Solution - Forecasting with Fundamentals

Solution - Forecasting with Fundamentals#

# Output from previous execution
name gics_sector_name mkt cap
ticker
A Agilent Technologies Inc Health Care 4.162353e+10
AAPL Apple Inc Information Technology 4.025226e+12
ABBV AbbVie Inc Health Care 4.106695e+11
ABNB Airbnb Inc Consumer Discretionary 7.510938e+10
ABT Abbott Laboratories Health Care 2.270793e+11
... ... ... ...
XYZ Block Inc Financials 3.675158e+10
YUM Yum! Brands Inc Consumer Discretionary 4.137582e+10
ZBH Zimmer Biomet Holdings Inc Health Care 1.781850e+10
ZBRA Zebra Technologies Corp Information Technology 1.218683e+10
ZTS Zoetis Inc Health Care 5.324455e+10

503 rows × 3 columns

# Output from previous execution

Filtering assets: requiring at least 260 periods (7 years) of non-NaN price data...

Tickers dropped (15): ['ABNB', 'APP', 'CEG', 'COIN', 'DASH', 'EXE', 'GEHC', 'GEV', 'HOOD', 'KVUE', 'PLTR', 'SOLV', 'SW', 'VLTO', 'WBD']

After filtering to common dates:
  Date range: 2015-07-03 00:00:00 to 2025-06-27 00:00:00
  Number of dates: 522
Data Filtering Summary
  Dataset Rows Columns Avg NaN per Column Date Range
0 Raw Price 522 500 17.792000 2015-07-03 00:00:00 to 2025-06-27 00:00:00
1 Raw dvd yld 522 500 129.108000 2015-07-03 00:00:00 to 2025-06-27 00:00:00
2 Raw pe ratio 522 500 43.562000 2015-07-03 00:00:00 to 2025-06-27 00:00:00
3 Filtered Price 522 485 7.286598 2015-07-03 00:00:00 to 2025-06-27 00:00:00
4 Filtered dvd yld 522 485 118.542268 2015-07-03 00:00:00 to 2025-06-27 00:00:00
5 Filtered pe ratio 522 485 31.787629 2015-07-03 00:00:00 to 2025-06-27 00:00:00
ticker A AAPL ABBV ABT ACGL ACN ADBE ADI ADM ADP ADSK AEE AEP AES AFL AIG AIZ AJG AKAM ALB ALGN ALL ALLE AMAT AMCR AMD AME AMGN AMP AMT AMZN ANET AON AOS APA APD APH APO APTV ARE ATO AVB AVGO AVY AWK AXON AXP AZO BA BAC BALL BAX BBY BDX BEN BF/B BG BIIB BK BKNG BKR BLDR BLK BMY BR BRK/B BRO BSX BX BXP C CAG CAH CARR CAT CB CBOE CBRE CCI CCL CDNS CDW CF CFG CHD CHRW CHTR CI CINF CL CLX CMCSA CME CMG CMI CMS CNC CNP COF COO COP COR COST CPAY CPB CPRT CPT CRL CRM CRWD CSCO CSGP CSX CTAS CTRA CTSH CTVA CVS CVX D DAL DAY DD DDOG DE DECK DELL DG DGX DHI DHR DIS DLR DLTR DOC DOV DOW DPZ DRI DTE DUK DVA DVN DXCM EA EBAY ECL ED EFX EG EIX EL ELV EME EMR EOG EPAM EQIX EQR EQT ERIE ES ESS ETN ETR EVRG EW EXC EXPD EXPE EXR F FANG FAST FCX FDS FDX FE FFIV FICO FIS FISV FITB FOX FOXA FRT FSLR FTNT FTV GD GDDY GE GEN GILD GIS GL GLW GM GNRC GOOG GOOGL GPC GPN GRMN GS GWW HAL HAS HBAN HCA HD HIG HII HLT HOLX HON HPE HPQ HRL HSIC HST HSY HUBB HUM HWM IBKR IBM ICE IDXX IEX IFF INCY INTC INTU INVH IP IPG IQV IR IRM ISRG IT ITW IVZ J JBHT JBL JCI JKHY JNJ JPM K KDP KEY KEYS KHC KIM KKR KLAC KMB KMI KO KR L LDOS LEN LH LHX LII LIN LKQ LLY LMT LNT LOW LRCX LULU LUV LVS LW LYB LYV MA MAA MAR MAS MCD MCHP MCK MCO MDLZ MDT MET META MGM MHK MKC MLM MMC MMM MNST MO MOH MOS MPC MPWR MRK MRNA MS MSCI MSFT MSI MTB MTCH MTD MU NCLH NDAQ NDSN NEE NEM NFLX NI NKE NOC NOW NRG NSC NTAP NTRS NUE NVDA NVR NWS NWSA NXPI O ODFL OKE OMC ON ORCL ORLY OTIS OXY PANW PAYC PAYX PCAR PCG PEG PEP PFE PFG PG PGR PH PHM PKG PLD PM PNC PNR PNW PODD POOL PPG PPL PRU PSA PSX PTC PWR PYPL QCOM RCL REG REGN RF RJF RL RMD ROK ROL ROP ROST RSG RTX RVTY SBAC SBUX SCHW SHW SJM SLB SMCI SNA SNPS SO SPG SPGI SRE STE STLD STT STX STZ SWK SWKS SYF SYK SYY T TAP TDG TDY TECH TEL TER TFC TGT TJX TKO TMO TMUS TPL TPR TRGP TRMB TROW TRV TSCO TSLA TSN TT TTD TTWO TXN TXT TYL UAL UBER UDR UHS ULTA UNH UNP UPS URI USB V VICI VLO VMC VRSK VRSN VRTX VST VTR VTRS VZ WAB WAT WDAY WDC WEC WELL WFC WM WMB WMT WRB WSM WST WTW WY WYNN XEL XOM XYL XYZ YUM ZBH ZBRA ZTS
field price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio price dvd yld pe ratio
date                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
2025-05-30 111.46 0.89 22.02 200.43 0.52 28.26 183.20 3.58 23.72 132.39 1.78 20.35 95.04 9.91 313.20 1.89 24.69 415.09 26.58 212.17 1.87 31.69 47.86 4.26 12.32 322.24 1.91 32.98 296.12 54.89 95.48 2.97 20.43 101.84 3.65 16.12 9.83 7.16 5.61 102.98 2.25 14.63 83.70 2.15 19.41 201.43 1.59 14.32 346.00 0.75 43.00 75.93 20.98 55.10 2.94 180.94 27.73 207.84 1.92 12.96 141.76 1.44 19.40 156.30 1.18 17.05 8.97 5.68 16.05 110.73 72.05 178.14 0.70 29.16 285.86 3.33 24.84 505.86 1.27 18.48 211.11 3.22 34.21 205.01 33.67 86.64 37.56 370.49 0.80 29.18 63.66 2.14 17.40 16.60 6.03 3.13 275.32 2.60 23.45 89.65 0.74 41.29 130.21 1.57 20.20 66.81 13.88 67.85 7.78 25.28 153.88 2.26 21.38 203.15 3.45 39.65 241.09 0.98 61.29 175.82 2.14 18.91 141.25 2.34 25.73 750.36 415.11 292.57 1.12 20.43 3733.04 25.27 207.32 43.63 2.38 12.88 53.18 1.50 19.11 30.29 2.25 21.47 64.54 5.89 10.32 170.63 2.44 12.02 21.05 6.08 11.76 32.81 2.76 16.95 77.47 3.61 9.72 129.79 11.19 87.71 2.14 13.92 5499.95 0.70 34.25 36.68 2.51 15.93 107.68 12.30 970.15 2.15 23.22 47.01 5.28 9.21 241.00 1.46 29.42 503.96 112.49 0.53 31.40 105.26 47.72 136.71 2.72 41.00 65.75 5.96 74.38 3.01 11.51 22.02 6.36 8.99 153.47 1.33 18.77 70.72 1.27 38.56 345.77 1.63 16.52 295.19 1.31 14.17 228.42 1.10 27.29 125.02 26.71 98.18 4.33 33.63 23.22 12.23 287.07 63.15 179.69 1.39 19.83 89.64 2.23 11.89 39.64 4.24 12.39 97.66 1.21 28.04 94.88 2.61 19.94 396.27 10.17 313.54 1.93 14.09 149.08 2.33 26.53 91.77 2.27 24.99 129.20 3.78 19.10 33.90 3.89 9.06 286.31 1.75 28.85 50.08 43.47 319.85 2.28 15.87 69.20 3.14 20.43 56.44 8.37 37.03 2.38 23.29 188.64 1.27 15.00 68.28 24.22 84.65 3.69 10.67 290.22 0.76 23.51 1037.27 0.50 58.68 325.11 21.03 33.21 4.70 11.19 51.48 33.89 115.26 3.64 78.51 135.63 20.62 264.49 0.63 38.20 471.37 62.29 2.63 22.30 73.56 265.38 31.46 1.65 18.56 225.50 0.69 51.47 23.89 3.68 12.70 80.63 1.54 16.56 70.46 0.97 33.73 62.84 4.23 12.60 135.20 5.06 18.99 56.03 4.77 18.03 48.07 1.25 8.32 59.08 140.44 27.79 5.90 9.58 117.88 253.75 502.91 1.29 24.21 105.52 16.54 110.42 1.90 15.61 96.17 2.45 18.35 171.79 1.86 20.56 117.39 1.36 8.74 189.26 0.68 34.46 112.56 0.89 22.36 169.14 2.89 324.85 90.26 7.40 16.83 7.25 77.53 177.24 1.16 23.21 27.34 10.24 24.30 470.18 1.48 27.48 211.01 2.65 21.46 134.47 3.24 18.62 115.71 3.61 18.56 136.26 14.49 29.84 3.22 6.12 85.80 55.60 143.62 0.53 30.23 72.94 1.59 17.23 264.33 0.98 42.99 103.63 3.28 18.56 263.65 0.76 46.07 345.18 2.32 44.03 53.95 6.14 6.01 66.68 2.10 32.28 380.08 1.80 11.08 471.47 0.21 20.85 118.40 1.78 29.20 106.65 3.83 9.06 174.49 22.30 883.43 2.12 71.83 68.70 4.03 53.98 54.80 1.15 30.37 355.55 1.54 30.27 64.08 4.70 16.11 278.63 3.69 60.53 318.41 1.31 30.37 82.18 2.92 22.22 65.80 4.06 17.27 78.22 30.14 43.06 3.72 15.96 111.96 1.38 18.60 166.44 0.96 17.55 147.87 4.38 37.00 10.13 5.93 6.78 132.67 3.01 8.35 40.93 2.15 40.88 38.22 1.57 29.78 456.92 0.96 31.89 215.32 2.56 11.86 41.11 4.33 14.98 285.38 26.35 1726.28 80.35 78.76 2.03 22.23 162.79 23.23 37.52 3.94 11.12 50.03 1.08 54.69 0.99 12.12 93.32 4.71 32.82 158.08 12.73 101.78 47.45 52.81 0.61 22.25 275.86 2.17 19.13 182.15 32.97 245.25 0.59 47.39 28.37 1.76 22.09 108.55 2.91 16.01 52.95 4.53 12.63 121.36 0.89 9.62 49.22 2.28 39.72 49.33 1.22 3.97 122.13 18.46 172.49 0.49 171.38 0.49 20.70 124.57 3.31 16.93 75.15 1.33 11.15 201.31 1.79 26.56 597.25 2.01 13.76 1082.41 0.84 27.50 19.28 3.53 6.90 66.13 4.23 17.08 15.34 4.04 11.84 379.97 0.76 16.49 363.95 2.53 24.69 128.81 1.61 12.38 221.97 2.43 17.86 248.31 0.24 35.08 62.17 18.00 211.19 2.14 22.36 17.06 3.05 8.17 24.37 4.75 8.23 30.01 3.86 21.46 69.99 16.73 15.12 5.29 18.04 159.47 3.44 19.02 388.43 1.36 25.72 231.46 1.53 11.38 169.68 0.24 31.22 52.35 0.61 29.29 255.91 2.63 24.43 178.82 1.07 31.23 513.36 47.45 179.45 1.58 25.98 75.65 2.12 32.41 65.06 123.13 19.55 751.08 0.55 57.69 33.07 3.51 39.53 46.77 3.96 46.05 23.34 5.66 9.34 140.33 17.00 81.60 0.10 34.23 97.15 3.23 96.05 552.34 87.85 436.42 26.97 242.10 2.48 21.43 14.19 5.92 12.38 126.03 1.02 