├── ARIMA with Fourier terms ├── ar └── arima-with-fourier-terms.ipynb ├── FB-Prophet ├── Future_forecast (2).csv ├── forecast.csv ├── time-series-forecasting.html └── time-series-forecasting.ipynb ├── Finding Best Distribution that Fits Data using Fitter ├── Delta.xlsx └── filtter ├── README.md ├── Time Series Forecasting - Autoregression (AR) ├── Autoregression (AR).ipynb └── ar ├── Time series forecasting using ARIMA Model ├── DATAset after Filtering.xlsx ├── Time series forecasting using ARIMA models.html └── Time series forecasting using ARIMA models.ipynb ├── VAR model for forecasting ├── Dataset1.xlsx ├── Involuntary.ipynb └── v ├── Weather Forecasting using SRIMAX Model ├── weather prediction.ipynb ├── weather prediction.py └── weather.csv └── eda stock market time series analysis.ipynb /ARIMA with Fourier terms/ar: -------------------------------------------------------------------------------- 1 | 2 | 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2017-07-19,184.04056886836923,440.88728656495545,290.0136778367095 202 | 2017-07-20,174.84998382331676,436.39271181505717,276.2306648705583 203 | 2017-07-21,171.98274401140444,424.02764428502593,270.9965953557922 204 | 2017-07-22,34.59740045726581,81.21823432527916,53.00804829665294 205 | 2017-07-23,23.295304861110147,52.95447209710984,35.25450606821535 206 | 2017-07-24,195.54551233083245,465.4795098153287,301.69315125387834 207 | 2017-07-25,192.25270748233666,475.3044335579613,301.38109146407993 208 | 2017-07-26,187.9702114127787,447.94350329213904,288.79853488598474 209 | 2017-07-27,172.41358129483623,417.10561762612707,274.00221587655017 210 | 2017-07-28,175.20708703060362,407.58597728965486,267.9148286653842 211 | 2017-07-29,32.8759727555733,81.57482481933839,52.263885642510445 212 | 2017-07-30,21.779759540717198,53.55148905216651,34.68927450200868 213 | 2017-07-31,184.80005816168853,457.35389561299576,296.4585857951999 214 | 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2017-08-14,186.98017522307615,455.59848904193984,288.8397999760687 228 | 2017-08-15,182.027247825118,443.7230262637663,288.0340452445526 229 | 2017-08-16,185.95162645224067,423.7981398273473,275.4525805428521 230 | 2017-08-17,165.7250004504214,405.7381612879402,260.7110400748769 231 | 2017-08-18,161.67519986820105,379.4243071012925,254.17808742856957 232 | 2017-08-19,32.25321627796135,75.64884793245152,49.41163355893787 233 | 2017-08-20,21.45874750987618,50.749674369166875,32.66207959173402 234 | 2017-08-21,177.21998944802922,438.4204944678924,277.8257867710339 235 | 2017-08-22,174.93866990044452,424.39817992826465,275.89962403400716 236 | 2017-08-23,167.66029741796257,407.9653425581944,262.86327256579546 237 | 2017-08-24,163.39224911835055,379.9438335889266,248.02234936687 238 | 2017-08-25,153.10920452583315,372.43594519834755,241.25500418127416 239 | 2017-08-26,29.644496073160052,70.44347414337788,46.83956776058842 240 | 2017-08-27,20.026994672483454,47.39876144599677,30.95869728853233 241 | 2017-08-28,168.88209640664047,406.57808214540256,263.6546569507561 242 | 2017-08-29,167.49420169723803,400.110693081652,262.51334225048146 243 | 2017-08-30,162.46777239878062,389.18256299778596,251.13564900184286 244 | 2017-08-31,158.37978180567603,367.6213773721258,238.28511370231226 245 | 2017-09-01,152.00532988090265,373.37304814686416,233.42537523832559 246 | 2017-09-02,29.555763062519294,67.6107493086443,45.70418919787777 247 | 2017-09-03,20.261008578885956,48.48336579273164,30.503514653542965 248 | 2017-09-04,172.00054490153408,394.2569337381425,262.60689890982866 249 | 2017-09-05,163.87357381363552,405.6146858639154,264.93363217986575 250 | 2017-09-06,168.40904965748985,399.05391544782464,256.972823041709 251 | 2017-09-07,157.80460899432603,372.75359175768983,247.29958815636382 252 | 2017-09-08,161.76441094036784,381.847116605697,245.72075849388588 253 | 2017-09-09,30.74199402910673,74.91992937066655,48.785872390517795 254 | 2017-09-10,21.08414417280239,50.35289137745871,32.996106296154565 255 | 2017-09-11,183.76647109943488,447.297243773678,287.59275360998964 256 | 2017-09-12,193.03776374089904,458.17691524828996,292.94510735275776 257 | 2017-09-13,186.1710344675979,440.8285457905657,286.43345585484906 258 | 2017-09-14,178.8260087984237,432.2622330740316,277.35622068545666 259 | 2017-09-15,177.45079541811023,432.0529329415838,276.7085426826768 260 | 2017-09-16,35.26781787077109,83.08373962267494,55.036091570568416 261 | 2017-09-17,24.653499410646884,57.38551412786191,37.199553938097914 262 | 2017-09-18,210.36371019642596,494.8925156136327,323.21513984320603 263 | 2017-09-19,211.32993057117682,506.3096994381328,327.38024802881375 264 | 2017-09-20,208.88740818980796,494.1554421617359,317.52791874634664 265 | 2017-09-21,197.4448058177741,461.68240827382346,304.2864920022404 266 | 2017-09-22,194.29632489448107,459.8292511434395,299.80064371614174 267 | 2017-09-23,38.07844010384766,90.82403513839745,58.77774043947751 268 | 2017-09-24,25.52426271366866,60.73269604480733,39.100746708415855 269 | 2017-09-25,214.87475551978534,519.7656606048923,333.969314392534 270 | 2017-09-26,217.66664686331907,527.5662176109561,332.2750545226321 271 | 2017-09-27,209.5347338002669,491.86900896696596,316.4549520429715 272 | 2017-09-28,194.61550960303413,451.63023224528234,297.8190687071402 273 | 2017-09-29,186.12769979535267,449.69746067195916,288.3382910920648 274 | 2017-09-30,36.150170136402934,87.66870159069447,55.60915578124054 275 | 2017-10-01,23.976910862131867,57.202133861229974,36.44539397938602 276 | 2017-10-02,198.74987865805394,477.8528808344619,307.2793437026721 277 | 2017-10-03,199.6988994944838,461.17504409521183,302.486292825576 278 | 2017-10-04,182.8113520554191,430.3390924910594,285.796873192648 279 | 2017-10-05,172.8511379876062,412.44835373158514,267.6146268893104 280 | 2017-10-06,167.58579443859833,391.7906552778969,258.60252694732776 281 | 2017-10-07,31.964591057658303,78.26821979782089,49.94187832588751 282 | 2017-10-08,21.297744038628608,50.28462407076041,32.88383726073488 283 | 2017-10-09,183.40167329167113,433.78572745683465,279.45313561081156 284 | 2017-10-10,176.42160850516103,433.93295386989485,278.1480543015696 285 | 2017-10-11,169.4499802416469,428.25693603185755,266.4953961011355 286 | 2017-10-12,167.1746108588898,400.8689721771416,253.7144098750576 287 | 2017-10-13,163.033192074118,385.29768001665917,249.83575309972028 288 | 2017-10-14,31.73217040858212,78.32567102921622,49.25736088912777 289 | 2017-10-15,21.03864823577347,51.38693222121525,33.15599424477634 290 | 2017-10-16,184.71180751466215,444.75728751390363,288.28586589359725 291 | 2017-10-17,194.4316501247386,458.83558740293273,293.66132586624946 292 | 2017-10-18,186.04079098106075,440.59230422824874,287.86708466014994 293 | 2017-10-19,176.4162969110284,422.5194927281388,280.16108550306717 294 | 2017-10-20,183.6847363158969,436.5144811191594,281.62195370119446 295 | 2017-10-21,36.271711938551455,88.37343619434935,56.57102519757987 296 | 2017-10-22,24.914257265644665,60.421854718314876,38.70343827930524 297 | 2017-10-23,218.27386181734514,520.7053623475688,341.07154125762565 298 | 2017-10-24,222.3084976193463,538.1547427184122,351.21482455781216 299 | 2017-10-25,220.35471183640996,528.3851270653821,346.83145145069136 300 | 2017-10-26,215.76877824890258,501.897824090867,338.8041942773794 301 | 2017-10-27,225.05099816711416,528.5507840603565,340.5601016846456 302 | 2017-10-28,44.14200492044527,102.8257281078508,68.15197848178812 303 | 2017-10-29,29.632703664016226,72.60646763926731,46.2810077899541 304 | 2017-10-30,261.19546087126736,612.1923192766122,403.42335197661185 305 | 2017-10-31,254.35608488418183,633.3574631461496,409.3660988096217 306 | 2017-11-01,258.1118584217359,601.1120161791231,397.239286459885 307 | 2017-11-02,242.05865575673047,606.7239172947966,380.3973180345281 308 | 2017-11-03,242.562039410295,571.7441835842004,374.1226535586436 309 | 2017-11-04,46.336516720234336,111.75821418968779,73.15515505825674 310 | 2017-11-05,30.93662879276612,75.9678366543651,48.50467850525957 311 | 2017-11-06,264.4526631608866,643.7332891822392,412.7494977832838 312 | 2017-11-07,265.8132385224257,649.056520182931,409.05001637283567 313 | 2017-11-08,247.69649830777482,582.5301431860686,388.06883558814764 314 | 2017-11-09,241.76382605671654,565.2482171982102,363.9028943000909 315 | 2017-11-10,236.1540553297732,552.2834331433479,351.22105160689046 316 | 2017-11-11,44.47244619734213,104.94896468902293,67.57084329840876 317 | 2017-11-12,28.793015305134993,67.55815087652317,44.21270456572958 318 | 2017-11-13,233.49340035454608,578.5292570911855,372.50887217160846 319 | 2017-11-14,230.75573996504752,582.5164487454832,366.81565947017697 320 | 2017-11-15,226.00484138735047,557.9367850374105,347.0496673789304 321 | 2017-11-16,208.43030832288576,517.1614054374782,325.74779789473934 322 | 2017-11-17,208.24103700687374,490.7172788853218,315.8340658010445 323 | 2017-11-18,40.37936408943301,98.99572550714241,61.25110104303205 324 | 2017-11-19,25.468263521656095,61.611453950763,40.527927490658215 325 | 2017-11-20,225.08992412780356,539.034494648848,346.2724339589281 326 | 2017-11-21,220.76997795449523,535.6521538898011,346.6049485068826 327 | 2017-11-22,217.51973398029605,513.9770040338102,333.9618925597731 328 | 2017-11-23,206.72791775489978,501.745316803058,319.6508241464356 329 | 2017-11-24,199.76529968688246,470.43587561965995,316.2671747523135 330 | 2017-11-25,39.90819084769858,102.22499754221052,62.596910791829224 331 | 2017-11-26,27.246914333568995,66.19506809823908,42.24828778248899 332 | 2017-11-27,233.57631094524288,571.0523456963064,367.7849546452037 333 | 2017-11-28,239.63429179570304,583.520137546552,374.4412573378669 334 | 2017-11-29,233.8311234954866,570.1705780428949,366.130168093846 335 | 2017-11-30,235.30654266548936,558.259992747549,354.65966058904337 336 | 2017-12-01,231.06792347982332,549.7412657760083,354.0117296273459 337 | 2017-12-02,46.61745094534418,111.05577127169656,70.44226205786255 338 | 2017-12-03,30.953954684908066,75.85410912996936,47.62065606365083 339 | 2017-12-04,270.43012679713325,640.6198077133113,413.63607205243716 340 | 2017-12-05,266.49625247803345,646.4104016887198,418.5692683859203 341 | 2017-12-06,269.26024565420215,620.7256097010887,405.2602842587108 342 | 2017-12-07,252.88172364254294,580.8052827873651,387.31195507427304 343 | 2017-12-08,244.1612517526431,589.9198553920704,380.16882806299833 344 | 2017-12-09,48.27608212326406,115.96034957311406,74.1694330403504 345 | 2017-12-10,31.63195655622249,76.7812847697995,49.03917276603189 346 | 2017-12-11,267.09982501263164,635.8849871666554,415.79279405588954 347 | 2017-12-12,261.6702177769548,622.7623806405921,410.15503199720166 348 | 2017-12-13,248.93596057467678,589.4036736753936,386.8330181655053 349 | 2017-12-14,232.67158774947816,535.7203184322557,360.1078187358462 350 | 2017-12-15,223.25889455152372,532.9680582887235,344.50411196119313 351 | 2017-12-16,43.67379893053926,102.86505159795469,65.59041208960615 352 | 2017-12-17,26.872417867336218,65.15708539250315,42.40170357276991 353 | 2017-12-18,231.15162663867054,569.2216739534863,352.3926922219885 354 | 2017-12-19,215.65018463239437,514.1972508693393,341.7632767358581 355 | 2017-12-20,200.88573853727556,480.2221852558907,318.01488892678987 356 | 2017-12-21,184.70572076478507,455.84190495620464,293.215723029932 357 | 2017-12-22,182.8799134629406,424.9267168706266,278.9898729716767 358 | 2017-12-23,34.0123365115745,83.26414439564904,53.05942856987245 359 | 2017-12-24,21.30569667090111,54.1639419649832,34.41571207105227 360 | 2017-12-25,180.29327915882143,424.0559005556749,288.24505658632296 361 | 2017-12-26,178.29550366774242,428.7445040483696,282.9258967604779 362 | 2017-12-27,172.31414224349342,417.668282190442,267.5181831390133 363 | 2017-12-28,161.8656176140726,381.7951542716622,251.56536288206476 364 | 2017-12-29,158.5958032541136,378.8318250026359,244.91946414354157 365 | 2017-12-30,31.274363164779707,73.90997370465186,47.79282811339591 366 | 2017-12-31,20.745856447119777,48.36712593616534,31.876345827215598 367 | 2018-01-01,180.45411173229365,424.57570397619446,274.955209583166 368 | 2018-01-02,177.66170647019186,426.12907716521755,278.1974784167572 369 | 2018-01-03,178.30873406496391,421.11499914209764,271.21509715803586 370 | 2018-01-04,167.00243453559924,405.4471644530267,262.84411376286215 371 | 2018-01-05,170.33779797228382,410.0175539761126,263.4379603958447 372 | 2018-01-06,33.932373815898465,81.7173049942145,52.82921562415194 373 | 2018-01-07,22.947772046825023,54.70986914087353,36.12714406236903 374 | 2018-01-08,204.99628230649955,489.3882841537487,318.60548504211874 375 | 2018-01-09,206.97093125192282,508.41387386225205,328.51139198775655 376 | 2018-01-10,216.77967783898575,513.1516822643742,325.1924639238822 377 | 2018-01-11,207.34550505417963,482.1658579044124,318.75807258595825 378 | 2018-01-12,207.43030337023188,502.00086830127185,321.8180297388813 379 | 2018-01-13,42.22058597762402,103.87735369816045,64.74068974880095 380 | 2018-01-14,28.33042163128752,67.83040787724214,44.23060995410493 381 | 2018-01-15,243.8335490110139,610.6942568749163,388.1496651496044 382 | 2018-01-16,255.72218651024792,618.71022494288,396.75246869998165 383 | 2018-01-17,243.2307682932391,600.0866395140727,388.0010306954204 384 | 2018-01-18,244.48116561934737,590.1782523913561,374.5790542393293 385 | 2018-01-19,244.87051469208296,591.5635034451799,371.4876901276559 386 | 2018-01-20,47.032400815959704,115.52102938648497,73.25598917695143 387 | 2018-01-21,31.357199417275183,76.30946769402246,48.98189299734855 388 | 2018-01-22,274.96673783929054,665.2140568365521,420.2612779738306 389 | 2018-01-23,279.0458504768295,639.2914232459751,419.8147862251826 390 | 2018-01-24,263.2630066032082,599.0152532485936,401.2791447138781 391 | 2018-01-25,244.35292837172264,611.662230594268,378.9038764551415 392 | 2018-01-26,238.35112191306334,571.5566091060618,367.9780783708298 393 | 2018-01-27,46.66260799020019,107.65933423753185,71.17648018237463 394 | 2018-01-28,30.04998717498816,73.23399004805111,46.77863911135624 395 | 2018-01-29,250.09822190472383,613.524289612161,395.46027640068877 396 | 2018-01-30,249.6772109909489,603.298084119414,390.2864896007977 397 | 2018-01-31,242.63346481836118,564.5887657942126,369.63175406998835 398 | 2018-02-01,229.5310295975083,529.6615991091106,346.8578528602672 399 | 2018-02-02,211.545773287831,532.6450402056576,335.7837840764739 400 | 2018-02-03,42.81172128426343,100.07361024737119,64.935570455743 401 | 2018-02-04,27.393739870468064,65.16487463391216,42.78972408387797 402 | 2018-02-05,232.62597971347998,564.1337452180051,363.65651524927176 403 | 2018-02-06,236.20365747974068,562.6126025220458,361.6641684508995 404 | 2018-02-07,225.20307372615378,544.690284123808,345.87888218911445 405 | 2018-02-08,215.71085394072958,512.6746091584747,328.3083827149751 406 | 2018-02-09,207.63184977643536,485.0431903793555,321.91271740575377 407 | 2018-02-10,39.82112117185984,96.15935140230735,63.1105440346739 408 | 2018-02-11,26.736926733705765,65.91524603871278,42.18027782918507 409 | 2018-02-12,239.17029911271305,564.5016777527479,363.613866400028 410 | 2018-02-13,240.50428876396057,564.6341590894896,366.68009715452934 411 | 2018-02-14,236.46689741968476,549.3511372630826,355.3276194849918 412 | 2018-02-15,220.71919973023577,537.1704418589237,341.3912679599804 413 | 2018-02-16,228.07012045105247,531.6804102596495,338.366957619712 414 | 2018-02-17,42.61709221416931,105.86531287003055,66.94815141342818 415 | 2018-02-18,29.185316593836315,69.62650022919752,45.0773640431616 416 | 2018-02-19,248.37937301815168,599.9244132375766,390.7252516604353 