From 48f02dce6f5f3eb2233773a98b3c1d4ada6bb7c8 Mon Sep 17 00:00:00 2001 From: martin-springer Date: Fri, 8 Nov 2024 16:27:11 -0500 Subject: [PATCH] re-run notebooks --- docs/TrendAnalysis_example.ipynb | 3999 ++++++++++--------- docs/degradation_and_soiling_example.ipynb | 4211 ++++++++++---------- 2 files changed, 4122 insertions(+), 4088 deletions(-) diff --git a/docs/TrendAnalysis_example.ipynb b/docs/TrendAnalysis_example.ipynb index 92f549c8..79bd74a7 100644 --- a/docs/TrendAnalysis_example.ipynb +++ b/docs/TrendAnalysis_example.ipynb @@ -56,6 +56,35 @@ "execution_count": 3, "metadata": {}, "outputs": [], + "source": [ + "empty = pd.Series([])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "nan" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "empty.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], "source": [ "# Set the random seed for numpy to ensure consistent results\n", "np.random.seed(0)" @@ -77,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -180,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -193,6 +222,26 @@ " temperature_model=meta['temp_model_params'])" ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ta.results" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -208,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -224,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -254,15 +303,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.954\n", - "[0.95 0.957]\n" + "0.953\n", + "[0.949 0.957]\n" ] } ], @@ -282,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -306,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -330,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -359,20 +408,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:172: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -388,20 +429,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:232: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -417,17 +450,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:272: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, { "data": { "image/png": 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", @@ -453,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -484,6 +509,8 @@ " soiling_rate_high\n", " inferred_start_loss\n", " inferred_end_loss\n", + " inferred_recovery\n", + " inferred_begin_shift\n", " length\n", " valid\n", " \n", @@ -498,6 +525,8 @@ " 0.000000\n", " 1.063788\n", " 1.018062\n", + " -0.018062\n", + " NaN\n", " 29\n", " True\n", " \n", @@ -510,6 +539,8 @@ " -0.000640\n", " 1.024589\n", " 0.964412\n", + " 0.035588\n", + " 0.006526\n", " 63\n", " True\n", " \n", @@ -522,6 +553,8 @@ " 0.000000\n", " 1.072710\n", " 1.056087\n", + " -0.056087\n", + " 0.108299\n", " 28\n", " True\n", " \n", @@ -534,6 +567,8 @@ " -0.001000\n", " 1.057288\n", " 0.932740\n", + " 0.067260\n", + " 0.001202\n", " 109\n", " True\n", " \n", @@ -546,6 +581,8 @@ " -0.001307\n", " 1.020735\n", " 0.961439\n", + " -0.000840\n", + " 0.087995\n", " 31\n", " True\n", " \n", @@ -568,15 +605,15 @@ "12 -0.001301 -0.001000 1.057288 \n", "15 -0.002793 -0.001307 1.020735 \n", "\n", - " inferred_end_loss length valid \n", - "5 1.018062 29 True \n", - "6 0.964412 63 True \n", - "9 1.056087 28 True \n", - "12 0.932740 109 True \n", - "15 0.961439 31 True " + " inferred_end_loss inferred_recovery inferred_begin_shift length valid \n", + "5 1.018062 -0.018062 NaN 29 True \n", + "6 0.964412 0.035588 0.006526 63 True \n", + "9 1.056087 -0.056087 0.108299 28 True \n", + "12 0.932740 0.067260 0.001202 109 True \n", + "15 0.961439 -0.000840 0.087995 31 True " ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -596,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -618,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -704,7 +741,7 @@ "2010-02-25 14:20:00-07:00 True " ] }, - "execution_count": 20, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -716,7 +753,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -730,7 +767,7 @@ "Freq: min, dtype: bool" ] }, - "execution_count": 21, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -742,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -25466,28 +25503,28 @@ 0.7205152833333333, 0.7905545333333334, 0.8745185499999999, - 0.9732547833333333, + 0.9732547833333334, 1.1157427, 1.2492243833333334, 1.3228528333333331, - 1.1386072333333332, + 1.138607233333333, 0.7569224, 0.3741076333333333, 0.25149325, 0.33693615, - 0.4280121, + 0.42801210000000006, 0.38680276666666663, 0.35260566666666665, 0.2902100833333333, 0.18419575, 0.13504365000000002, - 0.11620035000000001, + 0.11620035, 0.10915488333333333, 0.10760953333333333, - 0.10870623333333333, + 0.10870623333333335, 0.10875608333333332, 0.1109661, - 0.11475469999999999, + 0.1147547, 0.11964, 0.12636975, 0.13580801666666667, @@ -25498,7 +25535,7 @@ 0.19164001666666666, 0.20388649999999997, 0.2135906333333333, - 0.22140046666666666, + 0.22140046666666668, 0.2301242166666667, 0.24567741666666668, 0.29389898333333336, @@ -25511,7 +25548,7 @@ 0.3802558, 0.3860384, 0.3931004833333333, - 0.40042843333333333, + 0.4004284333333334, 0.40775638333333336, 0.4156659166666667, 0.42387455, @@ -25525,10 +25562,10 @@ 0.49889880000000003, 0.51171025, 0.5259174999999999, - 0.5385960166666666, + 0.5385960166666667, 0.5488318833333334, 0.5604967833333333, - 0.5720785999999999, + 0.5720786, 0.58508945, 0.6000610666666667, 0.6166611166666666, @@ -25554,7 +25591,7 @@ 1.0244673499999999, 1.0322107166666665, 1.0522504166666669, - 1.1053240500000001, + 1.10532405, 1.1354002166666666, 1.1614717666666665, 1.2290351333333334, @@ -25562,9 +25599,9 @@ 1.2929926833333334, 1.3163557166666666, 1.3396855166666668, - 1.3611044, + 1.3611043999999999, 1.37959875, - 1.3766742166666668, + 1.3766742166666663, 1.3888874666666666, 1.4216223, 1.4108214666666665, @@ -25596,7 +25633,7 @@ 2.2616114166666668, 2.2745558, 2.267759583333333, - 2.338430266666667, + 2.3384302666666663, 2.3471374000000003, 2.4581533499999995, 2.5462050666666665, @@ -25604,16 +25641,16 @@ 2.6725249666666664, 2.72774215, 2.8356341666666665, - 2.903779116666667, + 2.9037791166666667, 2.8485120833333335, - 2.7826934666666663, + 2.7826934666666667, 2.6922821833333335, 2.62933825, 2.6098801333333332, 2.5976336499999997, 2.6016216500000002, 2.6026851166666662, - 2.5992786999999997, + 2.5992787, 2.590687883333333, 2.607769816666667, 2.6176899666666666, @@ -25696,7 +25733,7 @@ 2.776910866666667, 1.1961673666666668, 0.49072340000000003, - 0.2953114, + 0.29531140000000006, 0.28160265, 0.2745904166666666, 0.2675117166666666, @@ -25709,9 +25746,9 @@ 0.16415605, 0.14393356666666668, 0.1248244, - 0.11400695, - 0.10569861666666666, - 0.09775585, + 0.11400695000000001, + 0.10569861666666668, + 0.09775584999999999, 0.09110918333333333, 0.0821528, 0.07497439999999998, @@ -26631,8 +26668,8 @@ 0.2044788, 0.0817882, 0.0444382, - 0.0466626, - 0.0967448, + 0.046662600000000005, + 0.09674479999999999, 0.5151478, 0.8954869999999999, 0.4953274, @@ -26647,7 +26684,7 @@ 2.1442552, 2.3197836, 2.546523, - 2.6211732, + 2.6211732000000003, 2.8440945999999996, 3.0455356, 3.2174286, @@ -26661,19 +26698,19 @@ 4.7206914, 4.9761321999999995, 5.113049, - 5.175780399999999, + 5.1757804, 5.2860542, 5.3674108, 5.424049999999999, 5.5415282, - 5.6380738, + 5.638073800000001, 5.713554, 5.7689482, 5.881728600000001, - 5.9687458, + 5.968745800000001, 6.0242064, 6.143759599999999, - 6.2498667999999995, + 6.249866800000002, 6.3312068, 6.4174438, 6.500062, @@ -26695,7 +26732,7 @@ 3.4234965, 4.311019916666667, 1.9387574999999997, - 1.438786583333333, + 1.4387865833333333, 1.3199006666666666, 1.4006615, 1.743439, @@ -26704,7 +26741,7 @@ 7.718646166666667, 2.9087995833333333, 2.4608505833333334, - 2.186578833333334, + 