21.63 138.05 1.27 24.09 167.95 0.19 22.35 100.63 1.47 30.52 180.52 1.29 30.75 154.08 3.37 18.25 261.46 2.14 12.63 81.46 2.80 21.60 33.14 2.78 18.84 15.69 5.23 157.04 39.67 26.34 6.07 8.90 20.77 4.81 27.19 121.30 0.61 50.48 755.24 1.01 24.69 141.03 3.57 24.47 27.44 4.26 23.32 71.05 2.87 24.66 67.52 1.90 15.29 89.23 0.28 12.57 147.80 1.08 14.61 105.17 1.90 8.42 248.33 1.16 21.46 242.07 1.98 24.12 561.75 0.93 24.86 464.61 1.29 29.62 40.09 2.99 13.31 734.97 0.82 42.21 475.61 2.78 17.36 61.28 3.31 20.54 223.44 2.15 18.83 80.43 1.14 22.51 316.67 21.45 33.00 2.18 28.13 40.80 2.45 19.11 55.09 2.69 19.72 53.84 10.18 10.35 137.19 27.82 584.04 0.52 38.85 153.32 3.95 40.84 263.16 1.02 30.31 61.83 2.01 15.47 310.32 2.28 26.52 57.64 3.16 399.63 717.94 0.40 20.20 478.46 0.79 38.16 66.49 2.83 18.83 81.68 3.48 18.76 77.43 2.93 9.43 646.56 0.32 25.17 31.65 12.76 100.61 10.82 71.80 2.51 24.99 546.02 0.58 32.57 231.62 1.41 27.17 147.04 1.99 15.60 63.95 39.18 58.63 6.96 14.87 305.04 13.99 35.68 2.47 107.67 159.85 2.28 24.37 659.34 0.95 59.03 75.33 4.30 10.43 26.56 126.38 2.93 14.83 560.46 1.28 39.05 459.60 0.72 35.42 413.35 1.05 33.52 179.94 3.00 12.01 29.60 2.57 14.65 1155.52 28.62 94.31 0.49 16.56 17.65 9.60 83.05 1.30 35.74 210.44 1.48 24.93 69.54 3.26 19.48 52.55 1.90 12.54 1207.23 56.87 39.02 2.87 20.84 59.88 2.67 27.72 480.57 1.92 20.82 1011.09 134.11 155.09 1.13 22.72 244.74 2.21 18.75 98.25 2.12 17.00 105.33 2.85 9.00 108.46 2.03 13.30 135.11 0.03 43.40 7115.93 14.64 32.62 0.61 36.79 28.14 0.71 31.74 189.37 2.14 17.66 55.06 5.85 37.32 159.60 0.70 29.97 78.60 5.24 15.14 72.07 3.88 9.34 42.02 12.24 164.89 1.21 37.26 91.17 33.51 94.45 1.78 24.10 40.34 2.38 11.13 192.42 130.95 258.67 0.58 36.90 155.22 2.78 31.21 93.23 1.42 14.13 16.82 0.59 13.73 79.76 3.16 20.93 128.76 4.42 16.07 22.69 7.58 9.28 76.38 3.98 167.56 2.52 24.10 284.70 0.14 19.00 661.69 1.09 28.60 97.66 0.90 6.78 190.81 2.62 19.72 106.62 3.79 41.11 177.57 3.04 28.85 170.75 3.75 11.91 98.72 1.01 23.12 89.40 4.00 17.77 325.03 94.73 297.98 1.68 27.56 109.25 2.49 13.77 34.21 3.19 19.56 102.57 5.26 6.49 302.19 3.97 30.02 112.37 4.27 32.71 168.32 45.85 342.39 0.12 54.10 70.28 14.27 143.52 2.48 15.10 255.46 1.17 19.73 70.75 3.99 34.17 489.54 0.72 12.90 20.98 4.77 10.09 146.08 1.37 13.82 275.06 1.33 22.78 243.70 0.87 27.19 314.34 1.67 33.07 56.91 1.16 56.55 568.49 0.58 43.22 139.32 1.16 22.54 255.97 0.91 38.81 135.88 2.00 23.72 90.29 0.31 33.05 229.47 1.93 26.67 82.80 2.95 28.08 87.84 1.23 26.25 357.20 0.88 34.21 110.39 3.91 12.82 32.51 3.51 9.64 40.02 21.64 318.63 2.69 16.83 463.98 47.64 89.29 3.31 21.26 159.06 5.28 24.31 511.97 0.75 38.58 77.36 3.34 15.37 244.00 0.93 34.23 122.16 1.64 15.84 94.90 3.20 10.71 116.95 2.46 20.23 175.88 2.32 13.20 63.87 5.14 12.00 68.39 4.09 15.04 57.17 2.10 7.84 380.96 0.88 34.05 72.02 3.00 16.45 27.23 4.08 10.70 52.60 3.57 9.91 1373.96 43.52 498.86 31.49 48.33 0.66 39.44 159.50 1.78 26.89 78.52 0.61 23.71 38.57 5.39 10.23 91.84 4.88 11.19 126.13 1.35 30.96 156.85 0.97 60.24 402.04 0.43 22.65 241.35 1.46 23.09 1110.52 0.58 55.53 77.91 1.80 14.40 155.95 2.56 22.72 71.27 46.29 91.22 5.57 10.13 273.46 1.61 14.54 48.22 1.91 25.49 346.46 180.86 55.66 3.59 14.34 428.35 0.88 36.13 75.22 91.73 226.28 179.93 3.02 35.37 73.99 0.11 13.47 576.99 86.56 79.44 6.84 84.16 39.89 40.51 4.25 148.70 189.94 0.42 10.64 471.46 18.30 297.90 2.82 11.27 220.28 2.43 19.85 95.73 6.85 11.99 705.52 1.01 22.86 42.66 4.69 10.52 363.83 0.65 36.30 30.85 5.61 12.32 127.92 3.53 22.75 264.18 0.74 36.37 313.15 0.57 48.69 271.69 1.13 33.21 442.05 39.33 160.19 0.56 34.61 63.35 3.03 239.06 8.69 5.52 9.16 42.53 6.37 9.49 201.82 0.50 30.00 349.24 31.00 247.71 94.64 51.39 0.78 10.68 105.72 3.38 20.77 153.00 1.75 144.41 73.95 2.16 13.50 239.24 1.38 34.09 59.50 3.36 31.44 98.49 0.95 39.27 74.00 0.43 18.15 160.57 1.64 18.25 210.51 0.40 31.65 314.75 1.17 20.65 25.70 3.27 51.70 90.33 1.11 16.87 68.98 3.31 20.01 100.48 3.94 13.41 125.69 1.27 29.57 61.75 38.71 143.24 1.98 26.05 91.71 1.05 17.98 289.77 27.02 167.48 1.19 27.96
2025-06-06 115.33 0.86 22.78 203.49 0.51 28.69 186.86 3.51 24.20 132.39 1.78 20.35 95.53 9.96 314.03 1.89 24.75 416.92 26.69 221.38 1.79 33.07 47.02 4.34 12.10 323.50 1.90 33.11 297.86 55.21 94.65 3.00 20.25 100.17 3.71 15.86 10.61 6.63 6.06 103.12 2.25 14.65 86.37 2.08 20.03 201.92 1.58 14.35 328.05 0.79 40.77 77.03 21.29 59.12 2.74 180.62 27.68 206.04 1.94 12.85 138.23 1.48 18.91 166.26 1.11 18.13 8.97 5.68 16.05 116.19 75.61 177.75 0.70 29.09 287.99 3.31 25.03 515.18 1.24 18.82 209.04 3.25 33.88 213.57 35.08 97.25 42.16 369.50 0.81 29.10 63.69 2.14 17.41 18.05 5.54 3.41 276.18 2.59 23.52 93.07 0.71 42.86 132.96 1.53 20.63 66.64 13.84 68.18 7.74 25.40 151.39 2.30 21.03 199.59 3.51 38.96 245.93 0.96 62.52 178.87 2.10 19.24 138.37 2.39 25.20 791.85 438.06 300.95 1.09 21.02 3719.24 25.17 210.80 44.72 2.33 13.21 53.53 1.49 19.24 30.05 2.26 21.30 71.10 5.34 11.37 171.48 2.43 12.08 21.28 6.02 11.89 27.67 3.27 14.29 73.90 3.79 9.27 133.13 11.48 89.40 2.10 14.19 5604.96 0.69 34.90 37.52 2.45 16.30 111.63 12.75 984.40 2.12 23.56 47.13 5.26 9.24 243.50 1.45 29.72 493.53 110.16 0.54 30.75 102.09 46.28 138.37 2.69 41.50 72.38 5.42 77.29 2.90 11.96 21.54 6.50 8.79 153.74 1.33 18.80 70.56 1.28 38.48 351.05 1.61 16.77 291.83 1.33 14.01 221.92 1.14 26.51 128.57 27.47 96.81 4.39 33.16 24.28 12.78 296.95 65.33 177.57 1.41 19.60 91.06 2.20 12.07 40.65 4.13 12.70 98.41 1.20 28.25 95.34 2.60 20.04 396.45 10.17 310.61 1.94 13.96 149.29 2.33 26.56 89.10 2.33 24.27 125.09 3.90 18.50 34.02 3.88 9.09 271.69 1.84 27.38 52.50 45.57 324.91 2.24 16.12 68.97 3.15 20.36 55.16 8.18 36.40 2.42 22.89 197.60 1.21 15.71 72.33 25.65 86.51 3.61 10.91 287.93 0.76 23.33 1012.10 0.51 57.26 337.46 21.82 33.64 4.64 11.33 50.13 33.00 113.63 3.70 77.40 144.70 22.00 273.60 0.61 39.52 468.41 65.27 2.51 23.37 78.52 283.28 32.10 1.62 18.94 226.65 0.69 51.74 25.13 3.50 13.36 79.92 1.55 16.42 71.47 0.95 34.21 62.38 4.26 12.51 138.67 4.93 19.48 55.14 4.84 17.75 50.62 1.19 8.76 60.42 143.63 28.34 5.79 9.77 122.16 262.97 516.55 1.25 24.87 109.22 17.12 112.88 1.86 15.96 112.23 2.10 21.42 172.78 1.85 20.68 120.06 1.33 8.94 195.36 0.66 35.57 113.42 0.88 22.53 174.38 2.80 334.92 94.50 7.75 16.68 7.31 76.86 178.94 1.15 23.43 28.14 9.95 25.00 464.61 1.50 27.15 214.28 2.61 21.79 131.71 3.31 18.23 113.26 3.69 18.16 137.90 14.67 31.84 3.01 6.53 86.67 56.17 149.41 0.51 31.45 78.36 1.48 18.51 265.77 0.98 43.22 100.78 3.37 18.04 267.76 0.75 46.79 344.18 2.32 43.91 52.11 6.35 5.81 68.20 2.05 33.01 389.51 1.76 11.35 488.42 0.20 21.60 122.49 1.72 30.21 112.04 3.64 9.52 178.23 22.78 908.88 2.06 73.90 67.09 4.13 52.71 56.05 1.12 31.07 368.62 1.48 31.38 64.75 4.65 16.28 273.91 3.75 59.50 329.60 1.26 31.44 81.07 2.96 21.92 64.64 4.13 16.97 77.52 29.87 41.88 3.82 15.52 112.36 1.37 18.66 176.22 0.91 18.58 146.58 4.42 36.67 10.01 6.00 6.71 138.60 2.89 8.72 41.65 2.11 41.59 41.20 1.46 32.10 431.08 1.02 30.09 216.81 2.55 11.94 39.84 4.47 14.52 295.43 27.28 1775.10 82.62 80.36 1.99 22.68 166.71 23.79 38.71 3.82 11.47 49.54 1.09 54.12 1.00 12.00 94.24 4.67 33.14 166.35 13.40 104.94 48.92 54.95 0.58 23.15 273.87 2.19 18.99 182.95 33.12 254.95 0.56 49.27 29.21 1.71 22.75 110.90 2.85 16.36 53.45 4.49 12.75 121.19 0.89 9.61 50.33 2.23 40.62 47.35 1.27 3.81 127.96 19.34 174.55 0.48 173.31 0.48 20.93 124.36 3.31 16.90 76.40 1.31 11.34 205.75 1.75 27.14 610.73 1.96 14.07 1089.18 0.83 27.67 20.37 3.34 7.29 65.74 4.26 16.98 15.92 3.90 12.28 382.91 0.75 16.61 365.26 2.52 24.78 128.82 1.61 12.38 225.38 2.40 18.13 252.67 0.24 35.70 64.33 18.63 213.16 2.12 22.57 17.88 2.91 8.56 24.65 4.70 8.32 29.99 3.87 21.45 70.37 16.82 15.38 5.20 18.35 160.52 3.41 19.15 394.11 1.34 26.09 229.05 1.55 11.27 175.15 0.23 32.23 52.89 0.60 29.59 265.60 2.53 25.35 177.70 1.08 31.03 524.91 48.51 181.83 1.56 26.32 