417 | 2018-02-20,258.95194059414814,632.5582550321391,395.4034685218504 418 | 2018-02-21,249.4160832771121,606.7419931856339,383.74374744048646 419 | 2018-02-22,235.99110674364974,574.5625292743166,368.5390782645384 420 | 2018-02-23,241.8943723543065,563.1572006596176,364.4548457791916 421 | 2018-02-24,45.446017051825564,111.52673753555966,71.82780838408894 422 | 2018-02-25,30.60949190355142,75.71047922595928,48.10283513928731 423 | 2018-02-26,259.98548057600385,650.8361549576301,414.1933556232322 424 | 2018-02-27,269.2932795859267,660.1610292467637,415.9736562629712 425 | 2018-02-28,258.92362268728624,606.1600735060102,400.36387141872444 426 | 2018-03-01,247.46392886382822,605.520874044528,381.15661410254114 427 | 2018-03-02,234.76252449482948,588.773128313235,373.6035580679462 428 | 2018-03-03,46.23335398747311,110.8764862702259,72.99052326576113 429 | 2018-03-04,31.295363854501474,72.3018979843526,48.47527090306363 430 | 2018-03-05,268.4919595334228,638.429732382898,414.1863911482329 431 | 2018-03-06,264.3577734834835,642.6195348888034,413.09787336230306 432 | 2018-03-07,250.43088336518838,608.5805603660584,395.2346220524265 433 | 2018-03-08,244.88065807817622,581.5887259314566,374.4415079132288 434 | 2018-03-09,238.95440642605723,565.3394239576437,365.6529011638376 435 | 2018-03-10,47.12000731228306,113.01929247120223,71.25396706184601 436 | 2018-03-11,30.35827156165151,72.03284360670784,47.25471209621099 437 | 2018-03-12,254.72470988114264,634.4496290630916,403.6204387255719 438 | 2018-03-13,256.1993171673948,608.5733119693448,402.81769420657906 439 | 2018-03-14,253.76016478681856,600.3251485697517,385.9718921482609 440 | 2018-03-15,243.58845225843464,572.2139204749058,366.4592485356076 441 | 2018-03-16,226.74383256599404,538.34187518483,358.8124835323664 442 | 2018-03-17,44.05545728808816,107.32013679970991,70.12845088211886 443 | 2018-03-18,29.712490135713818,70.49513902360347,46.6507205841763 444 | 2018-03-19,264.290155786643,615.5666187815079,399.63926134677297 445 | 2018-03-20,255.43468292017613,620.8639151822118,399.9038275937547 446 | 2018-03-21,244.99648425036966,586.576557384587,384.0155611381602 447 | 2018-03-22,230.21579080394176,556.6065062534559,365.16827942182385 448 | 2018-03-23,230.02020080801933,551.0502956416229,357.8358101587476 449 | 2018-03-24,45.28055686798793,107.69287727743132,69.93511150779256 450 | 2018-03-25,30.427925223884674,74.01326171248978,46.47905413307262 451 | 2018-03-26,263.39012723409365,628.3630294268188,397.440677322161 452 | 2018-03-27,249.7826031974787,625.0766072595007,396.6283701304056 453 | 2018-03-28,248.31183544890064,576.3611483888083,379.5319036714054 454 | 2018-03-29,236.34152970770927,559.5953683824723,359.3812056768598 455 | 2018-03-30,233.8324441558571,547.0697295418574,350.47697385917627 456 | 2018-03-31,43.14488637485277,103.20684165437015,68.14065456295396 457 | 2018-04-01,28.744070253314444,73.25639232437132,45.04090597331769 458 | 2018-04-02,254.17552303070823,591.2648540748429,383.047965901669 459 | 2018-04-03,238.8885410191058,583.9198495551208,380.2600488437912 460 | 2018-04-04,237.87815881132886,561.7053541299616,362.1096290892436 461 | 2018-04-05,219.9483830780177,504.40851762698264,341.43811934466316 462 | 2018-04-06,218.8721091599935,514.734252842455,331.8458647700354 463 | 2018-04-07,40.20730718943346,97.9527973690891,64.36286678298434 464 | 2018-04-08,26.85783427950399,65.88505685982022,42.48981739491293 465 | 2018-04-09,234.3576447211971,554.2431588948535,361.3485655119051 466 | 2018-04-10,220.6616544717581,563.3949099335886,359.1946321926517 467 | 2018-04-11,222.32610451370923,533.189165846451,342.97418819568026 468 | 2018-04-12,207.3894064976534,500.99996535419154,324.7121332642847 469 | 2018-04-13,206.80015134634095,502.96922172203534,317.2913188820458 470 | 2018-04-14,39.43033098847167,97.30873552659507,61.947032839639 471 | 2018-04-15,26.1139920837562,63.586869119112315,41.209847215271026 472 | 2018-04-16,224.64202881203767,553.4406747099869,353.4791550298883 473 | 2018-04-17,231.26909954119384,553.4647921830061,354.6392069687024 474 | 2018-04-18,221.56859661898764,517.6217783132003,341.92537030953287 475 | 2018-04-19,211.46775138760083,499.90818277181273,326.93469875403486 476 | 2018-04-20,212.33780915540598,519.964644913778,322.6064113918501 477 | 2018-04-21,41.984801955493296,98.45018646176216,63.58064623003181 478 | 2018-04-22,25.952437621377626,67.98585082993448,42.66888420230694 479 | 2018-04-23,243.0829791498943,573.9386053122618,368.8757612349172 480 | 2018-04-24,233.46188860433563,567.075101286822,372.56487747342857 481 | 2018-04-25,236.85830289541815,582.4259950450058,361.11288096613094 482 | 2018-04-26,223.05534893809988,524.6831220487171,346.5667804238613 483 | 2018-04-27,222.36197559097582,517.20446720109,342.6645187680309 484 | 2018-04-28,43.44428383298295,104.01116477490082,67.54695564202706 485 | 2018-04-29,29.76015580153799,70.55309186452152,45.25554339255554 486 | 2018-04-30,248.20626975973693,625.5880469802806,389.86903169777855 487 | 2018-05-01,249.6335733469425,607.462802795943,391.69139588137773 488 | 2018-05-02,249.04369802090056,580.900226931269,377.0196408655658 489 | 2018-05-03,227.56787067334645,565.8441581384134,358.78498336695617 490 | 2018-05-04,228.95587023821633,541.9322754742483,351.3037253839177 491 | 2018-05-05,43.96627974105102,104.58302432225362,68.5072114301058 492 | 2018-05-06,30.03259538105888,67.9523229568284,45.37281379982499 493 | 2018-05-07,254.13470188293715,599.235067807232,386.2339921860871 494 | 2018-05-08,253.84017250513782,610.5175319870553,383.3929509508454 495 | 2018-05-09,233.5543064370445,557.7780470548533,364.5588501560629 496 | 2018-05-10,214.28544149913526,515.5865410194092,342.92781256710384 497 | 2018-05-11,219.28236820760085,516.9112410141937,332.2181491320451 498 | 2018-05-12,42.05665778878119,101.03507208101598,64.17918581958052 499 | 2018-05-13,27.666849772310336,67.15307355180478,42.17368697532149 500 | 2018-05-14,231.61855431043614,533.6948540601032,356.8324846128461 501 | 2018-05-15,226.49470590301559,537.5377841150288,352.77381530493955 502 | 2018-05-16,217.02025461493727,518.3113297835313,334.9440712233911 503 | 2018-05-17,202.7636554736697,493.6330644047083,315.3133494483684 504 | 2018-05-18,197.47686541432225,477.7489109153886,306.4072275716982 505 | 2018-05-19,39.51698504891371,93.02303390884586,59.51122306365702 506 | 2018-05-20,26.10952706813108,61.34768390589119,39.40341196852515 507 | 2018-05-21,213.55997381634336,530.8208250255693,336.6220419132247 508 | 2018-05-22,209.22360892018918,524.8627098961158,336.6464997590108 509 | 2018-05-23,207.77863559698102,499.73934553777093,323.8593225063861 510 | 2018-05-24,194.89831173106754,484.3165927140972,309.32358579872493 511 | 2018-05-25,195.5223891521248,465.80328764823923,305.27667181347147 512 | 2018-05-26,38.333862766596155,93.12255513762679,60.25586515022068 513 | 2018-05-27,25.708832434364577,62.822755237873075,40.55627287435854 514 | 2018-05-28,225.62221169466082,542.1935434438286,352.1601863753233 515 | 2018-05-29,240.1580233256757,557.376236967288,357.78911563616856 516 | 2018-05-30,224.50999542311212,541.6506817712775,349.3681734994766 517 | 2018-05-31,223.82227641263592,512.9203151723152,338.2815331523458 518 | 2018-06-01,222.6906008102727,528.188486920633,337.925134682648 519 | 2018-06-02,44.044389945708026,102.76436567384582,67.38866393779351 520 | 2018-06-03,28.478104631215224,72.55581758877173,45.729978021159496 521 | 2018-06-04,253.95399819703525,609.4455067893618,399.44038690336225 522 | 2018-06-05,254.2248464151193,604.3664948686499,407.25299668913107 523 | 2018-06-06,253.61617698480893,609.8869462765842,398.08168723648885 524 | 2018-06-07,249.76437200038575,606.0365298954324,384.8943557891816 525 | 2018-06-08,251.59409392920958,595.5468244752994,383.0046900913942 526 | 2018-06-09,50.538939056907374,118.02172679038974,75.90773086850261 527 | 2018-06-10,33.16891685173315,80.8129575288774,51.08398054555897 528 | 2018-06-11,289.9781441860933,701.2786617979988,441.65733188935565 529 | 2018-06-12,294.4639945554133,696.9303538744689,444.96762740462333 530 | 2018-06-13,266.93739615801496,662.5204762969845,429.2200855646835 531 | 2018-06-14,259.74667448143595,647.8451125778876,409.1202411140424 532 | 2018-06-15,256.5178398551769,597.1528809061273,401.0758567179528 533 | 2018-06-16,50.7709799575241,118.84159345822422,78.2872330514461 534 | 2018-06-17,33.05759092326559,77.53562495486906,51.89195880035642 535 | 2018-06-18,284.7299691713192,701.6952260583373,442.0725633626812 536 | 2018-06-19,282.65684956684294,693.7308022051445,439.1958864302105 537 | 2018-06-20,273.9951318271578,655.5919881698735,418.2109855918877 538 | 2018-06-21,253.6016170049966,610.3169065486978,394.03568108012564 539 | 2018-06-22,249.61895072726495,598.8009680446656,382.44215498700436 540 | 2018-06-23,49.9590332817641,114.50430829234676,74.0375110559847 541 | 2018-06-24,31.133982355290374,74.76517282884288,48.76508236454138 542 | 2018-06-25,258.78970061140865,629.1343713099508,413.6310477930162 543 | 2018-06-26,261.6877509868203,648.6708290967246,409.9810328318141 544 | 2018-06-27,256.90262914007343,622.5145291052593,390.2576103901791 545 | 2018-06-28,239.07570736802583,560.4849202596613,368.18653603321746 546 | 2018-06-29,224.3920475018126,538.307836223883,358.4690044460001 547 | 2018-06-30,44.978092259081926,105.6373645794118,69.72607031375132 548 | 2018-07-01,30.029356372869298,72.20794265110442,46.208782579052134 549 | 2018-07-02,252.00796641015026,607.7526426547977,394.8324699964132 550 | 2018-07-03,255.2720530268928,612.2339562635469,394.59079702048035 551 | 2018-07-04,245.8901962079485,578.0376502319893,378.96414992218706 552 | 2018-07-05,236.03224116090746,569.4471584599734,360.9454414177242 553 | 2018-07-06,232.709241210673,548.7565104802594,354.8043054915425 554 | 2018-07-07,44.61593924195774,105.16218900225758,69.66516466269218 555 | 2018-07-08,29.961658082183725,71.48243349103923,46.58415285182297 556 | 2018-07-09,262.310785882866,614.0171976784394,401.3567668851758 557 | 2018-07-10,262.74536687188953,639.9913585108168,404.1043215002527 558 | 2018-07-11,255.43445675301402,593.1372656803843,390.5955453669433 559 | 2018-07-12,240.08245881390906,557.5055224442394,373.983888123225 560 | 2018-07-13,236.07912096194025,565.8226454224099,369.1011747144376 561 | 2018-07-14,47.585119620333174,113.2169085702766,72.6711644458019 562 | 2018-07-15,31.130443604210743,76.46117052907948,48.66524454033827 563 | 2018-07-16,270.1724164970378,657.496172017355,419.37917783534164 564 | 2018-07-17,274.37780728207787,645.5571218044644,421.8515515179385 565 | 2018-07-18,255.05652251255054,615.7688069918742,406.93492030461863 566 | 2018-07-19,251.1838398304347,598.8077760324879,388.49300920338453 567 | 2018-07-20,241.04940209870097,600.6671167511287,382.01347129845124 568 | 2018-07-21,47.7146289623075,113.92552622035092,74.8935999819403 569 | 2018-07-22,31.09616626772238,76.86371218708784,49.92032349076898 570 | 2018-07-23,274.4636897630526,674.0781514411789,428.1037590371306 571 | 2018-07-24,270.27082363369345,656.8761173023449,428.5216352108524 572 | 2018-07-25,256.42453526431063,632.8000234207203,411.40640543127694 573 | 2018-07-26,261.0022504530398,620.2995403821744,391.01376029358477 574 | 2018-07-27,247.89685927561325,582.8192208306507,382.9467054585332 575 | 2018-07-28,49.01525616513456,114.67391405520134,74.81529459486974 576 | 2018-07-29,32.214386728956676,78.79580387880952,49.72545845797083 577 | 2018-07-30,271.20389446181895,655.0958439377629,425.49732631243603 578 | 2018-07-31,278.5194798710105,657.009580425744,425.26990154163127 579 | 2018-08-01,263.2089116912587,606.5815439554041,407.9415920966898 580 | 2018-08-02,247.21233643829834,601.6296007590277,387.6368316911221 581 | 2018-08-03,245.35417702024847,580.5484785173294,379.7663041870214 582 | 2018-08-04,47.09848801008341,116.78866291893598,74.25234556808715 583 | 2018-08-05,32.40891933833617,74.91707827446677,49.406710224350626 584 | 2018-08-06,268.4291323924128,652.643012905576,423.3307616066942 585 | 2018-08-07,280.942639214931,643.1792193853196,423.69284219850203 586 | 2018-08-08,264.64176209048776,649.2987393226658,406.9618514533332 587 | 2018-08-09,245.62850003413413,605.7607739139212,387.12883864539606 588 | 2018-08-10,245.79960955888453,589.0361709025665,379.5520964563544 589 | 2018-08-11,48.49156030119024,111.45403588658606,74.23186572231415 590 | 2018-08-12,31.176853074122082,76.57072267487074,49.38014608422062 591 | 2018-08-13,277.3546719634902,648.3103272872679,422.7317960523275 592 | 2018-08-14,258.8681000967865,646.2112427545626,422.4462496496968 593 | 2018-08-15,255.5073911328267,591.184300084602,404.8777609928766 594 | 2018-08-16,251.42954060718262,600.4958751371845,384.0210689351118 595 | 2018-08-17,243.1295779133889,574.3773366753327,375.1928783057262 596 | 2018-08-18,47.72845683072762,112.98693120778346,73.08914459534229 597 | 2018-08-19,31.361324742580887,72.51892930675179,48.4110221337759 598 | 2018-08-20,265.3677789936066,646.1161094541388,412.574398101898 599 | 2018-08-21,262.988542725857,646.4691550736331,410.4365612329367 600 | 2018-08-22,257.3861285935538,611.6193254339647,391.6609813626529 601 | 2018-08-23,236.1251759413598,566.8187650258124,370.0521094237057 602 | 2018-08-24,233.62085611645597,557.5324534838567,360.3581894958258 603 | 2018-08-25,45.434874554569916,111.5116533033197,70.02322337049453 604 | 2018-08-26,30.049981975614944,72.47432856416782,46.3086574216689 605 | 2018-08-27,254.64718967192667,613.8398206388231,394.4953573262122 606 | 2018-08-28,247.29943822425423,604.1011021058968,392.7920680307244 607 | 2018-08-29,245.03056137785111,587.6123125643469,375.67106713458384 608 | 2018-08-30,230.00987279582995,548.760139165556,356.26793271454125 609 | 2018-08-31,224.059926189438,546.0402166130463,348.7496601138762 610 | 2018-09-01,42.92746634263257,106.22315884064459,68.22284732599728 611 | 2018-09-02,30.07099747167275,70.5010788902028,45.485613476735054 612 | 2018-09-03,241.89743004677885,603.7608311551012,391.15218883326264 613 | 2018-09-04,253.85087149119335,584.9399022421785,393.6027622154313 614 | 2018-09-05,252.35243471254816,598.0578747647997,380.80854654169195 615 | 2018-09-06,242.458980870878,560.9193181435519,365.5830209095659 616 | 2018-09-07,228.5996159823447,560.9189914828552,362.4265758689627 617 | 2018-09-08,45.34537163794556,109.48599642372943,71.81039049319472 618 | 2018-09-09,30.366189369115915,74.33327615054861,48.48371384477973 619 | 2018-09-10,271.5286231492902,644.424603332969,421.98711594836965 620 | 2018-09-11,279.66992863993124,677.6652916834217,429.40164780113923 621 | 2018-09-12,274.6709130766356,648.3165896934595,419.60609945417485 622 | 2018-09-13,258.8843861296376,610.1088115379384,406.2494516157346 623 | 2018-09-14,264.41640755622905,626.7505876609077,405.4314742986483 624 | 2018-09-15,51.22905947839499,122.5385066560894,80.70257222286489 625 | 2018-09-16,34.72790895787638,83.38355800292653,54.61645538562156 626 | 2018-09-17,309.88292213106985,754.8387022304812,475.35185038793134 627 | 2018-09-18,309.8865024564051,748.7776257967395,482.49250315287486 628 | 2018-09-19,301.1701167129649,751.342227482085,469.1280748119846 629 | 2018-09-20,287.02517629820295,699.6276220799998,450.8120056348971 630 | 2018-09-21,286.83378617581263,692.0184571614653,445.50369320125014 631 | 2018-09-22,56.33254508711696,136.44591099085713,87.62083517227322 632 | 2018-09-23,36.608620724911695,90.724812226748,58.47758658889997 633 | 2018-09-24,328.67518729332267,766.9208427062366,501.0918936317026 634 | 2018-09-25,324.46380033683926,762.0098572362433,500.1185401710841 