2.1865788333333334, 1.825891333333333, 1.82089975, 2.7265985, @@ -26753,7 +26790,7 @@ 3.339302916666667, 3.272588166666667, 3.1977807499999997, - 2.7397988333333334, + 2.739798833333334, 2.501761666666667, 2.423388833333333, 2.373274, @@ -26764,14 +26801,14 @@ 2.1239104166666665, 2.24457075, 2.4053793333333333, - 2.470070916666667, + 2.4700709166666663, 2.3579344166666667, - 2.4243672500000004, + 2.4243672499999995, 2.568061833333333, 2.44416775, 2.3969384166666665, - 2.3544850833333335, - 2.6972294166666666, + 2.354485083333333, + 2.697229416666667, 4.024095083333333, 4.02004875, 2.586071333333333, @@ -26784,7 +26821,7 @@ 6.199330916666667, 4.74371225, 7.60961075, - 5.748015499999999, + 5.7480155, 5.951708583333333, 7.444755833333334, 7.56433825, @@ -26809,12 +26846,12 @@ 6.140261083333333, 6.070494999999999, 6.0147086666666665, - 5.938790166666666, + 5.938790166666667, 5.841429416666667, - 5.748396916666667, - 5.6693939166666665, + 5.748396916666666, + 5.669393916666667, 5.602330916666666, - 5.5502260833333334, + 5.550226083333333, 5.484854583333333, 5.438686583333333, 5.352702, @@ -26828,12 +26865,12 @@ 4.638822666666667, 4.358680416666667, 3.5052689166666666, - 2.3704714166666667, + 2.3704714166666663, 0.8832946666666667, 0.3964411666666666, 0.3117169166666667, 0.3005563333333333, - 0.2911535833333333, + 0.29115358333333335, 0.2824473333333334, 0.27427175, 0.26488558333333334, @@ -26845,7 +26882,7 @@ 0.15517024999999998, 0.1368125, 0.12644791666666666, - 0.11752608333333334, + 0.11752608333333335, 0.10969875, 0.10130758333333333, 0.09354658333333334, @@ -26853,7 +26890,7 @@ 0.07905275, 0.07192191666666667, 0.06500666666666666, - 0.05759391666666667, + 0.057593916666666675, 0.05052941666666667, 0.043630749999999996, null, @@ -27756,7 +27793,7 @@ 0.5753603333333333, 0.6237847, 0.6889745333333334, - 0.7542968999999999, + 0.7542969, 0.8222036666666667, 0.8893318, 0.9512414333333332, @@ -27788,7 +27825,7 @@ 4.3894543, 4.5023561333333335, 4.594483366666667, - 4.699615433333333, + 4.699615433333334, 4.7920739999999995, 4.882378900000001, 4.975152233333333, @@ -27796,11 +27833,11 @@ 5.1709868, 5.2737001333333335, 5.294541, - 5.452702966666666, + 5.452702966666665, 5.4771388000000005, - 5.562308033333333, - 5.719857033333333, - 5.804197933333333, + 5.562308033333334, + 5.719857033333334, + 5.804197933333334, 5.878781066666666, 5.965076833333333, 6.0640626666666675, @@ -27808,10 +27845,10 @@ 6.230507966666666, 6.3186592, 6.411531933333333, - 6.502217866666666, + 6.502217866666667, 6.5631335, 6.639257333333333, - 6.719738199999999, + 6.7197382, 6.804609233333333, 6.9014413999999995, 6.969762333333333, @@ -27841,9 +27878,9 @@ 5.897178749999999, 5.8440698, 5.7318608, - 5.6746308999999995, + 5.6746309, 5.60219155, - 5.531953349999999, + 5.531953349999998, 5.44490035, 5.359551999999999, 5.266011399999999, @@ -28779,11 +28816,11 @@ 0.6550443, 0.7525467, 0.8207284499999999, - 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13.72451175, 13.721098500000002, 13.7370159, - 13.730705550000001, + 13.730705549999998, 13.73017275, 13.726676249999999, 13.72864095, 13.731871049999999, 13.719933, 13.7571624, - 13.757079150000001, + 13.757079150000003, 13.721098500000002, 13.7559303, - 13.781587949999999, + 13.78158795, 13.7456073, 13.722164099999999, 13.7538324, 13.71565395, 13.697705249999999, - 13.732437149999997, - 13.752750149999999, - 13.7647881, - 13.759493399999998, - 13.7238624, - 13.738514399999998, + 13.73243715, + 13.75275015, + 13.764788099999999, + 13.7594934, + 13.723862400000002, + 13.7385144, 13.743659250000002, 13.7524338, 13.779323549999999, 13.7913282, - 13.80100185, + 13.801001849999999, 13.777875, 13.79893725, 13.7797065, @@ -28890,10 +28927,10 @@ 13.751567999999999, 13.754681549999999, 13.7438424, - 13.7379816, + 13.737981599999998, 13.731504750000001, 13.732903349999999, - 