75.98 2.11 32.56 68.77 130.15 20.06 769.13 0.54 59.08 32.57 3.56 38.93 46.32 3.99 45.61 22.78 5.80 9.11 152.32 18.45 83.08 0.10 34.85 100.60 3.12 99.46 557.08 88.60 422.55 26.11 244.55 2.45 21.64 14.12 5.95 12.32 127.39 1.00 21.87 139.41 1.26 24.33 176.56 0.18 23.50 103.03 1.44 31.24 181.19 1.28 30.87 153.90 3.38 18.23 263.18 2.13 12.72 81.46 2.80 21.60 32.25 2.85 18.33 16.16 5.08 161.95 40.91 26.34 6.07 8.90 20.76 4.82 27.17 123.24 0.60 51.29 806.25 0.94 26.35 132.25 3.81 22.94 27.54 4.25 23.41 70.31 2.90 24.41 65.47 1.96 14.82 89.08 0.28 12.55 147.42 1.09 14.57 107.60 1.86 8.62 253.32 1.14 21.89 243.20 1.97 24.24 549.71 0.95 24.32 471.21 1.27 30.04 38.72 3.10 12.85 767.07 0.78 44.05 478.20 2.76 17.46 59.56 3.41 19.97 222.98 2.15 18.79 85.97 1.07 24.06 265.27 17.97 33.10 2.18 28.21 39.87 2.51 18.67 54.99 2.69 19.68 55.22 9.92 10.62 144.15 29.23 588.55 0.52 39.15 146.71 4.13 39.08 264.95 1.01 30.52 62.59 1.98 15.66 305.62 2.32 26.12 64.80 2.81 449.28 712.04 0.40 20.04 488.07 0.77 38.92 65.17 2.88 18.46 86.07 3.30 19.77 78.76 2.88 9.59 696.70 0.30 27.13 31.86 12.85 101.52 10.92 73.28 2.46 25.50 550.58 0.57 32.84 228.00 1.43 26.75 144.21 2.02 15.30 63.41 38.84 57.30 7.12 14.54 296.88 13.61 34.56 2.55 104.30 159.23 2.29 24.28 684.42 0.91 61.27 77.42 4.18 10.71 27.46 130.12 2.84 15.27 565.05 1.27 39.36 469.61 0.71 36.19 415.87 1.05 33.72 182.77 2.95 12.20 31.48 2.41 15.58 1184.34 29.33 108.39 0.42 19.03 19.56 10.64 85.10 1.27 36.62 213.19 1.46 25.25 71.61 3.16 20.06 52.19 1.92 12.46 1241.47 58.48 38.76 2.89 20.70 62.48 2.56 28.92 487.49 1.90 21.12 1030.21 136.64 155.13 1.13 22.73 248.36 2.17 19.02 105.28 1.98 18.22 107.24 2.80 9.17 120.57 1.82 14.79 141.70 0.03 45.52 7116.53 14.64 31.75 0.63 35.81 27.72 0.72 31.26 205.77 1.97 19.19 54.72 5.89 37.08 160.03 0.70 30.06 79.45 5.19 15.30 70.10 3.99 9.08 50.17 14.62 173.35 1.15 39.18 91.85 33.76 95.16 1.77 24.28 42.08 2.28 11.61 199.60 135.84 265.28 0.57 37.85 157.06 2.75 31.58 92.88 1.42 14.07 15.59 0.64 12.72 78.94 3.19 20.71 128.77 4.42 16.07 22.56 7.63 9.22 76.22 3.99 161.78 2.61 23.27 279.10 0.14 18.62 668.22 1.08 28.88 99.85 0.88 6.93 194.00 2.58 20.05 106.81 3.78 41.18 178.69 3.02 29.03 175.48 3.65 12.24 99.09 1.01 23.21 87.30 4.10 17.36 311.77 90.86 294.50 1.70 27.24 111.03 2.45 13.99 33.51 3.25 19.16 104.24 5.18 6.60 296.81 4.04 29.49 113.17 4.24 32.94 170.34 46.40 361.17 0.11 57.06 73.43 14.91 148.40 2.40 15.62 275.50 1.09 21.28 70.61 3.99 34.10 492.47 0.71 12.97 21.84 4.58 10.50 145.85 1.37 13.80 273.06 1.34 22.62 251.08 0.84 28.02 323.09 1.62 33.99 57.43 1.15 57.06 571.09 0.58 43.42 143.01 1.13 23.13 251.68 0.92 38.16 138.49 1.96 24.18 91.83 0.30 33.62 223.32 1.99 25.96 88.41 2.76 29.98 87.75 1.23 26.23 355.88 0.89 34.09 108.69 3.97 12.62 33.60 3.39 9.96 41.55 22.47 319.54 2.68 16.88 486.00 49.90 87.57 3.38 20.85 158.12 5.31 24.17 518.46 0.74 39.07 75.64 3.41 15.03 242.52 0.94 34.02 132.57 1.51 17.19 97.21 3.13 10.97 125.90 2.29 21.78 169.60 2.41 12.73 65.40 5.02 12.28 70.93 3.95 15.59 58.72 2.04 8.06 382.20 0.88 34.16 73.50 2.94 16.79 27.51 4.04 10.81 51.51 3.65 9.71 1371.58 43.45 500.67 31.61 48.62 0.66 39.68 164.07 1.73 27.66 85.14 0.56 25.71 39.71 5.24 10.53 95.08 4.71 11.59 127.67 1.33 31.34 164.93 0.92 63.34 401.12 0.43 22.60 245.00 1.44 23.44 1111.35 0.58 55.57 78.65 1.78 14.54 165.01 2.42 24.04 72.22 46.91 91.90 5.53 10.20 271.47 1.62 14.43 50.75 1.81 26.83 295.14 154.07 54.82 3.65 14.12 427.95 0.88 36.10 71.46 87.15 232.72 189.35 2.87 37.23 75.53 0.11 13.75 576.22 86.44 84.23 7.25 85.60 40.58 40.15 4.28 147.40 189.18 0.42 10.59 465.64 18.08 299.19 2.95 11.31 222.04 2.41 20.00 96.43 6.80 12.08 703.79 1.02 22.80 43.81 4.57 10.81 368.84 0.64 36.80 30.62 5.65 12.23 127.31 3.55 22.64 263.92 0.74 36.34 318.59 0.56 49.53 284.20 1.08 34.74 450.50 40.08 173.21 0.52 37.42 62.72 3.06 236.68 8.61 5.57 9.08 42.38 6.40 9.46 205.72 0.49 30.58 351.17 31.17 252.72 96.56 55.39 0.72 11.50 103.91 3.44 20.42 153.17 1.75 144.57 75.49 2.12 13.78 235.45 1.40 33.55 59.55 3.36 31.47 97.24 0.97 38.78 73.54 0.44 18.04 156.63 1.69 17.80 224.33 0.37 33.73 307.48 1.20 20.18 26.51 3.17 53.34 83.11 1.20 15.52 67.42 3.38 19.56 102.41 3.87 13.67 126.33 1.27 29.72 64.99 40.74 144.13 1.97 26.21 91.92 1.04 18.02 295.36 27.54 169.00 1.18 28.21
2025-06-13 116.60 0.85 23.03 196.04 0.53 27.64 188.09 3.49 24.36 134.42 1.76 20.66 90.99 9.49 308.15 1.92 24.29 391.68 25.08 224.14 1.77 33.48 51.56 3.96 13.27 305.23 2.02 31.24 292.16 54.15 95.02 2.99 20.33 101.26 3.67 16.03 11.15 6.31 6.36 101.63 2.28 14.44 84.12 2.14 19.50 197.43 1.62 14.03 315.95 0.82 39.26 77.03 21.29 60.39 2.68 177.85 27.25 197.94 2.02 12.35 134.91 1.51 18.46 170.10 1.08 18.55 8.96 5.69 16.03 116.16 75.59 176.67 0.70 28.92 292.84 3.25 25.45 498.35 1.28 18.21 212.92 3.19 34.50 212.10 34.84 92.35 40.04 351.49 0.85 27.68 63.16 2.15 17.26 20.50 4.88 3.87 276.76 2.59 23.57 92.20 0.72 42.46 131.63 1.55 20.42 67.25 13.97 69.71 7.57 25.97 152.20 2.29 21.14 202.57 3.46 39.54 247.69 0.95 62.96 173.67 2.17 18.68 139.74 2.37 25.45 780.63 431.86 286.34 1.15 20.00 3642.60 24.65 200.32 43.85 2.37 12.95 54.16 1.48 19.46 30.41 2.24 21.55 67.77 5.61 10.84 171.28 2.43 12.06 21.57 5.93 12.05 26.23 3.45 13.55 80.70 3.47 10.12 130.65 11.27 87.70 2.14 13.92 5289.27 0.73 32.94 38.65 2.38 16.79 111.29 12.71 967.25 2.15 23.15 48.44 5.12 9.49 236.26 1.49 28.84 487.54 106.23 0.56 29.65 99.74 45.21 134.39 2.77 40.31 70.41 5.57 75.41 2.97 11.67 20.75 6.75 8.47 160.40 1.27 19.61 70.76 1.27 38.58 354.73 1.70 16.95 285.81 1.36 13.72 225.12 1.12 26.90 132.97 28.41 97.29 4.37 33.33 22.41 11.80 300.00 66.00 169.78 1.47 18.74 98.75 2.03 13.09 39.62 4.24 12.38 96.44 1.22 27.69 93.09 2.66 19.57 388.72 9.97 315.81 1.91 14.20 144.67 2.41 25.74 89.12 2.33 24.27 120.57 4.05 17.83 34.33 3.85 9.17 268.22 1.86 27.03 50.24 43.60 317.91 2.29 15.78 69.49 3.12 20.52 55.22 8.19 36.16 2.43 22.74 192.31 1.25 15.29 69.70 24.72 96.17 3.24 12.13 294.50 0.75 23.86 987.44 0.53 55.86 323.25 20.91 31.99 4.88 10.78 48.59 31.99 113.91 3.69 77.60 149.45 22.73 257.54 0.65 37.20 480.62 63.32 2.59 22.68 81.16 292.80 31.99 1.63 18.87 221.00 0.71 50.44 26.23 3.35 13.94 78.60 1.58 16.15 72.25 0.94 34.59 66.19 4.02 13.27 144.30 4.74 20.27 54.88 4.87 17.66 46.73 1.28 8.09 57.08 135.69 27.82 5.89 9.59 120.45 259.29 506.21 1.28 24.37 101.48 15.91 108.73 1.93 15.37 110.45 2.14 21.08 178.60 1.79 21.38 122.38 1.31 9.11 200.00 0.64 36.42 117.44 0.85 23.33 173.24 2.82 332.74 95.19 7.81 16.80 7.26 77.39 176.03 1.17 23.05 29.47 9.50 26.19 450.41 1.55 25.85 214.25 2.61 21.79 133.06 3.28 18.42 114.86 3.64 18.42 136.12 14.48 34.87 2.75 7.15 81.99 53.13 148.32 0.51 31.22 77.12 1.50 18.22 262.93 0.99 42.76 103.11 3.30 18.46 263.75 0.76 46.09 332.67 2.40 42.44 46.84 7.07 5.22 67.05 2.09 32.45 382.46 1.79 11.15 477.53 0.21 21.12 124.51 1.69 30.71 123.07 3.32 10.45 170.75 21.82 887.23 2.11 72.14 67.46 4.11 53.01 56.50 1.12 31.31 353.81 1.54 30.12 64.48 4.67 16.21 279.18 3.68 60.65 321.85 1.29 30.70 80.99 2.96 21.90 67.36 3.96 17.68 75.15 28.95 42.50 3.77 15.75 114.26 1.35 18.98 165.32 0.97 17.43 146.35 4.43 36.62 10.17 5.90 6.82 152.75 2.62 9.61 41.75 2.11 41.70 40.66 1.48 31.68 418.67 1.05 29.22 221.52 2.62 12.20 39.54 4.50 14.41 286.61 26.47 1784.57 83.06 78.89 2.03 22.26 163.02 23.26 37.31 3.97 11.06 49.05 1.10 53.44 1.01 11.85 93.14 4.72 32.75 175.20 14.11 100.83 47.01 52.24 0.61 22.01 280.32 2.14 19.44 175.74 31.81 235.97 0.61 45.60 29.66 1.69 23.10 109.22 2.89 16.11 52.27 4.59 12.47 119.29 0.91 9.46 49.23 2.27 39.73 48.52 1.24 3.90 124.72 18.85 175.72 0.48 174.51 0.48 21.08 118.81 3.47 16.14 74.40 1.34 11.04 199.67 1.80 26.34 610.27 1.97 14.06 1059.19 0.85 26.91 23.02 2.95 8.23 67.22 4.17 17.36 15.22 4.07 11.75 369.80 0.78 16.05 352.66 2.61 23.93 124.74 1.67 11.99 231.59 2.33 18.63 243.75 0.25 34.44 64.75 18.75 208.97 2.16 22.12 17.43 