635 | 2018-09-26,315.41822701735754,760.4927168150721,477.7173520712672 636 | 2018-09-27,289.6927421057056,693.1363513547926,450.7935075500301 637 | 2018-09-28,269.6364663644031,692.9035948280242,437.4620752953191 638 | 2018-09-29,55.33557038942904,129.40906153673902,84.53025174746926 639 | 2018-09-30,35.2862802004699,85.56684202108853,55.47829783030735 640 | 2018-10-01,308.9994116581839,732.040825749155,468.1577812997952 641 | 2018-10-02,293.9496236372285,713.1725130689091,460.9877123979542 642 | 2018-10-03,281.66906077505104,673.4135762069766,435.4126872030095 643 | 2018-10-04,260.5141301016805,624.7002484948109,407.3278132718493 644 | 2018-10-05,247.5702317742279,611.497360072689,392.9982613593455 645 | 2018-10-06,47.934358115729,115.06154454914727,75.73362805426775 646 | 2018-10-07,31.682467435708972,76.77261798873859,49.73143371320924 647 | 2018-10-08,270.5129696159818,637.3533668336476,421.2727636077748 648 | 2018-10-09,269.3658330857414,636.9287695429579,417.778810855246 649 | 2018-10-10,257.37669572896976,620.7518182137475,398.67621199589234 650 | 2018-10-11,239.6787400713649,580.8331159722495,377.9365863874732 651 | 2018-10-12,234.29680928371633,598.1391580231303,370.5073826210349 652 | 2018-10-13,45.56988142239498,111.24041000780274,72.71969395367212 653 | 2018-10-14,32.11596629738178,75.91590687706777,48.73017726469061 654 | 2018-10-15,272.54445953455973,655.3413699484587,421.8685701875629 655 | 2018-10-16,276.91253400648975,657.7711216585609,427.98320473138347 656 | 2018-10-17,265.4472874308894,635.0164466510198,417.97428861071296 657 | 2018-10-18,267.24883413219845,611.4182151929969,405.44706238058643 658 | 2018-10-19,263.75899454334854,616.3153624253656,406.4322129529509 659 | 2018-10-20,53.63596419093367,127.33435597185611,81.46428005876233 660 | 2018-10-21,35.44315959298697,87.19566554998428,55.648579462394444 661 | 2018-10-22,308.53045749642524,752.8073274395772,489.97927116970385 662 | 2018-10-23,330.1371660261903,775.3435693246403,504.17934678385416 663 | 2018-10-24,308.89471032494305,766.8074184219299,497.8715740603801 664 | 2018-10-25,320.7481245510245,747.0579003516185,486.66974104873253 665 | 2018-10-26,310.6380145256609,743.7685165986165,489.8371983969799 666 | 2018-10-27,61.41564868068165,159.13359534182422,98.21387524314216 667 | 2018-10-28,45.034828166424,107.59640277796204,66.86038406993146 668 | 2018-10-29,371.0251752509229,904.1817253947505,584.5198186543188 669 | 2018-10-30,367.5861317224998,900.9924734953612,595.0899109325517 670 | 2018-10-31,368.3847144561427,890.1640081922336,579.523994079402 671 | 2018-11-01,350.1141005393249,863.9028992570869,557.023829154331 672 | 2018-11-02,351.67326159415757,861.911403750535,549.9038582246977 673 | 2018-11-03,67.97840163632794,165.9180673378776,107.92540713124954 674 | 2018-11-04,47.532368191143945,110.54748246177832,71.81067474060036 675 | 2018-11-05,395.7074020372716,959.4195658324318,613.0449885870661 676 | 2018-11-06,391.27611683610064,950.3491926244723,609.2745040940144 677 | 2018-11-07,373.89070883665875,894.7475062649406,579.385603033792 678 | 2018-11-08,346.0114200465625,837.3948396021037,544.2834557670292 679 | 2018-11-09,333.9743985389538,797.8310055386883,525.9356037040542 680 | 2018-11-10,66.858184677185,156.42097139754662,101.2362773828068 681 | 2018-11-11,40.484839814990835,104.2863882202874,66.22921550050903 682 | 2018-11-12,367.30648487567777,869.5231525353425,557.5225812215443 683 | 2018-11-13,357.80070336246746,864.1821060077901,548.1502861371679 684 | 2018-11-14,342.531700574572,803.6570154625092,517.4700004028913 685 | 2018-11-15,316.1946768231358,751.7089269440638,484.34375316420704 686 | 2018-11-16,303.1080692509556,734.9514848793365,468.03156783391984 687 | 2018-11-17,59.45147645315645,143.37252662702946,90.42203691902881 688 | 2018-11-18,37.888368979184186,92.40463450036654,59.579909628066716 689 | 2018-11-19,334.697061980369,822.0539971781243,506.7974494692606 690 | 2018-11-20,324.01329585649995,807.7035081013597,504.9597942878255 691 | 2018-11-21,313.30286191926155,746.5449168988472,484.294448990126 692 | 2018-11-22,291.24751296091466,713.8457250642385,461.43985632446163 693 | 2018-11-23,299.1669863267263,692.0863290189026,454.57617914562144 694 | 2018-11-24,57.98975460583637,133.19978265604496,89.6094098153194 695 | 2018-11-25,38.60239266751881,94.3837203095538,60.26119179145636 696 | 2018-11-26,341.1749195549617,807.7075987553505,522.9622354380285 697 | 2018-11-27,343.21506933030327,797.5545746991438,531.0825662154325 698 | 2018-11-28,337.30978887276206,788.8077401107573,518.3195850996406 699 | 2018-11-29,319.912885806901,751.960274269866,501.48669590968353 700 | 2018-11-30,324.2750344802989,763.9678006529563,500.33904125961976 701 | 2018-12-01,63.579387229883174,155.18941576096063,99.58549078950573 702 | 2018-12-02,43.51152246862803,102.36006445859087,67.38849419346761 703 | 2018-12-03,376.33527959530255,884.6035854370438,586.319094841454 704 | 2018-12-04,385.1512934439013,892.2498790407053,594.6805204307732 705 | 2018-12-05,371.4441147554482,893.9464577581612,577.4265851890004 706 | 2018-12-06,350.7067358413902,840.4423509088473,553.7054309726245 707 | 2018-12-07,365.2104347342341,853.9898842532832,545.5260501884828 708 | 2018-12-08,67.44090912353147,170.8086997654837,106.85707286906424 709 | 2018-12-09,45.01502234655171,110.38554865336475,70.94594398634169 710 | 2018-12-10,387.34601983035566,964.6637186466147,604.0606712446217 711 | 2018-12-11,382.72822710174125,924.5154272302048,598.3140049999589 712 | 2018-12-12,358.28308770890027,878.2459536961318,566.4822993355813 713 | 2018-12-13,344.2145409604407,817.4510698556597,529.2110701616048 714 | 2018-12-14,333.8839744130876,782.8344806765651,507.84036350031215 715 | 2018-12-15,62.0987444415836,152.50258857597103,96.93219304224398 716 | 2018-12-16,39.665929827934846,97.96745982864677,62.78061755801828 717 | 2018-12-17,348.82009142564124,806.3838176532576,522.3619411844946 718 | 2018-12-18,319.04877978084323,786.8500224873206,506.7990018083278 719 | 2018-12-19,300.77763997046753,722.354930331901,471.3795361538319 720 | 2018-12-20,281.16738297635715,694.3946537733025,434.07332644457216 721 | 2018-12-21,274.7709701468089,645.3427545569566,412.1523835352681 722 | 2018-12-22,48.176717878060636,124.7610171106404,78.15855754867509 723 | 2018-12-23,31.555360367534906,77.24321131627735,50.51088919088625 724 | 2018-12-24,283.3943561759131,663.3160006719371,421.212058379109 725 | 2018-12-25,263.08264538234266,652.4708328874765,411.3890608808819 726 | 2018-12-26,258.7792011327085,596.1491949993352,386.85251320728304 727 | 2018-12-27,233.2185835616792,556.4969916393577,361.6362635528083 728 | 2018-12-28,219.3286756833429,563.785830922904,349.8973069287918 729 | 2018-12-29,43.74810875812494,103.9502055109674,67.84167379839407 730 | 2018-12-30,28.801215235177565,70.53604811604153,44.95666130243517 731 | 2018-12-31,245.0071131787712,619.9781621274233,385.3092173431536 732 | 2019-01-01,253.6608097464339,571.6022801403564,387.44199974934764 733 | 2019-01-02,252.20576897722196,579.7679234996714,375.4991837312281 734 | 2019-01-03,236.95175714822713,558.4678915068287,361.9247342456181 735 | 2019-01-04,235.98436224250236,543.4781567703527,360.95183527002166 736 | 2019-01-05,46.455891556244936,113.118498643212,72.07071376735553 737 | 2019-01-06,30.778551470209973,74.23080488080993,49.10491916299773 738 | 2019-01-07,278.1599491332405,654.5469100199166,431.7843574513839 739 | 2019-01-08,294.1611345078303,675.4951195061305,444.2389892027447 740 | 2019-01-09,291.70957287426313,683.6505090462203,439.13305539554125 741 | 2019-01-10,278.0620510352258,664.8734644139728,430.17130170335906 742 | 2019-01-11,280.9490586998444,679.2300078813911,434.67994043404883 743 | 2019-01-12,56.78374144313749,136.3694834048585,87.58376272455328 744 | 2019-01-13,37.97150316295896,93.32003449053832,59.97079957852539 745 | 2019-01-14,347.29316179177204,856.0307884320865,527.7636994844739 746 | 2019-01-15,346.5913547992938,812.1176468922492,541.2523629039594 747 | 2019-01-16,352.4648382886313,839.5194632651597,531.2864015612904 748 | 2019-01-17,323.72500307633425,791.6301869939068,514.9757308738027 749 | 2019-01-18,325.36346320130025,780.4578700510286,512.8860301330927 750 | 2019-01-19,63.508795528200025,157.4183101482161,101.57609414758757 751 | 2019-01-20,45.00386325963601,105.06031752872497,68.20999631810294 752 | 2019-01-21,377.8565490728765,900.571664895152,587.6828703573332 753 | 2019-01-22,375.96272017245553,901.9085785095122,589.3825968404333 754 | 2019-01-23,354.81944341251636,849.2116453184732,565.4160678228367 755 | 2019-01-24,341.39124300818753,828.7272232388977,535.6296313344916 756 | 2019-01-25,346.06853635644944,824.7866998981265,521.6447424014817 757 | 2019-01-26,65.43027655591271,154.50986517107808,101.13172841982878 758 | 2019-01-27,41.90437905170861,105.72819855074067,66.58263922045116 759 | 2019-01-28,357.2166966077458,887.1799860415746,563.5516249845002 760 | 2019-01-29,362.22680453325944,894.4951141553103,556.5239875933172 761 | 2019-01-30,341.4859800135546,830.0815849168874,527.1025269370274 762 | 2019-01-31,311.5512772522602,760.985796684144,494.38907852707 763 | 2019-02-01,309.8715849917508,749.7365989556894,478.135083444071 764 | 2019-02-02,59.354145057073815,142.67150118153378,92.33160343858839 765 | 2019-02-03,39.59556164825001,94.46129570453107,60.73136193713199 766 | 2019-02-04,338.0184633737389,796.8356401732713,515.0259214710615 767 | 2019-02-05,331.35732448224064,794.3602324464326,510.9728647157695 768 | 2019-02-06,315.0317986907342,749.54717031484,487.4110141988897 769 | 2019-02-07,299.1916994937963,694.0363116800203,461.41434281203664 770 | 2019-02-08,297.3188190983295,710.484354865997,451.2095805436612 771 | 2019-02-09,58.52610253767334,141.2547914521814,88.22659964299 772 | 2019-02-10,37.34389508313495,88.82774533677657,58.81958062320184 773 | 2019-02-11,326.6747807883644,770.5038729734814,505.88683357937754 774 | 2019-02-12,329.79918451070705,789.262830814616,509.1090994947815 775 | 2019-02-13,308.3059191963483,765.9118865711154,492.4856385536848 776 | 2019-02-14,313.54640285575357,723.9582178594753,472.5027631809339 777 | 2019-02-15,298.81877095714685,699.9824781218707,467.82598686679677 778 | 2019-02-16,58.05227336206593,141.4693114082235,92.50013515595703 779 | 2019-02-17,40.228000190789466,96.13770295550104,62.26348140988536 780 | 2019-02-18,345.64283603032305,844.2853951622195,539.7307405161043 781 | 2019-02-19,371.1606251811042,879.1603625805653,546.421796976883 782 | 2019-02-20,344.6213510365966,814.9568724085623,530.7000061057985 783 | 2019-02-21,332.58561506043856,792.8371649771872,510.1920311076417 784 | 2019-02-22,324.57165972193656,812.9099403220348,505.17181582536557 785 | 2019-02-23,64.14115933254948,154.7655633827797,99.7045004059599 786 | 2019-02-24,43.649246950085505,102.59099724607259,66.87722101745953 787 | 2019-02-25,371.3368764127547,902.5390642759421,576.8078391415139 788 | 2019-02-26,379.32617857595307,915.6481228370038,580.2644462959782 789 | 2019-02-27,361.0386613787236,863.4298316696768,559.4176080630804 790 | 2019-02-28,337.42760239844404,835.3233994240503,533.4254938227291 791 | 2019-03-01,333.71346443511595,824.6596119041517,523.8046341397321 792 | 2019-03-02,66.98332271444075,163.14217272527634,102.50515154900582 793 | 2019-03-03,44.92282597337315,104.92496983364092,68.1773587027911 794 | 2019-03-04,376.1147406470802,882.815081697402,583.2661140842079 795 | 2019-03-05,371.26771932629316,917.4662535601728,582.3435710927173 796 | 2019-03-06,361.84262040725775,867.940622772835,557.6208534419824 797 | 2019-03-07,354.9938702467176,849.0241131964983,528.6029529087759 798 | 2019-03-08,332.7904417902846,808.8852158478118,516.3987381526828 799 | 2019-03-09,65.41460059154774,158.28312196924585,100.64983167071942 800 | 2019-03-10,43.72576876105751,102.04402311475144,66.75217960430757 801 | 2019-03-11,369.9868532086368,867.720516563914,570.1009802400482 802 | 2019-03-12,359.2249308573554,883.9787604718508,568.8565655634649 803 | 2019-03-13,346.95839140020314,863.4608670219224,544.9282159212721 804 | 2019-03-14,333.6325373694201,816.9205651330911,517.2369092820496 805 | 2019-03-15,313.1752035660314,768.0210605495057,506.3132955665395 806 | 2019-03-16,65.71945607578338,157.8190541118305,98.93682361768766 807 | 2019-03-17,42.7864032169131,104.31584907932826,65.80711151382407 808 | 2019-03-18,367.0802895375098,873.2862014120914,563.7482024787917 809 | 2019-03-19,360.7013359240257,885.8086113185097,564.2057810714862 810 | 2019-03-20,354.73274789769425,837.4991234040748,541.958444831388 811 | 2019-03-21,333.1685636244979,844.4942397771437,515.6089321952502 812 | 2019-03-22,323.7035519380306,787.7627975021529,505.58943519969847 813 | 2019-03-23,61.06372832956598,153.281178309494,98.89426149074929 814 | 2019-03-24,42.16850878876611,102.34433901075859,65.79070561924152 815 | 2019-03-25,373.53449107931016,878.4490758613393,563.2130674514772 816 | 2019-03-26,364.75678252667944,869.1748901285592,562.7663146154176 817 | 2019-03-27,345.64045485621017,825.5846164118333,539.2298064120275 818 | 2019-03-28,334.5097465221438,792.0680131709307,511.30993082317275 819 | 2019-03-29,326.1943416732354,756.6409145424874,499.3404511026245 820 | 2019-03-30,63.049478755587174,155.4680716284518,97.21635781788696 821 | 2019-03-31,41.76218329485963,100.27550115041159,64.34359962295916 822 | 2019-04-01,356.3780133519558,860.5588861120929,547.8584742499227 823 | 2019-04-02,343.37296325718546,820.2536364785132,544.4376045811855 824 | 2019-04-03,329.53076628230957,830.9078312186567,518.895509343075 825 | 2019-04-04,315.7144335179937,772.0074654942383,489.5890640120426 826 | 2019-04-05,306.3002842301663,744.9422513307557,476.0288780777608 827 | 2019-04-06,59.39593097125665,139.13882708323345,92.34210029195127 828 | 2019-04-07,38.39994616031558,95.1889868797156,60.95416348752196 829 | 2019-04-08,326.75481750909444,809.1429072419363,518.1859519434638 830 | 2019-04-09,331.75265459964737,812.6621991914794,514.7783366975431 831 | 2019-04-10,311.5602348324669,767.0528482949406,491.1121611521499 832 | 2019-04-11,291.56843072743277,699.7906256712874,464.4673612552097 833 | 2019-04-12,283.4911253572225,700.2478062228962,453.28890177762014 834 | 2019-04-13,57.02999049557636,138.3464106489591,88.3766372289098 835 | 2019-04-14,38.613704995570146,93.3112178597938,58.705311393252074 836 | 2019-04-15,319.3304386982434,780.5678038818868,502.78275201364954 837 | 2019-04-16,328.5333727865117,748.774569773382,503.67089409960073 838 | 2019-04-17,306.5361967361856,754.4108853473981,484.91046811015246 839 | 2019-04-18,294.47431494374433,698.8843525372066,463.03203051916245 840 | 2019-04-19,299.0669088925601,687.3612572470968,456.36748131064013 841 | 2019-04-20,57.91024214438917,141.5479097623444,89.85678981768596 842 | 2019-04-21,38.87855021333859,95.4476485940521,60.26047963427972 843 | 2019-04-22,337.4431364794524,825.8948717094142,520.7430655802336 844 | 2019-04-23,336.45746883483633,805.8793512453951,525.903946389854 845 | 2019-04-24,329.1536700144055,802.1246685694056,509.86621704523895 846 | 2019-04-25,310.6158403626763,766.7490878468808,489.6220072090703 847 | 2019-04-26,320.00303070144736,740.075482095748,484.5693573612949 848 | 2019-04-27,62.099831575140115,145.51702390080172,95.642982042248 849 | 2019-04-28,41.40191639861133,101.30343502173885,64.18278906192364 850 | 2019-04-29,353.6235017164103,848.4390706737571,553.9760572945754 851 | 2019-04-30,351.0992101593299,857.5554226448479,557.764445185392 852 | 2019-05-01,341.048449812916,821.3588793514143,538.1384121144581 853 | 2019-05-02,327.28732273095216,796.3796495661403,513.396375126793 