405,2250,64230,0,2280,1394,13339,838,7666,1870,1644,587,4311,156,20821,432,28,3340,4793
 Mar 2008,1344,12949,2044,6463,1522,428,1144,4945,2022,26,9175,2415,95,3707,655,9426,2781,29131,17859,15834,2878,12,106719,58876,,10727,0,11408,8904,3348,12993,3459,2674,58976,0,4595,1711,10703,1100,8511,2486,897,937,2868,193,12451,446,128,4634,4168
 Feb 2008,1364,12751,4271,6681,1896,171,755,4442,1818,38,7280,1160,107,3523,942,8246,1891,25293,17723,12757,2302,17,90713,61884,,11146,1,11694,10014,4587,12463,3652,4741,49334,0,4926,2368,9632,1683,7200,3422,586,738,4108,215,18591,484,123,4457,4678
 Jan 2008,1661,13714,4936,8062,2269,532,2171,5330,2795,65,7454,4478,108,3943,1346,9826,1844,27409,23084,18270,4318,115,106781,75456,,18214,3,12547,16783,8644,12747,4888,5793,51976,0,4574,3089,9557,1697,8705,3468,1684,904,5378,215,23966,452,936,4382,4896
 Dec 2007,1612,12189,6098,6170,2683,260,1027,4871,3268,79,9323,994,201,3383,758,9591,3461,29485,20301,13950,2787,265,97596,76274,,9497,3,12357,11598,5903,13462,5093,2501,55002,0,3759,2529,14006,2118,10612,2944,1524,875,5158,271,22894,975,248,2680,4873
 Nov 2007,1529,10135,4298,6289,1471,99,398,4549,2229,73,7305,434,137,3778,579,7034,2912,26803,16404,11595,2658,392,94037,69766,,6355,2,10857,9449,4187,11368,3504,3063,55758,0,2499,2199,15161,1357,10259,1625,664,663,4892,222,20661,474,44,2828,5184
 Oct 2007,1716,12213,8866,9084,1875,314,2759,5487,1656,87,15466,3651,146,3905,1481,10287,2551,34763,25441,21402,3317,262,121399,75091,,15313,2,10764,14378,8173,12425,4792,3448,80206,0,4226,5265,16564,3785,11823,4033,1785,2268,6305,240,24194,1280,606,3258,5737
 Sep 2007,1643,16143,10000,8507,684,491,5681,6195,2232,102,14429,5526,191,3508,2015,9947,2116,39549,27375,22753,3917,241,145554,78588,,23269,3,11136,16900,13356,15885,5379,7106,79545,0,3271,5789,17408,3876,13512,3620,2413,3336,6859,417,29492,1533,776,5088,5973
 Aug 2007,1466,18929,18521,7760,2574,2583,12968,7969,4252,118,26512,14881,142,3096,6535,19216,4008,53252,41933,33315,9671,832,183051,105148,,33558,2,11709,30741,31751,22278,6326,13834,87749,0,8247,16624,21667,10108,12164,8519,7259,6516,8424,926,36053,2502,4034,4580,5131
 Jul 2007,970,19672,13105,6547,2202,2503,5005,6903,4376,119,20615,6622,128,3150,1156,10999,4081,46857,31137,23302,5590,966,148330,94286,,18805,4,9811,19033,14348,19760,5743,9144,84294,0,5474,7224,20546,3799,13038,4183,4397,3235,7749,351,38830,2210,398,4795,4728
 Jun 2007,656,16109,7933,1504,2181,667,4270,5506,2651,99,13836,4881,143,3180,1671,11612,2870,40258,24985,22813,3827,493,138403,68902,,17216,3,7634,17205,13431,15124,3376,8942,71448,0,4600,5697,15712,3115,11451,3316,2671,1879,5571,257,30813,1342,114,3259,4841
 May 2007,232,13916,3837,1160,2649,880,1745,4372,1912,83,10083,2385,164,3099,1221,8922,1428,32276,22329,18045,3052,146,116795,55663,,16057,2,3044,10908,8208,10816,3514,5874,65441,0,3257,4614,13852,3052,8910,2416,1545,1024,6656,184,23430,762,249,2409,4472
 Apr 2007,369,12271,3748,818,1928,279,2678,3615,2327,58,8736,1903,178,3198,1529,7741,2697,27406,21835,15357,1348,190,108357,50513,,11262,3,4181,13770,6875,10311,3177,3953,57966,0,3820,3062,16337,1690,8010,1386,692,681,5756,233,13843,624,99,2984,3349
 Mar 2007,296,12654,4750,1723,1450,476,862,3629,3553,49,8321,777,192,3539,710,8380,2376,31645,15712,15028,781,104,111158,49608,,9507,1,3229,8691,4581,10366,2752,2131,47535,0,4533,2812,12759,904,6760,1761,826,649,5493,191,7509,817,68,1761,2608
 Feb 2007,1111,12499,5051,3318,3549,847,1568,3857,2383,60,4801,4922,188,3235,1322,11772,4022,21800,18599,12697,2453,204,94814,52341,,13957,0,8162,14805,5954,7169,4014,2229,43715,0,6296,4499,9058,1977,7655,2361,973,1193,4813,279,13873,365,362,1727,2638
 Jan 2007,904,14741,4366,4414,2694,1508,1193,4097,3033,73,4526,3733,214,3830,399,8140,2268,24166,20636,14162,1666,142,114061,58108,,8200,2,8621,8257,4958,8411,3726,1369,44311,1,4175,2254,10162,1513,9596,1708,809,760,5951,279,18565,606,292,3644,6904