2.98 8.35 23.60 4.90 7.97 29.92 3.88 21.39 70.19 16.77 14.85 5.39 17.72 167.83 3.27 20.02 380.90 1.39 25.22 233.58 1.52 11.49 170.99 0.23 31.46 50.48 0.63 28.24 273.85 2.45 26.14 177.94 1.08 31.07 522.70 48.31 176.38 1.61 25.53 75.19 2.13 32.21 67.75 128.22 20.14 751.59 0.55 57.73 32.91 3.52 39.34 44.89 4.12 44.20 22.72 5.81 9.09 156.89 19.01 80.46 0.10 33.76 99.99 3.14 98.86 512.18 81.46 404.97 25.02 238.54 2.52 21.11 14.26 5.89 12.44 125.62 1.02 21.56 139.05 1.27 24.27 175.78 0.18 23.39 101.23 1.46 30.70 178.46 1.30 30.40 155.96 3.33 18.47 262.40 2.13 12.68 79.30 2.88 21.02 32.50 2.83 18.47 15.48 5.30 158.19 39.96 25.70 6.23 8.69 20.60 4.85 26.96 121.17 0.61 50.43 865.78 0.88 28.30 129.56 3.89 22.48 27.05 4.33 22.99 70.48 2.89 24.47 64.88 1.97 14.69 88.60 0.28 12.49 148.44 1.08 14.67 107.68 1.86 8.62 260.45 1.11 22.50 255.86 1.88 25.50 535.52 0.97 23.70 464.50 1.29 29.61 37.76 3.18 12.53 816.37 0.73 46.88 482.93 2.73 17.63 60.15 3.37 20.16 215.06 2.23 18.12 89.12 1.03 24.94 239.11 16.20 31.37 2.29 26.74 39.98 2.50 18.72 54.12 2.73 19.37 58.70 9.34 11.29 138.17 28.02 560.53 0.54 37.29 146.67 4.13 39.07 254.34 1.05 29.30 61.30 2.02 15.33 300.21 2.36 25.65 65.28 2.79 452.58 727.33 0.39 20.47 471.03 0.80 37.56 65.94 2.85 18.68 85.90 3.31 19.73 76.21 2.98 9.28 681.88 0.31 26.55 31.73 12.79 101.43 10.91 73.06 2.46 25.43 541.74 0.58 32.31 215.48 1.51 25.28 141.06 2.07 14.97 63.06 38.63 57.85 7.05 14.67 298.14 13.67 35.52 2.48 107.18 165.23 2.20 25.19 670.40 0.93 60.02 80.11 4.04 11.09 26.67 127.82 2.89 15.00 539.30 1.34 37.57 474.18 0.70 36.55 407.18 1.07 33.02 176.71 3.06 11.79 29.86 2.55 14.78 1155.42 28.62 115.42 0.40 20.26 17.78 9.68 85.35 1.27 36.73 212.80 1.47 25.20 74.21 3.05 20.79 57.71 1.73 13.78 1212.15 57.10 39.00 2.87 20.83 60.22 2.66 27.88 514.70 1.80 22.30 988.66 131.13 151.25 1.16 22.16 246.21 2.19 18.86 99.57 2.09 17.23 107.08 2.80 9.15 120.92 1.82 14.83 141.96 0.03 45.60 7225.67 14.87 31.25 0.64 35.25 27.33 0.73 30.82 208.96 1.94 19.49 56.32 5.73 38.17 159.88 0.70 30.03 81.43 5.06 15.68 68.86 4.07 8.92 51.02 14.87 214.39 0.93 48.45 89.91 33.05 94.92 1.77 24.22 46.20 2.08 12.75 196.27 133.57 244.61 0.61 34.90 150.61 2.87 30.29 91.27 1.45 13.83 13.59 0.74 11.09 80.36 3.14 21.08 129.58 4.39 16.44 23.71 7.26 9.69 75.16 4.04 158.09 2.67 22.74 267.64 0.15 17.86 651.13 1.11 28.14 101.23 0.87 7.03 187.46 2.67 19.37 105.33 3.84 40.61 181.25 2.98 29.45 170.31 3.76 11.88 96.18 1.04 22.53 88.17 4.06 17.53 304.63 88.78 286.39 1.75 26.49 104.81 2.60 13.21 33.63 3.24 19.23 101.67 5.31 6.43 291.92 4.11 29.00 120.96 3.97 35.21 169.34 46.12 358.08 0.11 56.58 70.83 14.38 153.84 2.31 16.19 257.29 1.17 19.88 69.56 4.05 33.60 528.44 0.67 13.92 21.30 4.69 10.25 144.72 1.38 13.69 258.56 1.41 21.42 248.23 0.85 27.70 316.63 1.65 33.31 56.54 1.17 56.19 559.00 0.59 42.50 131.49 1.23 21.27 249.98 0.93 37.90 145.05 1.88 25.32 93.39 0.30 34.19 225.45 1.97 26.20 91.98 2.65 31.20 86.87 1.24 25.96 334.37 0.95 32.03 93.83 4.60 10.89 36.01 3.17 10.67 41.56 22.47 307.95 2.78 16.27 478.86 49.16 89.64 3.30 21.34 155.05 5.42 23.70 500.62 0.77 37.72 72.92 3.54 14.49 240.71 0.95 33.77 132.49 1.51 17.18 94.76 3.21 10.70 126.20 2.28 21.83 162.65 2.51 12.21 64.53 5.08 12.12 70.59 3.97 15.52 59.34 2.02 8.14 375.64 0.89 33.58 73.30 2.95 16.74 27.61 4.02 10.85 50.11 3.75 9.44 1346.99 42.67 487.47 30.77 50.45 0.63 41.17 162.04 1.75 27.32 83.00 0.58 25.06 38.06 5.47 10.09 93.17 4.89 11.36 123.16 1.38 30.24 162.47 0.94 62.39 402.40 0.43 22.67 227.20 1.55 21.73 1117.66 0.57 55.88 78.61 1.78 14.53 172.62 2.32 25.15 71.08 46.17 90.48 5.61 10.04 262.41 1.68 13.95 51.35 1.79 27.14 325.31 169.82 54.32 3.68 14.00 420.43 0.89 35.46 67.96 82.88 230.23 191.89 2.83 37.72 77.36 0.10 14.08 579.72 86.97 74.00 6.37 83.93 39.79 40.31 4.27 147.98 170.88 0.47 9.57 459.17 17.82 309.37 2.86 11.70 221.98 2.41 20.00 98.15 6.68 12.30 692.03 1.03 22.42 42.07 4.75 10.38 351.53 0.67 35.08 31.25 5.54 12.48 133.02 3.40 23.66 259.89 0.75 35.78 309.88 0.58 48.18 279.09 1.10 34.12 455.45 40.52 173.34 0.52 37.45 62.93 3.05 237.50 8.82 5.44 9.30 41.61 6.51 9.29 201.20 0.50 29.91 342.30 30.39 244.54 93.43 55.64 0.72 11.56 103.42 3.45 20.32 151.14 1.77 142.65 71.56 2.24 13.07 235.62 1.40 33.57 59.28 3.37 31.33 94.22 1.00 37.57 72.62 0.50 17.81 152.82 1.73 17.37 221.55 0.38 33.31 294.64 1.25 19.33 26.58 3.16 53.48 83.99 1.19 15.68 67.09 3.40 19.47 110.12 3.60 14.70 125.15 1.28 29.44 61.57 38.60 143.30 1.98 26.06 90.82 1.06 17.80 283.61 26.44 163.21 1.23 27.25
2025-06-20 115.09 0.86 22.73 200.58 0.52 28.28 182.40 3.60 23.62 131.81 1.79 20.26 90.17 9.40 282.11 2.10 22.24 376.92 24.13 227.45 1.74 33.98 53.15 3.84 13.68 304.68 2.02 31.18 297.21 55.09 94.02 3.02 20.11 100.13 3.72 15.85 10.14 6.94 5.79 102.74 2.26 14.60 84.63 2.13 19.62 195.42 1.64 13.89 319.47 0.81 39.70 78.38 21.66 56.35 2.87 181.79 27.86 194.37 2.06 12.12 137.23 1.49 18.78 168.98 1.09 18.43 8.83 5.77 15.80 128.24 83.45 176.40 0.70 28.87 287.00 3.32 24.94 506.96 1.26 18.52 215.58 3.15 34.94 209.69 34.44 86.25 37.39 353.18 0.84 27.82 62.10 2.19 16.97 19.48 5.13 3.68 267.02 2.68 22.74 93.69 0.70 43.15 134.03 1.52 20.79 67.05 13.93 68.99 7.65 25.70 152.77 2.28 21.22 203.38 3.44 39.70 249.56 0.95 63.44 174.51 2.15 18.77 139.55 2.37 25.42 777.32 430.02 297.09 1.10 20.75 3655.33 24.74 198.75 45.25 2.30 13.36 56.02 1.43 20.13 29.78 2.28 21.11 66.66 5.70 10.66 167.51 2.48 11.80 22.17 5.77 12.39 25.48 3.56 13.16 84.64 3.31 10.62 127.04 10.96 90.69 2.07 14.39 5294.91 0.73 32.97 38.61 2.38 16.77 114.82 13.11 969.86 2.15 23.21 45.62 5.44 8.94 235.58 1.49 28.76 484.85 108.24 0.55 30.21 101.30 45.92 135.65 2.74 40.68 69.80 5.62 77.48 2.89 11.99 20.68 6.77 8.44 162.37 1.26 19.86 69.99 1.29 38.17 358.18 1.69 17.11 282.85 1.37 13.58 225.16 1.12 26.90 133.89 28.60 99.06 4.29 33.94 23.77 12.52 295.40 64.99 169.98 1.47 18.76 99.18 2.02 13.15 40.98 4.10 12.81 95.79 1.23 27.50 92.18 2.69 19.38 386.37 9.91 312.77 1.93 14.06 143.76 2.42 25.58 86.68 2.40 23.61 118.31 4.12 17.49 33.86 3.90 9.05 272.69 1.83 27.48 52.78 45.81 312.67 2.33 15.52 68.03 3.19 20.09 54.40 8.07 35.54 2.48 22.35 197.83 1.21 15.73 69.47 24.64 93.92 3.32 11.84 292.63 0.75 23.71 977.55 0.53 55.30 316.31 20.46 31.07 5.02 10.46 47.97 31.58 113.39 3.70 77.24 147.45 22.42 260.18 0.64 37.58 476.30 65.53 2.50 23.47 79.65 287.35 31.93 1.63 18.84 217.68 0.72 49.69 26.50 3.32 14.09 75.14 1.65 15.43 73.54 0.92 35.20 65.32 4.07 13.10 147.90 4.62 20.77 53.60 4.98 17.25 46.89 1.60 8.12 56.57 134.48 27.53 5.96 9.49 127.50 274.46 517.93 1.25 24.93 101.69 15.94 118.46 1.77 16.75 110.28 2.14 21.05 177.83 1.80 21.29 123.50 1.30 9.20 195.73 0.65 35.64 117.13 0.85 23.27 174.19 2.80 334.55 98.71 8.10 16.62 7.34 76.60 174.38 1.18 22.83 27.36 10.23 24.31 445.56 1.56 25.57 222.41 2.70 22.62 131.27 3.32 18.17 113.42 3.69 18.19 136.94 14.57 34.05 2.82 6.98 80.00 51.84 150.39 0.51 31.66 77.38 1.50 18.28 260.60 1.00 42.38 100.14 3.40 17.93 255.18 0.78 44.59 335.35 2.39 42.78 48.13 6.88 5.37 74.90 1.87 36.25 372.49 1.84 10.86 484.63 0.21 21.43 127.27 1.66 31.39 123.11 3.31 10.46 163.06 20.84 877.53 2.14 71.35 67.57 4.10 53.09 60.08 1.05 33.30 349.13 1.56 29.72 61.82 4.87 15.54 279.06 3.68 60.62 329.38 1.26 31.42 79.90 3.00 21.60 66.57 4.01 17.47 73.83 28.44 41.86 3.82 15.52 113.63 1.36 18.88 164.57 0.97 17.35 144.46 4.49 36.14 10.33 5.81 6.92 146.78 2.73 9.24 40.54 2.17 40.49 39.94 1.50 31.13 421.10 1.04 29.39 223.16 2.60 12.29 39.12 4.55 14.26 287.13 26.51 1804.82 84.00 79.70 2.01 22.49 163.38 23.31 38.65 3.83 11.45 50.48 1.07 55.00 0.98 12.19 93.32 4.71 32.82 145.00 11.68 99.85 46.55 52.41 0.61 22.08 276.14 2.17 19.15 174.87 31.65 238.73 0.60 46.13 28.91 1.73 22.52 107.75 2.93 15.90 51.71 4.64 12.34 120.09 0.90 9.52 50.04 2.24 40.38 48.08 1.25 3.86 127.34 19.25 167.58 0.50 166.49 0.50 20.11 118.90 3.47 16.16 76.41 1.31 11.34 199.26 