854 | 2019-05-03,319.0146253171958,762.183410836682,503.998649499424 855 | 2019-05-04,64.57528683300795,148.5852716228439,98.54239803410965 856 | 2019-05-05,42.381186100924346,102.20633582811894,65.43446920654459 857 | 2019-05-06,364.0767632208649,886.4882580192224,558.3940224681121 858 | 2019-05-07,358.5583341427585,880.9848097203308,555.5733082556717 859 | 2019-05-08,348.1527334805255,821.4019585665529,529.6009431200143 860 | 2019-05-09,315.50034430992145,783.8090614192015,499.28078906509467 861 | 2019-05-10,310.8542544187272,751.7005368488905,484.59906552404635 862 | 2019-05-11,59.75213802836169,144.88904556672722,93.75812576190233 863 | 2019-05-12,39.089754647016036,92.80970267452585,61.678909634202654 864 | 2019-05-13,328.13086026760703,798.6539906193057,522.222771221163 865 | 2019-05-14,340.5513515969874,821.2748399478731,516.4113375847454 866 | 2019-05-15,313.2126387023264,748.1416828068136,490.2213309124207 867 | 2019-05-16,299.4302133432681,715.5099095698605,461.21243790651147 868 | 2019-05-17,288.33501239758874,696.1370164708903,447.7394239260559 869 | 2019-05-18,57.588308938119766,135.59963148561607,86.8434648589605 870 | 2019-05-19,37.52480101681525,87.43561993978133,57.40475686621936 871 | 2019-05-20,323.1120689638847,763.8399604271939,489.46270227710687 872 | 2019-05-21,313.0582196059001,761.4799119242333,488.45876382045674 873 | 2019-05-22,304.2260676698919,735.734135690868,468.84545594446655 874 | 2019-05-23,292.505858664868,712.0658270892226,446.76518730443604 875 | 2019-05-24,283.50376957698717,691.1882307959171,439.9040698381176 876 | 2019-05-25,55.80206290796169,130.57264642162818,86.63602731997092 877 | 2019-05-26,36.04714839400126,87.65097858331816,58.19152568972093 878 | 2019-05-27,323.45586710763655,812.0009890055985,504.36091133118583 879 | 2019-05-28,332.4545180047389,788.1654696533487,511.6248319278253 880 | 2019-05-29,319.2950471552393,797.1979958738045,498.97506419448325 881 | 2019-05-30,315.50878084401927,735.6253286311194,482.73923955788314 882 | 2019-05-31,308.3035251092074,727.0923429485156,482.0335652774508 883 | 2019-06-01,63.29492600633427,154.0842113416158,96.13045430055028 884 | 2019-06-02,43.06814249483865,99.13427999080001,65.26700768175549 885 | 2019-06-03,365.7490901165731,887.8921806542334,570.6445631280322 886 | 2019-06-04,368.8715373831199,909.6449031686524,582.636406183255 887 | 2019-06-05,375.4406490303028,928.1038521576285,570.5779894586544 888 | 2019-06-06,344.53342228536803,853.2570599501881,552.9301792374803 889 | 2019-06-07,367.594196640064,837.2034712753278,551.6676785265323 890 | 2019-06-08,70.48050255055101,168.4505611647147,109.65829199687359 891 | 2019-06-09,48.67898171273697,115.17097122638296,74.03463562210769 892 | 2019-06-10,421.61155569270244,977.2768047591583,642.2676603085184 893 | 2019-06-11,425.3505927127202,970.0194236995607,649.3760741365775 894 | 2019-06-12,408.03590302800114,963.4050654232866,628.6548739698193 895 | 2019-06-13,391.7760113409521,911.6240960555535,601.3742888535958 896 | 2019-06-14,392.35924777782515,916.8470630326493,591.6298737759821 897 | 2019-06-15,75.79488507423967,174.48226094259456,115.87359101216641 898 | 2019-06-16,50.00467911089404,119.59008334244199,77.05097770247365 899 | 2019-06-17,433.6186833974514,1035.306258838492,658.3365769656301 900 | 2019-06-18,444.1500784432064,1056.501920908767,655.7847063696282 901 | 2019-06-19,401.6390592445041,940.4343930682089,625.8980804051665 902 | 2019-06-20,385.0827521278015,930.9377580814802,590.8726817940272 903 | 2019-06-21,373.29406482577053,911.716965622068,574.3969589459806 904 | 2019-06-22,73.86914717936189,172.86657515978555,111.33233524374 905 | 2019-06-23,46.53589906394313,115.53059280133799,73.39026136335059 906 | 2019-06-24,389.50704442970317,942.0791921413404,622.7953773547382 907 | 2019-06-25,391.00125622964543,932.8116999494159,617.3786169577712 908 | 2019-06-26,385.73839679587115,932.2187705004714,587.5720675731864 909 | 2019-06-27,354.05215647905754,876.1822425163017,554.2274190438849 910 | 2019-06-28,346.64993741638557,837.917695316505,539.3670654877579 911 | 2019-06-29,68.25432497079213,162.14497740966107,104.84900324643705 912 | 2019-06-30,45.67994509777414,107.83045164975633,69.43461723522654 913 | 2019-07-01,382.2825249880795,926.7893852160547,592.8106370926536 914 | 2019-07-02,388.2578682283163,908.7463981048267,591.9621093343028 915 | 2019-07-03,372.6785332494064,877.1628035492861,568.0720177348176 916 | 2019-07-04,348.8404192048044,849.8903800669142,540.6802489368114 917 | 2019-07-05,338.2201150371839,835.9968393850635,531.1727522866772 918 | 2019-07-06,67.76906553691937,170.03136116639672,104.25125952947172 919 | 2019-07-07,44.775663236359954,111.73266802556519,69.6958598815624 920 | 2019-07-08,386.614956053846,932.0930926996855,600.4783753816183 921 | 2019-07-09,379.1295465184943,937.6756909352206,604.7282442993744 922 | 2019-07-10,377.8577182546152,905.865059758844,584.7895992675404 923 | 2019-07-11,353.8029152548626,880.9315800257133,560.3207078937768 924 | 2019-07-12,349.48108101576,866.0732112896396,553.5328097768931 925 | 2019-07-13,70.3610407902071,167.92761238153608,109.11156280968163 926 | 2019-07-14,47.06767807854821,111.64977935303149,73.16879556152733 927 | 2019-07-15,414.1854756590999,983.2177375244194,631.5220732247768 928 | 2019-07-16,408.92004734106723,979.8774097152432,636.3252567166186 929 | 2019-07-17,385.0538393270892,939.4065321039722,614.937446335547 930 | 2019-07-18,377.33728815387286,920.8142404945395,588.1782215821928 931 | 2019-07-19,372.6679249716925,896.3021823914682,579.4845272032683 932 | 2019-07-20,72.12307681017955,179.11374863305792,113.82763210109914 933 | 2019-07-21,48.591543111916806,117.38712717509411,76.01655098439414 934 | 2019-07-22,420.510192603927,974.7417427888593,653.1041136575402 935 | 2019-07-23,413.4480701577949,995.9354737538124,654.8958303139677 936 | 2019-07-24,400.8713423929043,967.8911806966227,629.7829249330138 937 | 2019-07-25,383.8822313942115,906.0933347322944,599.4868857441697 938 | 2019-07-26,375.5603499054549,903.2700279576885,587.9454405045096 939 | 2019-07-27,76.0535436600289,175.360305422879,114.80027543437366 940 | 2019-07-28,48.865885514724695,115.8824905545908,76.24791817505758 941 | 2019-07-29,403.6330909836743,997.4995239857742,651.9122820928324 942 | 2019-07-30,415.74932393894505,982.5463998304206,650.9574598126517 943 | 2019-07-31,403.0759651426628,987.5680890224829,623.7953898325763 944 | 2019-08-01,383.3782475950597,931.9485413207691,592.1009621155866 945 | 2019-08-02,392.321568253675,920.6473055876501,579.4221374547526 946 | 2019-08-03,70.71089774859429,172.6831082351984,113.15921454815846 947 | 2019-08-04,47.690688754779764,116.47044855533525,75.20938052507886 948 | 2019-08-05,412.50445549664414,1000.4197826620689,643.7085559210037 949 | 2019-08-06,425.5971046266952,987.2419617394311,643.5941080992529 950 | 2019-08-07,397.6669315994534,915.7225980317696,617.595324413307 951 | 2019-08-08,376.51352080226764,937.5359991412167,587.0041328121965 952 | 2019-08-09,372.4526302740693,916.4757087272122,575.1012561498503 953 | 2019-08-10,73.85724636168689,177.70917775999348,112.41030020574404 954 | 2019-08-11,48.30892883834837,116.57265892649087,74.74245541019 955 | 2019-08-12,419.12395139259763,985.1111928657803,639.6372704802196 956 | 2019-08-13,401.3419262880922,991.307450390973,639.063617096286 957 | 2019-08-14,395.3755248437719,943.7570430520237,612.4108401237911 958 | 2019-08-15,369.18530096732405,883.3371287431196,580.8990319922498 959 | 2019-08-16,364.3741766516857,874.5410072989023,567.6061929202162 960 | 2019-08-17,70.70175794701835,171.44282493569898,110.5855672399317 961 | 2019-08-18,46.828428089351604,114.33111176428076,73.25432691601901 962 | 2019-08-19,402.57019817444984,979.4310702248869,624.3218972348567 963 | 2019-08-20,403.92807397312305,939.7627280446459,621.0497460832732 964 | 2019-08-21,382.07966105438516,935.9249776346118,592.5223148663695 965 | 2019-08-22,356.7259798650227,842.7579816099868,559.6227797338797 966 | 2019-08-23,344.8512433451227,835.819081604309,544.6462632953029 967 | 2019-08-24,67.58005515525058,157.91922126126804,105.74672512611536 968 | 2019-08-25,44.16039201968965,108.10605964891522,69.85843995888156 969 | 2019-08-26,389.86371717425254,913.5337860131939,594.3069092800233 970 | 2019-08-27,374.45578877931695,893.3584343925443,590.7730882035476 971 | 2019-08-28,355.3727514304846,859.1184788004978,563.9389683391058 972 | 2019-08-29,339.4033989263068,810.0411661136916,533.6407035573003 973 | 2019-08-30,334.25445303834755,782.4908496038794,521.103005465085 974 | 2019-08-31,64.85734659515454,154.76283087291867,101.66677303548056 975 | 2019-09-01,42.79395272470527,103.8365296506529,67.58967500696075 976 | 2019-09-02,372.72187666623665,916.3792276374037,579.4902212827104 977 | 2019-09-03,381.8010753404244,927.0249946208256,581.31521482089 978 | 2019-09-04,365.3686095048146,860.1189341873073,560.656998780826 979 | 2019-09-05,346.2414710177769,823.7277063746857,536.5668280342479 980 | 2019-09-06,341.6202139928468,832.5400178740564,530.325870302327 981 | 2019-09-07,65.24622655360834,165.89835063484244,104.77569994339578 982 | 2019-09-08,43.89418916326936,108.0261569564135,70.55251206880612 983 | 2019-09-09,387.21031209223383,939.2823064339451,612.6012498702167 984 | 2019-09-10,398.0906010882356,970.8534579078334,622.0811600661258 985 | 2019-09-11,383.61340559696544,930.3711174021389,606.8666156000461 986 | 2019-09-12,380.2475926661574,906.5892369845469,586.8040059599508 987 | 2019-09-13,367.1098582587508,918.5037718776225,585.1406706376295 988 | 2019-09-14,76.10375811700224,179.69597837215133,116.23893412484738 989 | 2019-09-15,50.0245691843657,117.26497789217274,78.54420303777445 990 | 2019-09-16,447.2100627287305,1066.4506030613013,682.864848126797 991 | 2019-09-17,448.58424082726145,1068.0777596021703,692.6816260887534 992 | 2019-09-18,440.36466572298156,1069.8046169623833,673.3473474485588 993 | 2019-09-19,407.2038205483716,990.3257170057323,647.1577177847051 994 | 2019-09-20,414.389096202946,1003.0174554336533,639.8400817342651 995 | 2019-09-21,80.29648532050098,196.61845500742598,125.93409460351165 996 | 2019-09-22,52.984755428112976,131.27875356381026,84.12391866733364 997 | 2019-09-23,475.32654728225356,1132.903044511562,721.5805502448966 998 | 2019-09-24,467.6068189514572,1099.377956777302,720.914642683234 999 | 2019-09-25,436.34237454570695,1059.7045604108785,689.2757716166113 1000 | 2019-09-26,420.87351489721215,990.8455395985551,650.9382772122933 1001 | 2019-09-27,413.7929810493495,961.0184196031007,632.0246783910945 1002 | 2019-09-28,80.29200763344502,188.62030369121453,122.14978705491806 1003 | 2019-09-29,51.33499709838408,123.36869576321689,80.1517683581073 1004 | 2019-09-30,454.4250176519559,1068.2249172719535,675.9040807670234 1005 | 2019-10-01,423.13674040742757,1070.1990990376357,664.7434378244765 1006 | 2019-10-02,414.8968948926376,976.0012829478786,626.7406080091289 1007 | 2019-10-03,368.863072005504,900.5144463858595,584.9116069957383 1008 | 2019-10-04,366.38601882891595,871.0839540590741,562.6358107527469 1009 | 2019-10-05,71.37996407132245,165.89148201179216,108.0308659449907 1010 | 2019-10-06,45.28991274839316,108.39367882108337,70.64018383968678 1011 | 2019-10-07,384.5443695113011,883.1973090084198,595.5248194844926 1012 | 2019-10-08,384.1896870819654,908.1185551434139,587.4536019973167 1013 | 2019-10-09,348.8632353344919,871.7761991722903,557.3660576753426 1014 | 2019-10-10,340.8199599639475,808.6939315166273,525.1306930426073 1015 | 2019-10-11,325.3211512907827,791.5543468564501,511.501024633957 1016 | 2019-10-12,64.7938044499718,152.65034904964992,99.72803969900328 1017 | 2019-10-13,43.46458794456096,103.64766140388765,66.38005181652908 1018 | 2019-10-14,370.52824640079484,903.7638289716391,570.8156878057899 1019 | 2019-10-15,374.23161895211575,895.0245316714689,575.2755010506803 1020 | 2019-10-16,364.45638573488844,872.1272484788512,558.2467705428693 1021 | 2019-10-17,337.84512786379025,811.5152824957744,538.2440376805355 1022 | 2019-10-18,346.4692125143966,827.8051681818414,536.516706458006 1023 | 2019-10-19,68.32437275079701,167.0701945728189,106.98688591073639 1024 | 2019-10-20,47.48993317460685,111.20500208042877,72.75033531855125 1025 | 2019-10-21,413.4691949646645,999.5721775040694,638.0442104109297 1026 | 2019-10-22,415.19267306908506,1003.3421420608678,654.3997817539314 1027 | 2019-10-23,415.82341240825656,1010.4654585119664,644.5613997285508 1028 | 2019-10-24,413.0653629029877,981.3225858387948,628.8937096592226 1029 | 2019-10-25,405.35744873454996,1004.4100826909008,632.2561448735559 1030 | 2019-10-26,84.6819366613305,199.65782913935286,126.70756715743981 1031 | 2019-10-27,54.49885276358649,134.69702461910953,86.26945343695607 1032 | 2019-10-28,481.0802567756647,1146.016956827906,754.72539960211 1033 | 2019-10-29,492.75242807984887,1183.2996288525196,769.2784477301714 1034 | 2019-10-30,485.16525763434527,1175.441220229856,750.333744700016 1035 | 2019-10-31,474.17667165616075,1099.1491804443,722.547399210005 1036 | 2019-11-01,458.9677187830565,1095.8290000648033,714.7752518603216 1037 | 2019-11-02,88.4676485355205,214.12527859587544,140.57929072499164 1038 | 2019-11-03,59.94336161820861,142.00581751916064,93.7310658286971 1039 | 2019-11-04,500.9131401428173,1266.8557354501656,801.708514177717 1040 | 2019-11-05,531.3789287910979,1205.116219167093,798.0902197352792 1041 | 2019-11-06,489.13289835753284,1176.9717322242632,759.9103657715443 1042 | 2019-11-07,448.0992434473117,1093.8527234966111,714.457256711597 1043 | 2019-11-08,447.8972504084049,1027.210815997931,690.5676117880241 1044 | 2019-11-09,88.01040221036402,210.06688300513287,132.88318640765985 1045 | 2019-11-10,57.331045961208964,136.06279786950617,86.84807775971578 1046 | 2019-11-11,482.20776946000757,1136.8784356112426,729.8822675279374 1047 | 2019-11-12,458.5754553997464,1108.0454042720264,715.9247951504007 1048 | 2019-11-13,424.96168125205844,1036.8503561135112,673.7998945761036 1049 | 2019-11-14,400.58912331729425,995.9993410241761,628.3320921472516 1050 | 2019-11-15,386.8879532108279,956.2640401136161,604.5488324975241 1051 | 2019-11-16,76.38416989932215,182.537150167445,116.22746711010063 1052 | 2019-11-17,48.98003662667536,116.31957157513268,76.17343091232289 1053 | 2019-11-18,417.94691283479915,985.48146058681,644.2249098733574 1054 | 2019-11-19,421.69860717673873,999.0618040403368,638.019066185205 1055 | 2019-11-20,389.72116481949,936.7138724789579,608.1101218294109 1056 | 2019-11-21,371.23411357632216,904.2956548635336,575.7792111969306 1057 | 2019-11-22,379.33859917839965,850.326719610577,563.6883654861421 1058 | 2019-11-23,69.52814682860128,176.6056608781288,110.44642353877683 1059 | 2019-11-24,47.67370909047846,113.68531655563767,73.84557547111987 1060 | 2019-11-25,412.13743614806225,1004.4993593447823,637.4039087604514 1061 | 2019-11-26,419.5391287684772,982.5710889336689,644.1313161575252 1062 | 2019-11-27,399.275211750898,964.9241154467418,625.9277339990354 1063 | 2019-11-28,384.6401849154842,924.3288652582801,603.3589566339209 1064 | 2019-11-29,383.1789329633196,932.642704886776,600.161349688083 1065 | 2019-11-30,76.9595727582284,184.88456145040792,119.17863654562957 1066 | 2019-12-01,52.30935605934605,125.79737124021506,80.51998911609179 1067 | 2019-12-02,431.59177437778743,1095.6516444302088,699.9730532955249 1068 | 2019-12-03,456.51818988992403,1113.238342026948,709.8429029242691 1069 | 2019-12-04,444.2932060822499,1055.2338204367213,689.5858321298971 1070 | 2019-12-05,429.69839560289586,1034.301140587145,661.9682030256025 1071 | 2019-12-06,422.126953660231,999.7532361235553,653.219638815982 