 Dec 2006,1329,13247,2174,6032,1544,417,873,4440,2843,44,4180,1942,71,4029,447,7060,2568,23450,17684,12813,1106,242,94640,64967,,7992,5,9701,7829,4075,8461,2871,2575,44520,0,2021,1133,9611,1081,9178,1554,730,1063,5382,144,17554,614,416,3985,3726
 Nov 2006,877,10709,2252,4698,2393,334,852,4644,3826,44,3145,3683,61,3947,302,7856,2423,23831,14270,12697,1232,112,86706,60771,,6299,4,7221,7580,3690,7902,2975,2352,47986,0,3796,2028,10683,1958,7379,1831,818,973,5533,348,17806,313,104,2245,3094
 Oct 2006,1360,13047,2631,10060,2639,564,924,5100,4769,68,5763,3616,76,3616,179,8099,3451,33766,20880,16430,1838,133,114964,66357,,11142,2,10105,10610,6850,9098,5415,6430,66927,0,4818,2160,16173,2246,8390,1584,1554,1074,6758,301,27279,527,99,4758,2900
 Sep 2006,1267,16314,2052,9799,1181,314,1201,4592,3424,59,7400,3011,77,3237,273,5950,1213,35235,19906,17050,1435,152,128393,74886,,12444,4,9542,11340,7802,10851,4347,7912,73892,0,3167,1637,15139,1347,5408,1454,1107,1114,6099,156,26270,718,164,4450,3536
 Aug 2006,1239,19340,16098,9570,2467,1465,9210,6733,3965,101,18355,11785,101,3741,3669,15553,3518,51234,39208,28542,7716,759,193006,82273,,25830,2,9646,26196,19963,19700,4426,10944,77294,0,6488,10068,18502,5191,9958,4873,4859,4856,7397,757,32300,1535,1839,4265,3659
 Jul 2006,1244,19581,16761,6853,3166,2463,7728,7310,5218,114,21984,10531,119,3800,3274,18626,5845,57219,35832,25890,7662,1244,175090,107131,,22703,3,9740,25244,18747,20728,5664,10440,78765,0,7346,12012,22422,6113,9905,6100,5351,5490,9048,920,30470,2111,2341,3077,4103
 Jun 2006,445,16470,7879,1956,1780,742,2788,5678,3478,68,11967,5577,79,3641,1504,8207,1912,40392,28692,19846,3664,454,157909,66829,,18748,3,2700,19064,11768,13402,3934,9918,76547,0,3444,4022,16900,1904,8172,2619,2491,2296,7470,252,25899,1286,629,1614,2619
 May 2006,399,12372,2191,970,1672,503,1514,5047,3514,11,6787,2545,57,3327,1084,8049,1060,31902,27763,16160,2864,126,134777,54019,,10981,2,711,11642,7215,10571,3537,7993,73935,0,3028,3469,14552,1213,5933,1740,1771,1201,6143,263,16913,530,216,1105,1034
 Apr 2006,160,11087,1439,1089,707,379,1062,4029,2405,8,5619,2299,47,3174,224,8695,443,25894,25171,16015,1940,21,115654,44123,,9740,2,588,9059,6395,7685,1840,5482,61761,0,2014,2869,12088,503,5752,1685,1530,874,5822,122,14248,234,563,2310,1175
 Mar 2006,494,11955,2765,1403,909,298,1641,2877,2355,12,8760,2046,51,3554,575,7271,833,28892,17978,11968,1696,45,97292,53099,,6901,2,6304,7726,3476,7577,2376,2788,55900,0,3299,1482,12512,564,7701,1617,1213,1039,6381,141,12286,812,167,4874,1064
 Feb 2006,543,11020,3326,3652,489,185,300,2467,2622,8,4828,1836,42,3390,411,6183,737,18504,18588,9660,1063,36,86729,46922,,5018,0,5417,5197,4057,6847,2496,2436,43507,0,2763,962,10515,500,7130,779,594,912,5132,124,12939,387,111,3994,778
 Jan 2006,255,11725,753,2717,681,123,280,2588,1923,7,2157,844,45,3831,344,7680,907,17720,12631,8856,265,20,78499,49457,,2121,1,3510,4041,1368,7842,3153,1786,40727,0,1792,887,9873,563,8020,1376,459,938,4858,135,14183,453,42,4661,1266
 Dec 2005,1056,13261,3782,7844,1841,403,1320,2493,836,15,3590,1881,48,3776,1063,9405,1944,16648,17260,21702,1682,124,99620,58767,,8717,0,9159,9749,5814,9277,3231,2832,34132,0,3548,1850,8554,1151,8631,2064,706,1011,4017,327,17199,217,68,2641,972
 Nov 2005,1141,11183,1337,4764,920,329,239,2791,3205,12,4766,278,39,3443,762,6371,1934,15476,13161,13130,1076,181,96564,55973,,7251,4,8210,6523,3122,7055,3101,3215,45508,0,2659,1356,9504,677,7770,862,734,909,4341,184,16475,494,170,3338,813
 Oct 2005,1130,11965,2727,4052,977,440,770,3341,4046,14,5409,695,37,3507,585,7428,1953,18807,16869,18668,1041,66,122115,54455,,7375,4,8661,5720,4592,7982,3765,3327,54543,0,3450,2448,10203,952,7129,1339,925,1960,5023,91,19430,930,248,2879,622
 Sep 2005,1127,14753,8184,5998,1817,818,3067,3966,4092,19,10640,4526,54,3157,1900,10323,2169,30741,27551,29702,3404,247,148199,61079,,14759,3,8251,9582,11382,11807,3729,4441,58916,0,5898,6338,15275,2104,8250,2540,1325,2123,4431,73,22218,1312,446,3592,1214