1.81 26.29 637.39 1.88 14.69 1032.30 0.88 26.23 22.11 3.08 7.91 68.03 4.12 17.57 15.70 3.95 12.12 376.83 0.76 16.35 347.65 2.65 23.59 125.62 1.66 12.07 233.39 2.31 18.78 248.72 0.24 35.14 64.48 18.67 206.65 2.19 21.88 17.87 2.91 8.56 23.87 4.85 8.06 29.75 3.90 21.27 71.98 17.20 15.29 5.23 18.24 170.15 3.22 20.30 394.62 1.34 26.13 237.91 1.49 11.70 173.12 0.23 31.85 51.27 0.62 28.69 277.55 2.42 26.49 177.93 1.08 31.07 523.92 48.42 171.75 1.65 24.86 73.20 2.19 31.36 68.46 129.57 21.08 758.73 0.55 58.28 33.10 3.50 39.56 44.83 4.13 44.15 23.13 5.71 9.25 154.73 18.75 80.35 0.10 33.71 100.51 3.12 99.37 509.36 81.01 392.94 24.28 237.69 2.52 21.04 14.54 5.78 12.68 127.05 1.01 21.81 138.83 1.27 24.23 206.12 0.16 27.43 101.50 1.46 30.78 177.64 1.31 30.26 148.70 3.50 17.61 272.36 2.06 13.16 78.10 2.92 20.70 33.05 2.78 18.78 15.99 5.13 159.36 40.25 25.43 6.29 8.59 20.66 4.84 27.04 122.44 0.60 50.96 848.15 0.90 27.72 127.04 3.97 22.04 27.41 4.27 23.30 68.32 2.99 23.72 71.23 1.80 16.13 89.10 0.28 12.56 148.13 1.08 14.64 105.51 1.90 8.45 261.20 1.10 22.57 248.57 1.93 24.77 547.52 0.95 24.23 454.41 1.32 28.97 36.78 3.26 12.21 759.94 0.79 43.64 467.15 2.83 17.05 59.62 3.40 19.99 210.59 2.28 17.74 90.31 1.02 25.27 227.47 15.41 31.21 2.31 26.60 41.31 2.42 19.35 52.87 2.80 18.92 56.98 9.62 10.96 148.87 30.19 531.55 0.57 35.36 145.41 4.17 38.73 259.53 1.03 29.90 60.61 2.05 15.16 285.84 2.48 24.43 68.50 2.66 474.89 720.06 0.39 20.26 469.15 0.80 37.41 67.29 2.79 19.06 84.98 3.34 19.52 78.05 2.91 9.50 681.89 0.31 26.55 33.77 13.62 99.53 10.70 72.12 2.50 25.10 537.50 0.59 32.06 214.32 1.52 25.14 142.75 2.05 15.15 63.09 38.65 58.80 6.94 14.91 294.01 13.48 36.09 2.44 108.92 168.18 2.16 25.64 683.24 0.91 61.17 78.29 4.14 10.83 25.90 131.00 2.82 15.38 541.34 1.33 37.71 476.62 0.70 36.73 405.33 1.08 32.87 183.68 2.94 12.26 30.24 2.51 14.97 1153.93 28.58 123.41 0.37 21.66 18.86 10.26 85.86 1.26 36.95 208.78 1.49 24.73 70.98 3.19 19.89 58.04 1.72 13.85 1231.41 58.01 39.00 2.87 20.83 59.48 2.69 27.54 495.75 1.86 21.48 971.41 128.85 151.13 1.16 22.14 250.74 2.15 19.21 101.75 2.04 17.61 111.16 2.70 9.50 123.28 1.78 15.12 143.84 0.03 46.21 7157.94 14.73 32.50 0.62 36.65 28.25 0.71 31.86 207.08 1.96 19.31 55.87 5.78 37.87 156.17 0.72 29.33 80.09 5.14 15.43 69.65 4.02 9.02 52.82 15.39 204.38 0.98 46.19 89.69 32.97 93.20 1.80 23.78 45.39 2.12 12.52 199.24 135.59 231.78 0.65 33.07 146.58 2.95 29.48 90.39 1.46 13.69 13.82 0.72 11.28 81.45 3.09 21.37 127.82 4.45 16.21 23.16 7.43 9.47 75.86 4.01 156.90 2.69 22.57 261.80 0.15 17.47 649.78 1.11 28.08 101.30 0.87 7.03 185.77 2.69 19.20 104.76 3.86 40.39 180.23 3.00 29.28 174.26 3.67 12.15 96.82 1.03 22.68 86.79 4.12 17.26 303.15 88.35 286.02 1.75 26.45 107.15 2.54 13.50 33.51 3.25 19.16 103.01 5.24 6.52 287.10 4.18 28.52 123.56 3.88 35.97 166.97 45.48 360.60 0.11 56.97 70.05 14.23 150.46 2.37 15.83 271.56 1.10 20.98 70.44 4.00 34.02 508.95 0.69 13.41 21.99 4.55 10.58 148.03 1.35 14.01 262.49 1.39 21.74 252.55 0.84 28.18 320.16 1.64 33.68 56.15 1.18 55.79 560.24 0.59 42.60 127.33 1.27 20.60 246.92 0.94 37.44 146.00 1.86 25.49 94.85 0.30 34.72 226.92 1.96 26.37 91.85 2.66 31.15 88.71 1.22 26.51 332.00 0.95 31.80 95.02 4.55 11.03 35.56 3.21 10.54 45.32 24.51 303.76 2.82 16.05 470.53 48.31 88.60 3.34 21.10 155.42 5.40 23.75 503.32 0.76 37.93 72.90 3.54 14.48 235.06 0.97 32.97 124.97 1.60 16.21 98.19 3.10 11.08 129.86 2.22 22.46 160.20 2.55 12.02 63.83 5.14 11.99 71.46 3.92 15.71 61.82 1.94 8.48 373.91 0.90 33.42 73.68 2.93 16.83 27.20 4.08 10.69 47.60 3.95 8.97 1349.64 42.75 486.59 30.72 49.82 0.64 40.66 162.62 1.75 27.42 86.20 0.56 26.03 39.33 5.29 10.43 93.34 4.89 11.38 122.75 1.38 30.14 174.30 0.87 66.94 397.52 0.43 22.40 220.74 1.59 21.12 1082.35 0.59 54.12 84.01 1.67 15.53 168.52 2.37 24.56 71.81 46.64 92.09 5.52 10.22 263.92 1.67 14.03 52.32 1.76 27.66 322.16 168.18 53.93 3.71 13.89 418.75 0.90 35.32 68.23 83.21 238.37 195.04 2.79 38.34 76.96 0.10 14.01 569.77 85.47 74.27 6.39 83.78 39.71 40.12 4.29 147.30 171.51 0.47 9.61 473.85 18.39 300.12 2.95 11.35 221.13 2.42 19.92 97.43 6.73 12.21 702.55 1.02 22.76 42.36 4.72 10.45 337.31 0.70 33.66 31.82 5.44 12.71 139.96 3.23 24.89 255.08 0.77 35.12 305.49 0.59 47.50 279.92 1.10 34.22 440.87 39.22 184.90 0.49 39.94 61.54 3.12 232.26 8.77 5.47 9.24 40.34 6.72 9.00 199.48 0.50 29.66 342.63 30.42 238.19 91.01 59.22 0.68 12.30 102.52 3.48 20.15 149.99 1.79 141.56 74.57 2.15 13.62 231.07 1.43 32.92 59.98 3.33 31.70 95.90 0.98 38.24 73.07 0.49 17.92 157.67 1.67 17.92 215.47 0.39 32.40 297.30 1.24 19.51 25.97 3.23 52.24 88.29 1.13 16.49 66.12 3.45 19.18 112.66 3.52 15.04 124.12 1.29 29.20 63.59 39.87 138.39 2.05 25.17 90.76 1.06 17.79 294.04 27.42 156.10 1.28 26.06
2025-06-27 118.68 0.84 23.44 200.66 0.52 27.63 179.46 3.66 23.24 133.19 1.77 20.47 90.32 9.42 292.09 2.03 23.02 385.83 24.70 236.03 1.68 35.26 51.54 3.96 13.26 301.88 2.04 30.89 305.13 56.56 94.63 3.00 20.24 100.83 3.69 15.96 10.44 6.74 5.96 104.50 2.22 14.85 84.10 2.14 19.50 196.11 1.63 13.94 317.04 0.82 39.40 79.60 22.00 64.60 2.51 188.52 28.89 194.80 2.05 12.15 143.47 1.42 19.63 182.69 1.01 19.93 9.05 5.64 16.19 143.81 78.81 180.24 0.69 29.50 274.90 3.46 23.89 524.56 1.22 19.16 215.88 3.15 34.98 223.30 36.68 99.39 43.09 351.22 0.85 27.66 64.98 2.09 17.76 18.11 5.52 3.42 278.72 2.57 23.74 97.53 0.68 44.92 142.40 1.43 22.09 68.78 14.29 70.92 7.44 26.42 151.70 2.29 21.08 200.80 3.49 39.19 268.89 0.88 68.35 174.65 2.15 18.80 136.26 2.43 24.82 818.60 452.86 315.59 1.04 22.04 3609.49 24.43 214.55 46.86 2.22 13.84 56.20 1.42 20.19 30.18 2.25 21.39 67.35 5.64 10.77 169.94 2.45 11.97 23.49 5.45 13.13 26.25 3.45 13.56 79.74 3.51 10.00 126.08 10.87 90.25 2.08 14.32 5683.34 0.68 35.39 37.68 2.44 16.37 117.01 13.36 1042.90 2.00 24.96 45.13 5.50 8.84 238.52 1.48 29.11 485.68 109.18 0.55 30.47 106.53 48.29 148.88 2.50 44.65 66.99 5.85 83.33 2.69 12.90 19.63 7.13 8.01 166.13 1.23 20.31 73.17 1.23 39.90 382.21 1.58 18.26 284.14 1.37 13.64 228.30 1.10 27.28 139.38 29.78 99.53 4.27 34.09 27.26 14.35 305.20 67.14 176.75 1.41 19.50 89.92 2.22 11.92 43.65 3.85 13.64 94.15 1.25 27.03 96.19 2.58 20.22 400.97 10.29 324.67 1.86 14.60 145.42 2.39 25.87 87.59 2.37 23.86 116.72 4.18 17.26 34.63 3.81 9.25 273.45 1.83 27.55 55.05 47.78 324.07 2.25 16.08 67.99 3.19 20.08 53.99 8.01 36.16 2.43 22.74 210.44 1.14 16.73 71.14 25.23 89.43 3.49 11.28 298.37 0.74 24.17 982.39 0.53 55.58 327.04 21.15 30.04 5.19 10.12 48.18 31.72 111.60 3.76 76.02 150.01 23.80 272.94 0.61 39.42 499.33 67.83 2.42 24.29 80.76 291.36 32.78 1.59 19.34 219.77 0.71 50.16 25.16 3.50 13.37 77.40 1.60 15.90 74.21 0.92 35.52 67.20 3.96 13.48 142.21 4.81 19.97 55.24 4.83 17.78 49.27 1.52 8.53 55.14 131.08 28.66 5.72 9.88 132.08 284.32 509.94 1.27 24.55 104.20 16.34 123.05 1.71 17.40 113.18 2.09 21.60 176.24 1.82 21.10 127.96 1.25 9.53 198.45 0.65 35.91 122.34 0.82 24.54 170.16 2.87 326.80 98.70 8.10 16.88 7.23 77.76 182.78 1.13 23.93 26.62 10.52 23.65 444.67 1.57 25.52 212.90 2.82 21.65 130.57 3.34 18.08 114.92 3.64 18.43 141.67 15.07 32.03 3.00 6.56 86.33 55.95 157.57 0.48 33.17 73.53 1.58 17.37 266.81 0.97 43.39 97.35 3.49 17.43 255.62 0.78 44.66 334.83 2.39 42.71 49.41 6.70 5.51 79.78 1.75 38.62 379.42 1.80 11.06 530.18 0.19 23.45 132.07 1.60 32.57 118.67 3.44 10.08 174.93 22.36 780.35 2.40 63.45 66.63 4.16 52.35 57.96 1.09 32.12 337.64 1.62 28.74 62.65 4.80 15.75 280.11 3.67 60.85 351.25 1.18 33.50 81.39 2.95 22.00 67.68 3.94 17.76 78.21 30.13 42.16 3.79 15.63 114.99 1.34 19.10 170.44 0.94 17.97 144.25 4.49 36.09 10.54 5.70 7.06 137.82 2.90 8.67 41.55 2.12 41.50 43.57 1.38 33.95 440.14 1.00 30.72 227.45 2.55 12.52 39.11 4.55 14.25 295.75 27.31 1816.26 84.54 80.33 1.99 22.67 172.33 24.59 40.78 3.63 12.09 52.09 1.04 56.53 0.96 12.53 92.52 4.76 32.54 152.14 12.25 103.11 48.07 53.87 0.59 22.98 287.99 2.08 