1072 | 2019-12-07,83.67205778256648,193.70746169079928,128.20636276633604 1073 | 2019-12-08,55.28794410165327,130.29250032760862,85.31531331859895 1074 | 2019-12-09,464.90774199146284,1142.9658257386216,728.2039266744783 1075 | 2019-12-10,473.6088943043614,1118.6182424695712,723.1048712497962 1076 | 2019-12-11,444.93957537253243,1049.3758179672045,686.3255445021015 1077 | 2019-12-12,403.4657913095393,957.308690433166,642.6315235218202 1078 | 2019-12-13,401.5069116527161,952.0862784974794,617.8944593422009 1079 | 2019-12-14,76.4761381175202,177.3526291827695,118.12011189587895 1080 | 2019-12-15,48.29655012556075,112.90436390703624,76.58067200921423 1081 | 2019-12-16,404.79627321974175,955.8254838441738,637.428831703529 1082 | 2019-12-17,392.6994015536342,974.0375088225541,618.2406849104299 1083 | 2019-12-18,375.7957759616243,911.5090989904548,574.4112343667507 1084 | 2019-12-19,336.63987997412613,817.9448714546975,527.9540298681922 1085 | 2019-12-20,314.0631490083767,768.6767883983642,499.93362957223854 1086 | 2019-12-21,61.662677368216585,146.6776881357931,94.46967058682128 1087 | 2019-12-22,40.806850093609235,92.41552839710192,60.786890432006096 1088 | 2019-12-23,322.4762400163824,790.976746562761,504.3116688848716 1089 | 2019-12-24,309.9636369092313,756.9460166362496,489.6810099439327 1090 | 2019-12-25,302.00817159447007,724.9158716917362,457.49834394366115 1091 | 2019-12-26,276.3898148609721,655.1877665842771,424.67817271522404 1092 | 2019-12-27,258.9028188293964,619.304296828485,407.8283618491136 1093 | 2019-12-28,50.63479357627657,121.86709817970126,78.45786924640281 1094 | 2019-12-29,31.41020294391405,81.1248889694562,51.57556396817009 1095 | 2019-12-30,281.82970125155185,670.5942300663309,438.46073139472594 1096 | 2020-01-01,282.2212406411116,641.0481298157242,420.51057488188303 1097 | 2020-01-02,256.39002464943763,599.600017434993,402.2239543420989 1098 | 2020-01-03,251.2529524635313,605.5986848312317,398.2469011819851 1099 | 2020-01-04,50.309880159542374,123.65996414902783,78.98257720463234 1100 | 2020-01-05,34.25354079003285,82.52766814272972,53.483653601421395 1101 | 2020-01-06,302.1577484711405,733.111768509778,467.70570198584744 1102 | 2020-01-07,317.94437310912815,738.384704511055,478.8977235400574 1103 | 2020-01-08,311.63280562259587,734.6106825644019,471.48724168911303 1104 | 2020-01-09,287.9659868906098,715.8149387642138,460.361439222304 1105 | 2020-01-10,294.5423981343816,723.9062563859223,463.6798138897764 1106 | 2020-01-11,61.23792947565961,145.66038462822365,93.19484485190385 1107 | 2020-01-12,42.54311222078003,99.4533549331104,63.70021975566853 1108 | 2020-01-13,354.5402945533377,865.7998222719588,559.9686822981198 1109 | 2020-01-14,378.2322686253049,910.861610062844,573.9950815830817 1110 | 2020-01-15,366.3841897025918,866.5744389631956,563.4393999847069 1111 | 2020-01-16,356.33771956982133,859.4420133444901,546.3887328475154 1112 | 2020-01-17,361.7926063910799,839.5358221500377,544.5971226649511 1113 | 2020-01-18,70.23757023311705,167.50054051295365,107.96496498894419 1114 | 2020-01-19,47.28952072938503,112.78998353520704,72.58163475792486 1115 | 2020-01-20,409.8100437734914,959.8968141627678,626.0555102908485 1116 | 2020-01-21,403.5924482292599,942.9349753603444,628.5160462554949 1117 | 2020-01-22,386.0381202123374,907.3188441343111,603.4641462648589 1118 | 2020-01-23,374.5710673950657,912.1301558326028,571.9887808906898 1119 | 2020-01-24,368.81434038865524,838.8600290077312,557.1567340841594 1120 | 2020-01-25,68.77202019695362,165.44350568761692,107.98901692199264 1121 | 2020-01-26,46.33834598253915,109.44905323631811,71.04418575663558 1122 | 2020-01-27,399.5971994457874,934.8623079600654,600.5435708841222 1123 | 2020-01-28,382.5125621571489,943.3095024447256,591.9631274542252 1124 | 2020-01-29,360.76743921460144,870.3365433574246,559.3169782874536 1125 | 2020-01-30,338.1757295777891,840.5813912613356,523.0440595286022 1126 | 2020-01-31,324.8062671854094,792.9286292006918,504.0684007042172 1127 | 2020-02-01,60.921660271632554,148.0953461210541,96.94741298670361 1128 | 2020-02-02,41.66472327347188,98.36403523341417,63.480942095752695 1129 | 2020-02-03,358.6049670364758,842.3525882926257,535.7055071305705 1130 | 2020-02-04,345.1698312994185,826.9734917199826,528.7036020054451 1131 | 2020-02-05,318.4631839801566,761.1682480103829,501.5444296276184 1132 | 2020-02-06,301.9962665226365,748.0085326489299,472.08536066880407 1133 | 2020-02-07,296.0623219832748,692.6001047983116,458.95843022855024 1134 | 2020-02-08,59.35538688905382,141.0011812860443,89.21644202252554 1135 | 2020-02-09,37.59682485891611,91.02330029150608,59.13380930048348 1136 | 2020-02-10,320.9832564785216,799.6579863355649,505.6916631032036 1137 | 2020-02-11,324.8136567942871,793.5261417325808,506.10498847986213 1138 | 2020-02-12,312.3310301929188,764.5366684383447,486.99559678053055 1139 | 2020-02-13,305.2392025255243,698.9597957444499,464.9040696811004 1140 | 2020-02-14,293.71758306397334,708.639680182443,458.15627393556645 1141 | 2020-02-15,60.990095410684894,138.44845858618694,90.19798412320647 1142 | 2020-02-16,38.01205951246058,92.08547277411408,60.4748753532931 1143 | 2020-02-17,326.0601456037098,808.5750780564844,522.3599193812344 1144 | 2020-02-18,338.9249056955912,810.9127256380676,527.1484661341032 1145 | 2020-02-19,328.649607693254,800.6210891821152,510.52838951911303 1146 | 2020-02-20,316.9859142176367,759.975484225242,489.5671351600683 1147 | 2020-02-21,303.3825429270007,749.7092274600018,483.6731182686805 1148 | 2020-02-22,61.53353885521589,147.93067982737176,95.27299112761285 1149 | 2020-02-23,38.647262705785664,97.10900499771094,63.791451036140685 1150 | 2020-02-24,350.9831893409325,863.6993739213424,549.2993535947854 1151 | 2020-02-25,342.8973285870396,844.7713674269111,551.7451951547546 1152 | 2020-02-26,338.59653548263316,836.1554077237838,531.1300026001768 1153 | 2020-02-27,317.1452958998789,786.9502940186296,505.6908792022728 1154 | 2020-02-28,310.4713171611436,769.8487883693879,495.62183857186056 1155 | 2020-02-29,63.90821772261042,153.71951259863764,96.79436262515026 1156 | 2020-03-01,41.64858429020068,100.02776290754583,64.2398385463884 1157 | 2020-03-02,363.52441034040766,824.6945083653586,548.294238672939 1158 | 2020-03-03,353.96975190312554,823.3355592086333,546.0359272746078 1159 | 2020-03-04,342.8611494471761,814.1781560530243,521.4125320783987 1160 | 2020-03-05,317.4077592181104,773.21823003258,492.80492658944934 1161 | 2020-03-06,314.83750176565195,737.4283052042131,479.8845480336961 1162 | 2020-03-07,61.813605830556625,148.33649957037636,93.2133612620627 1163 | 2020-03-08,39.00001947123921,93.45313833243155,61.59692465159482 1164 | 2020-03-09,345.1282900550942,825.4745891387347,524.0820287363027 1165 | 2020-03-10,337.8946872589835,802.3184041183647,520.8858617812037 1166 | 2020-03-11,321.2900484356754,769.7583114563301,496.9637751450068 1167 | 2020-03-12,301.29534923712293,722.9448254669439,469.77529165583974 1168 | 2020-03-13,293.6434926039203,712.6630276752752,457.9539062226091 1169 | 2020-03-14,58.68073307155244,140.76373399621966,89.1180641455368 1170 | 2020-03-15,37.762168520265796,88.9558032359944,59.03451105129322 1171 | 2020-03-16,317.8292409612953,772.9791681840383,503.70810540775403 1172 | 2020-03-17,332.7672182578756,765.3551860642801,502.1583469087176 1173 | 2020-03-18,307.3068067114842,721.3135792686229,480.5499313463239 1174 | 2020-03-19,299.41732017428217,708.4880046069079,455.54459427531543 1175 | 2020-03-20,296.02006198566056,690.7156343617804,445.16449470448936 1176 | 2020-03-21,57.184824685573915,134.99482005167727,86.79249741676254 1177 | 2020-03-22,36.75973842963113,89.871737092027,57.562517225398004 1178 | 2020-03-23,317.9968654045786,763.3589315453597,491.3415149635374 1179 | 2020-03-24,314.9067822314678,740.5183595161692,489.5965449429113 1180 | 2020-03-25,305.28619544418154,737.5310683050114,467.8831429172611 1181 | 2020-03-26,294.82208406664796,694.0713531879749,442.52918822699996 1182 | 2020-03-27,280.08114148436755,675.8449452972849,431.0966187350249 1183 | 2020-03-28,53.292336194596494,127.51867945035823,83.72339578060168 1184 | 2020-03-29,36.13393255892316,85.24701908227233,55.275711181957675 1185 | 2020-03-30,291.76126157825956,719.6119635018973,469.4536902890898 1186 | 2020-03-31,297.0364163773648,691.1351925556525,465.29030573241766 1187 | 2020-04-01,293.2957834547815,692.1568725615866,442.2283100779521 1188 | 2020-04-02,270.18508655479667,643.4264597874939,416.01871533722516 1189 | 2020-04-03,264.8998121156063,641.4099760177112,403.2175223340291 1190 | 2020-04-04,49.51612949334986,122.2024078387609,77.95255586384235 1191 | 2020-04-05,33.409834140755926,79.36112794101965,51.2684563937296 1192 | 2020-04-06,283.31850992839844,678.1128195755073,434.1461908222469 1193 | 2020-04-07,280.6758174857718,659.6107160414886,429.49728318330983 1194 | 2020-04-08,262.3151110150579,636.8890668365725,407.9432120133799 1195 | 2020-04-09,242.94393141787006,583.2576936688288,384.0153720402464 1196 | 2020-04-10,242.4550559254567,563.8271759492218,372.9481361106295 1197 | 2020-04-11,47.043305276008944,109.28225297149433,72.34520001221794 1198 | 2020-04-12,31.40741396864682,74.2876865933923,47.80616189895359 1199 | 2020-04-13,265.7276829047258,638.581677940379,407.26338935226323 1200 | 2020-04-14,270.8823586715456,637.1411583083407,405.79400663128683 1201 | 2020-04-15,254.6096419181102,600.3069997993051,388.5811611561312 1202 | 2020-04-16,241.29015515027123,581.7315257357213,369.0739464239901 1203 | 2020-04-17,232.23369866819857,566.3317790456584,361.86214834111763 1204 | 2020-04-18,45.869635550034054,106.92933291476983,70.88787049141756 1205 | 2020-04-19,30.596404051474348,72.05347202847045,47.30791137393027 1206 | 2020-04-20,259.76956952342226,631.3437116293101,406.9223437357225 1207 | 2020-04-21,257.4747072063086,629.7027724652088,409.17061995572175 1208 | 2020-04-22,249.44790411514006,591.7713434848708,395.09409904987035 1209 | 2020-04-23,252.43467040217564,587.169006921559,378.0048462435446 1210 | 2020-04-24,247.62818172777563,584.7985263795682,372.8514346716078 1211 | 2020-04-25,47.06689658529678,113.48811860360726,73.37175053598979 1212 | 2020-04-26,31.433055531987108,75.39012684695061,49.10655550822259 1213 | 2020-04-27,273.11306529189176,655.2959193917156,422.8618871479117 1214 | 2020-04-28,269.63709858213826,666.966738811509,424.8881732124117 1215 | 2020-04-29,264.6128370980962,666.9610365246657,409.21140799854385 1216 | 2020-04-30,253.89486056730524,588.6121558859012,389.7898683879674 1217 | 2020-05-01,245.72542662271806,577.7891725860088,382.1224233435829 1218 | 2020-05-02,49.12945782755798,116.41328824187292,74.61701212914845 1219 | 2020-05-03,31.68100766532448,76.9686253156554,49.485960071153066 1220 | 2020-05-04,274.1086021877886,660.1836644986258,421.7623471120259 1221 | 2020-05-05,276.78310577519136,645.5898868444411,419.0660602433721 1222 | 2020-05-06,262.9378505417649,623.2817011364203,398.876417396479 1223 | 2020-05-07,246.06706635915992,582.1091157204556,375.3968570749414 1224 | 2020-05-08,235.92553326351432,547.2944297174918,363.63650516572903 1225 | 2020-05-09,44.344821562281545,110.00530790147444,70.19302431082701 1226 | 2020-05-10,30.281583251078917,71.40281884616115,46.053678114746226 1227 | 2020-05-11,254.3153657184777,605.3200831022876,388.7352407397321 1228 | 2020-05-12,244.20432671544154,600.9891427273866,383.0734580684757 1229 | 2020-05-13,237.3353901090126,575.2844207580532,362.2254601388184 1230 | 2020-05-14,215.56574648553124,532.9298905912535,339.3126623924717 1231 | 2020-05-15,207.32487566051572,514.5624561002411,327.83327247009356 1232 | 2020-05-16,40.34281922414578,99.20722708598191,63.258558385489586 1233 | 2020-05-17,27.30123637991931,64.89835818252014,41.583830780614136 1234 | 2020-05-18,226.090207969942,551.6612738611177,353.3722374451657 1235 | 2020-05-19,225.75398803626624,544.5396815092284,351.36458859690475 1236 | 2020-05-20,214.07206046959476,532.468312292671,335.95716748003167 1237 | 2020-05-21,207.25084011306913,491.87472915967396,318.85479571176757 1238 | 2020-05-22,200.8400357937718,479.5360434365717,312.6775613137744 1239 | 2020-05-23,39.52151385019712,96.03001287992673,61.32810179550882 1240 | 2020-05-24,26.01337223778314,63.509046211449096,41.02720054704462 1241 | 2020-05-25,222.90119745296775,558.8945918896665,354.21322039236827 1242 | 2020-05-26,231.71232127862493,554.5361603823727,357.99420021646273 1243 | 2020-05-27,229.0149916496726,535.3725388845992,347.9538531421909 1244 | 2020-05-28,220.10913273844105,519.2798228399141,335.59532275914955 1245 | 2020-05-29,215.8881361714007,507.3414531652999,334.19828371017 1246 | 2020-05-30,42.763147322781485,102.90415986548864,66.4954127237707 1247 | 2020-05-31,28.633541806393495,68.45363858791166,45.06306076507011 1248 | 2020-06-01,252.01812844155373,616.0443867714185,393.44955037826116 1249 | 2020-06-02,260.89488477087144,604.7434769396818,401.34696127686857 1250 | 2020-06-03,259.9696017934372,590.1414240348026,392.85873205901015 1251 | 2020-06-04,241.8445561151077,575.8425570569509,380.70030974613263 1252 | 2020-06-05,241.2052889579003,579.0318936951737,379.98132071240894 1253 | 2020-06-06,48.724897519295055,116.82119347247733,75.58950846166258 1254 | 2020-06-07,33.67220285150976,81.91513820129576,51.089697368671644 1255 | 2020-06-08,288.2610124943857,682.0756857108679,443.8251600090852 1256 | 2020-06-09,297.70956222294586,699.2947004642359,449.4508811301254 1257 | 2020-06-10,277.0305930898494,683.5813650385329,435.86551137756425 1258 | 2020-06-11,267.6227263847963,649.2081700439207,417.7091080518516 1259 | 2020-06-12,266.80420474647684,628.3171830022295,411.6923019665153 1260 | 2020-06-13,52.36850669199218,128.53123063018964,80.77480613723705 1261 | 2020-06-14,35.88324068997209,82.29183964676034,53.800393547887886 1262 | 2020-06-15,306.1900608692621,709.4953666114264,460.3539954441842 1263 | 2020-06-16,297.28278497081806,719.3167095575317,459.13355709016236 1264 | 2020-06-17,288.09082082630385,667.093263008222,438.6235939316967 1265 | 2020-06-18,264.75614455189225,631.1570899446116,414.33632633609875 1266 | 2020-06-19,256.11186717478677,638.6277451647453,402.89275881287494 1267 | 2020-06-20,49.19467619035085,123.52972643213222,78.08292842015709 1268 | 2020-06-21,33.82898826594376,80.70714532357144,51.44770802313644 1269 | 2020-06-22,289.94217152252287,688.5078734502176,436.2162056822952 1270 | 2020-06-23,273.72885309476817,652.6690014820956,431.89457401708165 1271 | 2020-06-24,267.2899374688168,636.9369710865633,410.39966367417884 1272 | 2020-06-25,246.2495533997237,592.9079876178683,386.3814045361735 1273 | 2020-06-26,237.22154845441216,592.1864372867269,375.2093334215388 1274 | 2020-06-27,46.578863932179395,108.87808613958777,72.76321051313853 1275 | 2020-06-28,31.72529990458541,72.8408492052936,48.0618041949236 1276 | 2020-06-29,256.8196541040665,646.2317042417284,409.2200266298033 1277 | 2020-06-30,265.2880901185443,618.7716525760042,407.48823944038907 1278 | 2020-07-01,248.09888458708878,606.7080254847755,389.93422807057 1279 | 2020-07-02,243.01006115897437,560.1801581491051,370.087385055096 1280 | 2020-07-03,236.10152895998326,563.7124030795165,362.5815359245796 1281 | 2020-07-04,46.59921548111822,116.58943594037486,70.97527662755131 1282 | 2020-07-05,31.013584392183212,73.3652214808066,47.332076268597966 1283 | 2020-07-06,258.38726319783433,642.8558454823038,406.8647062782851 1284 | 2020-07-07,266.70547225005936,651.6720531346821,408.8928639795597 1285 | 2020-07-08,256.15815076849105,625.1308053036669,394.68086210778256 1286 | 2020-07-09,248.17102944386556,573.5462760890972,377.5593972286042 