From 1279e5e1001efe9c4ee53f27ef9561141f9d6bc9 Mon Sep 17 00:00:00 2001 From: ricardodcpereira Date: Fri, 1 Sep 2023 23:57:27 +0100 Subject: [PATCH] fix: improvements to the doppelganger model --- data/fcc_mba.csv | 33601 ++++++++++++++++ docs/examples/doppelganger_example.md | 4 +- docs/getting-started/quickstart.md | 35 +- examples/timeseries/mba_doppelganger.py | 63 + examples/timeseries/stock_doppelganger.py | 35 - .../timeseries/doppelganger_processor.py | 153 +- src/ydata_synthetic/synthesizers/base.py | 15 +- .../timeseries/doppelganger/doppelganger.py | 45 +- .../timeseries/doppelganger/model.py | 31 +- .../timeseries/doppelganger/network.py | 106 +- 10 files changed, 33956 insertions(+), 132 deletions(-) create mode 100644 data/fcc_mba.csv create mode 100644 examples/timeseries/mba_doppelganger.py delete mode 100644 examples/timeseries/stock_doppelganger.py diff --git a/data/fcc_mba.csv b/data/fcc_mba.csv new file mode 100644 index 00000000..12c81bc8 --- /dev/null +++ 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Bell,Satellite,TX +0.047979828,0.1,Cincinnati Bell,Satellite,TX +0.11911426,0.08,Cincinnati Bell,Satellite,TX +0.3896242,0.0,Cincinnati Bell,Satellite,TX +0.13195296,0.0,Cincinnati Bell,Satellite,TX +0.01953528,0.0,Cincinnati Bell,Satellite,TX +0.0073074754,0.13333334,Cincinnati Bell,Satellite,TX +0.02131842,0.033333335,Cincinnati Bell,Satellite,TX +0.021167362,0.033333335,Cincinnati Bell,Satellite,TX +0.0416992,0.0,Cincinnati Bell,Satellite,TX +0.012053838,0.0,Cincinnati Bell,Satellite,TX +0.11976509,0.05,Cincinnati Bell,Satellite,TX +0.026138606,0.033333335,Cincinnati Bell,Satellite,TX +0.15890397,0.0,Cincinnati Bell,Satellite,TX +0.013120668,0.0,Cincinnati Bell,Satellite,TX +0.13817291,0.0,Cincinnati Bell,Satellite,TX +0.091970585,0.0,Cincinnati Bell,Satellite,TX +0.06287293,0.0,Cincinnati Bell,Satellite,TX +0.036604207,0.0,Cincinnati Bell,Satellite,TX +0.114594825,0.0,Cincinnati Bell,Satellite,TX +0.0686241,0.0,Cincinnati Bell,Satellite,TX +0.108731374,0.0,Cincinnati Bell,Satellite,TX +0.014426366,0.0,Cincinnati Bell,Satellite,TX +0.14377263,0.0,Cincinnati Bell,Satellite,TX +0.09284045,0.0,Cincinnati Bell,Satellite,TX +0.039422583,0.0,Cincinnati Bell,Satellite,TX +0.027465312,0.0,Cincinnati Bell,Satellite,TX +0.02752811,0.033333335,Cincinnati Bell,Satellite,TX +0.020731714,0.0,Cincinnati Bell,Satellite,TX +0.011265134,0.0,Cincinnati Bell,Satellite,TX +0.013933126,0.04,Cincinnati Bell,Satellite,TX +0.1213211,0.06666667,Cincinnati Bell,Satellite,MO +0.048582073,0.1,Cincinnati Bell,Satellite,MO +0.024764253,0.04,Cincinnati Bell,Satellite,MO +0.27804416,0.0,Cincinnati Bell,Satellite,MO +0.2648236,0.0,Cincinnati Bell,Satellite,MO +0.17897773,0.0,Cincinnati Bell,Satellite,MO +0.18806987,0.0,Cincinnati Bell,Satellite,MO +0.16426496,0.0,Cincinnati Bell,Satellite,MO +0.084891446,0.0,Cincinnati Bell,Satellite,MO +0.17267583,0.0,Cincinnati Bell,Satellite,MO +0.22238001,0.0,Cincinnati Bell,Satellite,MO +0.108806245,0.0,Cincinnati Bell,Satellite,MO +0.1279522,0.0,Cincinnati Bell,Satellite,MO +0.13507335,0.0,Cincinnati Bell,Satellite,MO +0.20063464,0.0,Cincinnati Bell,Satellite,MO +0.10439033,0.0,Cincinnati Bell,Satellite,MO +0.081381656,0.0,Cincinnati Bell,Satellite,MO +0.06518365,0.0,Cincinnati Bell,Satellite,MO +0.17243566,0.0,Cincinnati Bell,Satellite,MO +0.10637701,0.0,Cincinnati Bell,Satellite,MO +0.145234,0.0,Cincinnati Bell,Satellite,MO +0.18771014,0.06666667,Cincinnati Bell,Satellite,MO +0.19958581,0.0,Cincinnati Bell,Satellite,MO +0.10169709,0.0,Cincinnati Bell,Satellite,MO +0.23272361,0.05,Cincinnati Bell,Satellite,MO +0.2629925,0.0,Cincinnati Bell,Satellite,MO +0.14497077,0.0,Cincinnati Bell,Satellite,MO +0.12949756,0.0,Cincinnati Bell,Satellite,MO +0.14122428,0.0,Cincinnati Bell,Satellite,MO +0.13048263,0.0,Cincinnati Bell,Satellite,MO +0.18270609,0.06666667,Cincinnati Bell,Satellite,MO +0.12379886,0.0,Cincinnati Bell,Satellite,MO +0.14827766,0.0,Cincinnati Bell,Satellite,MO +0.28516737,0.0,Cincinnati Bell,Satellite,MO +0.026911806,0.0,Cincinnati Bell,Satellite,MO +0.13620242,0.0,Cincinnati Bell,Satellite,MO +0.08299015,0.05,Cincinnati Bell,Satellite,MO +0.15790479,0.0,Cincinnati Bell,Satellite,MO +0.021741085,0.033333335,Cincinnati Bell,Satellite,MO +0.15532146,0.06666667,Cincinnati Bell,Satellite,MO +0.05162618,0.0,Cincinnati Bell,Satellite,MO +0.15483992,0.0,Cincinnati Bell,Satellite,MO +0.08688683,0.0,Cincinnati Bell,Satellite,MO +0.09181582,0.0,Cincinnati Bell,Satellite,MO +0.060557473,0.0,Cincinnati Bell,Satellite,MO +0.053519387,0.05,Cincinnati Bell,Satellite,MO +0.033313066,0.0,Cincinnati Bell,Satellite,MO +0.10155423,0.0,Cincinnati Bell,Satellite,MO +0.25699943,0.0,Cincinnati Bell,Satellite,MO +0.39332885,0.0,Cincinnati Bell,Satellite,MO +0.027655099,0.0,Cincinnati Bell,Satellite,MO +0.03325485,0.0,Cincinnati Bell,Satellite,MO +0.1510948,0.0,Cincinnati Bell,Satellite,MO +0.07246218,0.04,Cincinnati Bell,Satellite,MO +0.026392628,0.0,Cincinnati Bell,Satellite,MO +0.20754963,0.0,Cincinnati Bell,Satellite,MO +0.035343483,0.0,Cincinnati Bell,Satellite,MO +0.034178052,0.0,Cincinnati Bell,Satellite,MO +0.19460098,0.0,Cincinnati Bell,Satellite,MO +0.29196566,0.0,Cincinnati Bell,Satellite,MO +0.040545978,0.04,Cincinnati Bell,Satellite,MO +0.033490364,0.0,Cincinnati Bell,Satellite,MO +0.018433033,0.0,Cincinnati Bell,Satellite,MO +0.020058658,0.033333335,Cincinnati Bell,Satellite,MO +0.034045618,0.0,Cincinnati Bell,Satellite,MO +0.039539393,0.0,Cincinnati Bell,Satellite,MO +0.01845188,0.0,Cincinnati Bell,Satellite,MO +0.024772363,0.6666667,Cincinnati Bell,Satellite,MO +0.028156893,1.0,Cincinnati Bell,Satellite,MO +0.023213929,1.0,Cincinnati Bell,Satellite,MO +0.022873461,0.0,Cincinnati Bell,Satellite,MO +0.03228034,0.0,Cincinnati Bell,Satellite,MO +0.04392974,0.0,Cincinnati Bell,Satellite,MO +0.025413757,0.0,Cincinnati Bell,Satellite,MO +0.025582062,0.0,Cincinnati Bell,Satellite,MO +0.017695937,0.0,Cincinnati Bell,Satellite,MO 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+0.03339889,0.0,Cincinnati Bell,Satellite,MO +0.028062439,0.0,Cincinnati Bell,Satellite,MO +0.027347475,0.033333335,Cincinnati Bell,Satellite,MO +0.032113515,0.0,Cincinnati Bell,Satellite,MO +0.03623565,0.0,Cincinnati Bell,Satellite,MO +0.01744671,0.0,Cincinnati Bell,Satellite,MO +0.026011722,0.06666667,Cincinnati Bell,Satellite,MO +0.036966283,0.0,Cincinnati Bell,Satellite,MO +0.024251642,0.0,Cincinnati Bell,Satellite,MO +0.020066196,0.0,Cincinnati Bell,Satellite,MO +0.019317815,0.033333335,Cincinnati Bell,Satellite,MO +0.033034872,0.0,Cincinnati Bell,Satellite,MO +0.03474903,0.0,Cincinnati Bell,Satellite,MO +0.018035483,0.0,Cincinnati Bell,Satellite,MO +0.018376226,0.0,Cincinnati Bell,Satellite,MO +0.057047434,0.0,Cincinnati Bell,Satellite,MD +0.061585438,0.0,Cincinnati Bell,Satellite,MD +0.12914163,0.0,Cincinnati Bell,Satellite,MD +0.08553908,0.0,Cincinnati Bell,Satellite,MD +0.05863846,0.0,Cincinnati Bell,Satellite,MD +0.049454555,0.0,Cincinnati Bell,Satellite,MD +0.118335284,0.0,Cincinnati Bell,Satellite,MD +0.084977135,0.0,Cincinnati Bell,Satellite,MD +0.08063567,0.0,Cincinnati Bell,Satellite,MD +0.055957396,0.0,Cincinnati Bell,Satellite,MD +0.11092695,0.0,Cincinnati Bell,Satellite,MD +0.09593324,0.0,Cincinnati Bell,Satellite,MD +0.06360406,0.0,Cincinnati Bell,Satellite,MD +0.052803244,0.0,Cincinnati Bell,Satellite,MD +0.12210274,0.0,Cincinnati Bell,Satellite,MD +0.09053998,0.0,Cincinnati Bell,Satellite,MD +0.09197631,0.0,Cincinnati Bell,Satellite,MD +0.058834996,0.0,Cincinnati Bell,Satellite,MD +0.1018253,0.0,Cincinnati Bell,Satellite,MD +0.09034959,0.0,Cincinnati Bell,Satellite,MD +0.087023444,0.0,Cincinnati Bell,Satellite,MD +0.058999438,0.0,Cincinnati Bell,Satellite,MD +0.12346799,0.0,Cincinnati Bell,Satellite,MD +0.09466389,0.0,Cincinnati Bell,Satellite,MD +0.04223505,0.0,Cincinnati Bell,Satellite,MD +0.05848005,0.0,Cincinnati Bell,Satellite,MD +0.0762617,0.0,Cincinnati Bell,Satellite,MD +0.059716687,0.0,Cincinnati Bell,Satellite,MD +0.049222674,0.0,Cincinnati Bell,Satellite,MD +0.03489903,0.0,Cincinnati Bell,Satellite,MD +0.08076744,0.0,Cincinnati Bell,Satellite,MD +0.06612605,0.0,Cincinnati Bell,Satellite,MD +0.06809918,0.0,Cincinnati Bell,Satellite,MD +0.065560445,0.0,Cincinnati Bell,Satellite,MD +0.06853874,0.0,Cincinnati Bell,Satellite,MD +0.0659602,0.0,Cincinnati Bell,Satellite,MD +0.07081726,0.0,Cincinnati Bell,Satellite,MD +0.036327776,0.0,Cincinnati Bell,Satellite,MD +0.07159029,0.0,Cincinnati Bell,Satellite,MD +0.07220512,0.0,Cincinnati Bell,Satellite,MD +0.05997565,0.0,Cincinnati Bell,Satellite,MD +0.064608075,0.0,Cincinnati Bell,Satellite,MD +0.08520532,0.0,Cincinnati Bell,Satellite,MD +0.057588693,0.0,Cincinnati Bell,Satellite,MD +0.066670425,0.0,Cincinnati Bell,Satellite,MD +0.054637138,0.0,Cincinnati Bell,Satellite,MD +0.06995816,0.0,Cincinnati Bell,Satellite,MD +0.07833695,0.0,Cincinnati Bell,Satellite,MD +0.0513224,0.0,Cincinnati Bell,Satellite,MD +0.088182166,0.0,Cincinnati Bell,Satellite,MD +0.07378102,0.0,Cincinnati Bell,Satellite,MD +0.057571508,0.0,Cincinnati Bell,Satellite,MD +0.051016767,0.0,Cincinnati Bell,Satellite,MD +0.060437288,0.0,Cincinnati Bell,Satellite,MD +0.05824594,0.0,Cincinnati Bell,Satellite,MD +0.06298858,0.0,Cincinnati Bell,Satellite,MD +0.3817815,0.0,Cincinnati Bell,Satellite,TN +0.039998375,0.0,Cincinnati Bell,Satellite,TN +0.030954674,0.0,Cincinnati Bell,Satellite,TN +0.043031845,0.0,Cincinnati Bell,Satellite,TN +0.054089047,0.0,Cincinnati Bell,Satellite,TN +0.037912663,0.0,Cincinnati Bell,Satellite,TN +0.023058774,0.0,Cincinnati Bell,Satellite,TN +0.029463116,0.0,Cincinnati Bell,Satellite,TN +0.042456787,0.033333335,Cincinnati Bell,Satellite,TN +0.05234061,0.0,Cincinnati Bell,Satellite,TN +0.043220032,0.033333335,Cincinnati Bell,Satellite,TN +0.0413752,0.0,Cincinnati Bell,Satellite,TN +0.048893865,0.0,Cincinnati Bell,Satellite,TN +0.051258873,0.0,Cincinnati Bell,Satellite,TN +0.037261456,0.0,Cincinnati Bell,Satellite,TN +0.03496625,0.0,Cincinnati Bell,Satellite,TN +0.050909217,0.0,Cincinnati Bell,Satellite,TN +0.043555472,0.033333335,Cincinnati Bell,Satellite,TN +0.04616006,0.0,Cincinnati Bell,Satellite,TN +0.02827287,0.0,Cincinnati Bell,Satellite,TN +0.052155502,0.0,Cincinnati Bell,Satellite,TN +0.04514155,0.0,Cincinnati Bell,Satellite,TN +0.024914732,0.0,Cincinnati Bell,Satellite,TN +0.02140468,0.0,Cincinnati Bell,Satellite,TN +0.03993266,0.0,Cincinnati Bell,Satellite,TN +0.044382613,0.0,Cincinnati Bell,Satellite,TN +0.017682865,0.0,Cincinnati Bell,Satellite,TN +0.011328544,0.0,Cincinnati Bell,Satellite,TN +0.029373653,0.0,Cincinnati Bell,Satellite,TN +0.05020808,0.0,Cincinnati Bell,Satellite,TN +0.019838,0.0,Cincinnati Bell,Satellite,TN +0.018475315,0.0,Cincinnati Bell,Satellite,TN +0.046731353,0.0,Cincinnati Bell,Satellite,TN +0.046694934,0.0,Cincinnati Bell,Satellite,TN +0.04177117,0.0,Cincinnati Bell,Satellite,TN +0.048630193,0.0,Cincinnati Bell,Satellite,TN +0.062475514,0.0,Cincinnati Bell,Satellite,TN +0.049794372,0.0,Cincinnati Bell,Satellite,TN +0.046828967,0.0,Cincinnati Bell,Satellite,TN +0.051998507,0.0,Cincinnati Bell,Satellite,TN +0.06967281,0.0,Cincinnati Bell,Satellite,TN +0.04932883,0.0,Cincinnati Bell,Satellite,TN +0.030802721,0.0,Cincinnati Bell,Satellite,TN +0.03263039,0.0,Cincinnati Bell,Satellite,TN +0.05279147,0.0,Cincinnati Bell,Satellite,TN +0.061270464,0.0,Cincinnati Bell,Satellite,TN +0.029058624,0.0,Cincinnati Bell,Satellite,TN +0.032920666,0.0,Cincinnati Bell,Satellite,TN +0.07211658,0.0,Cincinnati Bell,Satellite,TN +0.05172213,0.0,Cincinnati Bell,Satellite,TN +0.020931637,0.0,Cincinnati Bell,Satellite,TN +0.025773317,0.0,Cincinnati Bell,Satellite,TN +0.06284086,0.0,Cincinnati Bell,Satellite,TN +0.058848057,0.0,Cincinnati Bell,Satellite,TN +0.021233844,0.0,Cincinnati Bell,Satellite,TN +0.043794204,0.0,Cincinnati Bell,Satellite,TN +0.14542334,0.0,Cincinnati Bell,Satellite,MO +0.17880875,0.0,Cincinnati Bell,Satellite,MO +0.013949659,0.0,Cincinnati Bell,Satellite,MO +0.024932953,0.0,Cincinnati Bell,Satellite,MO +0.021223696,0.0,Cincinnati Bell,Satellite,MO +0.045862142,0.0,Cincinnati Bell,Satellite,MO +0.01423281,0.0,Cincinnati Bell,Satellite,MO +0.22738473,0.0,Cincinnati Bell,Satellite,MO +0.33844212,0.0,Cincinnati Bell,Satellite,MO +0.12686284,0.0,Cincinnati Bell,Satellite,MO +0.016422246,0.0,Cincinnati Bell,Satellite,MO +0.052759886,0.0,Cincinnati Bell,Satellite,MO +0.025262918,0.0,Cincinnati Bell,Satellite,MO +0.04802081,0.0,Cincinnati Bell,Satellite,MO +0.0147576025,0.0,Cincinnati Bell,Satellite,MO +0.07108718,0.033333335,Cincinnati Bell,Satellite,MO +0.03182806,0.033333335,Cincinnati Bell,Satellite,MO +0.18660435,0.0,Cincinnati Bell,Satellite,MO +0.0133990245,0.0,Cincinnati Bell,Satellite,MO +0.013983277,0.1,Cincinnati Bell,Satellite,MO +0.06249701,0.0,Cincinnati Bell,Satellite,MO +0.042494163,0.0,Cincinnati Bell,Satellite,MO +0.014282395,0.0,Cincinnati Bell,Satellite,MO +0.020429038,0.0,Cincinnati Bell,Satellite,MO +0.014086922,0.0,Cincinnati Bell,Satellite,MO +0.04780015,0.0,Cincinnati Bell,Satellite,MO +0.017165799,0.0,Cincinnati Bell,Satellite,MO +0.01645156,0.0,Cincinnati Bell,Satellite,MO +0.032955587,0.0,Cincinnati Bell,Satellite,MO +0.061117418,0.0,Cincinnati Bell,Satellite,MO +0.014690155,0.0,Cincinnati Bell,Satellite,MO +0.013975068,0.0,Cincinnati Bell,Satellite,MO +0.015481239,0.0,Cincinnati Bell,Satellite,MO +0.046612967,0.0,Cincinnati Bell,Satellite,MO +0.014274348,0.0,Cincinnati Bell,Satellite,MO +0.015821222,0.0,Cincinnati Bell,Satellite,MO +0.019374203,0.0,Cincinnati Bell,Satellite,MO +0.044772025,0.0,Cincinnati Bell,Satellite,MO +0.015030774,0.0,Cincinnati Bell,Satellite,MO +0.018066846,0.0,Cincinnati Bell,Satellite,MO +0.11450451,0.0,Cincinnati Bell,Satellite,MO +0.041953623,0.0,Cincinnati Bell,Satellite,MO +0.016434383,0.0,Cincinnati Bell,Satellite,MO +0.02719962,0.033333335,Cincinnati Bell,Satellite,MO +0.04341364,0.0,Cincinnati Bell,Satellite,MO +0.056403857,0.0,Cincinnati Bell,Satellite,MO +0.013509995,0.0,Cincinnati Bell,Satellite,MO +0.008436671,0.033333335,Cincinnati Bell,Satellite,MO +0.053164918,0.0,Cincinnati Bell,Satellite,MO +0.060639314,0.0,Cincinnati Bell,Satellite,MO +0.015837083,0.0,Cincinnati Bell,Satellite,MO +0.017008137,0.0,Cincinnati Bell,Satellite,MO +0.046430204,0.0,Cincinnati Bell,Satellite,MO +0.06850268,0.0,Cincinnati Bell,Satellite,MO +0.014612689,0.0,Cincinnati Bell,Satellite,MO +0.016653948,0.0,Cincinnati Bell,Satellite,MO +0.072809264,0.0,Cincinnati Bell,Satellite,IN +0.068982266,0.0,Cincinnati Bell,Satellite,IN +0.038013022,0.0,Cincinnati