19.33 180.07 32.60 253.83 0.57 49.05 29.16 1.71 22.71 109.91 2.88 16.21 49.30 4.95 11.76 123.37 0.88 9.78 51.43 2.18 41.51 49.55 1.21 3.98 142.41 21.52 178.11 0.47 178.37 0.47 21.54 119.60 3.44 16.25 78.49 1.27 11.65 207.58 1.73 25.65 687.13 1.75 15.83 1023.87 0.88 26.01 20.42 3.33 7.30 72.49 3.86 18.17 16.45 3.77 12.70 378.62 0.76 16.43 366.66 2.51 24.88 124.19 1.67 11.93 237.48 2.27 19.11 265.36 0.23 37.49 65.01 18.71 213.22 2.12 22.57 18.31 2.84 8.77 24.52 4.72 8.28 29.81 3.89 21.31 73.27 18.03 15.38 5.20 18.35 165.72 3.31 19.90 405.42 1.30 26.84 241.04 1.47 11.85 184.67 0.22 33.98 53.89 0.59 30.15 286.18 2.35 27.32 181.24 1.06 31.65 531.32 49.11 174.89 1.62 25.32 73.86 2.17 31.65 68.37 129.40 22.69 774.11 0.54 59.46 32.40 3.58 38.72 46.34 3.99 45.63 23.95 5.51 9.58 157.47 19.08 84.23 0.10 35.34 101.47 3.09 100.32 533.71 84.89 402.76 24.89 245.04 2.45 21.69 15.41 5.45 13.44 129.76 0.99 23.13 144.51 1.22 25.22 217.29 0.15 28.92 104.68 1.41 31.74 177.68 1.31 30.27 151.30 3.44 18.11 284.35 1.97 13.74 78.42 2.91 21.20 32.56 2.83 18.51 17.04 4.81 164.34 41.51 25.24 6.34 8.74 20.70 4.83 27.09 134.12 0.55 55.82 887.94 0.86 29.02 126.64 3.98 21.97 28.36 4.13 24.10 69.79 2.92 23.97 70.68 1.98 16.00 90.34 0.28 12.73 155.34 1.03 15.35 109.27 1.83 8.75 259.92 1.11 22.46 245.89 1.95 23.44 564.78 0.92 24.99 462.32 1.30 29.47 36.77 3.26 12.20 772.62 0.78 44.37 455.27 2.90 19.78 59.43 3.42 19.92 221.36 2.17 18.65 97.01 0.95 23.66 235.02 15.92 31.98 2.25 27.26 43.73 2.29 20.48 52.74 2.81 18.88 57.30 9.56 11.02 149.99 30.42 548.85 0.55 36.51 144.71 4.19 38.54 272.77 0.98 31.42 63.56 1.95 15.90 289.90 2.44 24.77 70.00 2.60 485.36 724.91 0.39 20.40 487.15 0.77 38.85 66.77 2.82 18.91 85.37 3.33 19.61 79.19 2.87 9.64 733.14 0.29 28.55 34.37 13.86 104.90 11.56 75.33 2.39 26.22 549.31 0.58 32.77 215.07 1.52 25.23 150.67 1.94 15.99 61.71 37.80 57.82 7.06 14.66 297.05 13.62 35.08 2.51 105.86 166.48 2.19 25.38 733.18 0.85 65.64 78.33 4.14 10.84 27.16 138.87 2.66 16.30 572.77 1.26 39.90 495.13 0.67 38.16 417.71 1.04 33.07 192.34 2.81 12.84 30.50 2.49 15.10 1184.54 29.34 124.56 0.37 21.87 20.18 10.98 88.83 1.22 38.22 214.33 1.46 25.39 70.35 3.22 19.71 56.57 1.77 13.50 1323.12 62.33 39.44 2.84 21.07 71.67 2.23 33.18 492.07 1.88 21.32 1022.42 135.61 161.83 1.09 23.71 253.35 2.13 19.41 104.75 1.99 18.13 123.64 2.43 10.57 130.35 1.69 15.99 157.74 0.03 50.67 7375.51 15.18 33.77 0.59 38.08 29.33 0.68 33.08 216.04 1.88 21.51 55.72 5.79 37.77 163.37 0.69 30.68 79.00 5.22 15.22 70.72 3.96 9.16 52.93 15.42 209.43 0.95 47.33 89.16 32.77 96.68 1.74 24.67 42.37 2.27 11.69 200.57 136.50 226.87 0.66 32.36 141.49 3.05 28.45 94.26 1.40 14.28 13.94 0.72 11.38 82.86 3.04 21.74 129.77 4.38 16.46 23.37 7.36 8.73 78.42 3.88 157.67 2.68 22.68 263.78 0.15 17.60 697.37 1.03 30.14 105.35 0.84 7.32 188.31 2.66 19.46 104.69 3.86 40.36 179.34 3.01 29.14 182.48 3.51 12.72 103.10 0.97 24.15 86.77 4.13 17.25 313.08 91.24 290.23 1.72 26.84 112.56 2.42 14.18 33.30 3.27 19.04 105.77 5.11 6.69 286.90 4.18 28.50 118.08 4.06 34.37 169.30 46.11 381.07 0.10 60.21 73.64 14.95 157.64 2.26 16.02 308.56 0.97 23.84 69.85 4.04 33.74 520.21 0.68 13.70 23.12 4.32 11.12 152.29 1.31 14.41 275.52 1.32 21.01 254.02 0.83 28.34 328.69 1.59 34.58 55.84 1.18 55.48 561.75 0.59 42.71 127.56 1.27 20.63 243.12 0.95 36.86 144.03 1.89 25.15 97.68 0.29 36.82 228.39 1.94 26.55 90.85 2.69 35.61 89.47 1.21 26.74 344.17 0.92 32.97 93.74 4.61 10.88 33.74 3.38 10.00 47.58 25.73 308.95 2.77 16.48 502.63 51.61 90.19 3.28 21.47 158.61 5.30 24.24 516.81 0.74 38.94 74.82 3.45 14.86 238.17 0.96 33.41 130.24 1.54 16.89 104.48 2.91 11.79 141.00 2.04 19.78 159.15 2.56 11.94 66.89 4.90 13.78 74.11 3.78 16.48 65.63 1.83 9.00 391.82 0.86 35.02 74.01 2.92 16.60 27.51 4.04 10.81 46.99 4.00 8.85 1402.72 44.22 509.69 31.15 51.76 0.62 42.25 166.28 1.71 26.44 90.26 0.53 30.87 41.61 5.00 11.03 96.94 4.70 11.81 122.63 1.39 30.11 178.68 0.85 68.62 407.91 0.42 22.13 234.42 1.50 22.43 1053.63 0.61 52.68 86.78 1.61 15.63 172.19 2.32 25.09 75.65 49.13 94.94 5.35 10.54 262.25 1.68 13.94 51.52 1.79 27.11 323.63 168.94 54.75 3.65 13.97 431.31 0.87 36.38 69.33 84.55 241.44 203.78 2.67 40.06 80.32 0.10 14.73 581.10 87.17 79.18 6.82 91.53 43.39 39.80 4.32 146.11 177.88 0.45 9.96 458.27 17.79 307.17 2.88 11.62 229.97 2.33 20.72 99.31 6.61 12.44 749.58 0.96 24.28 44.78 4.47 11.05 347.31 0.68 34.66 31.83 5.43 12.71 133.60 3.38 23.76 261.30 0.75 35.98 308.13 0.58 47.91 286.85 1.07 35.07 441.30 39.26 194.83 0.46 42.09 61.97 3.10 233.86 8.91 5.39 9.39 40.93 6.62 9.14 207.17 0.48 30.80 352.41 30.25 237.37 90.69 63.22 0.63 9.91 101.48 3.52 19.94 150.87 1.78 142.40 78.62 2.04 14.36 227.41 1.45 32.40 62.14 3.22 32.84 97.04 0.97 38.70 72.20 0.50 17.71 163.01 1.62 18.52 218.51 0.38 32.85 302.76 1.22 19.87 25.64 3.28 51.58 94.46 1.06 17.64 67.25 3.39 19.51 107.43 3.69 14.34 127.88 1.25 30.08 66.63 41.77 147.69 1.92 26.86 91.24 1.05 17.88 309.26 28.57 155.11 1.29 25.89 
# Output from previous execution
ticker SPY
field price
date  
2025-05-30 586.03
2025-06-06 595.72
2025-06-13 593.59
2025-06-20 592.64
2025-06-27 613.21 
# Output from previous execution
  ticker name date value
min COO Cooper Cos Inc/The 2021-09-03 0.01%
max TRGP Targa Resources Corp 2020-04-03 64.80% 
# Output from previous execution
../_images/c5cac9d21d1c03388f355c248b9603245f246002e2cf7dd7b4d929af0c07081d.png 
# Output from previous execution
../_images/77c86bb44a7de600a5742824de9475c4db15650307eb0197c69d9257fce6bd4c.png 
# Output from previous execution
../_images/f364eae5d14bf80bdc19e8149ec188656e686039b72ec520c9838873dd4129c3.png 
# Output from previous execution
../_images/7345cdda092a2e1c88f9bad33bcf3e1a7ddccc0dcf03599fde8e47a2739e210e.png 
# Output from previous execution
  Mean Vol Sharpe Min Max
long-short dvd yld -0.5% 9.5% -5.7% -5.1% 9.8%
long dvd yld 11.1% 16.3% 68.4% -15.1% 18.8%
SPY 14.1% 17.3% 81.3% -14.5% 12.1% 
# Output from previous execution
Skewness Kurtosis VaR (0.05) CVaR (0.05) Max Drawdown Peak Bottom Recover Duration (to Recover)
long-short dvd yld 1.088094 8.562155 -0.018523 -0.027645 -0.241689 2016-12-30 2020-11-06 2022-05-13 1960 days
long dvd yld 0.274936 18.669091 -0.028637 -0.050403 -0.360059 2020-01-17 2020-03-20 2020-11-27 315 days
SPY -0.595027 5.881476 -0.033571 -0.057658 -0.318291 2020-02-14 2020-03-20 2020-08-07 175 days 
# Output from previous execution
  security_name fund size ($ billions)
ticker    
XLB US Equity Materials Select Sector SPDR F $5.13
XLC US Equity Communication Services Select $25.31
XLE US Equity Energy Select Sector SPDR Fund $28.20
XLF US Equity Financial Select Sector SPDR F $52.73
XLI US Equity Industrial Select Sector SPDR $23.76
XLK US Equity Technology Select Sector SPDR $93.26
XLP US Equity Consumer Staples Select Sector $15.05
XLRE US Equity Real Estate Select Sector SPDR $7.54
XLU US Equity Utilities Select Sector SPDR F $22.19
XLV US Equity Health Care Select Sector SPDR $38.97
XLY US Equity Consumer Discretionary Select $23.41 
# Output from previous execution
ticker XLK XLI XLF XLC XLRE XLE XLY XLB XLV XLU XLP
field price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld price dvd yld
date                                            
2025-05-30 230.2 0.7 141.8 1.1 50.6 1.4 100.8 1.1 41.0 2.6 80.2 3.6 213.0 1.0 85.5 1.9 131.4 1.7 80.8 2.7 81.7 2.0
2025-06-06 237.7 0.6 143.9 1.1 50.9 1.4 103.1 1.1 41.2 2.6 82.0 3.5 211.3 1.0 86.9 1.9 133.1 1.7 80.1 2.8 80.6 2.1
2025-06-13 238.5 0.6 141.6 1.1 49.6 1.4 102.0 1.1 41.2 2.6 86.6 3.3 210.9 1.0 86.5 1.9 134.9 1.7 80.3 2.8 79.9 2.1
2025-06-20 239.8 0.7 141.4 1.2 50.0 1.4 102.2 1.0 41.1 3.6 87.5 3.3 209.9 0.9 85.6 2.0 131.4 1.9 79.7 2.8 79.9 2.8
2025-06-27 250.4 0.6 146.2 1.2 51.8 1.3 107.3 0.9 40.8 3.7 84.6 3.4 218.2 0.8 87.5 2.0 133.3 1.9 80.8 2.8 80.0 2.8 
# Output from previous execution