 Aug 2005,1275,16868,14892,9648,2885,1316,6613,4695,5371,32,14914,11146,75,3809,3340,18634,3729,44111,35302,31768,6037,567,176753,86927,,23145,3,9097,17573,15011,19903,4964,8276,74855,0,8333,11824,19181,6032,8839,6106,2083,4809,7254,459,30523,2335,2879,5093,2010
 Jul 2005,975,16503,13031,7363,2620,1606,6332,5373,5261,32,14795,9079,80,3527,2647,20326,4476,45765,34470,32870,5568,686,172564,86224,,20048,2,6970,15974,13538,18344,4807,8057,80627,0,9036,11645,17746,6150,11218,6420,2632,3162,7102,268,30885,2014,1014,4821,2347
 Jun 2005,275,11215,8105,2690,2257,1268,2362,4545,4540,24,10076,4328,60,2968,3265,16004,3602,35084,29617,30717,3925,616,158003,48797,,14589,2,2690,11921,8374,13737,4611,6114,59238,0,9120,10514,15201,4721,6382,5416,1814,2767,5807,153,18875,1474,432,4604,1236
 May 2005,275,8716,1004,1988,1351,496,748,3557,3300,13,2771,2681,42,2815,1332,6476,931,22143,19028,28666,2916,293,116656,46818,,10822,4,1561,6678,3050,6523,3821,4185,52577,0,3412,1969,12229,743,6825,2422,1011,827,6517,89,17038,440,117,4424,682
 Apr 2005,933,9699,3400,4463,1671,389,1404,2967,4825,14,2436,1949,34,2769,483,8677,1984,19399,14115,22435,1738,495,104415,44239,,6431,0,7944,3991,808,8304,3586,2356,42028,0,5244,3161,14084,1614,7115,3653,865,693,5869,114,13303,280,23,3493,467
 Mar 2005,1019,10278,3825,5018,2541,355,1841,2307,4518,14,5459,3077,40,3098,596,8692,1027,21312,13850,19997,1830,163,93732,47897,,9790,0,8641,6532,2035,7825,2483,2640,46794,0,3673,3085,10746,1524,5649,2175,682,731,4944,202,8394,965,82,3611,620
 Feb 2005,1098,11563,3169,5392,1096,303,485,2383,4461,11,2103,1827,28,2993,323,6832,997,16484,9776,15729,1015,36,83671,45266,,5736,7,8335,4524,1066,7737,2953,1725,36459,0,1943,1263,9918,606,6705,844,621,673,4923,99,11589,1001,68,4138,571
 Jan 2005,1122,11741,3494,6588,1307,344,1827,2789,4191,13,3681,3544,40,3422,886,11433,1279,18089,11179,19636,1600,94,93970,52729,,6900,3,8480,6019,3476,6605,2862,1819,44733,0,2303,2966,9788,1665,8116,1534,707,813,3669,227,11557,1412,80,3291,686
 Dec 2004,1013,12187,2006,5207,1457,138,1187,2125,5464,16,4135,2768,44,3762,627,10743,826,18395,10012,17970,914,151,94619,62377,0,5330,3,8464,6647,1743,12435,3181,1531,40641,1,1739,1215,10851,276,8106,980,442,796,4120,93,13656,2110,107,3495,584
 Nov 2004,1183,11938,2302,5921,1395,152,312,2053,5893,16,3120,1083,37,3003,219,10238,612,20010,8250,16905,592,78,89952,63338,0,3729,3,9292,4995,573,15033,3179,1789,39980,0,1490,764,10649,862,8738,332,440,718,4045,42,15540,913,12,3935,515
 Oct 2004,1017,12106,1065,5953,1086,150,412,2279,5328,16,1074,1431,36,2788,141,10471,626,20491,15870,22987,1133,95,120125,65163,0,9339,3,8314,7254,1716,7784,2312,3784,57548,0,879,794,13727,68,7046,393,662,579,4556,65,18066,504,47,1920,638
 Sep 2004,1101,13687,4415,6539,770,231,1738,2403,4778,16,8535,3150,36,2999,233,11422,1492,31803,22073,23911,3072,293,131609,77112,0,9052,4,8320,9689,3993,12208,2516,2578,61468,0,1979,2351,13553,1400,6481,1520,2267,1184,6399,69,23051,1324,52,3673,890
 Aug 2004,1172,16518,7343,9321,657,314,3531,3130,6042,16,10361,5291,38,2960,526,11929,402,29436,24300,27960,2985,246,157525,81551,0,12823,3,9401,14662,7322,16351,3864,5291,60783,0,1216,4356,15055,2634,7902,2179,1827,1334,6918,86,28859,1055,206,3285,1604
 Jul 2004,1078,16687,6805,7909,788,487,3827,3879,5323,16,12436,4599,41,3317,511,11757,1652,26901,25654,24790,3916,447,160095,84330,0,13889,5,8724,17481,7918,15358,3174,5639,62865,0,2419,5391,15301,2843,9675,2176,902,1400,6418,82,31355,1129,239,3174,1597
 Jun 2004,485,12911,5257,1511,704,603,2876,3221,5125,16,7421,2908,36,3275,551,11622,703,25128,18978,22176,2644,160,137272,56402,0,11437,22,4199,11388,6005,13500,3842,4978,59830,0,1846,4378,14359,2668,6707,1320,1212,1669,5783,197,24959,1105,160,3457,1131
 May 2004,1025,8714,7758,3523,324,606,4594,3001,5016,16,11504,4032,53,3027,475,11704,991,24268,20095,19393,3470,26,118578,56398,0,13877,2,4756,10409,6650,15451,3763,3950,51135,0,1539,4328,12018,4107,6967,3079,636,1891,5821,235,21411,1701,618,1257,924