13.719949649999998, + 13.71994965, 13.71239055, 13.712024249999999, 13.701784499999999, @@ -28902,12 +28939,12 @@ 7.366309649999999, 7.29378225, 7.24656285, - 7.201091699999999, + 7.201091700000002, 7.13467485, 7.0508087999999995, 6.9790806, 6.888654450000001, - 6.7993272, + 6.7993272000000005, 6.728631300000001, 6.668774549999999, 6.585058350000001, @@ -28921,7 +28958,7 @@ 5.92585155, 5.838888600000001, 5.7718224000000005, - 5.657953050000001, + 5.65795305, 5.5887057, 5.52988125, 5.4436509, @@ -28952,7 +28989,7 @@ 0.11581740000000001, 0.1037628, 0.09538785000000001, - 0.08729595, + 0.08729594999999998, 0.0798534, 0.07355969999999999, 0.0663003, @@ -29866,9 +29903,9 @@ 0.8594443333333333, 0.9444073999999999, 0.9949228333333333, - 1.0603916333333332, + 1.0603916333333334, 1.1976, - 1.2869376333333333, + 1.2869376333333336, 1.4185904666666667, 1.5992284666666667, 1.7656449666666667, @@ -29905,9 +29942,9 @@ 5.361688466666666, 5.445503833333333, 5.534226033333333, - 5.6087101, + 5.608710099999999, 5.677538833333333, - 5.7635830666666665, + 5.763583066666667, 5.850641933333334, 5.9438385, 6.0200358, @@ 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0.1322682666666667, 0.12343596666666667, 0.11490306666666666, 0.10500623333333332, - 0.0944607, + 0.09446069999999998, 0.0855286, - 0.07677946666666666, + 0.07677946666666667, 0.06824656666666666, 0.05924793333333333, 0.0498501, @@ -30888,8 +30925,8 @@ 0.5973027, 0.7474841333333334, 0.8750835166666666, - 0.9618391333333334, - 1.0802661166666667, + 0.9618391333333333, + 1.080266116666667, 1.1452705166666668, 1.2259444333333334, 1.3219223, @@ -30899,9 +30936,9 @@ 1.70023395, 1.8831003666666666, 1.9952961, - 2.1574581499999996, + 2.15745815, 2.3268650666666666, - 2.4954411499999996, + 2.49544115, 2.6268125166666665, 2.7729893333333333, 2.85545785, @@ -30922,14 +30959,14 @@ 4.575897666666666, 4.666225866666666, 4.768983333333334, - 4.8611892166666655, + 4.861189216666666, 4.9746145833333335, 5.052513516666666, 5.1251782, 5.25643325, 5.317781983333333, - 5.428232966666666, - 5.515786183333333, + 5.428232966666667, + 5.515786183333334, 5.612777666666665, 5.68633965, 5.7792102, @@ -30957,9 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0.3277139, 0.29966496666666664, - 0.27454056666666665, + 0.2745405666666667, 0.2524404, 0.23092181666666667, 0.20958601666666665, @@ -31069,7 +31106,7 @@ 0.1532721333333333, 0.13266746666666665, 0.11189663333333333, - 0.08954721666666667, + 0.08954721666666665, 0.05199355, 0.03152181666666667, null, @@ -31989,17 +32026,17 @@ 0.0462476, 0.06027459999999999, 0.07642639999999999, - 0.0849256, + 0.08492560000000002, 0.090304, 0.1048456, - 0.1278698, + 0.12786979999999998, 0.16239779999999998, 0.1858536, 0.2849888, 0.3074652, 0.2836276, 0.3245632, - 0.3863318, + 0.38633180000000006, 0.4639036, 0.5510535999999999, 0.5508045999999999, @@ -32010,12 +32047,12 @@ 0.7123392000000001, 0.745091, 0.8278751999999999, - 0.8943415999999998, + 0.8943416000000001, 0.866769, 0.9710169999999999, 1.0692557999999999, - 0.9626506, - 0.9843136, + 0.9626506000000001, + 0.9843136000000001, 0.993178, 1.03003, 1.184659, @@ -32112,14 +32149,14 @@ 5.683093, 5.7226175999999995, 5.8417724, - 5.7862952, + 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14.116642799999997, 13.585364433333332, 13.186868833333333, 12.3885683, 11.596650766666666, 11.396568266666666, 11.338826666666666, - 11.626208966666667, - 10.722883533333334, + 11.626208966666665, + 10.72288353333333, 9.865041066666665, - 9.673911133333332, + 9.673911133333334, 10.344027933333335, - 10.975290266666665, - 11.884933233333333, + 10.975290266666667, + 11.884933233333332, 12.391530666666666, 11.959908933333335, 11.116076333333334, @@ -61092,50 +61129,50 @@ 9.674778566666665, 8.697393966666665, 8.5020087, - 8.126017266666667, + 8.126017266666668, 8.157915899999999, 