['AAPL', 'MSFT', 'GOOG', 'AMZN', 'NVDA', 'META', 'TSLA']

# Output from previous execution
  alpha SPY r-squared Treynor Ratio Info Ratio
long-short dvd yld -0.1% -2.9% 0.3% 18.8% -1.4%
long dvd yld 0.4% 75.9% 65.3% 14.7% 4.6% 
# Output from previous execution
../_images/798b4847e195b1c648a0b2299f108c29cb3cfb7d7c2997f163077e29b1349086.png 
# Output from previous execution
  alpha XLK XLI XLF XLC XLRE XLE XLY XLB XLV XLU XLP r-squared Info Ratio
long-short dvd yld 2.1% -24.8% -13.3% 20.7% 5.2% 21.6% 11.0% -10.0% 0.1% -24.1% 14.3% 3.5% 64.5% 33.9%
long dvd yld 2.6% -10.0% 10.4% 24.4% 6.3% 25.4% 12.2% -1.0% 7.8% -6.7% 12.7% -0.7% 93.1% 53.1%
SPY -0.4% 30.6% 8.1% 11.4% 9.1% -0.9% 3.2% 12.0% 1.6% 12.9% 5.4% 5.8% 99.6% -36.7% 
# Output from previous execution
  XLK XLI XLF XLC XLRE XLE XLY XLB XLV XLU XLP
long-short dvd yld -0.8% -0.4% 0.6% 0.1% 0.6% 0.5% -0.3% 0.0% -0.6% 0.4% 0.1%
long dvd yld -0.3% 0.3% 0.8% 0.2% 0.8% 0.5% -0.0% 0.2% -0.2% 0.3% -0.0%
SPY 0.9% 0.2% 0.4% 0.3% -0.0% 0.1% 0.4% 0.0% 0.3% 0.1% 0.1% 
# Output from previous execution
../_images/73af3763504a9e51a0c2c097b3afea55db7faba464ce39c42fbfd6cc26d097cb.png 
# Output from previous execution
  Mean Vol Sharpe
long-short dvd yld -0.5% 9.5% -5.7%
long dvd yld 11.1% 16.3% 68.4%
SPY 14.1% 17.3% 81.3%
MAG 35.0% 26.8% 130.8%
  alpha SPY MAG r-squared Info Ratio
long-short dvd yld 4.6% 32.5% -27.8% 20.0% 54.2%
long dvd yld 6.6% 122.0% -36.3% 76.8% 84.7% 
# Output from previous execution
  alpha XLK XLI XLF XLC XLRE XLE XLY XLB XLV XLU XLP r-squared Info Ratio
MAG 12.8% 66.4% -24.6% -19.7% 40.1% -14.2% 1.4% 62.7% 0.2% -3.0% 5.0% -6.6% 92.3% 159.8% 
# Output from previous execution
../_images/19d500ef99efda6654347868dfecf96d925f688bb545144186dd5f01bf0d58ca.png 
# Output from previous execution
../_images/3218245360370f66dfcc9345e08c60b5037c144c57faca6dfd0c18c034243b9c.png
  Mean Vol Sharpe Min Max
SPY 14.1% 17.3% 81.3% -14.5% 12.1%
long-short dvd yld -0.5% 9.5% -5.7% -5.1% 9.8%
long dvd yld 11.1% 16.3% 68.4% -15.1% 18.8%
long-short dvd yld (sector-hedged) -0.8% 7.2% -11.1% -3.7% 4.5%
long dvd yld (sector-hedged) 0.3% 5.3% 5.6% -2.8% 2.9%
long-short dvd yld (SPY-hedged) -1.4% 9.3% -14.7% -6.0% 7.0%
long dvd yld (SPY-hedged) -1.2% 9.3% -12.9% -6.7% 6.5% 
# Output from previous execution
  alpha SPY r-squared Treynor Ratio Info Ratio
long-short dvd yld -0.1% -2.9% 0.3% 18.8% -1.4%
long dvd yld 0.4% 75.9% 65.3% 14.7% 4.6%
long-short dvd yld (sector-hedged) -1.5% 4.9% 1.7% -16.2% -21.5%
long dvd yld (sector-hedged) -0.4% 4.7% 2.8% 6.4% -7.8%
long-short dvd yld (SPY-hedged) -2.2% 5.4% 1.0% -25.2% -23.8%
long dvd yld (SPY-hedged) -2.1% 5.6% 1.1% -21.5% -22.3% 
# Output from previous execution
  alpha XLK XLI XLF XLC XLRE XLE XLY XLB XLV XLU XLP r-squared Info Ratio
long-short dvd yld 2.1% -24.8% -13.3% 20.7% 5.2% 21.6% 11.0% -10.0% 0.1% -24.1% 14.3% 3.5% 64.5% 33.9%
long dvd yld 2.6% -10.0% 10.4% 24.4% 6.3% 25.4% 12.2% -1.0% 7.8% -6.7% 12.7% -0.7% 93.1% 53.1%
long-short dvd yld (sector-hedged) -1.7% 5.0% 2.3% 6.7% -4.0% 2.2% -0.7% -0.6% -3.4% -0.6% 1.7% -8.1% 4.8% -23.4%
long dvd yld (sector-hedged) -0.5% 3.2% 2.1% 3.7% -3.1% 0.5% -0.5% 0.4% -1.0% -0.8% 1.0% -3.3% 4.7% -8.9%
long-short dvd yld (SPY-hedged) -0.7% -15.5% -17.8% 23.8% 3.6% 15.7% 10.4% -6.9% 0.9% -22.6% 11.9% 5.8% 51.1% -9.5%
long dvd yld (SPY-hedged) -0.0% -24.7% -0.2% 18.2% -2.6% 19.6% 9.2% -7.5% 7.2% -15.2% 5.7% -2.4% 63.0% -0.5% 
# Output from previous execution
Forecast metrics for long-short strategy
  total SPY-hedged sector-hedged
OOS r-squared -0.6% -0.7% -1.5%
corr to realized 3.9% 4.4% -8.7% 
# Output from previous execution