 Apr 2004,175,6595,2754,3768,213,176,263,1782,5309,16,3302,1052,63,2640,554,10451,957,15431,16643,15608,1570,10,103954,56992,0,7475,2,5633,8552,4875,10275,2316,2298,41173,0,1319,1124,17193,809,5363,1693,787,770,4214,382,17528,626,77,3928,639
 Mar 2004,947,7203,1468,4023,332,179,115,1998,5324,16,3712,595,53,2860,311,10456,987,16095,13579,19280,936,31,98499,60295,0,6484,1,5888,8672,2152,7977,1896,2888,38091,0,2201,1760,13270,881,4767,1799,533,490,3888,25,17044,838,40,4070,254
 Feb 2004,1334,9853,4221,6676,177,159,892,2356,5500,16,6499,2171,48,3316,277,10675,1317,15958,13396,17344,1666,24,90099,53789,0,7503,3,7672,8270,1704,7934,2652,3105,36040,0,1567,2007,10037,888,5235,4188,361,523,3977,76,16931,796,139,3764,333
 Jan 2004,1363,8546,3391,5717,388,145,1675,2589,4143,16,4087,2187,46,3694,406,11717,2209,14733,11057,17038,1676,115,92080,52770,0,6495,1,8070,9038,1274,6357,3264,2308,36288,0,3098,2156,11387,822,6382,3287,406,691,2696,54,11922,968,564,1775,313
 Dec 2003,755,9503,2014,4089,221,92,632,2897,4885,34,2849,445,38,3365,282,7076,1269,14577,11648,14484,671,54,89060,52244,0,6622,3,6392,5791,443,9346,2724,2018,37759,0,1809,1309,13008,713,6380,2576,789,624,3666,151,7253,665,140,2072,372
 Nov 2003,1100,8648,3330,7268,447,218,268,2454,5250,11,2248,235,60,2990,105,6210,1560,15746,8453,15461,476,90,89312,51327,0,6419,5,7783,3573,206,8868,3882,3382,45632,0,1305,835,14243,751,6145,2628,775,609,4363,169,10442,476,104,1935,332
 Oct 2003,731,10672,1488,6771,226,197,211,2564,5992,15,3391,304,111,2848,101,6138,1734,19738,13598,18689,112,95,103052,68666,0,5103,4,8083,2735,590,9833,3356,4109,48650,0,1369,956,18511,608,5751,1387,533,548,3757,116,19806,904,75,3512,1076
 Sep 2003,1102,11903,2191,6675,244,164,1465,3182,5144,11,3401,651,105,2628,158,6415,1498,28053,16449,20590,809,175,119762,74232,0,8487,3,9436,6906,2629,11122,3931,5199,51573,0,1232,1350,16909,954,6344,2334,738,680,4211,206,21367,1127,177,3408,1181
 Aug 2003,1144,14648,6875,6789,1008,1264,3813,5227,5184,63,8721,4278,314,2668,958,15273,3812,37688,33866,28685,6247,423,183393,81851,0,11168,3,9064,17126,8337,16693,4397,9093,51138,0,4682,9766,19177,6891,10010,4399,3758,1639,4415,602,26821,2118,1324,4815,1884
 Jul 2003,1845,13857,5401,6914,559,1371,3656,4777,5529,26,6446,2706,354,2869,464,8797,2220,33099,32402,26663,5317,569,172747,87492,0,9146,2,9285,12971,5906,15780,4808,8883,53548,0,2585,5100,19958,2489,9648,2865,2804,1851,3891,284,24698,2222,357,3107,2002
 Jun 2003,320,9885,2323,1121,316,447,539,3554,4441,37,3279,1354,58,2769,155,6352,844,21724,19537,22791,1287,232,143084,48698,0,7621,2,3203,8673,3000,11330,3167,6844,47753,0,1291,2481,15307,1052,4759,2402,1107,1740,2869,144,12182,890,350,1137,1145
 May 2003,237,7558,2132,1140,195,263,517,3256,4088,11,2210,738,90,2515,302,6786,481,17100,14872,20153,1315,39,141494,40837,0,9406,3,1537,4274,2448,10237,1848,5252,50901,0,1061,1563,11504,887,5813,2583,791,630,3226,95,8750,358,29,1569,927
 Apr 2003,329,6427,3186,1890,241,236,512,2335,5130,2,2468,980,249,2590,189,9259,1029,18315,12588,18716,2434,122,101849,43190,0,8585,2,1994,5528,3973,9975,1997,3278,39455,0,2120,1699,13235,1393,4403,603,716,732,3486,140,9660,861,866,1544,1652
 Mar 2003,802,7633,2442,5173,270,104,334,2777,4509,21,2717,290,266,2855,152,9212,540,19294,10081,14860,810,135,103485,52364,0,6275,1,4352,4057,867,9919,4001,2530,42017,0,2414,1904,9871,1377,5955,1800,976,439,4165,76,11951,1273,239,2422,1235
 Feb 2003,1035,7622,814,5051,276,141,915,2670,3865,20,1635,514,439,2960,173,9809,881,16711,11556,15360,669,173,100241,51480,0,6713,1,5409,5069,638,7854,4020,3165,28693,0,2202,2517,8909,730,6160,1700,700,691,2060,36,9177,353,256,1389,1248
 Jan 2003,195,7604,3058,5000,247,97,1488,2156,6649,7,1872,986,399,3346,627,11993,885,18688,11661,19955,1631,157,106379,52963,0,10537,1,7862,9428,3221,9174,3879,2616,37980,0,2059,2687,8619,928,6527,1395,801,811,2459,67,8033,465,1704,1716,1432