1287 | 2020-07-10,236.57533878268273,568.1318910644625,372.4776829752281 1288 | 2020-07-11,46.644489303920864,118.84264492359553,73.33980490582194 1289 | 2020-07-12,31.687152871205164,78.3594975541185,49.136626725397846 1290 | 2020-07-13,268.48947659203577,643.9542196921327,423.8073838813229 1291 | 2020-07-14,283.2017697916192,674.129531914184,426.8143877499821 1292 | 2020-07-15,266.07267026052074,650.07241480875,412.32279145719195 1293 | 2020-07-16,243.2542326154417,604.6145719151195,394.2885950327495 1294 | 2020-07-17,238.2625612341203,601.6580939188435,388.4035202268965 1295 | 2020-07-18,48.699677049231774,116.66483213547882,76.28631342064345 1296 | 2020-07-19,32.7524046605084,77.06440488851912,50.941397875677964 1297 | 2020-07-20,279.49485784939066,683.1450564720127,437.6232017038879 1298 | 2020-07-21,279.9072041590533,672.2614551505123,438.7562635296331 1299 | 2020-07-22,265.70521363463126,656.9627300486633,421.8337323791639 1300 | 2020-07-23,262.0248677328887,620.7313173763789,401.40778060949145 1301 | 2020-07-24,255.3451440473683,614.4499254024234,393.5027035344591 1302 | 2020-07-25,50.03193026070746,116.75432341486498,76.93095639299645 1303 | 2020-07-26,33.03688152816223,76.56419664834966,51.15351934835669 1304 | 2020-07-27,283.38949789949106,690.7495963170986,437.7924792186854 1305 | 2020-07-28,284.7713160132211,664.9923148157824,437.5308468734325 1306 | 2020-07-29,277.6247090313691,669.2444244806422,419.5907975075955 1307 | 2020-07-30,254.1070422821232,627.153425131539,398.534268854501 1308 | 2020-07-31,262.03890992846317,596.9878789799011,390.2283937357684 1309 | 2020-08-01,50.07863783924012,118.16231022793376,76.25109835953975 1310 | 2020-08-02,32.80439529736024,79.42000001267576,50.704996834137965 1311 | 2020-08-03,284.61683105066254,682.7185257544251,434.20300116770676 1312 | 2020-08-04,282.4730428788954,668.5272975564168,434.364716202395 1313 | 2020-08-05,271.9985261353706,630.6586288190655,417.07183023507685 1314 | 2020-08-06,261.24450229054503,602.5512603547485,396.68701031161675 1315 | 2020-08-07,242.15718913351475,592.7016131956806,388.9513023866454 1316 | 2020-08-08,49.65120600454492,116.17007781569212,76.09424043533961 1317 | 2020-08-09,33.17628849024862,77.89051951101757,50.64804365704835 1318 | 2020-08-10,284.424727605769,687.1336009216059,433.94549571068944 1319 | 2020-08-11,276.9487338071246,684.6437121499408,434.1171571436759 1320 | 2020-08-12,267.2977302386768,630.9048343966656,416.5992846929817 1321 | 2020-08-13,252.52619014342622,617.6300680143637,395.7616631479703 1322 | 2020-08-14,243.75105325756587,597.2880277936142,387.3226420633771 1323 | 2020-08-15,48.79027346464669,117.205397880699,75.5858408254178 1324 | 2020-08-16,32.28931341471893,77.29834919788803,50.15350825867314 1325 | 2020-08-17,271.860506190971,667.6278438254326,428.1511295880464 1326 | 2020-08-18,277.1523038571373,673.9494546747943,426.59270599443846 1327 | 2020-08-19,251.86280220344545,633.5090001931493,407.6160791419687 1328 | 2020-08-20,242.8220258684061,616.9782742431091,385.51890840199866 1329 | 2020-08-21,237.17798394690877,583.7761427163771,375.66129368005727 1330 | 2020-08-22,46.033671590401156,108.85861132065679,73.01186854160228 1331 | 2020-08-23,31.51075597314427,76.93894790809273,48.271411143387326 1332 | 2020-08-24,264.01759548320086,635.2021378617944,410.88079351265276 1333 | 2020-08-25,265.0624640144976,634.0530711242344,408.54645040039196 1334 | 2020-08-26,255.52541422736672,590.6490413874423,389.98324823280785 1335 | 2020-08-27,235.71510939618403,566.4998871830752,368.92043362184035 1336 | 2020-08-28,236.54057483539682,548.4040002639965,360.04544198120993 1337 | 2020-08-29,43.75365258695746,110.92908811066023,70.18592737057183 1338 | 2020-08-30,30.394742160098836,75.14638271935056,46.61085591735871 1339 | 2020-08-31,257.9314257164427,612.6364708639912,399.1185772635617 1340 | 2020-09-01,253.1041569612596,602.1148300622604,399.8052234833687 1341 | 2020-09-02,253.3274051499169,596.4290353595698,385.0067290778319 1342 | 2020-09-03,228.86104553333746,574.1711228325252,367.8803906854524 1343 | 2020-09-04,233.5130260462456,566.341371199271,363.02862879745214 1344 | 2020-09-05,47.21795339831234,107.59857242498641,71.61511187856706 1345 | 2020-09-06,31.96738916574498,72.69575852952664,48.157199655867025 1346 | 2020-09-07,267.7309454208813,642.8293590865708,417.654675440533 1347 | 2020-09-08,277.34308793139246,663.3854502172061,423.73046619804705 1348 | 2020-09-09,266.31406767158813,652.9473463067745,413.11971915271056 1349 | 2020-09-10,258.0884868807592,618.6355941914904,399.368984325039 1350 | 2020-09-11,243.44875328633697,605.1601474817289,398.3060577739128 1351 | 2020-09-12,51.350733807619726,126.04911794523495,79.30445039516691 1352 | 2020-09-13,35.49092444969422,83.1239640496956,53.734070726716936 1353 | 2020-09-14,302.51104640316237,734.9598906470412,468.6673919200153 1354 | 2020-09-15,301.41401651916,728.7230353902921,477.1574439928528 1355 | 2020-09-16,299.51763917444447,730.0724289607168,465.7601692621536 1356 | 2020-09-17,281.44046131629875,691.6659312685937,449.6902443382311 1357 | 2020-09-18,294.442219440762,684.8967265249432,446.8094958543207 1358 | 2020-09-19,56.60420665791324,138.40470284837315,88.40703329424805 1359 | 2020-09-20,38.020542228281215,92.43562384323181,59.38452610711303 1360 | 2020-09-21,337.60448115843616,788.7523731515436,512.3132195046359 1361 | 2020-09-22,326.81389106015695,824.78264403961,514.8536582529251 1362 | 2020-09-23,330.58018244698974,782.5515514426377,495.1738453170033 1363 | 2020-09-24,300.88943950596746,729.6676682067083,470.3774977375675 1364 | 2020-09-25,299.57942000146636,722.6512256080329,459.3264695966719 1365 | 2020-09-26,56.74584688095378,137.6032796300911,89.26094274302447 1366 | 2020-09-27,37.389511562523765,91.1123781351289,58.87451826291614 1367 | 2020-09-28,325.3882123572885,753.818265824276,498.85605258789633 1368 | 2020-09-29,314.8381581435209,753.3436168452117,492.74296231741647 1369 | 2020-09-30,310.0527753141479,718.142072860057,466.3425582255832 1370 | 2020-10-01,288.7299876782494,658.9647200448007,436.62905394066655 1371 | 2020-10-02,271.98032572406174,662.04796285814,421.1093705570943 1372 | 2020-10-03,53.581292186289126,125.49880846754894,81.02006839927127 1373 | 2020-10-04,35.38497239810897,79.54646768007618,53.05236591574338 1374 | 2020-10-05,281.73583170565394,678.4913398357963,447.60798715276013 1375 | 2020-10-06,293.070674999709,684.3538466182893,441.63775544315365 1376 | 2020-10-07,267.0927663156649,640.3242035196439,418.8870666161815 1377 | 2020-10-08,249.9580626040169,610.334334127912,394.35070729153256 1378 | 2020-10-09,250.74810736520746,613.7019803340696,383.6604695273352 1379 | 2020-10-10,46.93548909287969,115.79869007726316,74.69065024207099 1380 | 2020-10-11,31.448799978752987,76.48531178656977,49.62936213005195 1381 | 2020-10-12,268.7975460396925,661.5796217879608,425.9872747021033 1382 | 2020-10-13,269.0058740653294,658.8988859013916,428.51832941178986 1383 | 2020-10-14,270.2464975401001,629.4448655523488,415.0995129203597 1384 | 2020-10-15,260.33384693845125,623.0455465433446,399.59815738615885 1385 | 2020-10-16,254.3312461962051,603.0668470528354,397.8102318147821 1386 | 2020-10-17,50.76591591508774,122.72289405506655,79.25807328412411 1387 | 2020-10-18,35.06330382285675,82.3211168912913,53.87381047876634 1388 | 2020-10-19,302.6611117792846,722.4167928850399,472.5691012358283 1389 | 2020-10-20,312.9654631360838,740.8064499090863,485.063315414534 1390 | 2020-10-21,302.22333398145395,732.0204980961707,478.4640220537048 1391 | 2020-10-22,302.5176628128093,728.1762728375669,467.8361366115538 1392 | 2020-10-23,302.9079928237351,722.4906770457951,471.6806874019055 1393 | 2020-10-24,61.670964049393525,154.82685578524564,94.86378561973628 1394 | 2020-10-25,40.77963686806072,98.32417158466298,64.86219690071344 1395 | 2020-10-26,375.1122069897391,859.0121951243798,570.2115616883141 1396 | 2020-10-27,379.56629048546915,909.0593831311063,584.3775315941344 1397 | 2020-10-28,366.3803024089287,854.0000148023914,573.3844563695395 1398 | 2020-10-29,345.7338919580826,866.0788435662802,555.6742643971199 1399 | 2020-10-30,357.23271544895886,859.0296893400706,553.3814485931213 1400 | 2020-10-31,72.15228726999686,173.59165157920066,109.59158193849541 1401 | 2020-11-01,44.71394696514134,110.8076418848682,73.58414853109828 1402 | 2020-11-02,400.5241143575826,972.7889935061127,633.8062331275524 1403 | 2020-11-03,421.04837252985703,956.6672145899074,635.2961192335006 1404 | 2020-11-04,390.26454480323906,904.3935378932848,608.9303868309378 1405 | 2020-11-05,375.7023620390412,888.5280189828496,576.1216335957738 1406 | 2020-11-06,352.7138789215354,853.0990917350699,560.1277790187089 1407 | 2020-11-07,67.57413933560794,167.86787365507783,108.3597749425584 1408 | 2020-11-08,46.116138845434634,112.49495497208629,71.15732106355047 1409 | 2020-11-09,381.29154667851105,927.996285127445,600.4745554685991 1410 | 2020-11-10,391.3351635446218,922.0789624243079,591.0133033632947 1411 | 2020-11-11,357.678388916679,847.7844535810494,557.7596210126073 1412 | 2020-11-12,337.87178000126033,814.5440567754417,521.1835909026914 1413 | 2020-11-13,330.3818928167217,789.393569287536,502.14189495557156 1414 | 2020-11-14,63.02588876996366,151.49813070932424,96.61016753441308 1415 | 2020-11-15,40.501307272125636,98.32956691010664,63.32669085590745 1416 | 2020-11-16,344.08198157959595,836.5914296616658,535.3921637294038 1417 | 2020-11-17,345.7636443773422,816.1448251691885,529.8333386615234 1418 | 2020-11-18,324.4368532191606,771.8042579268077,504.4543969920118 1419 | 2020-11-19,314.26093621386536,724.5006801013036,477.0233290425478 1420 | 2020-11-20,300.74916219642716,706.7537204272676,466.36531172992676 1421 | 2020-11-21,58.746748307360974,137.82459705293059,91.25421642683179 1422 | 2020-11-22,39.588818181868234,94.73220819846375,60.93985659709745 1423 | 2020-11-23,347.48380162274395,786.577035174523,525.5068949969958 1424 | 2020-11-24,344.6482705971891,832.7528057578902,530.7410428627851 1425 | 2020-11-25,330.68755828605634,770.206053109939,515.6766652675816 1426 | 2020-11-26,319.4107586987987,806.5257006311514,497.2925027420721 1427 | 2020-11-27,318.3937494464223,766.8068421078478,495.1718296505442 1428 | 2020-11-28,62.280435913448166,156.05088470201167,98.49877583454075 1429 | 2020-11-29,43.017808639309976,103.36319627583492,66.70975899481526 1430 | 2020-11-30,370.2295663958621,884.7074361160279,581.7502345562203 1431 | 2020-12-01,388.6135200182701,910.1635279768211,592.2463554320735 1432 | 2020-12-02,367.645045585776,923.48981426131,577.9883115372273 1433 | 2020-12-03,370.8683889191777,886.8773288185847,557.7582454400198 1434 | 2020-12-04,349.0853295696096,887.4919699116458,553.6148351033169 1435 | 2020-12-05,70.67798291460672,172.4920338269796,109.35174064935052 1436 | 2020-12-06,46.045946373547004,111.45363468679216,73.26538034106419 1437 | 2020-12-07,394.13924441670457,960.6234341325362,629.8297320859082 1438 | 2020-12-08,400.8081305219152,987.8963852796238,630.0320408648333 1439 | 2020-12-09,376.8505193820307,913.255129013416,602.45254941238 1440 | 2020-12-10,371.8081909132797,870.1086040284418,568.2922986127135 1441 | 2020-12-11,363.4479647788372,839.4637568969165,550.3921300128549 1442 | 2020-12-12,68.76696856554958,159.8307954190433,105.9516262472654 1443 | 2020-12-13,45.186097845556176,106.26336661065884,69.14419062548079 1444 | 2020-12-14,372.49835985426915,894.4587823898181,579.0298912242919 1445 | 2020-12-15,380.119555150094,853.529404573644,564.6741623497377 1446 | 2020-12-16,343.11522005788237,830.5587954440655,527.1535748752675 1447 | 2020-12-17,316.98854599026095,768.0161756225033,486.4730721108105 1448 | 2020-12-18,303.1391392117298,726.8663071735854,462.14444296507025 1449 | 2020-12-19,58.73053501136393,131.74679843298705,87.53924556991362 1450 | 2020-12-20,36.39251979456648,88.09134265020127,56.416292415357695 1451 | 2020-12-21,304.21190988539064,722.7014628697345,468.40634189626974 1452 | 2020-12-22,295.62051103412625,717.1586709714818,454.80526394760324 1453 | 2020-12-23,274.97845858714123,658.1415961338455,424.59247332726954 1454 | 2020-12-24,258.94224402019717,600.3879446464966,393.5734483924504 1455 | 2020-12-25,240.0178404962921,587.4236701908104,377.204024690861 1456 | 2020-12-26,48.74267173785231,112.45927855935916,72.38720131888783 1457 | 2020-12-27,31.600858499903843,73.25043855477482,47.45011156182567 1458 | 2020-12-28,263.1096881771731,618.9800542626944,402.14752443542216 1459 | 2020-12-29,259.6567897548874,618.8232581092145,399.8339594142558 1460 | 2020-12-30,252.70760340656483,594.4450826198467,383.22387257163217 1461 | 2020-12-31,233.44030706589703,552.9521428184338,365.4372576255615 1462 | 2021-01-01,225.26098182666098,572.9126098489398,360.8085321051681 1463 | 2021-01-02,46.04515245615055,109.6157680499041,71.38305727732694 1464 | 2021-01-03,31.062677985908728,74.51442636120686,48.24248525370776 1465 | 2021-01-04,274.679150923196,645.5071769850172,421.28041942839604 1466 | 2021-01-05,270.4177134511875,651.5712016361094,431.0326702282764 1467 | 2021-01-06,263.29753414820857,652.6915036283946,424.33748289617404 1468 | 2021-01-07,261.26536448874486,623.7962374028685,414.6086614997004 1469 | 2021-01-08,266.59104651912935,657.661707309188,418.2059402031178 1470 | 2021-01-09,52.856018406060706,129.89927165046163,84.24293645343626 1471 | 2021-01-10,36.949980893924135,88.16245829467678,57.75418112085861 1472 | 2021-01-11,333.7037781985661,797.1653405249893,509.59459721162176 1473 | 2021-01-12,334.8813285849452,814.0745901926217,524.6678970997722 1474 | 2021-01-13,339.0535600504157,801.7624776705449,517.6159949638512 1475 | 2021-01-14,322.82998990673974,785.7685954991235,504.7561291766781 1476 | 2021-01-15,324.2934035660454,813.551876710753,506.14064652367495 1477 | 2021-01-16,67.21108636638007,160.12984743823188,100.98313723033567 1478 | 2021-01-17,44.03816000686095,106.57024185516393,68.33950634714729 1479 | 2021-01-18,381.50308011344026,942.3712485899716,593.470704153698 1480 | 2021-01-19,387.6393664361734,941.5561726024042,599.8732613884492 1481 | 2021-01-20,369.62684911347253,899.1476930127286,579.8566801953283 1482 | 2021-01-21,359.958527677292,862.9294337665104,553.2332527457639 1483 | 2021-01-22,344.50825678838595,848.2615197088029,542.293740214532 1484 | 2021-01-23,67.85481281381432,159.83289876289106,105.7356990954874 1485 | 2021-01-24,45.58521040534164,109.08039648406462,69.94753364791629 1486 | 2021-01-25,380.259825571242,900.1508744328629,594.2667611380093 1487 | 2021-01-26,391.25819703953266,931.4820695389552,588.4321355550447 1488 | 2021-01-27,354.6568495439122,845.5031389336417,558.1917152299819 1489 | 2021-01-28,339.5529155058772,788.3324577354465,523.7692405600178 1490 | 2021-01-29,312.72314526550224,772.3928370001199,506.19835207950115 1491 | 2021-01-30,61.20920963486338,152.1657285751578,97.57919771420707 1492 | 2021-01-31,42.05111163777157,98.44974250361999,64.00700412654042 1493 | 2021-02-01,351.2151532890092,831.9941325856493,540.8357755210037 1494 | 2021-02-02,338.9290927722645,838.9321775344298,534.2227188893244 1495 | 2021-02-03,332.496490670623,784.2434946776425,507.02988346281313 1496 | 2021-02-04,308.64301113525033,744.7103410216749,477.3455415231247 1497 | 2021-02-05,303.5195423688998,717.3835187507262,464.06744549159015 1498 | 2021-02-06,60.513337142365586,139.43641360643122,90.19648828934277 1499 | 2021-02-07,37.98886681870615,93.12437159346422,59.77143955474579 1500 | 2021-02-08,332.59547549961997,795.3165209752622,511.0540060097715 1501 | 2021-02-09,322.3959614478992,781.0303201063603,511.4309243891307 1502 | 