Running LASSO replication on 485 assets...
  Progress: 50/485 assets processed (10.3%)
  Progress: 100/485 assets processed (20.6%)
  Progress: 150/485 assets processed (30.9%)
  Progress: 200/485 assets processed (41.2%)
  Progress: 250/485 assets processed (51.5%)
  Progress: 300/485 assets processed (61.9%)
  Progress: 350/485 assets processed (72.2%)
  Progress: 400/485 assets processed (82.5%)
  Progress: 450/485 assets processed (92.8%)
  Progress: 485/485 assets processed (100.0%)

# Output from previous execution

Calculating info ratios and replication stats for 485 targets...
Processing 522 dates per target

  Progress: 50/485 targets processed (10.3%)
  Progress: 100/485 targets processed (20.6%)
  Progress: 150/485 targets processed (30.9%)
  Progress: 200/485 targets processed (41.2%)
  Progress: 250/485 targets processed (51.5%)
  Progress: 300/485 targets processed (61.9%)
  Progress: 350/485 targets processed (72.2%)
  Progress: 400/485 targets processed (82.5%)
  Progress: 450/485 targets processed (92.8%)
  Progress: 485/485 targets processed (100.0%)
Calculated info ratios for 405 targets
Corr Replication Abs Forecast Diff Product
Target
IR 0.854451 0.000997 0.000852
L 0.849496 0.001000 0.000849
OXY 0.831744 0.001017 0.000846
AME 0.862829 0.000903 0.000779
CRM 0.769787 0.001000 0.000770
... ... ... ...
GOOG 0.996499 0.000005 0.000005
LHX 0.799305 0.000006 0.000005
CSX 0.877445 0.000003 0.000003
NSC 0.885679 0.000000 0.000000
UNP 0.820831 0.000000 0.000000

405 rows × 3 columns

# Output from previous execution

Target: FANG
R²: 0.794, Correlation: 0.891
Replication assets: ['COP', 'DVN', 'APA']
  Weight
COP 0.620
DVN 0.255
APA 0.199 
# Output from previous execution
name gics_sector_name mkt cap
ticker
FANG Diamondback Energy Inc Energy 4.274962e+10
COP ConocoPhillips Energy 1.129076e+11
DVN Devon Energy Corp Energy 2.248243e+10
APA APA Corp Energy 8.792251e+09
../_images/dddc82b477cf40e8c7a7684fc04a70bb0ad9205a29261948dbc93f7a888cf750.png 
# Output from previous execution
../_images/87f55c996f6b3be6e10e2a07f1869dbaf0a57f138c7115f6d4dba661efb546e3.png ../_images/1679d1085829ad7c45a767e2bbf2c1fa907059ceb93a833569a955b2998ee20f.png ../_images/76143c6fda00488f6e50f34288c0ef4dc13b99e05b1974458ab772885983f5d4.png ../_images/b27ed07474d5cf408e2489041ed5c1b6cb089ed66adf136b3885f7bb855bcdfd.png