 Dec 2002,125,8707,1963,5690,229,145,1315,2431,7498,4,2064,279,320,3118,251,9403,629,21361,7817,14750,418,25,101970,57695,0,7909,3,5541,5608,1354,11476,5121,1288,30983,0,1336,1418,11339,428,6190,1962,672,932,4227,45,12131,329,281,103,1239
 Nov 2002,98,9317,659,3821,264,175,413,2430,7749,1,2284,396,217,2605,261,7328,605,23132,7041,16204,576,12,103613,52006,0,6416,4,5330,5415,849,11207,5812,1415,35484,0,1028,1013,9628,410,5672,2010,781,769,4165,73,11510,269,77,0,1065
 Oct 2002,170,9859,1913,4011,281,413,1979,2866,7554,1,3617,1101,498,2861,296,10028,830,30298,12173,23674,543,27,124397,57204,0,8932,4,5579,7064,4206,10334,3985,3676,52477,0,956,2177,11693,1034,7059,1903,683,1098,4687,81,14354,1248,1,194,2334
 Sep 2002,156,10763,4318,3934,551,548,3243,2989,7831,10,5545,2795,576,2601,1262,13037,1304,37923,21384,32420,3221,148,148525,75298,0,15022,3,5614,11855,7887,15609,4282,5298,53763,0,2350,6897,13386,3175,6242,3299,1984,2957,7282,139,16847,1932,74,219,2199
 Aug 2002,228,11631,6819,3219,637,842,6995,4209,8041,20,10396,6603,387,2482,1996,18463,1526,48900,29818,41790,5248,55,190565,80441,0,19402,3,4899,15892,11906,22412,4444,6460,58690,0,2149,15556,14505,5335,7515,4557,4045,6572,8302,448,17996,2210,651,311,2022
 Jul 2002,467,10965,6757,1848,1032,1251,6801,5431,7614,29,8680,7032,317,2786,4626,20819,2991,47533,26315,40542,6710,480,182218,88478,0,23291,4,2066,15228,12902,22580,4617,8423,55847,0,3770,23588,13254,6411,8964,6744,5491,4207,7982,219,19305,4884,739,79,1570
 Jun 2002,290,9532,3473,981,587,618,3958,4335,6350,35,5822,4924,230,2518,2192,12844,1310,33762,19641,34039,3437,182,156428,64112,0,17814,3,3093,12396,7736,16110,4095,5309,51289,0,1873,9924,10846,2444,7198,3544,2829,1972,5560,229,12579,1357,277,108,758
 May 2002,229,7672,1949,1168,325,283,1565,2494,7668,12,2051,4535,217,2398,560,9599,648,23869,14183,28456,1530,58,125291,44768,0,13207,3,2073,7316,3377,9236,3920,2524,44436,0,1211,3969,10459,655,5962,1326,755,843,5828,99,9245,1018,58,39,1024
 Apr 2002,174,5974,2957,2048,323,269,1792,3043,6539,1,1733,2915,231,2562,629,10941,652,24408,16702,27662,2584,62,116473,44074,0,13836,2,2355,7217,3430,11159,3575,2681,41741,0,1979,7075,6925,1261,6739,3043,957,1253,3922,253,7964,1067,233,11,958
 Mar 2002,490,8650,1105,5065,364,93,1481,2855,7776,1,3212,1160,340,2663,811,12090,1155,24629,14144,24864,2117,61,104754,62953,0,13002,2,6225,7301,863,10547,3904,1919,35261,0,1574,4995,9702,645,7141,2173,1531,607,4703,164,9125,1226,172,1,899
 Feb 2002,144,7845,942,3853,291,89,1598,2405,7612,1,3362,2014,214,2342,537,10280,815,23831,14532,19396,1622,145,90578,46030,0,12553,3,5748,8006,887,9313,4458,1857,27217,0,1203,3005,6633,740,4419,2683,776,490,3978,58,7902,1123,34,12,667
 Jan 2002,149,8690,2080,3915,366,220,736,1836,8535,2,1487,2954,217,2769,293,11301,715,26059,11020,20006,1904,9,105480,53569,0,12280,4,7332,9105,1191,10379,5753,1580,34679,0,1111,2251,10482,184,5071,1860,883,573,4423,76,6386,797,0,18,703
 Dec 2001,1667,7837,1773,4358,279,256,201,1876,7964,2,2675,534,224,3235,302,11972,543,29115,10238,11549,1864,70,91523,61761,0,14943,3,7527,6324,354,8681,5797,1253,34168,0,1291,2327,9281,191,6624,869,863,698,3798,41,8910,443,0,29,785
 Nov 2001,2331,7698,2546,4277,247,250,189,2839,8167,2,2582,477,193,2986,178,11915,469,26679,10276,10270,1841,29,91505,59350,0,12944,3,6832,7007,338,9013,4362,2200,29384,0,1028,2025,8428,404,5554,1088,1096,525,2279,165,6853,1094,0,0,636
 Oct 2001,1871,9264,4012,5763,259,252,1016,3303,7534,3,2732,1337,196,2865,267,14520,866,35309,14051,19391,2000,61,118063,75445,0,19065,3,8062,7473,1788,12925,5793,2845,40435,0,1882,4679,10562,354,8071,600,1137,1555,4880,148,9808,2483,0,292,863
 Sep 2001,1572,8520,5831,5871,449,185,1231,3897,7828,5,2964,602,173,2392,426,11276,513,39717,17639,25901,2925,211,135134,83677,0,18783,2,7952,7157,4276,11986,5945,2798,42864,0,2064,2676,11686,627,6696,1339,1476,2319,5913,138,10115,2998,48,185,1280
 Aug 2001,1309,10878,6360,7236,1278,701,6039,5171,8230,48,3427,2993,186,2574,1078,17622,2026,52220,26402,38346,7272,666,191478,100006,0,21933,2,8791,8892,9154,18799,6056,4318,41538,0,4156,11093,11433,2889,7998,4027,5034,4377,4089,1238,12373,2856,868,20,1271