Bell,Satellite,IN +0.12455492,0.0,Cincinnati Bell,Satellite,IN +0.23336935,0.0,Cincinnati Bell,Satellite,IN +0.20369525,0.0,Cincinnati Bell,Satellite,IN +0.019328494,0.08,Cincinnati Bell,Satellite,IN +0.0561594,0.05,Cincinnati Bell,Satellite,IN +0.1499855,0.0,Cincinnati Bell,Satellite,IN +0.114751495,0.0,Cincinnati Bell,Satellite,IN +0.03467936,0.0,Cincinnati Bell,Satellite,IN +0.05087122,0.0,Cincinnati Bell,Satellite,IN +0.1958091,0.0,Cincinnati Bell,Satellite,IN +0.078924865,0.0,Cincinnati Bell,Satellite,IN +0.01956523,0.0,Cincinnati Bell,Satellite,IN +0.026281301,0.04,Cincinnati Bell,Satellite,IN +0.16123502,0.0,Cincinnati Bell,Satellite,IN +0.11863563,0.0,Cincinnati Bell,Satellite,IN +0.01711075,0.0,Cincinnati Bell,Satellite,IN +0.08070669,0.0,Cincinnati Bell,Satellite,IN +0.11289212,0.0,Cincinnati Bell,Satellite,IN +0.045313094,0.033333335,Cincinnati Bell,Satellite,IN +0.02214523,0.0,Cincinnati Bell,Satellite,IN +0.122329704,0.0,Cincinnati Bell,Satellite,IN +0.08134006,0.0,Cincinnati Bell,Satellite,IN +0.13846576,0.0,Cincinnati Bell,Satellite,IN +0.038349163,0.06666667,Cincinnati Bell,Satellite,IN +0.12799537,0.0,Cincinnati Bell,Satellite,IN +0.15874927,0.0,Cincinnati Bell,Satellite,IN +0.06385125,0.033333335,Cincinnati Bell,Satellite,IN +0.03038654,0.0,Cincinnati Bell,Satellite,IN +0.105688125,0.08,Cincinnati Bell,Satellite,IN +0.18699326,0.0,Cincinnati Bell,Satellite,IN +0.08530276,0.033333335,Cincinnati Bell,Satellite,IN +0.023982208,0.0,Cincinnati Bell,Satellite,IN +0.03445191,0.04,Cincinnati Bell,Satellite,IN +0.05096603,0.0,Cincinnati Bell,Satellite,IN +0.04287076,0.0,Cincinnati Bell,Satellite,IN +0.029597044,0.0,Cincinnati Bell,Satellite,IN +0.09964602,0.0,Cincinnati Bell,Satellite,IN +0.08857285,0.0,Cincinnati Bell,Satellite,IN +0.05386989,0.033333335,Cincinnati Bell,Satellite,IN +0.018638983,0.0,Cincinnati Bell,Satellite,IN +0.12059057,0.0,Cincinnati Bell,Satellite,IN +0.11087439,0.0,Cincinnati Bell,Satellite,IN +0.115195714,0.0,Cincinnati Bell,Satellite,IN +0.01782637,0.033333335,Cincinnati Bell,Satellite,IN +0.104719564,0.0,Cincinnati Bell,Satellite,IN +0.062338218,0.0,Cincinnati Bell,Satellite,IN +0.065716565,0.0,Cincinnati Bell,Satellite,IN +0.016093442,0.0,Cincinnati Bell,Satellite,IN +0.25428444,0.0,Cincinnati Bell,Satellite,IN +0.17183082,0.05,Cincinnati Bell,Satellite,IN +0.037129097,0.0,Cincinnati Bell,Satellite,IN +0.022414092,0.0,Cincinnati Bell,Satellite,IN +0.25036788,0.0,Cincinnati Bell,Satellite,IN +0.08364209,0.0,Cincinnati Bell,Satellite,MO +0.06654974,0.0,Cincinnati Bell,Satellite,MO +0.054076966,0.0,Cincinnati Bell,Satellite,MO +0.034477726,0.0,Cincinnati Bell,Satellite,MO +0.07580596,0.0,Cincinnati Bell,Satellite,MO +0.059001952,0.0,Cincinnati Bell,Satellite,MO +0.05238633,0.0,Cincinnati Bell,Satellite,MO +0.086004525,0.0,Cincinnati Bell,Satellite,MO +0.030470505,0.0,Cincinnati Bell,Satellite,MO +0.059783436,0.0,Cincinnati Bell,Satellite,MO +0.037243035,0.0,Cincinnati Bell,Satellite,MO +0.04567737,0.0,Cincinnati Bell,Satellite,MO +0.040277313,0.0,Cincinnati Bell,Satellite,MO +0.06292453,0.0,Cincinnati Bell,Satellite,MO +0.037004832,0.0,Cincinnati Bell,Satellite,MO +0.04529773,0.0,Cincinnati Bell,Satellite,MO +0.033728622,0.0,Cincinnati Bell,Satellite,MO +0.06309912,0.0,Cincinnati Bell,Satellite,MO +0.032405466,0.0,Cincinnati Bell,Satellite,MO +0.05808557,0.0,Cincinnati Bell,Satellite,MO +0.05199418,0.0,Cincinnati Bell,Satellite,MO +0.058525827,0.0,Cincinnati Bell,Satellite,MO +0.05528977,0.0,Cincinnati Bell,Satellite,MO +0.043030698,0.0,Cincinnati Bell,Satellite,MO +0.05208215,0.0,Cincinnati Bell,Satellite,MO +0.052650616,0.0,Cincinnati Bell,Satellite,MO +0.036644414,0.0,Cincinnati Bell,Satellite,MO +0.049012315,0.0,Cincinnati Bell,Satellite,MO +0.046955317,0.0,Cincinnati Bell,Satellite,MO +0.063101545,0.0,Cincinnati Bell,Satellite,MO +0.036650587,0.0,Cincinnati Bell,Satellite,MO +0.037369054,0.0,Cincinnati Bell,Satellite,MO +0.023868892,0.0,Cincinnati Bell,Satellite,MO +0.055546314,0.0,Cincinnati Bell,Satellite,MO +0.10387628,0.0,Cincinnati Bell,Satellite,MO +0.044861685,0.0,Cincinnati Bell,Satellite,MO +0.03600733,0.0,Cincinnati Bell,Satellite,MO +0.067922354,0.0,Cincinnati Bell,Satellite,MO +0.05725411,0.0,Cincinnati Bell,Satellite,MO +0.059056584,0.0,Cincinnati Bell,Satellite,MO +0.055991117,0.0,Cincinnati Bell,Satellite,MO +0.06406307,0.0,Cincinnati Bell,Satellite,MO +0.029231837,0.0,Cincinnati Bell,Satellite,MO +0.055443767,0.0,Cincinnati Bell,Satellite,MO +0.026069282,0.0,Cincinnati Bell,Satellite,MO +0.06288009,0.0,Cincinnati Bell,Satellite,MO +0.037782777,0.0,Cincinnati Bell,Satellite,MO +0.05407896,0.0,Cincinnati Bell,Satellite,MO +0.030026272,0.0,Cincinnati Bell,Satellite,MO +0.06937459,0.0,Cincinnati Bell,Satellite,MO +0.11234086,0.0,Cincinnati Bell,Satellite,MO +0.085625224,0.0,Cincinnati Bell,Satellite,MO +0.08424227,0.0,Cincinnati Bell,Satellite,MO +0.07160638,0.0,Cincinnati Bell,Satellite,MO +0.053412575,0.0,Cincinnati Bell,Satellite,MO +0.04183978,0.0,Cincinnati Bell,Satellite,MO +0.071629055,0.0,Cincinnati Bell,Satellite,MO +0.054659262,0.0,Cincinnati Bell,Satellite,MO +0.027744612,0.0,Cincinnati Bell,Satellite,MO +0.023724021,0.0,Cincinnati Bell,Satellite,MO +0.04730134,0.0,Cincinnati Bell,Satellite,MO +0.049565434,0.0,Cincinnati Bell,Satellite,MO +0.026613317,0.0,Cincinnati Bell,Satellite,MO +0.029299593,0.0,Cincinnati Bell,Satellite,MO +0.02858665,0.0,Cincinnati Bell,Satellite,MO +0.054503653,0.0,Cincinnati Bell,Satellite,MO +0.025883537,0.0,Cincinnati Bell,Satellite,MO +0.018845966,0.0,Cincinnati Bell,Satellite,MO +0.032145564,0.0,Cincinnati Bell,Satellite,MO +0.05768347,0.0,Cincinnati Bell,Satellite,MO +0.043823406,0.0,Cincinnati Bell,Satellite,MO +0.029075086,0.0,Cincinnati Bell,Satellite,MO +0.022360714,0.0,Cincinnati Bell,Satellite,MO +0.05077675,0.0,Cincinnati Bell,Satellite,MO +0.026174046,0.0,Cincinnati Bell,Satellite,MO +0.02344379,0.0,Cincinnati Bell,Satellite,MO +0.038847182,0.0,Cincinnati Bell,Satellite,MO +0.06087631,0.0,Cincinnati Bell,Satellite,MO +0.04480362,0.0,Cincinnati Bell,Satellite,MO +0.02384388,0.0,Cincinnati Bell,Satellite,MO +0.030580964,0.0,Cincinnati Bell,Satellite,MO +0.052898247,0.0,Cincinnati Bell,Satellite,MO +0.032927457,0.0,Cincinnati Bell,Satellite,MO +0.023099622,0.0,Cincinnati Bell,Satellite,MO +0.02036486,0.0,Cincinnati Bell,Satellite,MO +0.046113633,0.0,Cincinnati Bell,Satellite,MO +0.032410435,0.0,Cincinnati Bell,Satellite,MO +0.031364374,0.0,Cincinnati Bell,Satellite,MO +0.03734677,0.0,Cincinnati Bell,Satellite,MO +0.053715967,0.0,Cincinnati Bell,Satellite,MO +0.02565052,0.0,Cincinnati Bell,Satellite,MO +0.023671633,0.0,Cincinnati Bell,Satellite,MO +0.022623332,0.0,Cincinnati Bell,Satellite,MO +0.056903742,0.0,Cincinnati Bell,Satellite,MO +0.023891693,0.0,Cincinnati Bell,Satellite,MO +0.033231176,0.0,Cincinnati Bell,Satellite,MO +0.03166349,0.0,Cincinnati Bell,Satellite,MO +0.058458813,0.0,Cincinnati Bell,Satellite,MO +0.033136137,0.0,Cincinnati Bell,Satellite,MO +0.022585165,0.0,Cincinnati Bell,Satellite,MO +0.022545071,0.0,Cincinnati Bell,Satellite,MO +0.044514675,0.0,Cincinnati Bell,Satellite,MO +0.02593523,0.0,Cincinnati Bell,Satellite,MO +0.023355521,0.0,Cincinnati Bell,Satellite,MO +0.03265869,0.0,Cincinnati Bell,Satellite,MO +0.060616583,0.0,Cincinnati Bell,Satellite,MO +0.028521897,0.0,Cincinnati Bell,Satellite,MO +0.022366604,0.0,Cincinnati Bell,Satellite,MO +0.03760019,0.0,Cincinnati Bell,Satellite,MO +0.06029964,0.0,Cincinnati Bell,Satellite,MO +0.032892082,0.0,Cincinnati Bell,Satellite,MO +0.03083925,0.0,Cincinnati Bell,Satellite,MO +0.10558555,0.0,Cincinnati Bell,Satellite,OH +0.15999033,0.0,Cincinnati Bell,Satellite,OH +0.11655553,0.0,Cincinnati Bell,Satellite,OH +0.113717884,0.0,Cincinnati Bell,Satellite,OH +0.09716568,0.0,Cincinnati Bell,Satellite,OH +0.054539032,0.0,Cincinnati Bell,Satellite,OH +0.08053535,0.0,Cincinnati Bell,Satellite,OH +0.03418961,0.0,Cincinnati Bell,Satellite,OH +0.056772683,0.0,Cincinnati Bell,Satellite,OH +0.06757909,0.0,Cincinnati Bell,Satellite,OH +0.023848481,0.0,Cincinnati Bell,Satellite,OH +0.029207524,0.0,Cincinnati Bell,Satellite,OH +0.069437444,0.0,Cincinnati Bell,Satellite,OH +0.06598827,0.0,Cincinnati Bell,Satellite,OH +0.025322912,0.0,Cincinnati Bell,Satellite,OH +0.04033119,0.0,Cincinnati Bell,Satellite,OH +0.066839725,0.0,Cincinnati Bell,Satellite,OH +0.042051066,0.0,Cincinnati Bell,Satellite,OH +0.021447033,0.0,Cincinnati Bell,Satellite,OH +0.029068572,0.0,Cincinnati Bell,Satellite,OH +0.0702859,0.0,Cincinnati Bell,Satellite,OH +0.05823359,0.0,Cincinnati Bell,Satellite,OH +0.013547733,0.0,Cincinnati Bell,Satellite,OH +0.03849652,0.0,Cincinnati Bell,Satellite,OH +0.0995804,0.0,Cincinnati Bell,Satellite,OH +0.2215905,0.0,Cincinnati Bell,Satellite,OH +0.03384572,0.0,Cincinnati Bell,Satellite,OH +0.039799664,0.0,Cincinnati Bell,Satellite,OH +0.061636664,0.0,Cincinnati Bell,Satellite,OH +0.027563429,0.0,Cincinnati Bell,Satellite,OH +0.043840066,0.0,Cincinnati Bell,Satellite,OH +0.029247941,0.0,Cincinnati Bell,Satellite,OH +0.058041435,0.0,Cincinnati Bell,Satellite,OH +0.06670629,0.0,Cincinnati Bell,Satellite,OH +0.03579644,0.0,Cincinnati Bell,Satellite,OH +0.032915473,0.0,Cincinnati Bell,Satellite,OH +0.058711287,0.0,Cincinnati Bell,Satellite,OH +0.05354115,0.04,Cincinnati Bell,Satellite,OH +0.09770976,0.0,Cincinnati Bell,Satellite,OH +0.048626985,0.0,Cincinnati Bell,Satellite,OH +0.07829312,0.06666667,Cincinnati Bell,Satellite,OH +0.042878125,0.0,Cincinnati Bell,Satellite,OH +0.04208678,0.0,Cincinnati Bell,Satellite,OH +0.03505494,0.0,Cincinnati Bell,Satellite,OH +0.061386775,0.0,Cincinnati Bell,Satellite,OH +0.03733994,0.0,Cincinnati Bell,Satellite,OH +0.032863587,0.0,Cincinnati Bell,Satellite,OH +0.02907599,0.0,Cincinnati Bell,Satellite,OH +0.07047513,0.0,Cincinnati Bell,Satellite,OH +0.06353602,0.0,Cincinnati Bell,Satellite,OH +0.0638095,0.0,Cincinnati Bell,Satellite,OH +0.03075822,0.0,Cincinnati Bell,Satellite,OH +0.08012074,0.0,Cincinnati Bell,Satellite,OH +0.13991842,0.0,Cincinnati Bell,Satellite,OH +0.055502217,0.0,Cincinnati Bell,Satellite,OH +0.04640599,0.0,Cincinnati Bell,Satellite,OH +0.04003439,0.0,Cincinnati Bell,Satellite,NY +0.024659637,0.0,Cincinnati Bell,Satellite,NY +0.01806697,0.0,Cincinnati Bell,Satellite,NY +0.20786576,0.0,Cincinnati Bell,Satellite,NY +0.042640883,0.0,Cincinnati Bell,Satellite,NY +0.042354144,0.033333335,Cincinnati Bell,Satellite,NY +0.017565163,0.0,Cincinnati Bell,Satellite,NY +0.018583264,0.0,Cincinnati Bell,Satellite,NY +0.021626748,0.0,Cincinnati Bell,Satellite,NY +0.037626162,0.0,Cincinnati Bell,Satellite,NY +0.018882947,0.0,Cincinnati Bell,Satellite,NY +0.018870283,0.0,Cincinnati Bell,Satellite,NY +0.028173463,0.0,Cincinnati Bell,Satellite,NY +0.02171906,0.0,Cincinnati Bell,Satellite,NY +0.018126981,0.0,Cincinnati Bell,Satellite,NY +0.014688852,0.0,Cincinnati Bell,Satellite,NY +0.023864325,0.0,Cincinnati Bell,Satellite,NY +0.02527381,0.0,Cincinnati Bell,Satellite,NY +0.01689642,0.0,Cincinnati Bell,Satellite,NY +0.015302402,0.0,Cincinnati Bell,Satellite,NY +0.03151268,0.0,Cincinnati Bell,Satellite,NY +0.027448028,0.1,Cincinnati Bell,Satellite,NY +0.01796114,0.0,Cincinnati Bell,Satellite,NY +0.020951325,0.0,Cincinnati Bell,Satellite,NY +0.04379388,0.0,Cincinnati Bell,Satellite,NY +0.050138693,0.0,Cincinnati Bell,Satellite,NY +0.031688355,0.0,Cincinnati Bell,Satellite,NY +0.018072682,0.0,Cincinnati Bell,Satellite,NY +0.0399396,0.0,Cincinnati Bell,Satellite,NY +0.2187631,0.0,Cincinnati Bell,Satellite,NY +0.020398311,0.0,Cincinnati Bell,Satellite,NY +0.013393339,0.0,Cincinnati Bell,Satellite,NY +0.035075128,0.0,Cincinnati Bell,Satellite,NY +0.05712103,0.0,Cincinnati Bell,Satellite,NY +0.02181541,0.0,Cincinnati Bell,Satellite,NY +0.024199607,0.0,Cincinnati Bell,Satellite,NY +0.04901095,0.0,Cincinnati Bell,Satellite,NY +0.039619572,0.0,Cincinnati Bell,Satellite,NY +0.020167738,0.0,Cincinnati Bell,Satellite,NY +0.018969212,0.0,Cincinnati Bell,Satellite,NY +0.035758566,0.0,Cincinnati Bell,Satellite,NY +0.062039107,0.0,Cincinnati Bell,Satellite,NY +0.018124107,0.0,Cincinnati Bell,Satellite,NY +0.014790353,0.0,Cincinnati Bell,Satellite,NY +0.06548828,0.0,Cincinnati Bell,Satellite,NY +0.2270789,0.0,Cincinnati Bell,Satellite,NY +0.01801625,0.0,Cincinnati Bell,Satellite,NY +0.015714724,0.0,Cincinnati Bell,Satellite,NY +0.043938357,0.0,Cincinnati Bell,Satellite,NY +0.05198861,0.0,Cincinnati Bell,Satellite,NY +0.019066015,0.0,Cincinnati Bell,Satellite,NY +0.014598086,0.0,Cincinnati Bell,Satellite,NY +0.04122131,0.0,Cincinnati Bell,Satellite,NY +0.039518442,0.0,Cincinnati Bell,Satellite,NY +0.018574214,0.0,Cincinnati Bell,Satellite,NY +0.014386104,0.0,Cincinnati Bell,Satellite,NY +0.051689055,0.0,Cincinnati Bell,Satellite,MO +0.06960929,0.0,Cincinnati Bell,Satellite,MO +0.025037622,0.0,Cincinnati Bell,Satellite,MO +0.024976647,0.0,Cincinnati Bell,Satellite,MO +0.078001685,0.0,Cincinnati Bell,Satellite,MO +0.09917887,0.0,Cincinnati Bell,Satellite,MO +0.024968928,0.0,Cincinnati Bell,Satellite,MO +0.043917898,0.0,Cincinnati Bell,Satellite,MO +0.065609984,0.0,Cincinnati Bell,Satellite,MO +0.04977713,0.0,Cincinnati Bell,Satellite,MO +0.025833338,0.0,Cincinnati Bell,Satellite,MO +0.025205405,0.0,Cincinnati Bell,Satellite,MO +0.048741616,0.0,Cincinnati Bell,Satellite,MO +0.06145123,0.0,Cincinnati Bell,Satellite,MO +0.025281025,0.0,Cincinnati Bell,Satellite,MO +0.027641319,0.0,Cincinnati Bell,Satellite,MO +0.075772755,0.0,Cincinnati Bell,Satellite,MO +0.06009956,0.0,Cincinnati Bell,Satellite,MO +0.024310794,0.0,Cincinnati Bell,Satellite,MO +0.023146445,0.0,Cincinnati Bell,Satellite,MO +0.057097584,0.0,Cincinnati Bell,Satellite,MO +0.079369344,0.0,Cincinnati Bell,Satellite,MO +0.025940282,0.0,Cincinnati Bell,Satellite,MO +0.026640572,0.0,Cincinnati Bell,Satellite,MO +0.07111403,0.0,Cincinnati Bell,Satellite,MO +0.064688385,0.0,Cincinnati Bell,Satellite,MO +0.025328012,0.0,Cincinnati Bell,Satellite,MO +0.021896707,0.0,Cincinnati Bell,Satellite,MO +0.052136358,0.0,Cincinnati Bell,Satellite,MO +0.051305443,0.0,Cincinnati Bell,Satellite,MO +0.025983261,0.0,Cincinnati Bell,Satellite,MO +0.03297884,0.0,Cincinnati Bell,Satellite,MO +0.06117027,0.0,Cincinnati Bell,Satellite,MO +0.056853067,0.0,Cincinnati Bell,Satellite,MO +0.025475184,0.0,Cincinnati Bell,Satellite,MO +0.019955043,0.0,Cincinnati Bell,Satellite,MO +0.08207651,0.0,Cincinnati Bell,Satellite,MO +0.052242916,0.0,Cincinnati Bell,Satellite,MO +0.026684936,0.0,Cincinnati Bell,Satellite,MO +0.039973263,0.0,Cincinnati Bell,Satellite,MO +0.053303696,0.0,Cincinnati Bell,Satellite,MO +0.07374096,0.0,Cincinnati Bell,Satellite,MO +0.026263604,0.0,Cincinnati Bell,Satellite,MO +0.03627763,0.0,Cincinnati Bell,Satellite,MO +0.106796354,0.0,Cincinnati Bell,Satellite,MO +0.10402815,0.0,Cincinnati Bell,Satellite,MO +0.025203753,0.0,Cincinnati Bell,Satellite,MO +0.018878426,0.0,Cincinnati Bell,Satellite,MO +0.037197683,0.0,Cincinnati Bell,Satellite,MO +0.054294672,0.0,Cincinnati Bell,Satellite,MO +0.026987687,0.0,Cincinnati Bell,Satellite,MO +0.01986763,0.0,Cincinnati Bell,Satellite,MO +0.031508222,0.0,Cincinnati Bell,Satellite,MO +0.05578615,0.0,Cincinnati Bell,Satellite,MO +0.025469407,0.0,Cincinnati Bell,Satellite,MO +0.018370336,0.0,Cincinnati Bell,Satellite,MO +0.055495422,0.0,Cincinnati Bell,Satellite,MD +0.081487045,0.0,Cincinnati Bell,Satellite,MD +0.027239518,0.0,Cincinnati Bell,Satellite,MD +0.018849265,0.0,Cincinnati Bell,Satellite,MD +0.07649106,0.0,Cincinnati Bell,Satellite,MD +0.07602938,0.0,Cincinnati Bell,Satellite,MD +0.031433456,0.0,Cincinnati Bell,Satellite,MD +0.06198205,0.0,Cincinnati Bell,Satellite,MD +0.15661477,0.0,Cincinnati Bell,Satellite,MD +0.28313798,0.0,Cincinnati Bell,Satellite,MD +0.017911332,0.0,Cincinnati Bell,Satellite,MD +0.111983106,0.0,Cincinnati Bell,Satellite,MD +0.13666993,0.0,Cincinnati Bell,Satellite,MD +0.052895922,0.0,Cincinnati Bell,Satellite,MD +0.022407807,0.0,Cincinnati Bell,Satellite,MD +0.17581722,0.0,Cincinnati Bell,Satellite,MD +0.12214757,0.0,Cincinnati Bell,Satellite,MD +0.08604201,0.0,Cincinnati Bell,Satellite,MD +0.015461767,0.0,Cincinnati Bell,Satellite,MD +0.13314606,0.0,Cincinnati Bell,Satellite,MD +0.09541751,0.0,Cincinnati Bell,Satellite,MD +0.04814397,0.0,Cincinnati Bell,Satellite,MD +0.023959111,0.0,Cincinnati Bell,Satellite,MD +0.10639248,0.0,Cincinnati Bell,Satellite,MD +0.112054415,0.0,Cincinnati Bell,Satellite,MD +0.04283266,0.0,Cincinnati Bell,Satellite,MD +0.024920492,0.0,Cincinnati Bell,Satellite,MD +0.018542275,0.0,Cincinnati Bell,Satellite,MD +0.11068331,0.0,Cincinnati Bell,Satellite,MD +0.37146413,0.0,Cincinnati Bell,Satellite,MD +0.14487638,0.0,Cincinnati Bell,Satellite,MD +0.18106554,0.0,Cincinnati Bell,Satellite,MD +0.10235666,0.0,Cincinnati Bell,Satellite,MD +0.1241032,0.0,Cincinnati Bell,Satellite,MD +0.016336245,0.0,Cincinnati Bell,Satellite,MD +0.024279468,0.0,Cincinnati Bell,Satellite,MD +0.043382213,0.0,Cincinnati Bell,Satellite,MD +0.118067764,0.0,Cincinnati Bell,Satellite,MD +0.018156083,0.0,Cincinnati Bell,Satellite,MD +0.028824948,0.0,Cincinnati Bell,Satellite,MD +0.15142769,0.0,Cincinnati Bell,Satellite,MD +0.17678005,0.0,Cincinnati Bell,Satellite,MD +0.012811514,0.0,Cincinnati Bell,Satellite,MD +0.123717904,0.0,Cincinnati Bell,Satellite,MD +0.16811246,0.0,Cincinnati Bell,Satellite,MD +0.14137968,0.0,Cincinnati Bell,Satellite,MD +0.15222543,0.0,Cincinnati Bell,Satellite,MD +0.096533135,0.0,Cincinnati Bell,Satellite,MD +0.16794445,0.0,Cincinnati Bell,Satellite,MD +0.11105798,0.0,Cincinnati Bell,Satellite,MD +0.026587227,0.0,Cincinnati Bell,Satellite,MD +0.058626156,0.0,Cincinnati Bell,Satellite,MD +0.13479355,0.0,Cincinnati Bell,Satellite,MD +0.07956728,0.0,Cincinnati Bell,Satellite,MD +0.030269636,0.0,Cincinnati Bell,Satellite,MD +0.031050451,0.0,Cincinnati Bell,Satellite,MD +0.061336417,0.0,Cincinnati Bell,Satellite,MD +0.050095424,0.0,Cincinnati Bell,Satellite,MD +0.020682989,0.0,Cincinnati Bell,Satellite,MD +0.03341846,0.0,Cincinnati Bell,Satellite,MD +0.04800213,0.0,Cincinnati Bell,Satellite,MD +0.049006484,0.0,Cincinnati Bell,Satellite,MD +0.020507695,0.0,Cincinnati Bell,Satellite,MD +0.01887151,0.0,Cincinnati Bell,Satellite,MD +0.047909126,0.0,Cincinnati Bell,Satellite,MD +0.053922515,0.0,Cincinnati Bell,Satellite,MD +0.020004766,0.0,Cincinnati Bell,Satellite,MD +0.019046897,0.0,Cincinnati Bell,Satellite,MD +0.053844266,0.0,Cincinnati Bell,Satellite,MD +0.050656766,0.0,Cincinnati Bell,Satellite,MD +0.019597571,0.0,Cincinnati Bell,Satellite,MD +0.020050384,0.0,Cincinnati Bell,Satellite,MD +0.054014288,0.0,Cincinnati Bell,Satellite,MD +0.050153464,0.0,Cincinnati Bell,Satellite,MD +0.021972047,0.0,Cincinnati Bell,Satellite,MD +0.018007293,0.0,Cincinnati Bell,Satellite,MD +0.046476208,0.0,Cincinnati Bell,Satellite,MD +0.049816422,0.0,Cincinnati Bell,Satellite,MD +0.021615477,0.0,Cincinnati Bell,Satellite,MD +0.018726084,0.0,Cincinnati Bell,Satellite,MD +0.04860181,0.0,Cincinnati Bell,Satellite,MD +0.046343826,0.0,Cincinnati Bell,Satellite,MD +0.018954337,0.0,Cincinnati Bell,Satellite,MD +0.026283426,0.0,Cincinnati Bell,Satellite,MD +0.04565916,0.0,Cincinnati Bell,Satellite,MD +0.048382714,0.0,Cincinnati Bell,Satellite,MD +0.019505415,0.0,Cincinnati Bell,Satellite,MD +0.027999738,0.0,Cincinnati Bell,Satellite,MD +0.04233002,0.0,Cincinnati Bell,Satellite,MD +0.051210053,0.0,Cincinnati Bell,Satellite,MD +0.020983526,0.0,Cincinnati Bell,Satellite,MD +0.0255924,0.0,Cincinnati Bell,Satellite,MD +0.031010449,0.0,Cincinnati Bell,Satellite,MD +0.05782024,0.0,Cincinnati Bell,Satellite,MD +0.020994406,0.0,Cincinnati Bell,Satellite,MD +0.026111718,0.0,Cincinnati Bell,Satellite,MD +0.06515752,0.0,Cincinnati Bell,Satellite,MD +0.055773143,0.0,Cincinnati Bell,Satellite,MD +0.016362408,0.0,Cincinnati Bell,Satellite,MD +0.016167652,0.0,Cincinnati Bell,Satellite,MD +0.035874546,0.0,Cincinnati Bell,Satellite,MD +0.05110503,0.0,Cincinnati Bell,Satellite,MD +0.015791219,0.0,Cincinnati Bell,Satellite,MD +0.0154594425,0.0,Cincinnati Bell,Satellite,MD +0.044708487,0.0,Cincinnati Bell,Satellite,MD +0.04892972,0.0,Cincinnati Bell,Satellite,MD +0.01677093,0.0,Cincinnati Bell,Satellite,MD +0.015977858,0.0,Cincinnati Bell,Satellite,MD +0.039331373,0.0,Cincinnati Bell,Satellite,MD +0.04525521,0.0,Cincinnati Bell,Satellite,MD +0.017132856,0.0,Cincinnati Bell,Satellite,MD +0.037936993,0.0,Cincinnati Bell,Satellite,MD +0.061019953,0.0,Cincinnati Bell,Satellite,IN +0.0401596,0.0,Cincinnati Bell,Satellite,IN +0.025705684,0.0,Cincinnati Bell,Satellite,IN +0.040955167,0.0,Cincinnati Bell,Satellite,IN +0.18526883,0.0,Cincinnati Bell,Satellite,IN +0.079250306,0.0,Cincinnati Bell,Satellite,IN +0.025244927,0.0,Cincinnati Bell,Satellite,IN +0.15413952,0.0,Cincinnati Bell,Satellite,IN +0.2739536,0.0,Cincinnati Bell,Satellite,IN +0.031574108,0.0,Cincinnati Bell,Satellite,IN +0.021691542,0.0,Cincinnati Bell,Satellite,IN +0.28663844,0.0,Cincinnati Bell,Satellite,IN +0.11220521,0.0,Cincinnati Bell,Satellite,IN +0.104074806,0.0,Cincinnati Bell,Satellite,IN +0.036603678,0.0,Cincinnati Bell,Satellite,IN +0.13480467,0.0,Cincinnati Bell,Satellite,IN +0.10947794,0.0,Cincinnati Bell,Satellite,IN +0.033043027,0.0,Cincinnati Bell,Satellite,IN +0.03223285,0.0,Cincinnati Bell,Satellite,IN +0.029135602,0.0,Cincinnati Bell,Satellite,IN +0.060235064,0.0,Cincinnati Bell,Satellite,IN +0.03254327,0.033333335,Cincinnati Bell,Satellite,IN +0.027735293,0.0,Cincinnati Bell,Satellite,IN +0.033774618,0.0,Cincinnati Bell,Satellite,IN +0.054448847,0.0,Cincinnati Bell,Satellite,IN +0.030358635,0.0,Cincinnati Bell,Satellite,IN +0.021125194,0.0,Cincinnati Bell,Satellite,IN +0.070660874,0.0,Cincinnati Bell,Satellite,IN +0.1934778,0.0,Cincinnati Bell,Satellite,IN +0.034489322,0.0,Cincinnati Bell,Satellite,IN +0.024119731,0.0,Cincinnati Bell,Satellite,IN +0.03608069,0.0,Cincinnati Bell,Satellite,IN +0.12249128,0.0,Cincinnati Bell,Satellite,IN +0.11475931,0.0,Cincinnati Bell,Satellite,IN +0.017850451,0.0,Cincinnati Bell,Satellite,IN +0.06817267,0.0,Cincinnati Bell,Satellite,IN +0.19544862,0.0,Cincinnati Bell,Satellite,IN +0.03700899,0.0,Cincinnati Bell,Satellite,IN +0.01870718,0.033333335,Cincinnati Bell,Satellite,IN +0.13721499,0.04,Cincinnati Bell,Satellite,IN +0.10444305,0.0,Cincinnati Bell,Satellite,IN +0.03542628,0.0,Cincinnati Bell,Satellite,IN +0.02046148,0.0,Cincinnati Bell,Satellite,IN +0.18498343,0.0,Cincinnati Bell,Satellite,IN +0.08899071,0.0,Cincinnati Bell,Satellite,IN +0.025238605,0.0,Cincinnati Bell,Satellite,IN +0.023699736,0.0,Cincinnati Bell,Satellite,IN +0.05467462,0.0,Cincinnati Bell,Satellite,IN +0.084297314,0.0,Cincinnati Bell,Satellite,IN +0.039326362,0.0,Cincinnati Bell,Satellite,IN +0.024114676,0.0,Cincinnati Bell,Satellite,IN +0.025211928,0.0,Cincinnati Bell,Satellite,IN +0.058633447,0.0,Cincinnati Bell,Satellite,IN +0.051239673,0.033333335,Cincinnati Bell,Satellite,IN +0.0484312,0.04,Cincinnati Bell,Satellite,IN +0.029124646,0.033333335,Cincinnati Bell,Satellite,IN +0.1260326,0.0,Cincinnati Bell,Satellite,MT +0.023325212,0.0,Cincinnati Bell,Satellite,MT +0.080046766,0.0,Cincinnati Bell,Satellite,MT +0.08623014,0.0,Cincinnati Bell,Satellite,MT +0.07333407,0.0,Cincinnati Bell,Satellite,MT +0.074928105,0.0,Cincinnati Bell,Satellite,MT +0.028725373,0.0,Cincinnati Bell,Satellite,MT +0.033721067,0.0,Cincinnati Bell,Satellite,MT +0.28036475,0.0,Cincinnati Bell,Satellite,MT +0.025269918,0.0,Cincinnati Bell,Satellite,MT +0.05166152,0.0,Cincinnati Bell,Satellite,MT +0.03310275,0.0,Cincinnati Bell,Satellite,MT +0.09975909,0.0,Cincinnati Bell,Satellite,MT +0.023779875,0.0,Cincinnati Bell,Satellite,MT +0.13531984,0.0,Cincinnati Bell,Satellite,MT +0.071911,0.0,Cincinnati Bell,Satellite,MT +0.41197574,0.0,Cincinnati Bell,Satellite,MT +0.10030657,0.0,Cincinnati Bell,Satellite,MT +0.051765196,0.0,Cincinnati Bell,Satellite,MT +0.034155402,0.0,Cincinnati Bell,Satellite,MT +0.19149943,0.0,Cincinnati Bell,Satellite,MT +0.024633424,0.0,Cincinnati Bell,Satellite,MT +0.05732676,0.0,Cincinnati Bell,Satellite,MT +0.030841867,0.0,Cincinnati Bell,Satellite,MT +0.375814,0.0,Cincinnati Bell,Satellite,MT +0.023614254,0.0,Cincinnati Bell,Satellite,MT +0.075197026,0.0,Cincinnati Bell,Satellite,MT +0.06824623,0.0,Cincinnati Bell,Satellite,MT +0.13985512,0.0,Cincinnati Bell,Satellite,MT +0.025515266,0.0,Cincinnati Bell,Satellite,MT +0.06685289,0.0,Cincinnati Bell,Satellite,MT +0.14657748,0.0,Cincinnati Bell,Satellite,MT +0.08411615,0.0,Cincinnati Bell,Satellite,MT +0.02446253,0.0,Cincinnati Bell,Satellite,MT +0.032847784,0.0,Cincinnati Bell,Satellite,MT +0.37656248,0.0,Cincinnati Bell,Satellite,MT +0.20262702,0.0,Cincinnati Bell,Satellite,MT +0.026176464,0.0,Cincinnati Bell,Satellite,MT +0.07286759,0.0,Cincinnati Bell,Satellite,MT +0.027775714,0.0,Cincinnati Bell,Satellite,MT +0.16684465,0.0,Cincinnati Bell,Satellite,MT +0.025381677,0.0,Cincinnati Bell,Satellite,MT +0.024027994,0.0,Cincinnati Bell,Satellite,MT +0.025755493,0.0,Cincinnati Bell,Satellite,MT +0.089882195,0.0,Cincinnati Bell,Satellite,MT +0.023160348,0.0,Cincinnati Bell,Satellite,MT +0.02820867,0.0,Cincinnati Bell,Satellite,MT +0.03510658,0.0,Cincinnati Bell,Satellite,MT +0.118004255,0.0,Cincinnati Bell,Satellite,MT +0.027474398,0.0,Cincinnati Bell,Satellite,MT +0.06269469,0.0,Cincinnati Bell,Satellite,MT +0.059179977,0.0,Cincinnati Bell,Satellite,MT +0.47917315,0.0,Cincinnati Bell,Satellite,MT +0.026804632,0.0,Cincinnati Bell,Satellite,MT +0.10147604,0.0,Cincinnati Bell,Satellite,MT +0.07367299,0.0,Cincinnati Bell,Satellite,MT +0.09062575,0.0,Cincinnati Bell,Satellite,OK +0.059980683,0.0,Cincinnati Bell,Satellite,OK +0.019943826,0.0,Cincinnati Bell,Satellite,OK +0.051740263,0.0,Cincinnati Bell,Satellite,OK +0.06002122,0.0,Cincinnati Bell,Satellite,OK +0.10949527,0.0,Cincinnati Bell,Satellite,OK +0.025761977,0.0,Cincinnati Bell,Satellite,OK +0.08435912,0.0,Cincinnati Bell,Satellite,OK +0.07839464,0.033333335,Cincinnati Bell,Satellite,OK +0.062044673,0.0,Cincinnati Bell,Satellite,OK +0.024772154,0.0,Cincinnati Bell,Satellite,OK +0.085767165,0.0,Cincinnati Bell,Satellite,OK +0.21912546,0.0,Cincinnati Bell,Satellite,OK +0.08000019,0.0,Cincinnati Bell,Satellite,OK +0.03160048,0.0,Cincinnati Bell,Satellite,OK +0.09884617,0.0,Cincinnati Bell,Satellite,OK +0.118005976,0.0,Cincinnati Bell,Satellite,OK +0.06448411,0.0,Cincinnati Bell,Satellite,OK +0.032066744,0.0,Cincinnati Bell,Satellite,OK +0.090182856,0.0,Cincinnati Bell,Satellite,OK +0.14414884,0.0,Cincinnati Bell,Satellite,OK +0.119979344,0.0,Cincinnati Bell,Satellite,OK +0.03250612,0.0,Cincinnati Bell,Satellite,OK +0.07576413,0.0,Cincinnati Bell,Satellite,OK +0.18684901,0.0,Cincinnati Bell,Satellite,OK +0.0674323,0.0,Cincinnati Bell,Satellite,OK +0.013030006,0.0,Cincinnati Bell,Satellite,OK +0.09428725,0.0,Cincinnati Bell,Satellite,OK +0.105136216,0.0,Cincinnati Bell,Satellite,OK +0.086528085,0.0,Cincinnati Bell,Satellite,OK +0.020874064,0.0,Cincinnati Bell,Satellite,OK +0.13024491,0.0,Cincinnati Bell,Satellite,OK +0.12961559,0.0,Cincinnati Bell,Satellite,OK +0.10021671,0.0,Cincinnati Bell,Satellite,OK +0.05423386,0.0,Cincinnati Bell,Satellite,OK +0.11389739,0.0,Cincinnati Bell,Satellite,OK +0.11575304,0.0,Cincinnati Bell,Satellite,OK +0.06341618,0.0,Cincinnati Bell,Satellite,OK +0.031171484,0.0,Cincinnati Bell,Satellite,OK +0.10793141,0.0,Cincinnati Bell,Satellite,OK +0.17917815,0.0,Cincinnati Bell,Satellite,OK +0.10286624,0.0,Cincinnati Bell,Satellite,OK +0.020434437,0.0,Cincinnati Bell,Satellite,OK +0.054390356,0.0,Cincinnati Bell,Satellite,OK +0.107628204,0.0,Cincinnati Bell,Satellite,OK +0.099035345,0.0,Cincinnati Bell,Satellite,OK +0.030367652,0.0,Cincinnati Bell,Satellite,OK +0.061704893,0.0,Cincinnati Bell,Satellite,OK +0.078628674,0.0,Cincinnati Bell,Satellite,OK +0.08992934,0.0,Cincinnati Bell,Satellite,OK +0.040308475,0.0,Cincinnati Bell,Satellite,OK +0.08256589,0.0,Cincinnati Bell,Satellite,OK +0.10073998,0.0,Cincinnati Bell,Satellite,OK +0.1010213,0.0,Cincinnati Bell,Satellite,OK +0.025324047,0.0,Cincinnati Bell,Satellite,OK +0.12524235,0.0,Cincinnati Bell,Satellite,OK +0.046245076,0.0,Cincinnati Bell,Satellite,OK +0.0515665,0.0,Cincinnati Bell,Satellite,OK +0.02208433,0.0,Cincinnati Bell,Satellite,OK +0.01797616,0.0,Cincinnati Bell,Satellite,OK +0.077674225,0.0,Cincinnati Bell,Satellite,OK +0.045805935,0.0,Cincinnati Bell,Satellite,OK +0.024610465,0.0,Cincinnati Bell,Satellite,OK +0.01978545,0.0,Cincinnati Bell,Satellite,OK +0.11323211,0.0,Cincinnati Bell,Satellite,OK +0.048591502,0.0,Cincinnati Bell,Satellite,OK +0.022821905,0.0,Cincinnati Bell,Satellite,OK +0.023847843,0.0,Cincinnati Bell,Satellite,OK +0.049478248,0.0,Cincinnati Bell,Satellite,OK +0.05103465,0.0,Cincinnati Bell,Satellite,OK +0.024090236,0.0,Cincinnati Bell,Satellite,OK +0.018971317,0.0,Cincinnati Bell,Satellite,OK +0.07225392,0.0,Cincinnati Bell,Satellite,OK +0.050371442,0.0,Cincinnati Bell,Satellite,OK +0.026282715,0.0,Cincinnati Bell,Satellite,OK +0.026049236,0.0,Cincinnati Bell,Satellite,OK +0.04858139,0.0,Cincinnati Bell,Satellite,OK +0.051446524,0.0,Cincinnati Bell,Satellite,OK +0.020679465,0.0,Cincinnati Bell,Satellite,OK +0.053858876,0.0,Cincinnati Bell,Satellite,OK +0.07906889,0.0,Cincinnati Bell,Satellite,OK +0.062065065,0.0,Cincinnati Bell,Satellite,OK +0.018900765,0.0,Cincinnati Bell,Satellite,OK +0.018696927,0.0,Cincinnati Bell,Satellite,OK +0.042009614,0.0,Cincinnati Bell,Satellite,OK +0.060775805,0.0,Cincinnati Bell,Satellite,OK +0.019270444,0.0,Cincinnati Bell,Satellite,OK +0.034473237,0.0,Cincinnati Bell,Satellite,OK +0.055552505,0.0,Cincinnati Bell,Satellite,OK +0.0623358,0.0,Cincinnati Bell,Satellite,OK +0.022107316,0.0,Cincinnati Bell,Satellite,OK +0.040339854,0.0,Cincinnati Bell,Satellite,OK +0.05605528,0.0,Cincinnati Bell,Satellite,OK +0.05378593,0.0,Cincinnati Bell,Satellite,OK +0.022266934,0.0,Cincinnati Bell,Satellite,OK +0.023969451,0.0,Cincinnati Bell,Satellite,OK +0.06389293,0.0,Cincinnati Bell,Satellite,OK +0.062646426,0.0,Cincinnati Bell,Satellite,OK +0.021321176,0.0,Cincinnati Bell,Satellite,OK +0.025110556,0.0,Cincinnati Bell,Satellite,OK +0.0478043,0.0,Cincinnati Bell,Satellite,OK +0.07387377,0.0,Cincinnati Bell,Satellite,OK +0.019140402,0.0,Cincinnati Bell,Satellite,OK +0.019288693,0.0,Cincinnati Bell,Satellite,OK +0.055026997,0.0,Cincinnati Bell,Satellite,OK +0.06665158,0.0,Cincinnati Bell,Satellite,OK +0.02696063,0.0,Cincinnati Bell,Satellite,OK +0.020922028,0.0,Cincinnati Bell,Satellite,OK +0.059924413,0.0,Cincinnati Bell,Satellite,OK +0.32452616,0.0,Cincinnati Bell,Satellite,OK +0.08656651,0.0,Cincinnati Bell,Satellite,OK +0.15841909,0.0,Cincinnati Bell,Satellite,OK +0.1502513,0.0,Cincinnati Bell,Satellite,OK +0.29186377,0.0,Cincinnati Bell,Satellite,OK +0.020489758,0.0,Cincinnati Bell,Satellite,OK +0.032788113,0.0,Cincinnati Bell,Satellite,OK +0.073813975,0.0,Cincinnati Bell,Satellite,OK +0.24879715,0.0,Cincinnati Bell,Satellite,OK +0.022356817,0.0,Cincinnati Bell,Satellite,OK +0.027468761,0.0,Cincinnati Bell,Satellite,OK +0.2229188,0.0,Cincinnati Bell,Satellite,OK +0.12923072,0.0,Cincinnati Bell,Satellite,OK +0.044084724,0.0,Cincinnati Bell,Satellite,OK +0.04203542,0.0,Cincinnati Bell,Satellite,OK +0.090567775,0.0,Cincinnati Bell,Satellite,OK +0.07264934,0.0,Cincinnati Bell,Satellite,OK +0.021970263,0.0,Cincinnati Bell,Satellite,OK +0.03456062,0.0,Cincinnati Bell,Satellite,OK +0.047572356,0.0,Cincinnati Bell,Satellite,OK +0.09548251,0.0,Cincinnati Bell,Satellite,OK +0.019989206,0.0,Cincinnati Bell,Satellite,OK +0.031329937,0.0,Cincinnati Bell,Satellite,OK +0.15677725,0.0,Cincinnati Bell,Satellite,OK +0.1270044,0.0,Cincinnati Bell,Satellite,OK +0.02081872,0.0,Cincinnati Bell,Satellite,OK +0.071678944,0.0,Cincinnati Bell,Satellite,OK +0.06454204,0.0,Cincinnati Bell,Satellite,OK +0.22493123,0.0,Cincinnati Bell,Satellite,OK +0.02374544,0.0,Cincinnati Bell,Satellite,OK +0.029539747,0.0,Cincinnati Bell,Satellite,OK +0.22492674,0.0,Cincinnati Bell,Satellite,OK +0.06413789,0.0,Cincinnati Bell,Satellite,OK +0.019759092,0.0,Cincinnati Bell,Satellite,OK +0.019534372,0.0,Cincinnati Bell,Satellite,OK +0.06783929,0.0,Cincinnati Bell,Satellite,OK +0.07378498,0.0,Cincinnati Bell,Satellite,OK +0.022656234,0.0,Cincinnati Bell,Satellite,OK +0.03160696,0.0,Cincinnati Bell,Satellite,OK +0.09135658,0.0,Cincinnati Bell,Satellite,OK +0.13747318,0.0,Cincinnati Bell,Satellite,OK +0.023966314,0.0,Cincinnati Bell,Satellite,OK +0.03362896,0.0,Cincinnati Bell,Satellite,OK +0.059777748,0.0,Cincinnati Bell,Satellite,OK +0.08952671,0.0,Cincinnati Bell,Satellite,OK +0.024845846,0.0,Cincinnati Bell,Satellite,OK +0.07856478,0.0,Cincinnati Bell,Satellite,OK +0.057123996,0.0,Cincinnati Bell,Satellite,OK +0.05622586,0.0,Cincinnati Bell,Satellite,OK +0.017208366,0.0,Cincinnati Bell,Satellite,OK +0.031036379,0.0,Cincinnati Bell,Satellite,OK +0.060881153,0.0,Cincinnati Bell,Satellite,OK +0.08101445,0.0,Cincinnati Bell,Satellite,OK +0.023613993,0.0,Cincinnati Bell,Satellite,OK +0.12631138,0.0,Cincinnati Bell,Satellite,OK +0.067809805,0.0,Cincinnati Bell,Satellite,OK +0.30393067,0.0,Cincinnati Bell,Satellite,OK +0.021061433,0.0,Cincinnati Bell,Satellite,OK +0.063948356,0.0,Cincinnati Bell,Satellite,OK +0.11008815,0.0,Cincinnati Bell,Satellite,MT +0.10279487,0.0,Cincinnati Bell,Satellite,MT +0.06005284,0.0,Cincinnati Bell,Satellite,MT +0.048955142,0.0,Cincinnati Bell,Satellite,MT +0.06856021,0.0,Cincinnati Bell,Satellite,MT +0.11292428,0.0,Cincinnati Bell,Satellite,MT +0.049607113,0.0,Cincinnati Bell,Satellite,MT +0.059469767,0.0,Cincinnati Bell,Satellite,MT +0.086156845,0.0,Cincinnati Bell,Satellite,MT +0.16758963,0.0,Cincinnati Bell,Satellite,MT +0.050539777,0.0,Cincinnati Bell,Satellite,MT +0.108039744,0.0,Cincinnati Bell,Satellite,MT +0.08708798,0.0,Cincinnati Bell,Satellite,MT +0.18214394,0.0,Cincinnati Bell,Satellite,MT +0.05557424,0.0,Cincinnati Bell,Satellite,MT +0.047058776,0.0,Cincinnati Bell,Satellite,MT +0.06976436,0.0,Cincinnati Bell,Satellite,MT +0.10378745,0.0,Cincinnati Bell,Satellite,MT +0.058595084,0.0,Cincinnati Bell,Satellite,MT +0.048877105,0.0,Cincinnati Bell,Satellite,MT +0.064528845,0.0,Cincinnati Bell,Satellite,MT +0.09163352,0.0,Cincinnati Bell,Satellite,MT +0.08358941,0.0,Cincinnati Bell,Satellite,MT +0.059074234,0.0,Cincinnati Bell,Satellite,MT +0.10816629,0.0,Cincinnati Bell,Satellite,MT +0.05206517,0.0,Cincinnati Bell,Satellite,MT +0.049962457,0.0,Cincinnati Bell,Satellite,MT +0.04790186,0.0,Cincinnati Bell,Satellite,MT +0.10191867,0.0,Cincinnati Bell,Satellite,MT +0.091706604,0.0,Cincinnati Bell,Satellite,MT +0.047382824,0.0,Cincinnati Bell,Satellite,MT +0.06519201,0.0,Cincinnati Bell,Satellite,MT +0.080002636,0.0,Cincinnati Bell,Satellite,MT +0.067262545,0.0,Cincinnati Bell,Satellite,MT +0.038415268,0.0,Cincinnati Bell,Satellite,MT +0.08172916,0.0,Cincinnati Bell,Satellite,MT +0.07975425,0.0,Cincinnati Bell,Satellite,MT +0.13704734,0.0,Cincinnati Bell,Satellite,MT +0.049729288,0.0,Cincinnati Bell,Satellite,MT +0.04577264,0.0,Cincinnati Bell,Satellite,MT +0.045877397,0.0,Cincinnati Bell,Satellite,MT +0.12097252,0.0,Cincinnati Bell,Satellite,MT +0.04884618,0.0,Cincinnati Bell,Satellite,MT +0.16945566,0.0,Cincinnati Bell,Satellite,MT +0.11166655,0.0,Cincinnati Bell,Satellite,MT +0.19706766,0.0,Cincinnati Bell,Satellite,MT +0.046911124,0.0,Cincinnati Bell,Satellite,MT +0.052028656,0.0,Cincinnati Bell,Satellite,MT +0.07693947,0.0,Cincinnati Bell,Satellite,MT +0.17280425,0.0,Cincinnati Bell,Satellite,MT +0.045279697,0.0,Cincinnati Bell,Satellite,MT +0.05665083,0.0,Cincinnati Bell,Satellite,MT +0.09194971,0.0,Cincinnati Bell,Satellite,MT +0.09784253,0.0,Cincinnati Bell,Satellite,MT +0.10931818,0.0,Cincinnati Bell,Satellite,MT +0.049004618,0.0,Cincinnati Bell,Satellite,MT +0.12329622,0.06666667,Cincinnati Bell,Satellite,MO +0.056894295,0.0,Cincinnati Bell,Satellite,MO +0.17601845,0.033333335,Cincinnati Bell,Satellite,MO +0.028575344,0.0,Cincinnati Bell,Satellite,MO +0.062000576,0.1,Cincinnati Bell,Satellite,MO +0.09788973,0.0,Cincinnati Bell,Satellite,MO +0.049114503,0.033333335,Cincinnati Bell,Satellite,MO +0.063065104,0.0,Cincinnati Bell,Satellite,MO +0.13074635,0.0,Cincinnati Bell,Satellite,MO +0.27227753,0.1,Cincinnati Bell,Satellite,MO +0.06504887,0.0,Cincinnati Bell,Satellite,MO +0.051332124,0.0,Cincinnati Bell,Satellite,MO +0.068066046,0.0,Cincinnati Bell,Satellite,MO +0.2450464,0.0,Cincinnati Bell,Satellite,MO +0.041662876,0.0,Cincinnati Bell,Satellite,MO +0.04770651,0.0,Cincinnati Bell,Satellite,MO +0.12535936,0.0,Cincinnati Bell,Satellite,MO +0.19721152,0.0,Cincinnati Bell,Satellite,MO +0.04465879,0.0,Cincinnati Bell,Satellite,MO +0.08019936,0.0,Cincinnati Bell,Satellite,MO +0.07301558,0.0,Cincinnati Bell,Satellite,MO +0.09589724,0.0,Cincinnati Bell,Satellite,MO +0.14784609,0.033333335,Cincinnati Bell,Satellite,MO +0.09369434,0.0,Cincinnati Bell,Satellite,MO +0.06274056,0.0,Cincinnati Bell,Satellite,MO +0.25033793,0.0,Cincinnati Bell,Satellite,MO +0.058627732,0.0,Cincinnati Bell,Satellite,MO +0.14883167,0.0,Cincinnati Bell,Satellite,MO +0.045256406,0.0,Cincinnati Bell,Satellite,MO +0.46516824,0.0,Cincinnati Bell,Satellite,MO +0.10281547,0.0,Cincinnati Bell,Satellite,MO +0.08179488,0.0,Cincinnati Bell,Satellite,MO +0.053092606,0.0,Cincinnati Bell,Satellite,MO +0.241292,0.0,Cincinnati Bell,Satellite,MO +0.062114082,0.0,Cincinnati Bell,Satellite,MO +0.112487204,0.0,Cincinnati Bell,Satellite,MO +0.21027987,0.033333335,Cincinnati Bell,Satellite,MO +0.15982738,0.0,Cincinnati Bell,Satellite,MO +0.100574315,0.0,Cincinnati Bell,Satellite,MO +0.2908765,0.0,Cincinnati Bell,Satellite,MO +0.079601325,0.0,Cincinnati Bell,Satellite,MO +0.31477875,0.0,Cincinnati Bell,Satellite,MO +0.050727047,0.16666667,Cincinnati Bell,Satellite,MO +0.1130702,0.0,Cincinnati Bell,Satellite,MO +0.049909912,0.0,Cincinnati Bell,Satellite,MO +0.2949304,0.05,Cincinnati Bell,Satellite,MO +0.059002426,0.0,Cincinnati Bell,Satellite,MO +0.12476517,0.0,Cincinnati Bell,Satellite,MO +0.058654997,0.0,Cincinnati Bell,Satellite,MO +0.108121194,0.04,Cincinnati Bell,Satellite,MO +0.06174868,0.0,Cincinnati Bell,Satellite,MO +0.08194018,0.0,Cincinnati Bell,Satellite,MO +0.06937037,0.0,Cincinnati Bell,Satellite,MO +0.3263302,0.0,Cincinnati Bell,Satellite,MO +0.053454757,0.0,Cincinnati Bell,Satellite,MO +0.041656647,0.0,Cincinnati Bell,Satellite,MO +0.1176872,0.0,Cincinnati Bell,Satellite,MO +0.12919432,0.0,Cincinnati Bell,Satellite,MO +0.0370011,0.0,Cincinnati Bell,Satellite,MO +0.03847391,0.0,Cincinnati Bell,Satellite,MO +0.07036699,0.0,Cincinnati Bell,Satellite,MO +0.13983867,0.0,Cincinnati Bell,Satellite,MO +0.03789742,0.0,Cincinnati Bell,Satellite,MO +0.034927957,0.0,Cincinnati Bell,Satellite,MO +0.060074385,0.0,Cincinnati Bell,Satellite,MO +0.13376185,0.0,Cincinnati Bell,Satellite,MO +0.037484437,0.0,Cincinnati Bell,Satellite,MO +0.056076173,0.0,Cincinnati Bell,Satellite,MO +0.08618963,0.0,Cincinnati Bell,Satellite,MO +0.1468744,0.0,Cincinnati Bell,Satellite,MO +0.04052719,0.0,Cincinnati Bell,Satellite,MO +0.03656037,0.0,Cincinnati Bell,Satellite,MO +0.07205599,0.0,Cincinnati Bell,Satellite,MO +0.11762141,0.0,Cincinnati Bell,Satellite,MO +0.03716578,0.0,Cincinnati Bell,Satellite,MO +0.043433934,0.0,Cincinnati Bell,Satellite,MO +0.059232585,0.0,Cincinnati Bell,Satellite,MO +0.12379832,0.0,Cincinnati Bell,Satellite,MO +0.044058844,0.0,Cincinnati Bell,Satellite,MO +0.039644428,0.0,Cincinnati Bell,Satellite,MO +0.12463885,0.0,Cincinnati Bell,Satellite,MO +0.16295403,0.0,Cincinnati Bell,Satellite,MO +0.036807287,0.0,Cincinnati Bell,Satellite,MO +0.047332685,0.0,Cincinnati Bell,Satellite,MO +0.10472007,0.0,Cincinnati Bell,Satellite,MO +0.13131236,0.0,Cincinnati Bell,Satellite,MO +0.04464917,0.0,Cincinnati Bell,Satellite,MO +0.047708448,0.0,Cincinnati Bell,Satellite,MO +0.08249124,0.0,Cincinnati Bell,Satellite,MO +0.15487163,0.0,Cincinnati Bell,Satellite,MO +0.044494577,0.0,Cincinnati Bell,Satellite,MO +0.051931728,0.0,Cincinnati Bell,Satellite,MO +0.08211266,0.0,Cincinnati Bell,Satellite,MO +0.11022642,0.0,Cincinnati Bell,Satellite,MO +0.059677076,0.0,Cincinnati Bell,Satellite,MO +0.054586545,0.0,Cincinnati Bell,Satellite,MO +0.090719454,0.0,Cincinnati Bell,Satellite,MO +0.105859935,0.0,Cincinnati Bell,Satellite,MO +0.04502525,0.0,Cincinnati Bell,Satellite,MO +0.07806169,0.0,Cincinnati Bell,Satellite,MO +0.07724052,0.0,Cincinnati Bell,Satellite,MO +0.15461107,0.0,Cincinnati Bell,Satellite,MO +0.03736131,0.0,Cincinnati Bell,Satellite,MO +0.04026867,0.0,Cincinnati Bell,Satellite,MO +0.065300204,0.0,Cincinnati Bell,Satellite,MO +0.18450832,0.0,Cincinnati Bell,Satellite,MO +0.040112846,0.0,Cincinnati Bell,Satellite,MO +0.048771843,0.0,Cincinnati Bell,Satellite,MO +0.090404205,0.0,Cincinnati Bell,Satellite,MO +0.13466391,0.0,Cincinnati Bell,Satellite,MO +0.03638984,0.0,Cincinnati Bell,Satellite,MO +0.034276515,0.0,Cincinnati Bell,Satellite,MO +0.08900096,0.0,Cincinnati Bell,Satellite,MO +0.081618726,0.0,Cincinnati Bell,Satellite,MO +0.033605732,0.0,Cincinnati Bell,Satellite,MO +0.041136906,0.0,Cincinnati Bell,Satellite,MO +0.048535552,0.0,Cincinnati Bell,Satellite,MO +0.09185393,0.0,Cincinnati Bell,Satellite,MO +0.03839723,0.0,Cincinnati Bell,Satellite,MO +0.0595564,0.0,Cincinnati Bell,Satellite,MO +0.12265399,0.0,Cincinnati Bell,Satellite,MO +0.072709695,0.0,Cincinnati Bell,Satellite,MO +0.039434317,0.0,Cincinnati Bell,Satellite,MO +0.046925295,0.0,Cincinnati Bell,Satellite,MO +0.095261075,0.0,Cincinnati Bell,Satellite,MO +0.06651103,0.0,Cincinnati Bell,Satellite,MO +0.038873535,0.0,Cincinnati Bell,Satellite,MO +0.05142038,0.0,Cincinnati Bell,Satellite,MO +0.07326775,0.0,Cincinnati Bell,Satellite,MO +0.094910145,0.0,Cincinnati Bell,Satellite,MO +0.05840401,0.0,Cincinnati Bell,Satellite,MO +0.049862973,0.0,Cincinnati Bell,Satellite,MO +0.099332154,0.0,Cincinnati Bell,Satellite,MO +0.089866854,0.0,Cincinnati Bell,Satellite,MO +0.042817578,0.0,Cincinnati Bell,Satellite,MO +0.051086757,0.0,Cincinnati Bell,Satellite,MO +0.10281269,0.0,Cincinnati Bell,Satellite,MO +0.07848202,0.0,Cincinnati Bell,Satellite,MO +0.042276252,0.0,Cincinnati Bell,Satellite,MO +0.044350658,0.0,Cincinnati Bell,Satellite,MO +0.061059207,0.0,Cincinnati Bell,Satellite,MO +0.08038317,0.0,Cincinnati Bell,Satellite,MO +0.04521986,0.0,Cincinnati Bell,Satellite,MO +0.043370087,0.0,Cincinnati Bell,Satellite,MO +0.07679992,0.0,Cincinnati Bell,Satellite,MO +0.070104904,0.0,Cincinnati Bell,Satellite,MO +0.04014502,0.0,Cincinnati Bell,Satellite,MO +0.04283705,0.0,Cincinnati Bell,Satellite,MO +0.07892206,0.0,Cincinnati Bell,Satellite,MO +0.083155826,0.0,Cincinnati Bell,Satellite,MO +0.044238444,0.0,Cincinnati Bell,Satellite,MO +0.044209816,0.0,Cincinnati Bell,Satellite,MO +0.06603299,0.0,Cincinnati Bell,Satellite,MO +0.07264064,0.0,Cincinnati Bell,Satellite,MO +0.039208785,0.0,Cincinnati Bell,Satellite,MO +0.049346868,0.0,Cincinnati Bell,Satellite,MO +0.04847354,0.0,Cincinnati Bell,Satellite,MO +0.06575736,0.0,Cincinnati Bell,Satellite,MO +0.040590763,0.0,Cincinnati Bell,Satellite,MO +0.048653137,0.0,Cincinnati Bell,Satellite,MO +0.0692818,0.0,Cincinnati Bell,Satellite,MO +0.080120996,0.0,Cincinnati Bell,Satellite,MO +0.042170387,0.0,Cincinnati Bell,Satellite,MO +0.04418373,0.0,Cincinnati Bell,Satellite,MO +0.10236717,0.0,Cincinnati Bell,Satellite,MO +0.110951446,0.0,Cincinnati Bell,Satellite,MO +0.043806173,0.0,Cincinnati Bell,Satellite,MO +0.041297834,0.0,Cincinnati Bell,Satellite,MO +0.087656684,0.0,Cincinnati Bell,Satellite,MO +0.120146275,0.0,Cincinnati Bell,Satellite,MO +0.07091639,0.0,Cincinnati Bell,Satellite,MO +0.037344575,0.0,Cincinnati Bell,Satellite,MO +0.09599244,0.0,Cincinnati Bell,Satellite,MO +0.08178354,0.0,Cincinnati Bell,Satellite,MO +0.046098646,0.0,Cincinnati Bell,Satellite,MO +0.042904884,0.0,Cincinnati Bell,Satellite,MO +0.077509664,0.0,Cincinnati Bell,Satellite,MO +0.07409695,0.0,Cincinnati Bell,Satellite,MO +0.038045235,0.0,Cincinnati Bell,Satellite,MO +0.03889842,0.033333335,Cincinnati Bell,Satellite,MO +0.09039386,0.0,Cincinnati Bell,Satellite,MO +0.06872682,0.0,Cincinnati Bell,Satellite,MO +0.04339077,0.0,Cincinnati Bell,Satellite,MO +0.039092362,0.0,Cincinnati Bell,Satellite,MO +0.09758073,0.0,Cincinnati Bell,Satellite,MO +0.067630745,0.0,Cincinnati Bell,Satellite,MO +0.044970717,0.0,Cincinnati Bell,Satellite,MO +0.08418898,0.0,Cincinnati Bell,Satellite,MO +0.105533704,0.0,Cincinnati Bell,Satellite,MO +0.052224003,0.0,Cincinnati Bell,Satellite,MO +0.040936872,0.0,Cincinnati Bell,Satellite,MO +0.04967319,0.0,Cincinnati Bell,Satellite,MO +0.09336591,0.0,Cincinnati Bell,Satellite,MO +0.073822424,0.0,Cincinnati Bell,Satellite,MO +0.038699232,0.0,Cincinnati Bell,Satellite,MO +0.041233245,0.0,Cincinnati Bell,Satellite,MO +0.098538175,0.0,Cincinnati Bell,Satellite,MO +0.072659515,0.0,Cincinnati Bell,Satellite,MO +0.038753003,0.0,Cincinnati Bell,Satellite,MO +0.055931207,0.0,Cincinnati Bell,Satellite,MO +0.079190776,0.0,Cincinnati Bell,Satellite,MO +0.067009404,0.0,Cincinnati Bell,Satellite,MO +0.04421808,0.0,Cincinnati Bell,Satellite,MO +0.06327733,0.0,Cincinnati Bell,Satellite,MO +0.08700783,0.0,Cincinnati Bell,Satellite,MO +0.07355438,0.0,Cincinnati Bell,Satellite,MO +0.037965886,0.0,Cincinnati Bell,Satellite,MO +0.055807568,0.0,Cincinnati Bell,Satellite,MO +0.105346195,0.0,Cincinnati Bell,Satellite,MO +0.07171991,0.0,Cincinnati Bell,Satellite,MO +0.038356192,0.0,Cincinnati Bell,Satellite,MO +0.040870328,0.0,Cincinnati Bell,Satellite,MO +0.08655544,0.0,Cincinnati Bell,Satellite,MO +0.06975328,0.0,Cincinnati Bell,Satellite,MO +0.031758606,0.033333335,Cincinnati Bell,Satellite,MO +0.049803723,0.0,Cincinnati Bell,Satellite,MO +0.2566316,0.0,Cincinnati Bell,Satellite,MO +0.08911286,0.0,Cincinnati Bell,Satellite,MO +0.07483019,0.0,Cincinnati Bell,Satellite,MO +0.04113697,0.0,Cincinnati Bell,Satellite,MO +0.11192179,0.0,Cincinnati Bell,Satellite,MO +0.10673974,0.0,Cincinnati Bell,Satellite,MO +0.037706047,0.0,Cincinnati Bell,Satellite,MO +0.030806866,0.0,Cincinnati Bell,Satellite,MO +0.08448957,0.0,Cincinnati Bell,Satellite,TN +0.04796746,0.0,Cincinnati Bell,Satellite,TN +0.035147946,0.0,Cincinnati Bell,Satellite,TN +0.031538617,0.0,Cincinnati Bell,Satellite,TN +0.088669084,0.0,Cincinnati Bell,Satellite,TN +0.061965987,0.0,Cincinnati Bell,Satellite,TN +0.046425145,0.0,Cincinnati Bell,Satellite,TN +0.044309407,0.0,Cincinnati Bell,Satellite,TN +0.09474479,0.0,Cincinnati Bell,Satellite,TN +0.04924906,0.0,Cincinnati Bell,Satellite,TN +0.04391706,0.0,Cincinnati Bell,Satellite,TN +0.036212925,0.0,Cincinnati Bell,Satellite,TN +0.10400751,0.0,Cincinnati Bell,Satellite,TN +0.062861346,0.0,Cincinnati Bell,Satellite,TN +0.03474329,0.0,Cincinnati Bell,Satellite,TN +0.089795955,0.0,Cincinnati Bell,Satellite,TN +0.0998562,0.0,Cincinnati Bell,Satellite,TN +0.051859517,0.0,Cincinnati Bell,Satellite,TN +0.05888064,0.0,Cincinnati Bell,Satellite,TN +0.06327608,0.0,Cincinnati Bell,Satellite,TN +0.10254812,0.0,Cincinnati Bell,Satellite,TN +0.07149939,0.0,Cincinnati Bell,Satellite,TN +0.039973017,0.0,Cincinnati Bell,Satellite,TN +0.058631774,0.0,Cincinnati Bell,Satellite,TN +0.116534725,0.0,Cincinnati Bell,Satellite,TN +0.053853877,0.0,Cincinnati Bell,Satellite,TN +0.061138835,0.0,Cincinnati Bell,Satellite,TN +0.035290845,0.0,Cincinnati Bell,Satellite,TN +0.12605381,0.0,Cincinnati Bell,Satellite,TN +0.0655312,0.0,Cincinnati Bell,Satellite,TN +0.06499965,0.0,Cincinnati Bell,Satellite,TN +0.03441858,0.0,Cincinnati Bell,Satellite,TN +0.09742896,0.0,Cincinnati Bell,Satellite,TN +0.08318158,0.0,Cincinnati Bell,Satellite,TN +0.028886912,0.0,Cincinnati Bell,Satellite,TN +0.048564814,0.0,Cincinnati Bell,Satellite,TN +0.10517458,0.0,Cincinnati Bell,Satellite,TN +0.06598281,0.0,Cincinnati Bell,Satellite,TN +0.047284395,0.0,Cincinnati Bell,Satellite,TN +0.03669504,0.0,Cincinnati Bell,Satellite,TN +0.12755232,0.0,Cincinnati Bell,Satellite,TN +0.049675174,0.0,Cincinnati Bell,Satellite,TN +0.038747195,0.0,Cincinnati Bell,Satellite,TN +0.030065836,0.0,Cincinnati Bell,Satellite,TN +0.09982984,0.0,Cincinnati Bell,Satellite,TN +0.065952376,0.0,Cincinnati Bell,Satellite,TN +0.049227495,0.0,Cincinnati Bell,Satellite,TN +0.02747723,0.0,Cincinnati Bell,Satellite,TN +0.12178028,0.0,Cincinnati Bell,Satellite,TN +0.06573793,0.0,Cincinnati Bell,Satellite,TN +0.06607982,0.0,Cincinnati Bell,Satellite,TN +0.03394453,0.0,Cincinnati Bell,Satellite,TN +0.115078405,0.0,Cincinnati Bell,Satellite,TN +0.05438275,0.0,Cincinnati Bell,Satellite,TN +0.027571602,0.0,Cincinnati Bell,Satellite,TN +0.028524715,0.0,Cincinnati Bell,Satellite,TN +0.25837773,0.0,Cincinnati Bell,Satellite,DE +0.19842003,0.0,Cincinnati Bell,Satellite,DE +0.046245128,0.0,Cincinnati Bell,Satellite,DE +0.07474629,0.0,Cincinnati Bell,Satellite,DE +0.26305076,0.0,Cincinnati Bell,Satellite,DE +0.08117261,0.0,Cincinnati Bell,Satellite,DE +0.0410895,0.0,Cincinnati Bell,Satellite,DE +0.0876382,0.0,Cincinnati Bell,Satellite,DE +0.21217617,0.0,Cincinnati Bell,Satellite,DE +0.13340217,0.0,Cincinnati Bell,Satellite,DE +0.08332339,0.0,Cincinnati Bell,Satellite,DE +0.107980154,0.0,Cincinnati Bell,Satellite,DE +0.30201945,0.0,Cincinnati Bell,Satellite,DE +0.16132343,0.0,Cincinnati Bell,Satellite,DE +0.041429296,0.0,Cincinnati Bell,Satellite,DE +0.11847917,0.0,Cincinnati Bell,Satellite,DE +0.20982018,0.0,Cincinnati Bell,Satellite,DE +0.07676146,0.0,Cincinnati Bell,Satellite,DE +0.05398855,0.0,Cincinnati Bell,Satellite,DE +0.4622228,0.0,Cincinnati Bell,Satellite,DE +0.4562718,0.0,Cincinnati Bell,Satellite,DE +0.13321677,0.0,Cincinnati Bell,Satellite,DE +0.059541382,0.0,Cincinnati Bell,Satellite,DE +0.32939917,0.0,Cincinnati Bell,Satellite,DE +0.36529386,0.0,Cincinnati Bell,Satellite,DE +0.08223102,0.0,Cincinnati Bell,Satellite,DE +0.076256156,0.0,Cincinnati Bell,Satellite,DE +0.14494023,0.0,Cincinnati Bell,Satellite,DE +0.28134954,0.0,Cincinnati Bell,Satellite,DE +0.1415855,0.0,Cincinnati Bell,Satellite,DE +0.05681065,0.0,Cincinnati Bell,Satellite,DE +0.26515284,0.0,Cincinnati Bell,Satellite,DE +0.4277712,0.0,Cincinnati Bell,Satellite,DE +0.15210462,0.0,Cincinnati Bell,Satellite,DE +0.051537234,0.0,Cincinnati Bell,Satellite,DE +0.16723442,0.0,Cincinnati Bell,Satellite,DE +0.37089038,0.0,Cincinnati Bell,Satellite,DE +0.1793455,0.0,Cincinnati Bell,Satellite,DE +0.062356308,0.0,Cincinnati Bell,Satellite,DE +0.07756774,0.0,Cincinnati Bell,Satellite,DE +0.36332238,0.0,Cincinnati Bell,Satellite,DE +0.1169134,0.0,Cincinnati Bell,Satellite,DE +0.05855741,0.0,Cincinnati Bell,Satellite,DE +0.123125754,0.0,Cincinnati Bell,Satellite,DE +0.31335682,0.0,Cincinnati Bell,Satellite,DE +0.12287477,0.0,Cincinnati Bell,Satellite,DE +0.06672459,0.0,Cincinnati Bell,Satellite,DE +0.1607627,0.0,Cincinnati Bell,Satellite,DE +0.34112462,0.0,Cincinnati Bell,Satellite,DE +0.101534784,0.0,Cincinnati Bell,Satellite,DE +0.062217522,0.0,Cincinnati Bell,Satellite,DE +0.09195688,0.0,Cincinnati Bell,Satellite,DE +0.33255723,0.0,Cincinnati Bell,Satellite,DE +0.10164425,0.0,Cincinnati Bell,Satellite,DE +0.07063529,0.0,Cincinnati Bell,Satellite,DE +0.16956006,0.0,Cincinnati Bell,Satellite,DE +0.09974147,0.0,Cincinnati Bell,Satellite,MO +0.104046166,0.0,Cincinnati Bell,Satellite,MO +0.055936277,0.0,Cincinnati Bell,Satellite,MO +0.18555366,0.0,Cincinnati Bell,Satellite,MO +0.11219494,0.0,Cincinnati Bell,Satellite,MO +0.114157714,0.0,Cincinnati Bell,Satellite,MO +0.090340115,0.0,Cincinnati Bell,Satellite,MO +0.14136921,0.0,Cincinnati Bell,Satellite,MO +0.09372937,0.0,Cincinnati Bell,Satellite,MO +0.10425802,0.0,Cincinnati Bell,Satellite,MO +0.105794676,0.0,Cincinnati Bell,Satellite,MO +0.07660803,0.0,Cincinnati Bell,Satellite,MO +0.091632314,0.0,Cincinnati Bell,Satellite,MO +0.11123716,0.0,Cincinnati Bell,Satellite,MO +0.10305084,0.0,Cincinnati Bell,Satellite,MO +0.15473379,0.0,Cincinnati Bell,Satellite,MO +0.1072063,0.0,Cincinnati Bell,Satellite,MO +0.11428311,0.0,Cincinnati Bell,Satellite,MO +0.10003452,0.0,Cincinnati Bell,Satellite,MO +0.2174761,0.0,Cincinnati Bell,Satellite,MO +0.09099633,0.0,Cincinnati Bell,Satellite,MO +0.104147606,0.0,Cincinnati Bell,Satellite,MO +0.06957844,0.0,Cincinnati Bell,Satellite,MO +0.12842035,0.0,Cincinnati Bell,Satellite,MO +0.09046537,0.0,Cincinnati Bell,Satellite,MO +0.10250213,0.0,Cincinnati Bell,Satellite,MO +0.06100588,0.0,Cincinnati Bell,Satellite,MO +0.03756266,0.0,Cincinnati Bell,Satellite,MO +0.08473472,0.0,Cincinnati Bell,Satellite,MO +0.11220728,0.0,Cincinnati Bell,Satellite,MO +0.059098773,0.0,Cincinnati Bell,Satellite,MO +0.04497359,0.0,Cincinnati Bell,Satellite,MO +0.083046645,0.0,Cincinnati Bell,Satellite,MO +0.107872985,0.0,Cincinnati Bell,Satellite,MO +0.06062189,0.0,Cincinnati Bell,Satellite,MO +0.039837368,0.0,Cincinnati Bell,Satellite,MO +0.081364125,0.0,Cincinnati Bell,Satellite,MO +0.101184435,0.0,Cincinnati Bell,Satellite,MO +0.06099125,0.0,Cincinnati Bell,Satellite,MO +0.039888766,0.0,Cincinnati Bell,Satellite,MO +0.14117561,0.0,Cincinnati Bell,Satellite,MO +0.18562853,0.0,Cincinnati Bell,Satellite,MO +0.06368352,0.0,Cincinnati Bell,Satellite,MO +0.06419821,0.0,Cincinnati Bell,Satellite,MO +0.1078853,0.0,Cincinnati Bell,Satellite,MO +0.11821766,0.0,Cincinnati Bell,Satellite,MO +0.06706146,0.0,Cincinnati Bell,Satellite,MO +0.085892595,0.0,Cincinnati Bell,Satellite,MO +0.09226079,0.0,Cincinnati Bell,Satellite,MO +0.10389669,0.0,Cincinnati Bell,Satellite,MO +0.064819984,0.0,Cincinnati Bell,Satellite,MO +0.050224442,0.0,Cincinnati Bell,Satellite,MO +0.09700082,0.0,Cincinnati Bell,Satellite,MO +0.1103143,0.0,Cincinnati Bell,Satellite,MO +0.15326329,0.0,Cincinnati Bell,Satellite,MO +0.069477096,0.0,Cincinnati Bell,Satellite,MO +0.0728586,0.0,Cincinnati Bell,Satellite,MO +0.12766407,0.0,Cincinnati Bell,Satellite,MO +0.055830456,0.0,Cincinnati Bell,Satellite,MO +0.05246327,0.0,Cincinnati Bell,Satellite,MO +0.0744229,0.0,Cincinnati Bell,Satellite,MO +0.14155811,0.0,Cincinnati Bell,Satellite,MO +0.038827546,0.0,Cincinnati Bell,Satellite,MO +0.051135693,0.0,Cincinnati Bell,Satellite,MO +0.07781665,0.0,Cincinnati Bell,Satellite,MO +0.11389951,0.0,Cincinnati Bell,Satellite,MO +0.029316349,0.0,Cincinnati Bell,Satellite,MO +0.04903481,0.0,Cincinnati Bell,Satellite,MO +0.06357982,0.0,Cincinnati Bell,Satellite,MO +0.26620433,0.0,Cincinnati Bell,Satellite,MO +0.038778536,0.0,Cincinnati Bell,Satellite,MO +0.04722021,0.0,Cincinnati Bell,Satellite,MO +0.08413671,0.0,Cincinnati Bell,Satellite,MO +0.1443023,0.0,Cincinnati Bell,Satellite,MO +0.032940388,0.0,Cincinnati Bell,Satellite,MO +0.056730386,0.0,Cincinnati Bell,Satellite,MO +0.07953605,0.0,Cincinnati Bell,Satellite,MO +0.11292239,0.0,Cincinnati Bell,Satellite,MO +0.03742441,0.0,Cincinnati Bell,Satellite,MO +0.05623768,0.0,Cincinnati Bell,Satellite,MO +0.074219264,0.0,Cincinnati Bell,Satellite,MO +0.1111262,0.0,Cincinnati Bell,Satellite,MO +0.03880675,0.0,Cincinnati Bell,Satellite,MO +0.05361073,0.0,Cincinnati Bell,Satellite,MO +0.070634454,0.0,Cincinnati Bell,Satellite,MO +0.11622652,0.0,Cincinnati Bell,Satellite,MO +0.05740917,0.0,Cincinnati Bell,Satellite,MO +0.054198693,0.0,Cincinnati Bell,Satellite,MO +0.06899016,0.0,Cincinnati Bell,Satellite,MO +0.13826923,0.0,Cincinnati Bell,Satellite,MO +0.03702412,0.0,Cincinnati Bell,Satellite,MO +0.053532716,0.0,Cincinnati Bell,Satellite,MO +0.075383656,0.0,Cincinnati Bell,Satellite,MO +0.1150249,0.0,Cincinnati Bell,Satellite,MO +0.038871728,0.0,Cincinnati Bell,Satellite,MO +0.06990749,0.0,Cincinnati Bell,Satellite,MO +0.07485666,0.0,Cincinnati Bell,Satellite,MO +0.11082707,0.0,Cincinnati Bell,Satellite,MO +0.0386266,0.0,Cincinnati Bell,Satellite,MO +0.04710991,0.0,Cincinnati Bell,Satellite,MO +0.06488443,0.0,Cincinnati Bell,Satellite,MO +0.106688,0.0,Cincinnati Bell,Satellite,MO +0.045327105,0.0,Cincinnati Bell,Satellite,MO +0.045316756,0.0,Cincinnati Bell,Satellite,MO +0.08174231,0.0,Cincinnati Bell,Satellite,MO +0.1400449,0.0,Cincinnati Bell,Satellite,MO +0.03669879,0.0,Cincinnati Bell,Satellite,MO +0.04684243,0.0,Cincinnati Bell,Satellite,MO +0.07538784,0.0,Cincinnati Bell,Satellite,MO +0.11603627,0.0,Cincinnati Bell,Satellite,MO +0.045785237,0.0,Cincinnati Bell,Satellite,MO +0.047135625,0.0,Cincinnati Bell,Satellite,MO +0.051670197,0.0,CenturyLink,DSL,OK +0.05271873,0.0,CenturyLink,DSL,OK +0.062060725,0.0,CenturyLink,DSL,OK +0.09987891,0.0,CenturyLink,DSL,OK +0.05373849,0.0,CenturyLink,DSL,OK +0.05114541,0.0,CenturyLink,DSL,OK +0.06014696,0.0,CenturyLink,DSL,OK +0.0993313,0.0,CenturyLink,DSL,OK +0.05145757,0.0,CenturyLink,DSL,OK +0.05295521,0.0,CenturyLink,DSL,OK +0.06280382,0.0,CenturyLink,DSL,OK +0.096996844,0.0,CenturyLink,DSL,OK +0.05166056,0.0,CenturyLink,DSL,OK +0.052819382,0.0,CenturyLink,DSL,OK +0.060367253,0.0,CenturyLink,DSL,OK +0.08051945,0.0,CenturyLink,DSL,OK +0.04900137,0.0,CenturyLink,DSL,OK +0.051776897,0.0,CenturyLink,DSL,OK +0.06105384,0.0,CenturyLink,DSL,OK +0.09861566,0.0,CenturyLink,DSL,OK +0.05196986,0.0,CenturyLink,DSL,OK +0.05091927,0.0,CenturyLink,DSL,OK +0.06536639,0.0,CenturyLink,DSL,OK +0.100163534,0.0,CenturyLink,DSL,OK +0.04888834,0.0,CenturyLink,DSL,OK +0.054462958,0.0,CenturyLink,DSL,OK +0.05748333,0.0,CenturyLink,DSL,OK +0.09976524,0.0,CenturyLink,DSL,OK +0.051004708,0.0,CenturyLink,DSL,OK +0.050806146,0.0,CenturyLink,DSL,OK +0.07059266,0.0,CenturyLink,DSL,OK +0.10213722,0.0,CenturyLink,DSL,OK +0.051750626,0.0,CenturyLink,DSL,OK +0.051138416,0.0,CenturyLink,DSL,OK +0.06118045,0.0,CenturyLink,DSL,OK +0.09988065,0.0,CenturyLink,DSL,OK +0.048200745,0.0,CenturyLink,DSL,OK +0.050049733,0.0,CenturyLink,DSL,OK +0.068481475,0.0,CenturyLink,DSL,OK +0.10969584,0.0,CenturyLink,DSL,OK +0.054088186,0.0,CenturyLink,DSL,OK +0.054491814,0.0,CenturyLink,DSL,OK +0.061191183,0.0,CenturyLink,DSL,OK +0.098714136,0.0,CenturyLink,DSL,OK +0.052221913,0.0,CenturyLink,DSL,OK +0.05126701,0.0,CenturyLink,DSL,OK +0.061572343,0.0,CenturyLink,DSL,OK +0.118842214,0.0,CenturyLink,DSL,OK +0.05957824,0.0,CenturyLink,DSL,OK +0.05775559,0.0,CenturyLink,DSL,OK +0.06728408,0.0,CenturyLink,DSL,OK +0.09702268,0.0,CenturyLink,DSL,OK +0.04834808,0.0,CenturyLink,DSL,OK +0.05265823,0.0,CenturyLink,DSL,OK +0.059017133,0.0,CenturyLink,DSL,OK +0.096675545,0.0,CenturyLink,DSL,OK +0.09309281,0.0,Windstream,Satellite,CA +0.0603886,0.0,Windstream,Satellite,CA +0.003252236,0.0,Windstream,Satellite,CA +0.04448445,0.0,Windstream,Satellite,CA +0.039016616,0.0,Windstream,Satellite,CA +0.049835965,0.0,Windstream,Satellite,CA +0.024684675,0.0,Windstream,Satellite,CA +0.07817579,0.0,Windstream,Satellite,CA +0.067473546,0.0,Windstream,Satellite,CA +0.060694717,0.0,Windstream,Satellite,CA +0.012450273,0.0,Windstream,Satellite,CA +0.15520568,0.04,Windstream,Satellite,CA +0.05587613,0.0,Windstream,Satellite,CA +0.061679497,0.0,Windstream,Satellite,CA +0.005687605,0.0,Windstream,Satellite,CA +0.041535195,0.0,Windstream,Satellite,CA +0.05179017,0.0,Windstream,Satellite,CA +0.07464819,0.0,Windstream,Satellite,CA +0.0054085236,0.0,Windstream,Satellite,CA +0.05165715,0.0,Windstream,Satellite,CA +0.041982397,0.0,Windstream,Satellite,CA +0.050884943,0.0,Windstream,Satellite,CA +0.024370642,0.0,Windstream,Satellite,CA +0.060303137,0.033333335,Windstream,Satellite,CA +0.04283878,0.0,Windstream,Satellite,CA +0.04983845,0.0,Windstream,Satellite,CA +0.02932562,0.033333335,Windstream,Satellite,CA +0.26956454,0.0,Windstream,Satellite,CA +0.08156955,0.0,Windstream,Satellite,CA +0.046397645,0.0,Windstream,Satellite,CA +0.027340619,0.0,Windstream,Satellite,CA +0.014697598,0.0,Windstream,Satellite,CA +0.05642584,0.0,Windstream,Satellite,CA +0.05755919,0.0,Windstream,Satellite,CA +0.048651785,0.0,Windstream,Satellite,CA +0.023573333,0.0,Windstream,Satellite,CA +0.05344762,0.0,Windstream,Satellite,CA +0.070572324,0.0,Windstream,Satellite,CA +0.04052274,0.0,Windstream,Satellite,CA +0.042995613,0.0,Windstream,Satellite,CA +0.082970954,0.0,Windstream,Satellite,CA +0.05026299,0.0,Windstream,Satellite,CA +0.06473657,0.0,Windstream,Satellite,CA 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Bell,Satellite,WI +0.047055822,0.0,Cincinnati Bell,Satellite,WI +0.032925576,0.0,Cincinnati Bell,Satellite,WI +0.0038548824,0.0,Cincinnati Bell,Satellite,WI +0.021101587,0.0,Cincinnati Bell,Satellite,WI +0.28790233,0.0,Cincinnati Bell,Satellite,WI +0.035296865,0.0,Cincinnati Bell,Satellite,WI +0.023446416,0.0,Cincinnati Bell,Satellite,WI +0.0058579375,0.0,Cincinnati Bell,Satellite,WI +0.037221543,0.0,Cincinnati Bell,Satellite,WI +0.040806238,0.0,Cincinnati Bell,Satellite,WI +0.021305142,0.0,Cincinnati Bell,Satellite,WI +0.024962392,0.0,Cincinnati Bell,Satellite,WI +0.03447469,0.0,Cincinnati Bell,Satellite,WI +0.048661754,0.0,Cincinnati Bell,Satellite,WI +0.02726201,0.0,Cincinnati Bell,Satellite,WI +0.018410372,0.0,Cincinnati Bell,Satellite,WI +0.057238035,0.0,Cincinnati Bell,Satellite,MD +0.12101263,0.0,Cincinnati Bell,Satellite,MD +0.019898457,0.0,Cincinnati Bell,Satellite,MD +0.023302983,0.0,Cincinnati Bell,Satellite,MD +0.042636987,0.0,Cincinnati Bell,Satellite,MD 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Network (GAN) framewo - 📑 **Paper:** [Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions](https://dl.acm.org/doi/pdf/10.1145/3419394.3423643) -Here’s an example of how to synthetize time-series data with DoppelGANger using the [Yahoo Stock Price](https://www.kaggle.com/datasets/arashnic/time-series-forecasting-with-yahoo-stock-price) dataset: +Here’s an example of how to synthetize time-series data with DoppelGANger using the [Measuring Broadband America](https://www.fcc.gov/reports-research/reports/measuring-broadband-america/raw-data-measuring-broadband-america-seventh) dataset: ```python ---8<-- "examples/timeseries/stock_doppelganger.py" +--8<-- "examples/timeseries/mba_doppelganger.py" ``` diff --git a/docs/getting-started/quickstart.md b/docs/getting-started/quickstart.md index 813f83f3..d6c97ad0 100644 --- a/docs/getting-started/quickstart.md +++ b/docs/getting-started/quickstart.md @@ -35,23 +35,30 @@ The following example showcases how to synthesize the [Yahoo Stock Price](https: ```python # Import the necessary modules import pandas as pd - from ydata_synthetic.synthesizers import ModelParameters - from ydata_synthetic.synthesizers.timeseries import TimeGAN - from ydata_synthetic.preprocessing.timeseries.utils import real_data_loading + from ydata_synthetic.synthesizers.timeseries import TimeSeriesSynthesizer + from ydata_synthetic.synthesizers import ModelParameters, TrainParameters - # Load and preprocess data - stock_data_df = pd.read_csv("stock_data.csv") - processed_data = real_data_loading(stock_data_df.values, seq_len=24) - - # Define model and training parameters - gan_args = ModelParameters(batch_size=128, lr=5e-4, noise_dim=128, layers_dim=128) - synth = TimeGAN(model_parameters=gan_args, hidden_dim=24, seq_len=24, n_seq=6, gamma=1) + # Define model parameters + gan_args = ModelParameters(batch_size=128, + lr=5e-4, + noise_dim=32, + layers_dim=128, + latent_dim=24, + gamma=1) - # Train the generator model - synth.train(data=processed_data, train_steps=50000) + train_args = TrainParameters(epochs=50000, + sequence_length=24, + number_sequences=6) + + # Read the data + stock_data = pd.read_csv("stock_data.csv") + + # Training the TimeGAN synthesizer + synth = TimeSeriesSynthesizer(modelname='timegan', model_parameters=gan_args) + synth.fit(stock_data, train_args, num_cols=list(stock_data.columns)) - # Generate new synthetic data - synth_data = synth.sample(len(stock_data_df)) + # Generating new synthetic samples + synth_data = synth.sample(n_samples=500) ``` ## Running the Streamlit App diff --git a/examples/timeseries/mba_doppelganger.py b/examples/timeseries/mba_doppelganger.py new file mode 100644 index 00000000..a2243b4f --- /dev/null +++ b/examples/timeseries/mba_doppelganger.py @@ -0,0 +1,63 @@ +""" + DoppelGANger architecture example file +""" + +# Importing necessary libraries +import pandas as pd +from os import path +import matplotlib.pyplot as plt +from ydata_synthetic.synthesizers.timeseries import TimeSeriesSynthesizer +from ydata_synthetic.synthesizers import ModelParameters, TrainParameters + +# Read the data +mba_data = pd.read_csv("../../data/fcc_mba.csv") +numerical_cols = ["traffic_byte_counter", "ping_loss_rate"] +categorical_cols = [col for col in mba_data.columns if col not in numerical_cols] + +# Define model parameters +model_args = ModelParameters(batch_size=100, + lr=0.001, + betas=(0.2, 0.9), + latent_dim=20, + gp_lambda=2, + pac=1) + +train_args = TrainParameters(epochs=400, sequence_length=56, + sample_length=8, rounds=1, + measurement_cols=["traffic_byte_counter", "ping_loss_rate"]) + +# Training the DoppelGANger synthesizer +if path.exists('doppelganger_mba'): + model_dop_gan = TimeSeriesSynthesizer.load('doppelganger_mba') +else: + model_dop_gan = TimeSeriesSynthesizer(modelname='doppelganger', model_parameters=model_args) + model_dop_gan.fit(mba_data, train_args, num_cols=numerical_cols, cat_cols=categorical_cols) + model_dop_gan.save('doppelganger_mba') + +# Generate synthetic data +synth_data = model_dop_gan.sample(n_samples=600) +synth_df = pd.concat(synth_data, axis=0) + +# Create a plot for each measurement column +plt.figure(figsize=(10, 6)) + +plt.subplot(2, 1, 1) +plt.plot(mba_data['traffic_byte_counter'].reset_index(drop=True), label='Real Traffic') +plt.plot(synth_df['traffic_byte_counter'].reset_index(drop=True), label='Synthetic Traffic', alpha=0.7) +plt.xlabel('Index') +plt.ylabel('Value') +plt.title('Traffic Comparison') +plt.legend() +plt.grid(True) + +plt.subplot(2, 1, 2) +plt.plot(mba_data['ping_loss_rate'].reset_index(drop=True), label='Real Ping') +plt.plot(synth_df['ping_loss_rate'].reset_index(drop=True), label='Synthetic Ping', alpha=0.7) +plt.xlabel('Index') +plt.ylabel('Value') +plt.title('Ping Comparison') +plt.legend() +plt.grid(True) + +plt.tight_layout() +plt.show() diff --git a/examples/timeseries/stock_doppelganger.py b/examples/timeseries/stock_doppelganger.py deleted file mode 100644 index a2d47bce..00000000 --- a/examples/timeseries/stock_doppelganger.py +++ /dev/null @@ -1,35 +0,0 @@ - -# Importing necessary libraries -from ydata_synthetic.synthesizers.timeseries import TimeSeriesSynthesizer -from ydata_synthetic.preprocessing.timeseries import processed_stock -from ydata_synthetic.synthesizers import ModelParameters, TrainParameters -import pandas as pd -from os import path - -# Read the data -stock_data = processed_stock(path='../../data/stock_data.csv', seq_len=24) -stock_data = [pd.DataFrame(sd, columns = ["Open", "High", "Low", "Close", "Adj_Close", "Volume"]) for sd in stock_data] -stock_data = pd.concat(stock_data).reset_index(drop=True) - -# Define model parameters -model_args = ModelParameters(batch_size=100, - lr=0.001, - betas=(0.5, 0.9), - latent_dim=3, - gp_lambda=10, - pac=10) - -train_args = TrainParameters(epochs=500, sequence_length=24, - measurement_cols=["Open", "High", "Low", "Close", "Adj_Close", "Volume"]) - -# Training the DoppelGANger synthesizer -if path.exists('doppelganger_stock'): - model_dop_gan = TimeSeriesSynthesizer.load('doppelganger_stock') -else: - model_dop_gan = TimeSeriesSynthesizer(modelname='doppelganger', model_parameters=model_args) - model_dop_gan.fit(stock_data, train_args, num_cols=["Open", "High", "Low", "Close", "Adj_Close", "Volume"]) - model_dop_gan.save('doppelganger_stock') - -# Generating new synthetic samples -synth_data = model_dop_gan.sample(n_samples=500) -print(synth_data[0]) diff --git a/src/ydata_synthetic/preprocessing/timeseries/doppelganger_processor.py b/src/ydata_synthetic/preprocessing/timeseries/doppelganger_processor.py index 4794ab48..f3f7143b 100644 --- a/src/ydata_synthetic/preprocessing/timeseries/doppelganger_processor.py +++ b/src/ydata_synthetic/preprocessing/timeseries/doppelganger_processor.py @@ -3,11 +3,13 @@ from typing import List, Optional from dataclasses import dataclass -from numpy import concatenate, ndarray, zeros, ones, expand_dims, reshape, sum as npsum, repeat, array_split, asarray +from numpy import concatenate, ndarray, zeros, ones, expand_dims, reshape, sum as npsum, repeat, array_split, asarray, amin, amax, stack from pandas import DataFrame from typeguard import typechecked +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import MinMaxScaler, OneHotEncoder -from ydata_synthetic.preprocessing.regular.processor import RegularDataProcessor +from ydata_synthetic.preprocessing.base_processor import BaseProcessor @dataclass @@ -18,10 +20,11 @@ class ColumnMetadata: discrete: bool output_dim: int name: str + real: bool = True @typechecked -class DoppelGANgerProcessor(RegularDataProcessor): +class DoppelGANgerProcessor(BaseProcessor): """ Main class for class the DoppelGANger preprocessing. It works like any other transformer in scikit learn with the methods fit, transform and inverse transform. @@ -38,7 +41,9 @@ class DoppelGANgerProcessor(RegularDataProcessor): def __init__(self, num_cols: Optional[List[str]] = None, cat_cols: Optional[List[str]] = None, measurement_cols: Optional[List[str]] = None, - sequence_length: Optional[int] = None): + sequence_length: Optional[int] = None, + sample_length: Optional[int] = None, + normalize_tanh: Optional[bool] = None): super().__init__(num_cols, cat_cols) if num_cols is None: @@ -47,7 +52,18 @@ def __init__(self, num_cols: Optional[List[str]] = None, cat_cols = [] if measurement_cols is None: measurement_cols = [] + if normalize_tanh is None: + normalize_tanh = False + + self._col_order_ = None self.sequence_length = sequence_length + self.sample_length = sample_length + self.normalize_tanh = normalize_tanh + + if self.sequence_length is not None and self.sample_length is not None: + if self.sequence_length % self.sample_length != 0: + raise ValueError("The sequence length must be a multiple of the sample length.") + self._measurement_num_cols = [c for c in self.num_cols if c in measurement_cols] self._measurement_cat_cols = [c for c in self.cat_cols if c in measurement_cols] self._attribute_num_cols = [c for c in self.num_cols if c not in measurement_cols] @@ -56,7 +72,8 @@ def __init__(self, num_cols: Optional[List[str]] = None, self._attribute_cols_metadata = None self._measurement_one_hot_cat_cols = None self._attribute_one_hot_cat_cols = None - self._has_attributes = self._attribute_num_cols or self._attribute_cat_cols + self._has_attributes = bool(self._attribute_num_cols or self._attribute_cat_cols) + self._eps = 1e-4 @property def measurement_cols_metadata(self): @@ -69,8 +86,6 @@ def attribute_cols_metadata(self): def add_gen_flag(self, data_features: ndarray, sample_len: int): num_sample = data_features.shape[0] length = data_features.shape[1] - if length % sample_len != 0: - raise Exception("length must be a multiple of sample_len") data_gen_flag = ones((num_sample, length)) data_gen_flag = expand_dims(data_gen_flag, 2) shift_gen_flag = concatenate( @@ -92,17 +107,17 @@ def add_gen_flag(self, data_features: ndarray, sample_len: int): return data_features - def transform(self, X: DataFrame) -> tuple[ndarray, ndarray]: - """Transforms the passed DataFrame with the fit DataProcessor. + # pylint: disable=W0106 + def fit(self, X: DataFrame) -> DoppelGANgerProcessor: + """Fits the data processor to a passed DataFrame. Args: X (DataFrame): DataFrame used to fit the processor parameters. - Should be aligned with the columns types defined in initialization. + Should be aligned with the num/cat columns defined in initialization. Returns: - transformed (ndarray, ndarray): - Processed version of the passed DataFrame. + self (DoppelGANgerProcessor): The fitted data processor. """ - self._check_is_fitted() + self._validate_cols(X.columns) measurement_cols = self._measurement_num_cols + self._measurement_cat_cols if not measurement_cols: @@ -112,50 +127,121 @@ def transform(self, X: DataFrame) -> tuple[ndarray, ndarray]: if self.sequence_length is None: raise ValueError("The sequence length is mandatory.") - num_data = DataFrame(self.num_pipeline.transform(X[self.num_cols]) if self.num_cols else zeros([len(X), 0]), columns=self.num_cols) - one_hot_cat_cols = self.cat_pipeline.get_feature_names_out() - cat_data = DataFrame(self.cat_pipeline.transform(X[self.cat_cols]) if self.cat_cols else zeros([len(X), 0]), columns=one_hot_cat_cols) + self._col_order_ = [c for c in X.columns if c in self.num_cols + self.cat_cols] + self._types = X.dtypes + self._num_pipeline = Pipeline([ + ("scaler", MinMaxScaler()), + ]) + self._cat_pipeline = Pipeline([ + ("encoder", OneHotEncoder(sparse_output=False, handle_unknown='ignore', drop='if_binary')), + ]) + self._num_pipeline.fit(X[self._attribute_num_cols]) if self._attribute_num_cols else zeros([len(X), 0]) + self._cat_pipeline.fit(X[self.cat_cols]) if self.cat_cols else zeros([len(X), 0]) + + return self + + def transform(self, X: DataFrame) -> tuple[ndarray, ndarray]: + """Transforms the passed DataFrame with the fit DataProcessor. + Args: + X (DataFrame): + DataFrame used to fit the processor parameters. + Should be aligned with the columns types defined in initialization. + Returns: + transformed (ndarray, ndarray): + Processed version of the passed DataFrame. + """ + self._check_is_fitted() + + one_hot_cat_cols_out = self._cat_pipeline.get_feature_names_out() if self.cat_cols else [] + cat_data = DataFrame(self._cat_pipeline.transform(X[self.cat_cols]) if self.cat_cols else zeros([len(X), 0]), columns=one_hot_cat_cols_out) - self._measurement_one_hot_cat_cols = [c for c in one_hot_cat_cols if c.split("_")[0] in self._measurement_cat_cols] - measurement_num_data = num_data[self._measurement_num_cols].to_numpy() if self._measurement_num_cols else zeros([len(X), 0]) - self._measurement_cols_metadata = [ColumnMetadata(discrete=False, output_dim=1, name=c) for c in self._measurement_num_cols] + self._measurement_one_hot_cat_cols = [c for c in one_hot_cat_cols_out if c.startswith(tuple(self._measurement_cat_cols))] # .split("_")[0] + self._measurement_cols_metadata = [ColumnMetadata(discrete=False, + output_dim=1, + name=c) for c in self._measurement_num_cols] measurement_cat_data = cat_data[self._measurement_one_hot_cat_cols].to_numpy() if self._measurement_one_hot_cat_cols else zeros([len(X), 0]) - self._measurement_cols_metadata += [ColumnMetadata(discrete=True, output_dim=X[c].nunique(), name=c) for c in self._measurement_cat_cols] - data_features = concatenate([measurement_num_data, measurement_cat_data], axis=1) + self._measurement_cols_metadata += [ColumnMetadata(discrete=True, + output_dim=X[c].nunique() if X[c].nunique() != 2 else 1, + name=c) for c in self._measurement_cat_cols] + data_features = concatenate([X[self._measurement_num_cols].to_numpy(), measurement_cat_data], axis=1) if self._has_attributes: - self._attribute_one_hot_cat_cols = [c for c in one_hot_cat_cols if c.split("_")[0] in self._attribute_cat_cols] - attribute_num_data = num_data[self._attribute_num_cols].to_numpy() if self._attribute_num_cols else zeros([len(X), 0]) - self._attribute_cols_metadata = [ColumnMetadata(discrete=False, output_dim=1, name=c) for c in self._attribute_num_cols] + self._attribute_one_hot_cat_cols = [c for c in one_hot_cat_cols_out if c.startswith(tuple(self._attribute_cat_cols))] # .split("_")[0] + attribute_num_data = self._num_pipeline.transform(X[self._attribute_num_cols]) if self._attribute_num_cols else zeros([len(X), 0]) + self._attribute_cols_metadata = [ColumnMetadata(discrete=False, + output_dim=1, + name=c) for c in self._attribute_num_cols] attribute_cat_data = cat_data[self._attribute_one_hot_cat_cols].to_numpy() if self._attribute_one_hot_cat_cols else zeros([len(X), 0]) - self._attribute_cols_metadata += [ColumnMetadata(discrete=True, output_dim=X[c].nunique(), name=c) for c in self._attribute_cat_cols] + self._attribute_cols_metadata += [ColumnMetadata(discrete=True, + output_dim=X[c].nunique() if X[c].nunique() != 2 else 1, + name=c) for c in self._attribute_cat_cols] data_attributes = concatenate([attribute_num_data, attribute_cat_data], axis=1) else: + data_attributes = zeros((data_features.shape[0], 0)) self._attribute_one_hot_cat_cols = [] - data_attributes = zeros((data_features.shape[0], 1)) - self._attribute_cols_metadata = [ColumnMetadata(discrete=False, output_dim=1, name="zeros_attribute")] + self._attribute_cols_metadata = [] num_samples = int(X.shape[0] / self.sequence_length) data_features = asarray(array_split(data_features, num_samples)) + + additional_attributes = [] + for ix, col_meta in enumerate(self._measurement_cols_metadata): + if not col_meta.discrete: + col_data = X[col_meta.name].to_numpy().reshape(num_samples, -1) + max_col = amax(col_data, axis=1) + self._eps + min_col = amin(col_data, axis=1) - self._eps + additional_attributes.append((max_col + min_col) / 2.0) + additional_attributes.append((max_col - min_col) / 2.0) + self._attribute_cols_metadata += [ColumnMetadata(discrete=False, + output_dim=1, + name=f"addi_{col_meta.name}_{ix}", + real=False) for ix in range (1, 3)] + max_col = expand_dims(max_col, axis=1) + min_col = expand_dims(min_col, axis=1) + data_features[:, :, ix] = (data_features[:, :, ix] - min_col) / (max_col - min_col) + if self.normalize_tanh: + data_features[:, :, ix] = data_features[:, :, ix] * 2.0 - 1.0 + data_attributes = asarray(array_split(data_attributes, num_samples)) + data_attributes = data_attributes.mean(axis=1) - data_features = self.add_gen_flag(data_features, sample_len=self.sequence_length) + if additional_attributes: + additional_attributes = stack(additional_attributes, axis=1) + data_attributes = concatenate([data_attributes, additional_attributes], axis=1) + + data_features = self.add_gen_flag(data_features, sample_len=self.sample_length) self._measurement_cols_metadata += [ColumnMetadata(discrete=True, output_dim=2, name="gen_flags")] - return data_features, data_attributes.mean(axis=1) + return data_features, data_attributes - def inverse_transform(self, X_features: ndarray, X_attributes: ndarray) -> list[DataFrame]: + def inverse_transform(self, X_features: ndarray, X_attributes: ndarray, gen_flags: ndarray) -> list[DataFrame]: """Inverts the data transformation pipelines on a passed DataFrame. Args: X_features (ndarray): Numpy array with the measurement data to be brought back to the original format. X_attributes (ndarray): Numpy array with the attribute data to be brought back to the original format. + gen_flags (ndarray): + Numpy array with the flags indicating the activation of features. Returns: result (DataFrame): DataFrame with all performed transformations inverted. """ self._check_is_fitted() + addi_cols_idx = addi_cols_idx_start = sum([c.output_dim for c in self._attribute_cols_metadata if c.real]) + for m_col_ix in range(len(self._measurement_num_cols)): + max_plus_min = X_attributes[:, addi_cols_idx] + max_minus_min = X_attributes[:, addi_cols_idx + 1] + max_val = expand_dims(max_plus_min + max_minus_min, axis=1) + min_val = expand_dims(max_plus_min - max_minus_min, axis=1) + if self.normalize_tanh: + X_features[:, :, m_col_ix] = (X_features[:, :, m_col_ix] + 1.0) / 2.0 + X_features[:, :, m_col_ix] = X_features[:, :, m_col_ix] * (max_val - min_val) + min_val + addi_cols_idx += 2 + + X_features = X_features * expand_dims(gen_flags, axis=2) + X_attributes = X_attributes[:, :addi_cols_idx_start] + num_samples = X_attributes.shape[0] if self._has_attributes: X_attributes = repeat(X_attributes.reshape((num_samples, 1, X_attributes.shape[1])), repeats=X_features.shape[1], axis=1) @@ -168,9 +254,10 @@ def inverse_transform(self, X_features: ndarray, X_attributes: ndarray) -> list[ samples = [] for i in range(num_samples): df = DataFrame(generated_data[i], columns=output_cols) - df_num = self.num_pipeline.inverse_transform(df[self.num_cols]) if self.num_cols else zeros([len(df), 0]) - df_cat = self.cat_pipeline.inverse_transform(df[one_hot_cat_cols].round(0)) if self.cat_cols else zeros([len(df), 0]) - df = DataFrame(concatenate((df_num, df_cat), axis=1), columns=self.num_cols+self.cat_cols) + df_num_feat = df[self._measurement_num_cols].to_numpy() + df_num_attr = self._num_pipeline.inverse_transform(df[self._attribute_num_cols]) if self._attribute_num_cols else zeros([len(df), 0]) + df_cat = self._cat_pipeline.inverse_transform(df[one_hot_cat_cols]) if self.cat_cols else zeros([len(df), 0]) + df = DataFrame(concatenate((df_num_feat, df_num_attr, df_cat), axis=1), columns=self._measurement_num_cols+self._attribute_num_cols+self.cat_cols) df = df.loc[:, self._col_order_] for col in df.columns: df[col] = df[col].astype(self._types[col]) diff --git a/src/ydata_synthetic/synthesizers/base.py b/src/ydata_synthetic/synthesizers/base.py index 9e4e8358..850c2079 100644 --- a/src/ydata_synthetic/synthesizers/base.py +++ b/src/ydata_synthetic/synthesizers/base.py @@ -32,17 +32,18 @@ _model_parameters = ['batch_size', 'lr', 'betas', 'layers_dim', 'noise_dim', 'n_cols', 'seq_len', 'condition', 'n_critic', 'n_features', 'tau_gs', 'generator_dims', 'critic_dims', 'l2_scale', - 'latent_dim', 'gp_lambda', 'pac', 'gamma'] + 'latent_dim', 'gp_lambda', 'pac', 'gamma', 'tanh'] _model_parameters_df = [128, 1e-4, (None, None), 128, 264, None, None, None, 1, None, 0.2, [256, 256], - [256, 256], 1e-6, 128, 10.0, 10, 1] + [256, 256], 1e-6, 128, 10.0, 10, 1, False] _train_parameters = ['cache_prefix', 'label_dim', 'epochs', 'sample_interval', 'labels', 'n_clusters', 'epsilon', 'log_frequency', - 'measurement_cols', 'sequence_length', 'number_sequences'] + 'measurement_cols', 'sequence_length', 'number_sequences', + 'sample_length', 'rounds'] ModelParameters = namedtuple('ModelParameters', _model_parameters, defaults=_model_parameters_df) -TrainParameters = namedtuple('TrainParameters', _train_parameters, defaults=('', None, 300, 50, None, 10, 0.005, True, None, 1, 1)) +TrainParameters = namedtuple('TrainParameters', _train_parameters, defaults=('', None, 300, 50, None, 10, 0.005, True, None, 1, 1, 1, 1)) @typechecked class BaseModel(ABC): @@ -126,6 +127,7 @@ def __init__( self.gp_lambda = model_parameters.gp_lambda self.pac = model_parameters.pac + self.use_tanh = model_parameters.tanh self.processor=None if self.__MODEL__ in RegularModels.__members__ or \ self.__MODEL__ == CTGANDataProcessor.SUPPORTED_MODEL: @@ -190,9 +192,12 @@ def fit(self, elif self.__MODEL__ == DoppelGANgerProcessor.SUPPORTED_MODEL: measurement_cols = train_arguments.measurement_cols sequence_length = train_arguments.sequence_length + sample_length = train_arguments.sample_length self.processor = DoppelGANgerProcessor(num_cols=num_cols, cat_cols=cat_cols, measurement_cols=measurement_cols, - sequence_length=sequence_length).fit(data) + sequence_length=sequence_length, + sample_length=sample_length, + normalize_tanh=self.use_tanh).fit(data) else: print(f'A DataProcessor is not available for the {self.__MODEL__}.') diff --git a/src/ydata_synthetic/synthesizers/timeseries/doppelganger/doppelganger.py b/src/ydata_synthetic/synthesizers/timeseries/doppelganger/doppelganger.py index 3706c254..1f18b7f6 100644 --- a/src/ydata_synthetic/synthesizers/timeseries/doppelganger/doppelganger.py +++ b/src/ydata_synthetic/synthesizers/timeseries/doppelganger/doppelganger.py @@ -15,9 +15,11 @@ def __init__(self, batch_size, data_feature, data_attribute, + attribute_cols_metadata, sample_len, generator, discriminator, + rounds, d_gp_coe, num_packing, attr_discriminator=None, @@ -46,6 +48,7 @@ def __init__(self, sample_len: The time series batch size generator: An instance of network.DoppelGANgerGenerator discriminator: An instance of network.Discriminator + rounds: Number of steps per batch d_gp_coe: Weight of gradient penalty loss in Wasserstein GAN num_packing: Packing degree in PacGAN (a method for solving mode collapse in NeurIPS 2018, see https://arxiv.org/abs/1712.04086) @@ -75,9 +78,11 @@ def __init__(self, self.batch_size = batch_size self.data_feature = data_feature self.data_attribute = data_attribute + self.attribute_cols_metadata = attribute_cols_metadata self.sample_len = sample_len self.generator = generator self.discriminator = discriminator + self.rounds = rounds self.attr_discriminator = attr_discriminator self.d_gp_coe = d_gp_coe self.attr_d_gp_coe = attr_d_gp_coe @@ -100,6 +105,7 @@ def __init__(self, self.sample_feature_dim = self.data_feature.shape[2] if self.data_attribute is not None: self.sample_attribute_dim = self.data_attribute.shape[1] + self.sample_real_attribute_dim = sum([c.output_dim for c in self.attribute_cols_metadata if c.real]) self.EPS = 1e-8 @@ -138,6 +144,16 @@ def build_connection(self): [None, self.sample_len * self.sample_feature_dim], name="g_feature_input_data_train_{}".format(i))) + batch_size = tf.shape(input=self.g_feature_input_noise_train_pl_l[0])[0] + self.real_attribute_mask_tensor = [] + for col_meta in self.attribute_cols_metadata: + if col_meta.real: + sub_mask_tensor = tf.ones((batch_size, col_meta.output_dim)) + else: + sub_mask_tensor = tf.zeros((batch_size, col_meta.output_dim)) + self.real_attribute_mask_tensor.append(sub_mask_tensor) + self.real_attribute_mask_tensor = tf.concat(self.real_attribute_mask_tensor,axis=1) + self.g_output_feature_train_tf_l = [] self.g_output_attribute_train_tf_l = [] self.g_output_gen_flag_train_tf_l = [] @@ -151,13 +167,15 @@ def build_connection(self): self.g_real_attribute_input_noise_train_pl_l[i], self.g_addi_attribute_input_noise_train_pl_l[i], self.g_feature_input_noise_train_pl_l[i], - self.g_feature_input_data_train_pl_l[i]) + self.g_feature_input_data_train_pl_l[i], + train=True) if self.fix_feature_network: g_output_feature_train_tf = tf.zeros_like( g_output_feature_train_tf) g_output_gen_flag_train_tf = tf.zeros_like( g_output_gen_flag_train_tf) + g_output_attribute_train_tf *= self.real_attribute_mask_tensor self.g_output_feature_train_tf_l.append( g_output_feature_train_tf) @@ -202,6 +220,8 @@ def build_connection(self): tf.float32, [None, self.sample_attribute_dim], name="real_attribute_{}".format(i)) + if self.fix_feature_network: + real_attribute_pl *= self.real_attribute_mask_tensor self.real_attribute_pl_l.append(real_attribute_pl) self.real_feature_pl = tf.concat( self.real_feature_pl_l, @@ -246,7 +266,8 @@ def build_connection(self): self.g_real_attribute_input_noise_test_pl, self.g_addi_attribute_input_noise_test_pl, self.g_feature_input_noise_test_pl, - self.g_feature_input_data_test_teacher_pl) + self.g_feature_input_data_test_teacher_pl, + train=False) self.g_feature_input_data_test_free_pl = tf.compat.v1.placeholder( tf.float32, @@ -260,11 +281,12 @@ def build_connection(self): self.g_real_attribute_input_noise_test_pl, self.g_addi_attribute_input_noise_test_pl, self.g_feature_input_noise_test_pl, - self.g_feature_input_data_test_free_pl) + self.g_feature_input_data_test_free_pl, + train=False) self.given_attribute_attribute_pl = tf.compat.v1.placeholder( tf.float32, - [None, self.sample_attribute_dim], + [None, self.sample_real_attribute_dim], name="given_attribute") (self.g_output_feature_given_attribute_test_free_tf, self.g_output_attribute_given_attribute_test_free_tf, @@ -275,6 +297,7 @@ def build_connection(self): self.g_addi_attribute_input_noise_test_pl, self.g_feature_input_noise_test_pl, self.g_feature_input_data_test_free_pl, + train=False, attribute=self.given_attribute_attribute_pl) def build_loss(self): @@ -539,17 +562,18 @@ def train(self): feed_dict[self.g_feature_input_data_train_pl_l[i]] = \ batch_feature_input_data - self.sess.run(self.d_op, feed_dict=feed_dict) - if self.attr_discriminator is not None: - self.sess.run(self.attr_d_op, feed_dict=feed_dict) - - self.sess.run(self.g_op, feed_dict=feed_dict) + for _ in range(self.rounds): + self.sess.run(self.d_op, feed_dict=feed_dict) + if self.attr_discriminator is not None: + self.sess.run(self.attr_d_op, feed_dict=feed_dict) + self.sess.run(self.g_op, feed_dict=feed_dict) def save(self, path): dump({ "epoch": self.epoch, "batch_size": self.batch_size, "sample_len": self.sample_len, + "rounds": self.rounds, "d_gp_coe": self.d_gp_coe, "attr_d_gp_coe": self.attr_d_gp_coe, "g_attr_d_coe": self.g_attr_d_coe, @@ -565,5 +589,6 @@ def save(self, path): "attr_d_beta1": self.attr_d_beta1, "sample_time": self.sample_time, "sample_feature_dim": self.sample_feature_dim, - "sample_attribute_dim": self.sample_attribute_dim + "sample_attribute_dim": self.sample_attribute_dim, + "sample_real_attribute_dim": self.sample_real_attribute_dim }, path) diff --git a/src/ydata_synthetic/synthesizers/timeseries/doppelganger/model.py b/src/ydata_synthetic/synthesizers/timeseries/doppelganger/model.py index a86a2d48..4f4194cd 100644 --- a/src/ydata_synthetic/synthesizers/timeseries/doppelganger/model.py +++ b/src/ydata_synthetic/synthesizers/timeseries/doppelganger/model.py @@ -42,8 +42,14 @@ def fit(self, data: DataFrame, super().fit(data=data, num_cols=num_cols, cat_cols=cat_cols, train_arguments=train_arguments) self._sequence_length = train_arguments.sequence_length + self._sample_length = train_arguments.sample_length + self._rounds = train_arguments.rounds + if data.shape[0] % self._sequence_length != 0: - raise ValueError("The sequence length must be a multiple of the number of samples.") + raise ValueError("The number of samples must be a multiple of the sequence length.") + + if self._sequence_length % self._sample_length != 0: + raise ValueError("The sequence length must be a multiple of the sample length.") data_features, data_attributes = self.processor.transform(data) measurement_cols_metadata = self.processor.measurement_cols_metadata @@ -52,9 +58,10 @@ def fit(self, data: DataFrame, generator = DoppelGANgerGenerator( feed_back=False, noise=True, + use_tanh=self.use_tanh, measurement_cols_metadata=measurement_cols_metadata, attribute_cols_metadata=attribute_cols_metadata, - sample_len=self._sequence_length) + sample_len=self._sample_length) discriminator = Discriminator() attr_discriminator = AttrDiscriminator() @@ -66,9 +73,11 @@ def fit(self, data: DataFrame, batch_size=self.batch_size, data_feature=data_features, data_attribute=data_attributes, - sample_len=self._sequence_length, + attribute_cols_metadata=attribute_cols_metadata, + sample_len=self._sample_length, generator=generator, discriminator=discriminator, + rounds=self._rounds, attr_discriminator=attr_discriminator, d_gp_coe=self.gp_lambda, attr_d_gp_coe=self.gp_lambda, @@ -98,16 +107,17 @@ def sample(self, n_samples: int): real_attribute_input_noise = self._gan_model.gen_attribute_input_noise(n_samples) addi_attribute_input_noise = self._gan_model.gen_attribute_input_noise(n_samples) - feature_input_noise = self._gan_model.gen_feature_input_noise(n_samples) + length = int(self._sequence_length / self._sample_length) + feature_input_noise = self._gan_model.gen_feature_input_noise(n_samples, length=length) input_data = self._gan_model.gen_feature_input_data_free(n_samples) with self._tf_session.as_default() as sess: self._gan_model.sess = sess - data_features, data_attributes, _, _ = self._gan_model.sample_from( + data_features, data_attributes, gen_flags, _ = self._gan_model.sample_from( real_attribute_input_noise, addi_attribute_input_noise, feature_input_noise, input_data) - return self.processor.inverse_transform(data_features, data_attributes) + return self.processor.inverse_transform(data_features, data_attributes, gen_flags) def save(self, path): """ @@ -123,7 +133,9 @@ def save(self, path): dump({ "processor": self.processor.__dict__, "measurement_cols_metadata": self.processor.measurement_cols_metadata, - "attribute_cols_metadata": self.processor.attribute_cols_metadata + "attribute_cols_metadata": self.processor.attribute_cols_metadata, + "_sequence_length": self._sequence_length, + "_sample_length": self._sample_length }, os.path.join(path, "doppelganger_metadata.pkl")) @staticmethod @@ -141,6 +153,8 @@ def load(path): dp_model.processor = DoppelGANgerProcessor() dp_model.processor.__dict__ = dp_metadata["processor"] + dp_model._sequence_length = dp_metadata["_sequence_length"] + dp_model._sample_length = dp_metadata["_sample_length"] generator = DoppelGANgerGenerator( feed_back=False, @@ -158,9 +172,11 @@ def load(path): batch_size=dp_network_parms["batch_size"], data_feature=None, data_attribute=None, + attribute_cols_metadata=dp_metadata["attribute_cols_metadata"], sample_len=dp_network_parms["sample_len"], generator=generator, discriminator=discriminator, + rounds=dp_network_parms["rounds"], attr_discriminator=attr_discriminator, d_gp_coe=dp_network_parms["d_gp_coe"], attr_d_gp_coe=dp_network_parms["attr_d_gp_coe"], @@ -179,6 +195,7 @@ def load(path): dp_model._gan_model.sample_time = dp_network_parms["sample_time"] dp_model._gan_model.sample_feature_dim = dp_network_parms["sample_feature_dim"] dp_model._gan_model.sample_attribute_dim = dp_network_parms["sample_attribute_dim"] + dp_model._gan_model.sample_real_attribute_dim = dp_network_parms["sample_real_attribute_dim"] dp_model._gan_model.build() saver = tf.compat.v1.train.Saver() diff --git a/src/ydata_synthetic/synthesizers/timeseries/doppelganger/network.py b/src/ydata_synthetic/synthesizers/timeseries/doppelganger/network.py index 774f909a..b5369b7b 100644 --- a/src/ydata_synthetic/synthesizers/timeseries/doppelganger/network.py +++ b/src/ydata_synthetic/synthesizers/timeseries/doppelganger/network.py @@ -2,6 +2,49 @@ import numpy as np +def linear(input_, output_size, scope_name="linear"): + """ + Adapted from https://github.com/fjxmlzn/DoppelGANger/blob/master/gan/op.py. + """ + with tf.compat.v1.variable_scope(scope_name): + input_ = tf.reshape( + input_, + [-1, np.prod(input_.get_shape().as_list()[1:])]) + output = tf.compat.v1.layers.dense( + input_, + output_size) + return output + + +def flatten(input_, scope_name="flatten"): + """ + Adapted from https://github.com/fjxmlzn/DoppelGANger/blob/master/gan/op.py. + """ + with tf.compat.v1.variable_scope(scope_name): + output = tf.reshape( + input_, + [-1, np.prod(input_.get_shape().as_list()[1:])]) + return output + + +class batch_norm(object): + """ + Adapted from https://github.com/fjxmlzn/DoppelGANger/blob/master/gan/op.py. + """ + def __init__(self, epsilon=1e-5, momentum=0.9, name="batch_norm"): + with tf.compat.v1.variable_scope(name): + self.epsilon = epsilon + self.momentum = momentum + self.name = name + + def __call__(self, x, train=True): + return tf.keras.layers.BatchNormalization(momentum=self.momentum, + epsilon=self.epsilon, + scale=True, + trainable=train, + name=self.name)(x) + + class Network(object): """ Adapted from https://github.com/fjxmlzn/DoppelGANger/blob/master/gan/network.py. @@ -30,16 +73,16 @@ def __init__(self, def build(self, input_feature, input_attribute): with tf.compat.v1.variable_scope(self.scope_name, reuse=tf.compat.v1.AUTO_REUSE): - input_feature = tf.keras.layers.Flatten()(input_feature) - input_attribute = tf.keras.layers.Flatten()(input_attribute) + input_feature = flatten(input_feature) + input_attribute = flatten(input_attribute) input_ = tf.concat([input_feature, input_attribute], 1) layers = [input_feature, input_attribute, input_] for i in range(self.num_layers - 1): with tf.compat.v1.variable_scope("layer{}".format(i)): - layers.append(tf.keras.layers.Dense(units=self.num_units)(layers[-1])) + layers.append(linear(layers[-1], self.num_units)) layers.append(tf.nn.relu(layers[-1])) with tf.compat.v1.variable_scope("layer{}".format(self.num_layers - 1)): - layers.append(tf.keras.layers.Dense(units=1)(layers[-1])) + layers.append(linear(layers[-1], 1)) layers.append(tf.squeeze(layers[-1], 1)) return layers[-1] @@ -58,14 +101,14 @@ def __init__(self, def build(self, input_attribute): with tf.compat.v1.variable_scope(self.scope_name, reuse=tf.compat.v1.AUTO_REUSE): - input_attribute = tf.keras.layers.Flatten()(input_attribute) + input_attribute = flatten(input_attribute) layers = [input_attribute] for i in range(self.num_layers - 1): with tf.compat.v1.variable_scope("layer{}".format(i)): - layers.append(tf.keras.layers.Dense(units=self.num_units)(layers[-1])) + layers.append(linear(layers[-1], self.num_units)) layers.append(tf.nn.relu(layers[-1])) with tf.compat.v1.variable_scope("layer{}".format(self.num_layers - 1)): - layers.append(tf.keras.layers.Dense(units=1)(layers[-1])) + layers.append(linear(layers[-1], 1)) layers.append(tf.squeeze(layers[-1], 1)) return layers[-1] @@ -77,7 +120,7 @@ class DoppelGANgerGenerator(Network): def __init__(self, feed_back, noise, measurement_cols_metadata, attribute_cols_metadata, sample_len, attribute_num_units=100, attribute_num_layers=3, - feature_num_units=100, feature_num_layers=1, + feature_num_units=100, feature_num_layers=1, use_tanh=False, scope_name="DoppelGANgerGenerator", *args, **kwargs): super(DoppelGANgerGenerator, self).__init__( scope_name=scope_name, *args, **kwargs) @@ -89,18 +132,18 @@ def __init__(self, feed_back, noise, self.measurement_cols_metadata = measurement_cols_metadata self.attribute_cols_metadata = attribute_cols_metadata self.feature_num_layers = feature_num_layers + self.use_tanh = use_tanh self.sample_len = sample_len self.feature_out_dim = (np.sum([t.output_dim for t in measurement_cols_metadata]) * self.sample_len) self.attribute_out_dim = np.sum([t.output_dim for t in attribute_cols_metadata]) if not self.noise and not self.feed_back: - raise Exception("noise and feed_back should have at least " - "one True") + raise Exception("noise and feed_back should have at least one True") - self.real_attribute_outputs = self.attribute_cols_metadata # [] - self.addi_attribute_outputs = [] - self.real_attribute_out_dim = sum([c.output_dim for c in self.attribute_cols_metadata]) - self.addi_attribute_out_dim = 0 + self.real_attribute_outputs = [c for c in self.attribute_cols_metadata if c.real] + self.addi_attribute_outputs = [c for c in self.attribute_cols_metadata if not c.real] + self.real_attribute_out_dim = sum([c.output_dim for c in self.attribute_cols_metadata if c.real]) + self.addi_attribute_out_dim = sum([c.output_dim for c in self.attribute_cols_metadata if not c.real]) self.gen_flag_id = len(self.measurement_cols_metadata) - 1 self.STR_REAL = "real" @@ -108,14 +151,14 @@ def __init__(self, feed_back, noise, # noqa: MC0001 def build(self, attribute_input_noise, addi_attribute_input_noise, - feature_input_noise, feature_input_data, attribute=None): + feature_input_noise, feature_input_data, train, attribute=None): with tf.compat.v1.variable_scope(self.scope_name, reuse=tf.compat.v1.AUTO_REUSE): batch_size = tf.shape(input=feature_input_noise)[0] if attribute is None: all_attribute = [] all_discrete_attribute = [] - if len(self.addi_attribute_outputs) > 0: + if len(self.addi_attribute_outputs) > 0 and len(self.real_attribute_outputs) > 0: all_attribute_input_noise = \ [attribute_input_noise, addi_attribute_input_noise] @@ -127,6 +170,11 @@ def build(self, attribute_input_noise, addi_attribute_input_noise, all_attribute_out_dim = \ [self.real_attribute_out_dim, self.addi_attribute_out_dim] + elif len(self.addi_attribute_outputs) > 0: + all_attribute_input_noise = [addi_attribute_input_noise] + all_attribute_outputs = [self.addi_attribute_outputs] + all_attribute_part_name = [self.STR_ADDI] + all_attribute_out_dim = [self.addi_attribute_out_dim] else: all_attribute_input_noise = [attribute_input_noise] all_attribute_outputs = [self.real_attribute_outputs] @@ -164,11 +212,9 @@ def build(self, attribute_input_noise, addi_attribute_input_noise, for i in range(self.attribute_num_layers - 1): with tf.compat.v1.variable_scope("layer{}".format(i)): - layers.append(tf.keras.layers.Dense(units=self.attribute_num_units)(layers[-1])) + layers.append(linear(layers[-1], self.attribute_num_units)) layers.append(tf.nn.relu(layers[-1])) - layers.append(tf.keras.layers.BatchNormalization(momentum=0.9, - epsilon=1e-5, - scale=True)(layers[-1])) + layers.append(batch_norm()(layers[-1], train=train)) with tf.compat.v1.variable_scope( "layer{}".format(self.attribute_num_layers - 1), reuse=tf.compat.v1.AUTO_REUSE): @@ -179,14 +225,17 @@ def build(self, attribute_input_noise, addi_attribute_input_noise, reuse=tf.compat.v1.AUTO_REUSE): output = all_attribute_outputs[part_i][i] - sub_output_ori = tf.keras.layers.Dense(units=output.output_dim)(layers[-1]) + sub_output_ori = linear(layers[-1], output.output_dim) if output.discrete: sub_output = tf.nn.softmax(sub_output_ori) sub_output_discrete = tf.one_hot( tf.argmax(input=sub_output, axis=1), output.output_dim) else: - sub_output = tf.nn.sigmoid(sub_output_ori) + if self.use_tanh: + sub_output = tf.nn.tanh(sub_output_ori) + else: + sub_output = tf.nn.sigmoid(sub_output_ori) sub_output_discrete = sub_output part_attribute.append(sub_output) part_discrete_attribute.append( @@ -222,9 +271,11 @@ def build(self, attribute_input_noise, addi_attribute_input_noise, for i in range(self.feature_num_layers): with tf.compat.v1.variable_scope("unit{}".format(i), reuse=tf.compat.v1.AUTO_REUSE): - cell = tf.keras.layers.LSTMCell(units=self.feature_num_units) + cell = tf.compat.v1.nn.rnn_cell.LSTMCell( + num_units=self.feature_num_units, + state_is_tuple=True) all_cell.append(cell) - rnn_network = tf.keras.layers.StackedRNNCells(all_cell) + rnn_network = tf.compat.v1.nn.rnn_cell.MultiRNNCell(all_cell) feature_input_data_dim = \ len(feature_input_data.get_shape().as_list()) @@ -271,11 +322,14 @@ def compute(i, state, last_output, all_output, with tf.compat.v1.variable_scope("output{}".format(id_), reuse=tf.compat.v1.AUTO_REUSE): output = self.measurement_cols_metadata[k] - sub_output = tf.keras.layers.Dense(units=output.output_dim)(cell_new_output) + sub_output = linear(cell_new_output, output.output_dim) if output.discrete: sub_output = tf.nn.softmax(sub_output) else: - sub_output = tf.nn.sigmoid(sub_output) + if self.use_tanh: + sub_output = tf.nn.tanh(sub_output) + else: + sub_output = tf.nn.sigmoid(sub_output) new_output_all.append(sub_output) id_ += 1 new_output = tf.concat(new_output_all, axis=1)