2021-02-10,317.2330731949383,776.2684811938683,492.16268213039723 1503 | 2021-02-11,298.24643199455096,737.6131388874105,469.9835078677507 1504 | 2021-02-12,306.03705260611474,710.0737977600494,463.4356095596925 1505 | 2021-02-13,60.292828466990365,138.93792958013574,91.32045448417178 1506 | 2021-02-14,38.48358850150697,94.27627013606697,61.30473141200169 1507 | 2021-02-15,344.61224973261795,802.0334753324835,530.3923978269743 1508 | 2021-02-16,340.84099965254296,846.4449017393348,536.3308438439125 1509 | 2021-02-17,340.16153782924,827.3851780437842,520.6602210140414 1510 | 2021-02-18,321.7470142566928,750.5693826823192,500.6536108915103 1511 | 2021-02-19,318.06476967036224,769.3456862234168,496.1498361912897 1512 | 2021-02-20,65.33228331727275,149.370296546158,98.06118868848071 1513 | 2021-02-21,41.7049455979163,101.74685623311291,65.89752712566815 1514 | 2021-02-22,367.76067607709086,885.38792557899,569.6229086930282 1515 | 2021-02-23,379.19571086184504,884.0336329682739,574.4587457803309 1516 | 2021-02-24,356.0459803579182,832.5105343877254,555.2773303889538 1517 | 2021-02-25,340.9759057441219,814.4954413538521,530.8922039108855 1518 | 2021-02-26,348.85530229859216,830.631654236568,522.4971759066144 1519 | 2021-02-27,68.16886241380996,158.64606714987124,102.46465993717472 1520 | 2021-02-28,43.425331684291805,102.6102430392754,68.27743315612781 1521 | 2021-03-01,368.51141973865975,886.7445935607782,585.0267339949436 1522 | 2021-03-02,379.70132034406305,878.8187328710202,584.7880104585528 1523 | 2021-03-03,357.05705152763795,883.9193802317615,560.3876079260793 1524 | 2021-03-04,336.201606670138,813.041916589699,531.3966281512056 1525 | 2021-03-05,332.48787571054885,794.1620904657935,519.0630325926679 1526 | 2021-03-06,67.10620668864193,159.4039142420754,101.11223558897511 1527 | 2021-03-07,45.597315373676736,103.52297037241578,66.99351801959516 1528 | 2021-03-08,364.2271101421987,883.549612913123,571.391785834054 1529 | 2021-03-09,369.05461339924074,858.3495915699866,569.1946736086247 1530 | 2021-03-10,342.00550491135635,826.9697558628089,544.2036989685083 1531 | 2021-03-11,329.2022522745369,788.5468575686634,515.4598877763094 1532 | 2021-03-12,331.71441474642296,774.6535738380148,503.45405974903485 1533 | 2021-03-13,65.30656537289006,153.02116380306492,98.15659266519737 1534 | 2021-03-14,42.88652800689568,101.19444250112637,65.14404128492787 1535 | 2021-03-15,349.97732525601185,861.857933825872,556.9018438078685 1536 | 2021-03-16,357.7055451650811,873.9493400433539,556.2922246904955 1537 | 2021-03-17,347.791730734175,835.4219644842775,533.4687562361244 1538 | 2021-03-18,338.7564800507814,794.2215599209452,506.8354136181429 1539 | 2021-03-19,328.6602841626654,786.8992313576804,496.46523640583 1540 | 2021-03-20,61.154262576622486,147.65621098132496,97.04112221508883 1541 | 2021-03-21,41.467202121052736,102.40132270351722,64.53494124949526 1542 | 2021-03-22,362.4401480113329,880.6763354313299,552.4541436064012 1543 | 2021-03-23,348.6979733001934,850.8623153260102,552.1810167411996 1544 | 2021-03-24,335.5038893167974,837.2088174521132,529.3915559537976 1545 | 2021-03-25,320.2570706969009,788.6386517645569,502.38259166371716 1546 | 2021-03-26,309.39861768932104,757.0522254530607,491.0940540660152 1547 | 2021-03-27,59.43298196856777,149.092009218912,95.71151438457247 1548 | 2021-03-28,39.37105789235842,97.80127645746985,63.415100951316305 1549 | 2021-03-29,354.5408037530807,845.4773554565403,540.4909602974404 1550 | 2021-03-30,352.9644300816848,867.1673280458059,537.5704666252203 1551 | 2021-03-31,326.6640133160288,792.0727450682316,512.6655924842393 1552 | 2021-04-01,316.9870655885019,729.5043045567928,483.86038364150244 1553 | 2021-04-02,308.84377673281216,731.5733413119757,470.4285167731583 1554 | 2021-04-03,56.94907173128436,139.12428638537264,91.21057225875887 1555 | 2021-04-04,39.11159428546212,97.29138427374914,60.14889597504193 1556 | 2021-04-05,333.01407005806584,789.5697495663013,510.58659670148757 1557 | 2021-04-06,328.29573654890123,788.7751685125946,506.2183331782816 1558 | 2021-04-07,313.5589209024711,756.7469506498488,481.7340985156716 1559 | 2021-04-08,301.30676518485996,698.6972745763269,454.2286687886017 1560 | 2021-04-09,293.09756669471267,674.4646531583431,441.7598007599748 1561 | 2021-04-10,54.961739765853416,126.24132597567947,85.79500828386522 1562 | 2021-04-11,35.70886398061866,90.13447948029187,56.75002108830819 1563 | 2021-04-12,308.45177910645606,758.6645306595278,483.85847578425273 1564 | 2021-04-13,310.00867471440097,737.8964884136088,482.45718655998627 1565 | 2021-04-14,294.2558703666105,695.9129855988571,462.2904459632802 1566 | 2021-04-15,290.4310904972446,675.542924618674,439.35799451091424 1567 | 2021-04-16,272.32260780599495,656.7354264055699,431.0575131882464 1568 | 2021-04-17,54.87524972646806,133.21551889208445,84.50630056198354 1569 | 2021-04-18,37.188096149083535,90.24522513944606,56.44649216522232 1570 | 2021-04-19,309.19516985714984,757.8573459369228,486.0525431246732 1571 | 2021-04-20,317.70096701333114,748.5258775300716,489.38062151485036 1572 | 2021-04-21,303.018434815039,717.2535740974032,473.2959706345485 1573 | 2021-04-22,305.6087612856205,698.3998888250804,453.68343339821473 1574 | 2021-04-23,295.2980521955475,683.3037031124223,448.49591101164475 1575 | 2021-04-24,56.87760641725024,135.9240103832399,88.48486598654952 1576 | 2021-04-25,38.88186350012709,91.77208161018726,59.394964116459796 1577 | 2021-04-26,327.3120483459159,776.990243114158,513.1320886551915 1578 | 2021-04-27,345.8800321997194,798.5442298987975,517.4514682729707 1579 | 2021-04-28,326.66552940896895,792.6555307334165,500.31099061531785 1580 | 2021-04-29,307.97855445273746,743.7162749848825,478.56197444737523 1581 | 2021-04-30,305.2917673890015,733.2804142120034,471.2211625787344 1582 | 2021-05-01,61.22661365204564,141.9252575076903,92.43832506270222 1583 | 2021-05-02,38.9623467500055,96.6293265489353,61.59434537658214 1584 | 2021-05-03,340.2968559059482,820.6115506570657,527.4694244637668 1585 | 2021-05-04,338.1043121358461,811.0467486445731,526.5997629408286 1586 | 2021-05-05,320.1088691327359,776.6009137410208,503.58730143946354 1587 | 2021-05-06,308.918231153196,739.621753995685,476.1092520269889 1588 | 2021-05-07,295.43451359842464,694.288302489551,463.20926805127596 1589 | 2021-05-08,58.13882832574417,135.42305058060296,89.78140618174208 1590 | 2021-05-09,36.96692266797411,93.65636603612539,59.12969705616089 1591 | 2021-05-10,326.80441307290187,784.4922303040322,500.83062438273305 1592 | 2021-05-11,326.804166721925,756.055079941056,495.04625861966707 1593 | 2021-05-12,299.6519078275597,751.6014903939962,469.3418368607667 1594 | 2021-05-13,296.2878232131576,676.751238362224,440.62600448780165 1595 | 2021-05-14,279.42822034829334,640.3388482106354,426.4757198591803 1596 | 2021-05-15,53.52168434998273,128.26712078342527,82.40366803741776 1597 | 2021-05-16,34.77296177973675,86.8902904330146,54.22015034616691 1598 | 2021-05-17,299.07048837942096,711.0159876234578,459.86513725847664 1599 | 2021-05-18,297.92597443698224,725.9770104244502,456.2169709292487 1600 | 2021-05-19,275.08964626506133,660.2459510289465,435.09875480770273 1601 | 2021-05-20,266.3667669121792,625.641966530557,411.80109077370986 1602 | 2021-05-21,263.3520412312632,648.7015878228552,402.63345191484814 1603 | 2021-05-22,51.38977763326087,122.9599021094337,78.73162440702517 1604 | 2021-05-23,33.87223883053053,80.95260511522876,52.508226251759645 1605 | 2021-05-24,291.24927762228253,701.4529268039138,451.96726431748823 1606 | 2021-05-25,300.87355497979894,700.8702230490785,455.46742362502886 1607 | 2021-05-26,288.42382979166365,690.0796717650869,441.4938457191731 1608 | 2021-05-27,281.1938231911899,666.7872812635128,424.7675498545788 1609 | 2021-05-28,274.0245156369335,667.9421375817483,422.09312669386355 1610 | 2021-05-29,55.50792148450227,128.87882236786166,83.83447046857667 1611 | 2021-05-30,36.67097724847884,88.65898956864507,56.73548719406235 1612 | 2021-05-31,330.0346345913965,781.2909220626375,494.8985672482472 1613 | 2021-06-01,330.595213550823,797.3174016797822,504.5902264288155 1614 | 2021-06-02,317.78405919473823,757.7474194521178,493.91183467287146 1615 | 2021-06-03,317.38098489923635,763.368554102437,478.84127225935333 1616 | 2021-06-04,307.95011719799817,743.3804954159102,478.36650473701883 1617 | 2021-06-05,61.01638913453068,145.0814923208229,95.28705944952425 1618 | 2021-06-06,42.21118502221425,100.93549798379154,64.51307414180717 1619 | 2021-06-07,363.2720742103205,890.0764046326842,561.5866947849204 1620 | 2021-06-08,366.70237536270105,876.6432079015135,570.036926617114 1621 | 2021-06-09,352.8824719301408,858.6244692653423,554.2281419413847 1622 | 2021-06-10,338.665062050482,839.7760448744957,532.5945901054895 1623 | 2021-06-11,342.24914808043115,826.7172034075891,526.410265142088 1624 | 2021-06-12,66.33631453921235,158.37737668437538,103.57822950203264 1625 | 2021-06-13,44.22123277136137,109.6500798024742,69.18333399230282 1626 | 2021-06-14,385.39621885008154,940.1171712711138,593.588333337417 1627 | 2021-06-15,382.40139004051184,903.0403607614744,593.5222589010842 1628 | 2021-06-16,362.6027616701905,885.2599677533419,568.3257157640044 1629 | 2021-06-17,353.9128501641973,861.4863826833389,537.9565977925204 1630 | 2021-06-18,332.8635397165961,810.2680625873506,524.0063044228682 1631 | 2021-06-19,67.08343740735403,159.14043828502375,101.6965502775124 1632 | 2021-06-20,42.56173942411801,103.69470779706758,67.07491164511562 1633 | 2021-06-21,373.7396406324762,895.1804417220676,569.083168369443 1634 | 2021-06-22,363.70806986521154,879.5452363299178,563.5948148215025 1635 | 2021-06-23,341.3542881903165,840.561219497047,535.4893482701037 1636 | 2021-06-24,322.7582523574358,773.5654887281038,503.9204474179257 1637 | 2021-06-25,312.5087872742169,755.2116331041464,488.9680473206142 1638 | 2021-06-26,60.08404465080043,144.50285983148586,94.72271903115355 1639 | 2021-06-27,39.7938600196109,98.61186646233226,62.48420831610124 1640 | 2021-06-28,344.6631617701368,843.9614553823864,531.2118526140297 1641 | 2021-06-29,334.20055404646723,805.6772862306675,528.0819948802824 1642 | 2021-06-30,329.70288224275424,805.1965541421773,504.4413340535377 1643 | 2021-07-01,306.4524722919335,747.9889933205321,477.90038588671416 1644 | 2021-07-02,300.31324556802684,744.203349340094,467.36486824209265 1645 | 2021-07-03,57.93361785870686,137.52063317988114,91.32714571608186 1646 | 2021-07-04,38.926791507840655,96.04881043652173,60.80451943609727 1647 | 2021-07-05,335.2527454611159,820.4790700485412,521.8920736196158 1648 | 2021-07-06,330.7483791599672,801.044050380727,523.8036930460435 1649 | 2021-07-07,326.2622360653443,798.1710206386645,505.0373295225238 1650 | 2021-07-08,321.57694969393305,753.6415617595197,482.7029262905005 1651 | 2021-07-09,303.9972391439657,739.8359067400571,475.9007285864813 1652 | 2021-07-10,59.922240890742124,151.80938471220378,93.6663242407107 1653 | 2021-07-11,40.57228422978264,99.3214954482024,62.74532366964157 1654 | 2021-07-12,344.0450919134676,832.1499748009034,541.2237604884187 1655 | 2021-07-13,347.500335783085,846.6610948615389,545.220412367287 1656 | 2021-07-14,328.5796662508413,840.8682798865607,526.9596516530947 1657 | 2021-07-15,319.54085743486263,793.1821000906085,504.2328748556123 1658 | 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6/8/2020,478 1256 | 6/9/2020,422 1257 | 6/10/2020,447 1258 | 6/11/2020,365 1259 | 6/12/2020,358 1260 | 6/13/2020,66 1261 | 6/14/2020,60 1262 | 6/15/2020,517 1263 | 6/16/2020,410 1264 | 6/17/2020,373 1265 | 6/18/2020,404 1266 | 6/19/2020,341 1267 | 6/20/2020,54 1268 | 6/21/2020,55 1269 | 6/22/2020,440 1270 | 6/23/2020,404 1271 | 6/24/2020,433 1272 | 6/25/2020,405 1273 | 6/26/2020,403 1274 | 6/27/2020,68 1275 | 6/28/2020,62 1276 | 6/29/2020,446 1277 | 6/30/2020,412 1278 | 7/1/2020,357 1279 | 7/2/2020,332 1280 | 7/3/2020,172 1281 | 7/4/2020,45 1282 | 7/5/2020,34 1283 | 7/6/2020,445 1284 | 7/7/2020,422 1285 | 7/8/2020,425 1286 | 7/9/2020,347 1287 | 7/10/2020,362 1288 | 7/11/2020,64 1289 | 7/12/2020,49 1290 | 7/13/2020,424 1291 | 7/14/2020,457 1292 | 7/15/2020,398 1293 | 7/16/2020,410 1294 | 7/17/2020,379 1295 | 7/18/2020,67 1296 | 7/19/2020,46 1297 | 7/20/2020,416 1298 | 7/21/2020,380 1299 | 7/22/2020,364 1300 | 7/23/2020,338 1301 | 7/24/2020,311 1302 | 7/25/2020,65 1303 | 7/26/2020,63 1304 | 7/27/2020,391 1305 | 7/28/2020,369 1306 | 7/29/2020,438 1307 | 7/30/2020,363 1308 | 7/31/2020,369 1309 | 8/1/2020,64 1310 | 8/2/2020,37 1311 | 8/3/2020,421 1312 | 8/4/2020,325 1313 | 8/5/2020,374 1314 | 8/6/2020,316 1315 | 8/7/2020,386 1316 | 8/8/2020,80 1317 | 8/9/2020,63 1318 | 8/10/2020,442 1319 | 8/11/2020,447 1320 | 8/12/2020,389 1321 | 8/13/2020,391 1322 | 8/14/2020,290 1323 | 8/15/2020,46 1324 | 8/16/2020,47 1325 | 8/17/2020,416 1326 | 8/18/2020,396 1327 | 8/19/2020,414 1328 | 8/20/2020,418 1329 | 8/21/2020,356 1330 | 8/22/2020,78 1331 | 8/23/2020,49 1332 | 8/24/2020,452 1333 | 8/25/2020,407 1334 | 8/26/2020,409 1335 | 8/27/2020,372 1336 | 8/28/2020,310 1337 | 8/29/2020,64 1338 | 8/30/2020,30 1339 | 8/31/2020,366 1340 | 9/1/2020,387 1341 | 9/2/2020,364 1342 | 9/3/2020,373 1343 | 9/4/2020,338 1344 | 9/5/2020,69 1345 | 9/6/2020,51 1346 | 9/7/2020,86 1347 | 9/8/2020,528 1348 | 9/9/2020,447 1349 | 9/10/2020,379 1350 | 9/11/2020,375 1351 | 9/12/2020,78 1352 | 9/13/2020,59 1353 | 9/14/2020,421 1354 | 9/15/2020,430 1355 | 9/16/2020,424 1356 | 9/17/2020,404 1357 | 9/18/2020,462 1358 | 9/19/2020,65 1359 | 9/20/2020,50 1360 | 9/21/2020,568 1361 | 9/22/2020,498 1362 | 9/23/2020,431 1363 | 9/24/2020,415 1364 | 9/25/2020,366 1365 | 9/26/2020,68 1366 | 9/27/2020,54 1367 | 9/28/2020,513 1368 | 9/29/2020,463 1369 | 9/30/2020,474 1370 | 10/1/2020,453 1371 | 10/2/2020,372 1372 | 10/3/2020,74 1373 | 10/4/2020,47 1374 | 10/5/2020,418 1375 | 10/6/2020,386 1376 | 10/7/2020,398 1377 | 10/8/2020,362 1378 | 10/9/2020,326 1379 | 10/10/2020,68 1380 | 10/11/2020,59 1381 | 10/12/2020,348 1382 | 10/13/2020,396 1383 | 10/14/2020,332 1384 | 10/15/2020,361 1385 | 10/16/2020,351 1386 | 10/17/2020,73 1387 | 10/18/2020,68 1388 | 10/19/2020,389 1389 | 10/20/2020,393 1390 | 10/21/2020,393 1391 | 10/22/2020,351 1392 | 10/23/2020,403 1393 | 10/24/2020,122 1394 | 10/25/2020,143 1395 | 10/26/2020,990 1396 | 10/27/2020,959 1397 | 10/28/2020,739 1398 | 10/29/2020,620 1399 | 10/30/2020,515 1400 | 10/31/2020,98 1401 | 11/1/2020,48 1402 | 11/2/2020,658 1403 | 11/3/2020,466 1404 | 11/4/2020,699 1405 | 11/5/2020,547 1406 | 11/6/2020,559 1407 | 11/7/2020,125 1408 | 11/8/2020,58 1409 | 11/9/2020,633 1410 | 11/10/2020,551 1411 | 11/11/2020,372 1412 | 11/12/2020,537 1413 | 11/13/2020,522 1414 | 11/14/2020,109 1415 | 11/15/2020,85 1416 | 11/16/2020,643 1417 | 11/17/2020,695 1418 | 11/18/2020,597 1419 | 11/19/2020,598 1420 | 11/20/2020,381 1421 | 11/21/2020,86 1422 | 11/22/2020,62 1423 | 11/23/2020,635 1424 | 11/24/2020,570 1425 | 11/25/2020,521 1426 | 11/26/2020,59 1427 | 11/27/2020,233 1428 | 11/28/2020,127 1429 | 11/29/2020,80 1430 | 11/30/2020,813 1431 | 12/1/2020,747 1432 | 12/2/2020,723 1433 | 12/3/2020,655 1434 | 12/4/2020,573 1435 | 12/5/2020,183 1436 | 12/6/2020,134 1437 | 12/7/2020,864 1438 | 12/8/2020,762 1439 | 12/9/2020,660 1440 | 12/10/2020,625 1441 | 12/11/2020,622 1442 | 12/12/2020,131 1443 | 12/13/2020,80 1444 | 12/14/2020,939 1445 | 12/15/2020,622 1446 | 12/16/2020,656 1447 | 12/17/2020,640 1448 | 12/18/2020,534 1449 | 12/19/2020,134 1450 | 12/20/2020,90 1451 | 12/21/2020,594 1452 | 12/22/2020,524 1453 | 12/23/2020,463 1454 | 12/24/2020,176 1455 | 12/25/2020,60 1456 | 12/26/2020,140 1457 | 12/27/2020,72 1458 | 12/28/2020,608 1459 | 12/29/2020,490 1460 | 12/30/2020,430 1461 | 12/31/2020,320 1462 | 1/1/2021,124 1463 | 1/2/2021,178 1464 | 1/3/2021,110 1465 | 1/4/2021,744 1466 | 1/5/2021,590 1467 | 1/6/2021,575 1468 | 1/7/2021,605 1469 | 1/8/2021,557 1470 | 1/9/2021,129 1471 | 1/10/2021,91 1472 | 1/11/2021,691 1473 | 1/12/2021,607 1474 | 1/13/2021,581 1475 | 1/14/2021,534 1476 | 1/15/2021,562 1477 | 1/16/2021,72 1478 | 1/17/2021,74 1479 | 1/18/2021,262 1480 | 1/19/2021,618 1481 | 1/20/2021,526 1482 | 1/21/2021,542 1483 | 1/22/2021,507 1484 | 1/23/2021,134 1485 | 1/24/2021,80 1486 | 1/25/2021,670 1487 | 1/26/2021,554 1488 | 1/27/2021,571 1489 | 1/28/2021,567 1490 | 1/29/2021,554 1491 | 1/30/2021,126 1492 | 1/31/2021,89 1493 | 2/1/2021,567 1494 | 2/2/2021,564 1495 | 2/3/2021,532 1496 | 2/4/2021,596 1497 | 2/5/2021,502 1498 | 2/6/2021,94 1499 | 2/7/2021,62 1500 | 2/8/2021,598 1501 | 2/9/2021,521 1502 | 2/10/2021,583 1503 | 2/11/2021,563 1504 | 2/12/2021,497 1505 | 2/13/2021,87 1506 | 2/14/2021,49 1507 | 2/15/2021,287 1508 | 2/16/2021,558 1509 | 2/17/2021,722 1510 | 2/18/2021,475 1511 | 2/19/2021,424 1512 | 2/20/2021,84 1513 | 2/21/2021,80 1514 | 2/22/2021,572 1515 | 2/23/2021,529 1516 | 2/24/2021,567 1517 | 2/25/2021,532 1518 | 2/26/2021,584 1519 | 2/27/2021,66 1520 | 2/28/2021,42 1521 | 3/1/2021,530 1522 | 3/2/2021,564 1523 | 3/3/2021,543 1524 | 3/4/2021,506 1525 | 3/5/2021,521 1526 | 3/6/2021,96 1527 | 3/7/2021,59 1528 | 3/8/2021,621 1529 | 3/9/2021,556 1530 | 3/10/2021,529 1531 | 3/11/2021,558 1532 | 3/12/2021,529 1533 | 3/13/2021,77 1534 | 3/14/2021,64 1535 | 3/15/2021,609 1536 | 3/16/2021,603 1537 | 3/17/2021,570 1538 | 3/18/2021,559 1539 | 3/19/2021,507 1540 | 3/20/2021,105 1541 | 3/21/2021,52 1542 | 3/22/2021,402 1543 | -------------------------------------------------------------------------------- /Finding Best Distribution that Fits Data using Fitter/Delta.