 Jul 2001,824,9156,4493,8652,1124,1201,3764,5860,7517,62,2262,1906,228,2439,872,15513,1941,41800,29681,32832,6959,711,190037,92713,0,21171,3,6621,8348,7681,13532,5482,3790,40418,0,3847,8474,8716,2372,8212,2926,7234,2607,2476,598,13636,1474,1011,0,1250
 Jun 2001,207,8399,3118,7013,479,422,2266,5258,6254,20,1771,1430,162,2427,388,9902,791,36706,16765,21707,3045,455,151710,84253,0,10566,3,6550,6493,4291,13768,4790,1403,35294,0,1751,3757,8389,923,7181,1818,1864,1330,1891,47,12611,1358,313,0,1475
 May 2001,212,8715,924,8961,534,302,577,4877,6364,9,1109,371,256,2255,324,7748,866,27910,12484,20692,2151,652,131842,83703,0,10365,54,5456,4651,2635,9177,5102,1753,29161,1,1005,4004,6846,1060,6875,753,1178,1062,1179,95,14944,959,169,0,1601
 Apr 2001,144,6926,1113,9179,365,310,461,5084,4579,2,773,362,384,,241,6900,788,17686,10427,21746,2191,632,115391,80724,0,9786,2,5695,3342,2689,8697,3613,2511,26673,0,808,2161,4553,602,7506,1087,922,862,614,50,11729,89,68,0,1594
 Mar 2001,124,10271,643,9248,329,270,199,4436,5575,5,1140,321,269,2962,218,8850,611,17930,9555,14142,1414,600,100334,82936,0,4445,6,5742,3634,506,9997,4521,1164,21938,0,1977,1654,6921,571,8509,772,1011,1321,2452,16,10723,1109,2,0,1470
 Feb 2001,105,10261,700,8729,179,81,103,3646,5484,1,712,252,229,2833,70,7813,650,16176,6927,11997,658,302,87176,78688,0,1877,3,7343,1856,554,6141,3534,392,15149,0,1745,2859,4464,271,6704,1490,698,496,1552,66,10178,189,0,0,1508
 Jan 2001,113,10583,1606,6896,232,60,200,2734,4548,2,486,357,229,3189,68,9024,545,16162,9448,14443,485,107,101920,90070,0,3552,31,5971,3691,401,5662,3422,1668,17288,0,802,1094,5015,281,6024,1009,754,369,1038,19,7206,78,0,0,1408
--- a/Class2/Slides/Class
+++ b/Class2/Slides/Class
@ -1,4 +1,6 @@
 library("eia")
 library(tidyverse)
 read_csv("Crude_Oil_Production.csv",skip=6)
 eia_set_key("MpAjEon2zWULOTOnfJf2olzv3KB8zOgYnILsGVQf")
 eia_dir()
 eia_dir("petroleum")
--- a/Class2/Slides/Crude_Oil_Production.csv
+++ b/Class2/Slides/Crude_Oil_Production.csv
--- a/Class2/Slides/R_Base_Example.odt
+++ b/Class2/Slides/R_Base_Example.odt
--- a/Class2/Slides/pdf_images/image_10_1.png
+++ b/Class2/Slides/pdf_images/image_10_1.png
--- a/Class2/Slides/pdf_images/image_11_1.jpeg
+++ b/Class2/Slides/pdf_images/image_11_1.jpeg
--- a/Class2/Slides/pdf_images/image_11_2.png
+++ b/Class2/Slides/pdf_images/image_11_2.png
--- a/Class2/Slides/pdf_images/image_16_1.png
+++ b/Class2/Slides/pdf_images/image_16_1.png
--- a/Class2/Slides/pdf_images/image_1_1.png
+++ b/Class2/Slides/pdf_images/image_1_1.png
--- a/Class2/Slides/pdf_images/image_20_1.png
+++ b/Class2/Slides/pdf_images/image_20_1.png
--- a/Class2/Slides/pdf_images/image_23_1.png
+++ b/Class2/Slides/pdf_images/image_23_1.png
--- a/Class2/Slides/pdf_images/image_27_1.png
+++ b/Class2/Slides/pdf_images/image_27_1.png
--- a/Class2/Slides/pdf_images/image_37_1.png
+++ b/Class2/Slides/pdf_images/image_37_1.png
--- a/Class2/Slides/pdf_images/image_41_1.png
+++ b/Class2/Slides/pdf_images/image_41_1.png
--- a/Class2/Slides/pdf_images/image_41_2.png
+++ b/Class2/Slides/pdf_images/image_41_2.png
--- a/Class2/Slides/pdf_images/image_44_1.png
+++ b/Class2/Slides/pdf_images/image_44_1.png
--- a/Class2/Slides/pdf_images/image_51_1.png
+++ b/Class2/Slides/pdf_images/image_51_1.png
--- a/Class2/Slides/pdf_images/image_57_1.png
+++ b/Class2/Slides/pdf_images/image_57_1.png
--- a/Class2/Slides/pdf_images/image_69_1.png
+++ b/Class2/Slides/pdf_images/image_69_1.png
--- a/Class2/Slides/pdf_images/image_69_2.png
+++ b/Class2/Slides/pdf_images/image_69_2.png
--- a/Class2/Slides/presentation.fdb_latexmk
+++ b/Class2/Slides/presentation.fdb_latexmk
--- a/Class2/Slides/presentation.fls
+++ b/Class2/Slides/presentation.fls
--- a/Class2/Slides/presentation.tex
+++ b/Class2/Slides/presentation.tex
@ -71,13 +71,13 @@
 Other libraries can be installed to load data in other ways. Keep these in mind for future projects.
 \begin{itemize}
-    \item \texttt{read xls(x)}: library \texttt{read excel}
+    \item \texttt{read\_xls(x)}: library \texttt{read excel}
    \item \texttt{getSymbols}: library \texttt{quantmod}
    \item \texttt{fredr}: library \texttt{fredr}
    \item \texttt{vroom}: library \texttt{vroom}
-    \item \texttt{read html}: library \texttt{rvest}
+    \item \texttt{read\_html}: library \texttt{rvest}
-    \item \texttt{read csv}: library \texttt{tidyverse}
+    \item \texttt{read\_csv}: library \texttt{tidyverse}
-    \item \texttt{read sheet}: library \texttt{googlesheets4}
+    \item \texttt{read\_sheet}: library \texttt{googlesheets4}
 \end{itemize}
 \vspace{1em}
@ -113,7 +113,7 @@ Can be a single values, a row of data, or a table of data.
 \begin{frame}{Variable Tips}
 \begin{itemize}
-    \item Variables can be created with either \texttt{< -}, \texttt{- >}, or \texttt{=}. But arrows are best practice.
+    \item Variables can be created with either \texttt{\(<-\)}, \texttt{\(->\)}, or \texttt{=}. But arrows are best practice.
    \item You can view the names of all variables being used with \texttt{ls()}.
    \item You can delete a variable with \texttt{rm(variable)}.
    \item Variables can be re-assigned using themselves: \texttt{a = 1} then \texttt{a = a + 1} means \texttt{a = 2}.
--- a/Class4/Comp_Econ_Code/Code_Examples.r
+++ b/Class4/Comp_Econ_Code/Code_Examples.r
@ -0,0 +1,8 @@
 library(tidyverse)
 getwd()
 ggplot(diamonds, aes(x = carat, y = price)) + 
  geom_hex()
 ggsave("diamonds.png")
 dir.create("./data")
 write_csv(diamonds, "data/diamonds.csv")
--- a/Class4/Comp_Econ_Code/Data/diamonds.csv
+++ b/Class4/Comp_Econ_Code/Data/diamonds.csv
--- a/Class4/Comp_Econ_Code/Data/diamonds.tsv
+++ b/Class4/Comp_Econ_Code/Data/diamonds.tsv
--- a/Class4/Comp_Econ_Code/diamonds.png
+++ b/Class4/Comp_Econ_Code/diamonds.png
--- a/Class4/Comp_Econ_Code/r4ds.Rproj
+++ b/Class4/Comp_Econ_Code/r4ds.Rproj
@ -0,0 +1,13 @@
 Version: 1.0
 RestoreWorkspace: Default
 SaveWorkspace: Default
 AlwaysSaveHistory: Default
 EnableCodeIndexing: Yes
 UseSpacesForTab: Yes
 NumSpacesForTab: 2
 Encoding: UTF-8
 RnwWeave: Sweave
 LaTeX: pdfLaTeX
--- a/Class4/Slides/Best_Practice.tex
+++ b/Class4/Slides/Best_Practice.tex
@ -0,0 +1,171 @@
 \documentclass{beamer}
 \usepackage{graphicx}
 \usepackage{multicol}
 \usepackage{hyperref}
 \usepackage{lipsum} % for placeholder text
 \graphicspath{{pdf_images/}}
 \title{ECON 4530/5530 \\ Computational Economics}
 \subtitle{Best Practice of Coding}
 \author{Alex Gebben}
 \begin{document}
 % Title Slide
 \begin{frame}
  \titlepage
 \end{frame}
 %%%%%%%%%%%%%%%%%%
 \begin{frame}{What problems have you run into?}
 	\begin{centering}
 	\begin{itemize}
 	\onslide<2->{\item Working directory location}
 	\onslide<3->{\item Backslash syntax \texttt{\textbackslash} vs \texttt{/}}
 	\onslide<4->{\item What data comes loaded on start?}
 	\onslide<5->{\item Forgetting what the code was for}
 	\onslide<6->{\item Need to reload from scratch}
 	\onslide<7->{\item  What to do when the code fails}
 \end{itemize}
 \end{centering}
 \end{frame}
 \begin{frame}{Work flow}
 	\only<1-6>{
 	At some point you will:
 	\begin{itemize}
 	\onslide<2->{\item Reload an old project}
 	\onslide<3->{\item Share code with others}
 	\onslide<4->{\item Run multiple projects at once}
 	\onslide<5->{\item Need to load and export data}
 	\onslide<6->{\item Need to reproduce a result}
 	\end{itemize}
 	}
 	\only<7>{\huge Let's make life easier (and harder)}
 	\only<8>{
 % Top half: two columns
 \vspace{-0.5em}
 \begin{columns}[T,onlytextwidth]
    \column{0.5\textwidth}
 	  \includegraphics[width=\textwidth]{clean-slate}
    \column{0.5\textwidth}
    \textbf{Never save a R session}
    \begin{itemize}
        \item{You wont get tangled by lines out of order}
        \item{Makes code reproducible}
        \item{You can update results more easily}
    \end{itemize}
 \end{columns}
 }
 \only<9->{
    Alternatively you can run code to clear all data at the start of each session \texttt{\\usethis::use\_blank\_slate()}  but you will need to install the library \texttt{"usethis"}:
    \begin{enumerate}
 \item    \texttt{install.packages("usethis")}
 \item \texttt{library("usethis")}
 \end{enumerate}
 }
 \end{frame}
 %%%%%%%%%%%%%%
 \begin{frame}{R studio Projects}
 	\only<1-5>{
 	If you are using R studio it is best practice to create a project file. 