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Mohsinrazaa/Time-Series-project/815f2bca6493af688bb7939c663b369c97af54e5/Finding Best Distribution that Fits Data using Fitter/Delta.xlsx -------------------------------------------------------------------------------- /Finding Best Distribution that Fits Data using Fitter/filtter: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Time-Series-projects 2 | ## 1.Time-Series Analysis usnig FB-Prophet 3 | 4 | **Goal:** 5 | > Predictions for April, May, June, July, August, September 2021. 6 | ## 2. Time Series Forecasting - Autoregression (AR) 7 | 8 | **Goal** 9 | > Forecast time series with the Autoregression (AR) Approach. 1) JetRail Commuter, 2) Air Passengers, 3) Function Autoregression with Air Passengers, and 5) Function Autoregression with Wine Sales. 10 | 11 | ## 3.Time series forecasting using ARIMA models 12 | 13 | In this project, you are requested to demonstrate Auto Regressive Integrated Moving Average (ARIMA) model and use it to forecast a time series. Perform the following: 14 | 15 | > 1. Provide brief description of ARIMA model and explain how it is used. Describe its parameters. 16 | > 2. Select a stochastic time series of that describes a phenomenon. 17 | > 3. Using COVID-19 infections in Saudi Arabia Dataset. 18 | 19 | ## 4. ARIMA with Fourier terms 20 | 21 | > The goal of this notebook is to show how to tune ARIMA model with additional regressors. We will add some Fourier terms to capture multiple seasonality and compare the best model with TBATS model. 22 | 23 | > Dataset use Web Traffic Time Series Forecasting from kaggle 24 | 25 | ## Finding Best Distribution that Fits Data using Fitter 26 | 27 | > Finding the Best Distribution that Fits Your Data using Python’s `Fitter` Library 28 | > Also finding the Z score and precentile for lognoramal form. 29 | -------------------------------------------------------------------------------- /Time Series Forecasting - Autoregression (AR)/ar: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Time series forecasting using ARIMA Model/DATAset after Filtering.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Mohsinrazaa/Time-Series-project/815f2bca6493af688bb7939c663b369c97af54e5/Time series forecasting using ARIMA Model/DATAset after Filtering.xlsx -------------------------------------------------------------------------------- /VAR model for forecasting/Dataset1.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Mohsinrazaa/Time-Series-project/815f2bca6493af688bb7939c663b369c97af54e5/VAR model for forecasting/Dataset1.xlsx -------------------------------------------------------------------------------- /VAR model for forecasting/v: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Weather Forecasting using SRIMAX Model/weather prediction.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # coding: utf-8 3 | 4 | # # import required library 5 | 6 | # In[1]: 7 | 8 | 9 | # Import numpy, pandas for data manipulation 10 | import numpy as np 11 | import pandas as pd 12 | 13 | # Import matplotlib, seaborn for visualization 14 | import matplotlib.pyplot as plt 15 | import seaborn as sns 16 | import warnings 17 | warnings.filterwarnings('ignore') 18 | 19 | 20 | # In[2]: 21 | 22 | 23 | # Import the data 24 | weather_data = pd.read_csv('weather.csv') 25 | weather_data.head() 26 | 27 | 28 | # In[8]: 29 | 30 | 31 | rain_df = weather_data[['Date','Rainfall']] 32 | rain_df.head() 33 | 34 | 35 | # In[9]: 36 | 37 | 38 | rain_df.shape 39 | 40 | 41 | # In[10]: 42 | 43 | 44 | rain_df.info() 45 | 46 | 47 | # **Using 50 values** 48 | 49 | # In[15]: 50 | 51 | 52 | rain_df = rain_df.loc[:49] 53 | rain_df.head() 54 | 55 | 56 | # In[16]: 57 | 58 | 59 | rain_df.shape 60 | 61 | 62 | # In[17]: 63 | 64 | 65 | # Convert the time column into datetime 66 | rain_df['Date'] = pd.to_datetime(rain_df['Date']) 67 | rain_df['Date'].head() 68 | 69 | 70 | # In[18]: 71 | 72 | 73 | rain_df.info() 74 | 75 | 76 | # In[24]: 77 | 78 | 79 | # fill the empty row 80 | rain_df = rain_df.fillna(rain_df['Rainfall'].mean()) 81 | rain_df.head() 82 | 83 | 84 | # ### Dataset Explanation 85 | 86 | # In[27]: 87 | 88 | 89 | rain_df.describe() 90 | 91 | 92 | # In[29]: 93 | 94 | 95 | # Output the maximum and minimum rain date 96 | print(rain_df.loc[rain_df["Rainfall"] == rain_df["Rainfall"].max()]) 97 | print(rain_df.loc[rain_df["Rainfall"] == rain_df["Rainfall"].min()]) 98 | 99 | 100 | # In[30]: 101 | 102 | 103 | # Reset the index 104 | rain_df.set_index("Date", inplace=True) 105 | 106 | 107 | # ### Data Visualization 108 | 109 | # In[32]: 110 | 111 | 112 | # Plot the daily temperature change 113 | plt.figure(figsize=(16,10), dpi=100) 114 | plt.plot(rain_df.index, rain_df.Rainfall, color='tab:red') 115 | plt.gca().set(title="Daily Rain", xlabel='Date', ylabel="rain value") 116 | plt.show() 117 | 118 | 119 | # In[35]: 120 | 121 | 122 | # Apply the Moving Average function by a subset of size 10 days. 123 | rain_df_mean = rain_df.Rainfall.rolling(window=10).mean() 124 | rain_df_mean.plot(figsize=(16,10)) 125 | plt.show() 126 | 127 | 128 | # In[37]: 129 | 130 | 131 | from statsmodels.tsa.seasonal import seasonal_decompose 132 | 133 | # Additive Decomposition 134 | result_add = seasonal_decompose(rain_df.Rainfall, model='additive', extrapolate_trend=0) 135 | 136 | # Plot 137 | plt.rcParams.update({'figure.figsize': (10,10)}) 138 | result_add.plot().suptitle('Additive Decomposition', fontsize=22) 139 | plt.show() 140 | 141 | 142 | # ### Baseline Model 143 | 144 | # In[38]: 145 | 146 | 147 | # Shift the current rain to the next day. 148 | predicted_df = rain_df["Rainfall"].to_frame().shift(1).rename(columns = {"Rainfall": "rain_pred" }) 149 | actual_df = rain_df["Rainfall"].to_frame().rename(columns = {"Rainfall": "rain_actual" }) 150 | 151 | # Concatenate the actual and predicted rain 152 | one_step_df = pd.concat([actual_df,predicted_df],axis=1) 153 | 154 | # Select from the second row, because there is no prediction for today due to shifting. 155 | one_step_df = one_step_df[1:] 156 | one_step_df.head(10) 157 | 158 | 159 | # > Here you can the we have two column one is our **actual rain** column and othe is **predicted rain** column that we use next model 160 | 161 | # We could validate how well our model is by looking at the Root Mean Squared Error(RMSE) between the predicted and actual rain 162 | 163 | # In[41]: 164 | 165 | 166 | from sklearn.metrics import mean_squared_error as MSE 167 | from math import sqrt 168 | 169 | # Calculate the RMSE 170 | rain_pred_err = MSE(one_step_df.rain_actual, one_step_df.rain_pred, squared=False) 171 | print("The RMSE is",rain_pred_err) 172 | 173 | 174 | # > Our RMSE value is 4.002 is arround 4 that are pretty good for model. 175 | 176 | # ## Using SARIMA model 177 | 178 | # ### Parameter Selection 179 | # #### Grid Search 180 | # We are going to apply one of the most commonly used method for time-series forecasting, known as SARIMA, which stands for Seasonal Autoregressive Integrated Moving Average. SARIMA models are denoted with the notation SARIMA(p,d,q)(P,D,Q,s). These three parameters account for seasonality, trend, and noise in data: 181 | # 182 | # We will use a “grid search” to iteratively explore different combinations of parameters. For each combination of parameters, we fit a new seasonal SARIMA model with the SARIMAX() function from the statsmodels module and assess its overall quality. 183 | 184 | # In[42]: 185 | 186 | 187 | import itertools 188 | 189 | # Define the p, d and q parameters to take any value between 0 and 2 190 | p = d = q = range(0, 2) 191 | 192 | # Generate all different combinations of p, q and q triplets 193 | pdq = list(itertools.product(p, d, q)) 194 | 195 | # Generate all different combinations of seasonal p, q and q triplets 196 | seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))] 197 | 198 | print('Examples of parameter combinations for Seasonal ARIMA...') 199 | print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1])) 200 | print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2])) 201 | print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3])) 202 | print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4])) 203 | 204 | 205 | # In[43]: 206 | 207 | 208 | for param in pdq: 209 | for param_seasonal in seasonal_pdq: 210 | try: 211 | mod = sm.tsa.statespace.SARIMAX(one_step_df.rain_actual, 212 | order=param, 213 | seasonal_order=param_seasonal, 214 | enforce_stationarity=False, 215 | enforce_invertibility=False) 216 | 217 | results = mod.fit() 218 | 219 | print('SARIMA{}x{}12 - AIC:{}'.format(param, param_seasonal, results.aic)) 220 | except: 221 | continue 222 | 223 | 224 | # ### Fitting the Model 225 | 226 | # In[47]: 227 | 228 | 229 | import warnings 230 | warnings.filterwarnings("ignore") # specify to ignore warning messages 231 | # Import the statsmodels library for using SARIMAX model 232 | import statsmodels.api as sm 233 | 234 | # Fit the SARIMAX model using optimal parameters 235 | mod = sm.tsa.statespace.SARIMAX(one_step_df.rain_actual, 236 | order=(1,1,1), 237 | seasonal_order=(1,1,1,12), 238 | enforce_stationarity=False, 239 | enforce_invertibility=False) 240 | 241 | 242 | # In[48]: 243 | 244 | 245 | results = mod.fit() 246 | 247 | 248 | # In[49]: 249 | 250 | 251 | results.summary() 252 | 253 | 254 | # **Predictions** 255 | 256 | # In[51]: 257 | 258 | 259 | pred = results.predict(start=0,end=49)[1:] 260 | pred 261 | 262 | 263 | # In[52]: 264 | 265 | 266 | pred = results.get_prediction(start=0,end = 49, dynamic=False) 267 | pred_ci = pred.conf_int() 268 | 269 | 270 | # In[53]: 271 | 272 | 273 | pred_ci.head() 274 | 275 | 276 | # In[55]: 277 | 278 | 279 | print(pred) 280 | 281 | 282 | # In[58]: 283 | 284 | 285 | ax = one_step_df.rain_actual.plot(label='observed',figsize=(16,10)) 286 | ax.set_xlabel('Date') 287 | ax.set_ylabel('value') 288 | plt.ylim([0,2.0]) 289 | plt.legend() 290 | plt.show() 291 | 292 | 293 | # ### Forecast Diagnostic 294 | # It is also useful to quantify the accuracy of our forecasts. We will use the MSE (Mean Squared Error), in which for each predicted value, we compute its distance to the true value and square the result 295 | 296 | # In[65]: 297 | 298 | 299 | y_forecasted = pred.predicted_mean[:49] 300 | y_truth = one_step_df.rain_actual 301 | print(y_forecasted.shape) 302 | print(y_truth.shape) 303 | # Compute the mean square error 304 | mse = MSE(y_truth, y_forecasted, squared=True) 305 | print('The Mean Squared Error of our forecasts is {}'.format(round(mse, 2))) 306 | 307 | 308 | # Amazziingggg! Our forecast model forecasts the rain with only an error of 25.85. 309 | # 310 | # In the weather forecast field, the prediction error of 2.19 degrees seems promising and sufficient, as there are many other factors that contribute to the change in rain, including but not limited to the wind speed, the air pressure, etc. 311 | 312 | # ### Validating the Dynamic Forecast 313 | 314 | # In this case, we only use information from the time series up to a certain point, and after that, forecasts are generated using values from previous forecasted time points. 315 | # 316 | 317 | # In[66]: 318 | 319 | 320 | pred_dynamic = results.get_prediction(start=0,end = 49, dynamic=True, full_results=True) 321 | pred_dynamic_ci = pred_dynamic.conf_int() 322 | 323 | 324 | # In[67]: 325 | 326 | 327 | pred_dynamic_ci.head() 328 | 329 | 330 | # Once again, we plot the real and forecasted values of the average daily rain to assess how well we did: 331 | 332 | # In[71]: 333 | 334 | 335 | ax = one_step_df.rain_actual.plot(label='observed', figsize=(15, 11)) 336 | pred_dynamic.predicted_mean.plot(label='Dynamic Forecast', ax=ax) 337 | 338 | ax.fill_between(pred_dynamic_ci.index, 339 | pred_dynamic_ci.iloc[:, 0], 340 | pred_dynamic_ci.iloc[:, 1], color='k', alpha=.25) 341 | 342 | 343 | ax.set_xlabel('Date') 344 | ax.set_ylabel('Temperature (in Celsius)') 345 | plt.ylim([0,2.0]) 346 | plt.legend() 347 | plt.show() 348 | 349 | 350 | # > In this case, the model seems to predict the rain inaccurately, with major fluctuations between the true value and the predicted value. 351 | 352 | # ### Forecast Diagnostic 353 | 354 | # In[73]: 355 | 356 | 357 | # Extract the predicted and true values of our time series 358 | y_forecasted = pred_dynamic.predicted_mean[:49] 359 | y_truth = one_step_df.rain_actual 360 | 361 | # Compute the mean square error 362 | mse = sqrt(MSE(y_truth, y_forecasted).mean()) 363 | print('The Root Mean Squared Error of our forecasts is {}'.format(round(mse, 2))) 364 | 365 | 366 | # The **predicted** values obtained from the dynamic forecasts yield an MSE of 3.68. This is significantly higher than the one-step ahead, which is to be expected given that we are relying on less historical data from the time series. 367 | 368 | # # Conclusion 369 | 370 | # I described how to implement a seasonal SARIMA model in Python. I made extensive use of the pandas and statsmodels libraries and showed how to run model diagnostics, as well as how to produce forecasts of the Rain. 371 | 372 | # Recall that in the assumption I made in the section 2.2 Baseline Model, I could even reinforce our assumption and continue our belief that the rainfall today depends on the rainfall yesterday, the rainfall yesterday depends on the day before yesterday, and so on. 373 | # 374 | # It is the best so far to use the history up to the point that we would like to make **predictions** on. Especially it holds for weather forecasting, where the rainfall today does not change much from yesterday, and the transition to another season signaling through the rainfall should gradually occur, unless there is any disastrous factors such as storm, drought, etc. 375 | --------------------------------------------------------------------------------