 	\begin{itemize}
 	\onslide<2->{\item Sets the working directory.}
 	\onslide<3->{\item Allows all code to use relative paths.}
 	\onslide<4->{\item \emph{Advanced:} Can store all packages with the library renv.}
 	\onslide<5->{\item \emph{Advanced:} Can use code control with git (more on that later).}
 	\end{itemize}
 }
 \only<6>{ \includegraphics[width=0.9\textwidth]{new-project}}
 \only<7->{
 \begin{columns}[T,onlytextwidth]
    \column{0.6\textwidth}
 	\begin{center}
 	  \includegraphics[width=\textwidth]{Project_file.png}
 	  \includegraphics[width=0.5\textwidth]{Project_file_Contents.png}
  \end{center}
    \column{0.4\textwidth}
    \begin{enumerate}
 	    \item Creates a .Rproj file.
 	    \item Open this file from R.
 	    \item Saved paths
    \end{enumerate}
 \end{columns}
 }
 \end{frame}
 %%%%%%%%%%%%%%%%%%
 \begin{frame}{Class Exercise}
 	\huge
 	Download relevant data
 	\normalsize
 	It is good practice to store the data is a separate folder in the location of the Rscript. Such as a "Data" folder.
 \end{frame}
 \begin{frame}{File Management}
 	\begin{itemize}
 	\onslide<1->{\item Create directories for data}
 	\onslide<2->{\item Create Directories for scripts}
 	\onslide<3->{\item Make code do most of the cleaning}
 	\onslide<4->{\item Clear naming of files}
 	\onslide<5->{\item Document all files with a Readme file}
 \end{itemize}
 \end{frame}
 \begin{frame}{Create Directories}
 	\begin{itemize}
 	\onslide<1->{\item Create directories for data}
 	\onslide<2->{\item Create Directories for scripts}
 	\onslide<3->{\item Clear naming of files}
 	\onslide<4->{\item Document all files with a Readme file}
 \end{itemize}
 \end{frame}
 \begin{frame}{Manage Directories}
 \only<1-14>{
 \begin{columns}[T,onlytextwidth]
    \column{0.5\textwidth}
 	\textbf{Usefull Functions}
 	\begin{itemize}
 	\onslide<2->{\item \texttt{create.dir()}}
 	\onslide<3->{\item\texttt{dir.exists()}}
 	\onslide<4->{\item\texttt{file.exists()}}
 	\onslide<5->{\item\texttt{list.files()}}
 	\onslide<6->{\item\texttt{dir.create()}}
 \end{itemize}
    \column{0.5\textwidth}
    \onslide<7->{\textbf{Saving Data}
 	\begin{itemize}
 	\onslide<8->{\item \texttt{write\_csv()}}
 	\onslide<9->{\item \texttt{write\_excel\_csv()}}
 	\onslide<10->{\item\texttt{write\_delim()}}
 	\onslide<11->{\item\texttt{saveRDS()}}
 	\onslide<12->{\item\texttt{ggsave()}}
 	\onslide<13->{\item\texttt{write.csv()}}
 \end{itemize}
 }
 \end{columns}
 \vspace{1.5em}
 \onslide<14>{Many other options in R review \texttt{help()} and the internet.}
 }
 \only<15>{\includegraphics[width=\textwidth]{DIR.png}}
 \only<16>{\includegraphics[width=\textwidth]{DIR2.png}}
 \end{frame}
 \begin{frame}{Naming Files}
 %	\href{https://r4ds.hadley.nz/workflow-scripts.html#fn2'}{For an example DONT LEAVE AS A LINK FOR MY REFRENCE}
 	It might be tempting to name your files code.R or myscript.R, but you should think a bit harder before choosing a name for your file. Three important principles for file naming are as follows\:
    File names should be machine readable\: avoid spaces, symbols, and special characters. Don’t rely on case sensitivity to distinguish files.
    File names should be human readable\: use file names to describe what’s in the file.
    File names should play well with default ordering\: start file names with numbers so that alphabetical sorting puts them in the order they get used.
 \end{frame}
 \end{document}
--- a/Class4/Slides/DIR.png
+++ b/Class4/Slides/DIR.png
--- a/Class4/Slides/DIR2.png
+++ b/Class4/Slides/DIR2.png
--- a/Class4/Slides/Project_file.png
+++ b/Class4/Slides/Project_file.png
--- a/Class4/Slides/Project_file_Contents.png
+++ b/Class4/Slides/Project_file_Contents.png
--- a/Class4/Slides/clean-slate.png
+++ b/Class4/Slides/clean-slate.png
--- a/Class4/Slides/new-project.png
+++ b/Class4/Slides/new-project.png
		`@ -1 +0,0 @@`
			`,alex,pop-os,27.08.2025 17:34,file:///home/alex/.config/libreoffice/4;`