8.545249433333334, 9.528165966666666, - 10.9742919, - 10.890396366666666, + 10.974291899999999, + 10.890396366666668, 11.0806916, 12.464853333333334, 13.257671033333335, 12.355867700000001, 12.380548633333332, 12.409468533333333, - 12.806933033333333, + 12.806933033333335, 13.8379021, 14.1485087, 14.021012366666668, 13.316361899999999, - 13.913319699999999, + 13.9133197, 13.724595666666668, - 13.866805633333334, + 13.86680563333333, 13.968393533333334, - 13.9877553, + 13.987755299999998, 13.734857566666667, 12.930746866666667, - 12.670025866666666, - 11.102230133333334, + 12.670025866666668, + 11.102230133333332, 10.6734071, 10.3227349, 9.899640199999999, - 11.821185066666667, + 11.821185066666665, 10.657924233333333, 10.171785133333334, 10.273913133333334, 9.356512366666667, 9.925450433333333, - 10.9432607, + 10.943260700000002, 11.521282266666667, 11.962560333333332, - 12.70426493333333, - 12.935116766666665, - 13.548015699999999, + 12.704264933333333, + 12.935116766666667, + 13.5480157, 13.685037433333333, - 13.662500533333331, - 13.588359533333332, + 13.662500533333334, + 13.588359533333334, 13.5390304, 13.253661200000002, 11.383147600000001, @@ -61145,9 +61182,9 @@ 13.5022054, 13.4084244, 13.327867666666666, - 13.289831533333333, - 13.283153933333331, - 13.2719264, + 13.289831533333334, + 13.283153933333333, + 13.271926399999998, 13.2538576, 13.208554666666664, 13.176279599999999, @@ -61156,57 +61193,57 @@ 13.078636066666666, 13.0297161, 13.0128257, - 12.9726128, + 12.972612799999999, 12.970206899999999, - 12.941516133333334, - 12.937833633333334, + 12.941516133333332, + 12.937833633333332, 12.881515933333333, - 12.8780953, + 12.878095299999998, 12.86911, 12.837816933333333, - 12.796081933333333, - 12.7700753, + 12.796081933333335, + 12.770075299999998, 12.724183166666668, 12.706114366666666, 12.668912933333333, 12.653724666666667, 12.515868233333332, - 12.6333809, + 12.633380899999999, 12.580631133333332, 12.544493533333334, 12.484607899999999, 12.434689566666666, 12.393952933333335, - 12.391383366666666, + 12.391383366666668, 12.372103433333333, 12.374001966666667, 12.3282244, 12.294378133333334, - 12.310466566666667, - 12.2689607, + 12.310466566666665, + 12.268960700000001, 12.167225499999999, 12.150940666666665, - 12.127929133333334, - 12.0723643, + 12.127929133333332, + 12.072364299999998, 12.065146599999999, 12.015228266666668, - 11.972036633333335, - 11.937961233333334, + 11.972036633333332, + 11.937961233333333, 11.8771427, 11.818582766666669, 11.7463894, 11.708795166666667, 11.636078066666666, - 11.579187533333334, + 11.579187533333336, 11.490365633333333, 11.4622477, - 11.376813699999998, + 11.3768137, 11.384653333333333, 11.337075433333332, 11.299432099999999, 11.246878733333332, 11.173965233333332, - 11.123130366666665, + 11.123130366666667, 11.097254666666664, 11.040135, 10.995797699999999, @@ -61214,11 +61251,11 @@ 10.920331000000001, 10.881542, 10.859856166666667, - 10.801639933333332, + 10.801639933333334, 10.6471386, 10.563799533333334, 9.9733393, - 10.431016766666666, + 10.431016766666668, 10.546107166666667, 10.506548933333333, 10.4544211, @@ -61237,7 +61274,7 @@ 9.7048114, 9.300456533333332, 9.3608659, - 9.449180433333334, + 9.449180433333336, 9.061290433333333, 7.7738066, 8.3716482, @@ -61245,7 +61282,7 @@ 8.039077533333334, 8.294053833333333, 8.353235699999999, - 8.805790400000001, + 8.8057904, 9.045856666666666, 9.018115166666666, 8.526149533333333, @@ -61259,7 +61296,7 @@ 7.07531, 8.000566766666667, 7.7237246, - 7.866196433333333, + 7.866196433333335, 7.610058100000001, 7.734853933333333, 7.390973899999999, @@ -62133,7 +62170,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -62165,7 +62202,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -62184,7 +62221,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -62199,7 +62236,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -62218,7 +62255,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -62253,7 +62290,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -62262,7 +62299,7 @@ "{'two_way_window_filter': {}, 'ad_hoc_filter': None}" ] }, - "execution_count": 28, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -62280,7 +62317,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -62316,7 +62353,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -62354,7 +62391,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -62372,7 +62409,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -62381,7 +62418,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -62492,7 +62529,7 @@ "2010-03-01 00:00:00-07:00 0.857710 " ] }, - "execution_count": 33, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -62512,7 +62549,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -62538,7 +62575,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "metadata": {}, "outputs": [ { diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index a2ee58c5..22ff9c0e 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -201,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -251,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -315,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -5847,11 +5847,11 @@ 94.197, 27.059, 79.618, - 67.463, + 67.46300000000001, 40.778, - 169.499, - 151.932, - 150.478, + 169.49900000000002, + 151.93200000000002, + 150.47799999999998, 209.925, 42.622, 104.47, @@ -5879,7 +5879,7 @@ 114.572, 123.342, 125.693, - 152.427, + 152.42700000000002, 69.164, 13.053, 85.256, @@ -5906,24 +5906,24 @@ 58.313, 200.269, 49.003, - 174.212, - 170.689, + 174.21200000000002, + 170.68900000000002, 160.465, 140.541, 118.305, 96.531, 33.654, 58.676, - 45.171, + 45.17100000000001, 24.229, 39.969, 31.975, 28.143, 26.805, 15.784, - 17.556, - 7.839, - 15.051, + 17.555999999999997, + 7.838999999999999, + 15.050999999999998, 7.058, 5.285, 3.512, @@ -5954,26 +5954,26 @@ 3.941, 3.897, 5.4, - 7.283, - 7.861, + 7.282999999999999, + 7.861000000000001, 5.433, 5.472, - 5.2075, - 4.943, + 5.2075000000000005, + 4.9430000000000005, -0.815, -0.193, 5.307, - 4.536, + 4.5360000000000005, 7.146, 2.009, 7.058, 4.96, 6.265, - 5.786, + 5.7860000000000005, 2.02, 7.443, 2.824, - 5.054, + 5.053999999999999, 7.3, 4.96, 5.684, @@ -6005,20 +6005,20 @@ 2.736, -1.47, 0.754, - 4.608, - 1.299, + 4.6080000000000005, + 1.2990000000000002, 3.589, 3.033, 3.2645, - 3.496, + 3.4960000000000004, 3.49, 1.855, - 5.703, + 5.702999999999999, 3.567, 1.927, 6.683, 1.585, - 5.588, + 5.587999999999999, 2.516, 6.738, 1.249, @@ -6033,17 +6033,17 @@ 8.037, 6.54, 16.02, - 13.824, + 13.824000000000002, 16.202, 5.318, 15.442, 22.792, - 17.876, + 17.875999999999998, 20.931, 12.513, - 6.083, + 6.082999999999999, 20.882, - 12.029, + 12.029000000000002, 18.316, 0.589, 8.913, @@ -6054,10 +6054,10 @@ 28.545, 30.582, 25.886, - 23.078, + 23.078000000000003, 32.509, - 6.457, - 0.572, + 6.457000000000001, + 0.5720000000000001, 41.857, 33.819, 19.775, @@ -6067,7 +6067,7 @@ 31.375, 51.618, 53.6, - 59.171, + 59.17100000000001, 20.425, 39.649, 33.643, @@ -6075,7 +6075,7 @@ 42.82, 9.364, 86.836, - 73.353, + 73.35300000000001, 75.979, 83.478, 97.225, @@ -6088,7 +6088,7 @@ 3.011, 76.205, 150.632, - 15.971, + 15.970999999999998, 65.827, 220.914, 166.02, @@ -6101,11 +6101,11 @@ 497.169, 207.266, 596.558, - 640.199, + 640.1990000000001, 630.46, 360.399, 528.313, - 725.631, + 725.6310000000001, 451.617, 93.244, 718.199, @@ -6120,9 +6120,9 @@ 71.206, 540.865, 415.04, - 773.099, - 625.973, - 669.146, + 773.0989999999999, + 625.9730000000001, + 669.1460000000001, 721.442, 306.253, 482.728, @@ -6152,12 +6152,12 @@ 666.823, 225.555, 526.496, - 721.161, + 721.1610000000001, 425.957, 742.324, 789.455, 705.828, - 174.151, + 174.15099999999998, 610.145, 445.699, 87.992, @@ -6165,25 +6165,25 @@ 474.762, 674.541, 390.348, - 669.036, + 669.0360000000001, 227.02, 404.64, - 473.683, + 473.6830000000001, 731.186, 676.055, 233.626, - 734.792, + 734.7919999999999, 550.967, 412.386, 445.859, 587.132, 662.039, 559.451, - 668.739, - 772.141, - 342.688, + 668.7389999999999, + 772.1410000000001, + 342.68800000000005, 417.682, - 766.536, + 766.5360000000001, 463.872, 615.457, 565.045, @@ -6197,16 +6197,16 @@ 119.499, 505.757, 564.109, - 749.728, + 749.7280000000001, 494.086, - 342.368, + 342.36800000000005, 711.681, 607.965, 641.663, 236.472, 285.151, 610.508, - 762.589, + 762.5889999999999, 141.582, 653.434, 776.633, @@ -6230,10 +6230,10 @@ 122.533, 90.47, 561.808, - 633.829, + 633.8290000000001, 611.549, 629.689, - 690.766, + 690.7660000000001, 712.765, 766.602, 488.459, @@ -6243,23 +6243,23 @@ 184.48, 602.58, 438.465, - 454.678, + 454.67800000000005, 277.62, 594.394, 694.735, 282.844, 675.158, 562.215, - 578.907, + 578.9069999999999, 493.585, - 629.584, + 629.5840000000001, 750.345, - 767.527, + 767.5269999999999, 275.863, 759.847, 721.21, 380.961, - 0.468, + 0.4679999999999999, 377.454, 713.409, 204.596, @@ -6268,16 +6268,16 @@ 767.423, 765.419, 338.305, - 348.518, + 348.51800000000003, 289.588, 479.64, 440.32, 502.399, - 417.688, - 744.889, - 745.401, - 742.527, - 738.657, + 417.6880000000001, + 744.8889999999999, + 745.4010000000001, + 742.5269999999999, + 738.6569999999999, 599.448, 484.804, 306.132, @@ -6308,7 +6308,7 @@ 576.606, 376.48, 15.057, - 631.208, + 631.2080000000001, 439.17, 622.24, 498.628, @@ -6328,10 +6328,10 @@ 333.521, 299.559, 386.72, - 512.733, + 512.7330000000001, 555.614, 551.65, - 411.428, + 411.42800000000005, 431.099, 541.746, 535.927, @@ -6341,10 +6341,10 @@ 232.156, 463.569, 338.79, - 497.373, + 497.3730000000001, 333.819, 404.932, - 337.072, + 337.07199999999995, 322.307, 258.956, 470.126, @@ -6370,7 +6370,7 @@ 250.891, 269.648, 223.557, - 219.119, + 219.11900000000003, 224.762, 245.105, 202.466, @@ -6382,9 +6382,9 @@ 119.566, 90.673, 121.702, - 88.378, + 88.37799999999999, 116.037, - 88.763, + 88.76299999999999, 102.438, 107.85, 97.764, @@ -6395,19 +6395,19 @@ 44.213, 0.429, 39.936, - 51.134, + 51.13399999999999, 54.354, - 64.159, + 64.15899999999999, 26.227, 0.335, - 43.156, + 43.156000000000006, 41.059, 40.954, 48.133, 37.183, 25.748, 35.311, - 28.848, + 28.848000000000003, 20.342, 24.763, 29.96, @@ -6462,10 +6462,10 @@ 43.558, 40.36, 24.647, - 29.668, + 29.668000000000003, 46.983, - 43.696, - 0.666, + 43.696000000000005, + 0.6659999999999999, 0.677, 16.059, 31.441, @@ -6481,10 +6481,10 @@ 79.387, 41.852, 92.044, - 87.343, + 87.34299999999999, 63.438, 84.116, - 80.659, + 80.65899999999999, 117.98, 121.867, 153.159, @@ -6513,10 +6513,10 @@ 130.918, 202.504, 215.15, - 141.598, + 141.59799999999998, 164.55, 116.45, - 167.914, + 167.91400000000002, 160.74, 152.179, 9.469, @@ -6524,14 +6524,14 @@ 247.246, 227.889, 160.939, - 138.432, + 138.43200000000002, 138.493, 36.935, 107.619, 116.251, 92.897, 11.561, - 5.786, + 5.7860000000000005, 126.849, 134.314, 134.81, @@ -6544,12 +6544,12 @@ 145.16, 10.074, 60.41, - 148.177, + 148.17700000000002, 118.723, 157.079, 157.239, 83.5, - 171.432, + 171.43200000000002, 168.602, 171.861, 94.934, @@ -6563,7 +6563,7 @@ 259.777, 306.815, 29.987, - 12.359, + 12.359000000000002, 152.091, 86.324, 302.46, @@ -6580,11 +6580,11 @@ 171.856, 170.391, 160.482, - 264.544, + 264.54400000000004, 171.696, 281.435, - 312.667, - 355.758, + 312.66700000000003, + 355.75800000000004, 436.912, 318.183, 316.025, @@ -6614,13 +6614,13 @@ 400.401, 392.319, 455.46, - 485.558, + 485.5580000000001, 366.829, 378.236, 450.252, 408.224, 400.979, - 345.363, + 345.36300000000006, 357.222, 446.789, 129.376, @@ -6635,7 +6635,7 @@ 51.145, 336.059, 189.032, - 136.478, + 136.47799999999998, 245.11, 580.383, 432.117, @@ -6643,8 +6643,8 @@ 579.986, 598.44, 264.588, - 522.593, - 615.171, + 522.5930000000001, + 615.1709999999999, 339.324, 324.14, 107.206, @@ -6654,12 +6654,12 @@ 445.974, 305.466, 337.7, - 336.924, + 336.92400000000004, 403.566, 217.308, 156.782, 334.788, - 354.502, + 354.50199999999995, 382.552, 404.761, 437.21, @@ -6672,7 +6672,7 @@ 111.908, 191.482, 473.523, - 34.788, + 34.788000000000004, 250.263, 353.577, 457.86, @@ -6694,10 +6694,10 @@ 540.529, 518.645, 426.909, - 161.979, + 161.97899999999998, 67.997, 204.938, - 0.468, + 0.4679999999999999, 181.033, 44.153, 262.331, @@ -6710,7 +6710,7 @@ 682.689, 531.297, 731.153, - 747.994, + 747.9939999999999, 758.295, 465.739, 608.818, @@ -6720,7 +6720,7 @@ 746.965, 234.694, 767.659, - 672.917, + 672.9169999999999, 394.565, 516.14, 487.171, @@ -6734,13 +6734,13 @@ 443.833, 661.554, 511.45, - 748.969, + 748.9689999999999, 593.987, 650.653, 572.906, 515.48, 725.835, - 666.751, + 666.7510000000001, 436.164, 474.635, 670.187, @@ -6748,17 +6748,17 @@ 562.187, 354.684, 346.096, - 659.011, + 659.0110000000001, 339.528, - 529.348, + 529.3480000000001, 486.857, 493.469, 491.162, 662.936, 619.752, 428.853, - 545.963, - 757.001, + 545.9630000000001, + 757.0010000000001, 714.23, 666.663, 472.697, @@ -6772,7 +6772,7 @@ 212.827, 595.341, 662.903, - 572.829, + 572.8290000000001, 371.376, 741.388, 649.332, @@ -6781,15 +6781,15 @@ 764.285, 697.548, 697.201, - 680.504, + 680.5039999999999, 600.4304999999999, 520.357, 759.798, - 600.978, - 448.683, + 600.9780000000001, + 448.6830000000001, 730.454, - 720.484, - 635.167, + 720.4839999999999, + 635.1669999999999, 688.569, 419.229, 541.592, @@ -6808,7 +6808,7 @@ 619.476, 352.163, 563.663, - 549.343, + 549.3430000000001, 311.577, 516.405, 512.375, @@ -6839,7 +6839,7 @@ 161.715, 218.31, 317.715, - 177.466, + 177.46599999999998, 311.687, 223.782, 293.8, @@ -6850,12 +6850,12 @@ 94.99, 279.541, 229.761, - 155.538, + 155.53799999999998, 295.848, 303.952, 306.594, 301.133, - 129.288, + 129.28799999999998, 176.497, 300.384, 302.933, @@ -6877,17 +6877,17 @@ 127.433, 128.22, 57.646, - 177.939, + 177.93900000000002, 133.219, 273.232, - 196.619, + 196.61900000000003, 166.136, 219.642, - 175.038, + 175.03799999999998, 222.604, 181.551, 180.84, - 178.814, + 178.81400000000002, 200.594, 50.28, 184.061, @@ -6897,11 +6897,11 @@ 199.129, 106.644, 195.424, - 153.897, + 153.89700000000002, 204.095, 78.672, 159.1, - 141.163, + 141.16299999999998, 189.511, 183.841, 179.128, @@ -6950,13 +6950,13 @@ 80.626, 66.24, 77.604, - 78.864, + 78.86399999999999, 56.705, 76.882, 81.182, 51.112, 82.646, - 87.987, + 87.98700000000001, 85.069, 0.484, 0.517, @@ -6965,7 +6965,7 @@ 91.769, 68.999, 35.278, - 88.097, + 88.09700000000001, 98.227, 96.944, 90.431, @@ -6986,7 +6986,7 @@ 0.49, 168.101, 189.5, - 143.729, + 143.72899999999998, 194.191, 189.401, 195.947, @@ -6995,7 +6995,7 @@ 44.268, 288.944, 315.238, - 224.839, + 224.83900000000003, 296.426, 244.923, 69.544, @@ -7007,7 +7007,7 @@ 334.975, 329.546, 302.587, - 26.238, + 26.238000000000003, 290.634, 149.944, 233.835, @@ -7031,7 +7031,7 @@ 39.87, 44.676, 41.631, - 41.196, + 41.196000000000005, 36.043, 38.741, 18.377, @@ -7065,7 +7065,7 @@ 5.676, 0.143, 3.584, - 0.572, + 0.5720000000000001, -5.148, 0.016, -9.178, @@ -7097,7 +7097,7 @@ 29.2, 15.31, 45.078, - 43.366, + 43.36600000000001, 46.542, 29.261, 48.018, @@ -7110,18 +7110,18 @@ 58.863, 60.878, 39.589, - 0.567, + 0.5670000000000001, 42.386, 32.927, 34.529, 38.212, - 56.936, + 56.93600000000001, 43.503, 55.235, 50.467, 50.556, 16.747, - 20.898, + 20.898000000000003, 61.027, 46.658, 57.173, @@ -7131,18 +7131,18 @@ 71.421, 83.77, 26.783, - 41.461, + 41.461000000000006, 78.044, 74.124, - 59.634, + 59.63399999999999, 115.508, 118.156, 107.745, - 79.591, + 79.59100000000001, 126.271, 122.638, 188.741, - 166.059, + 166.05900000000003, 138.108, 126.805, 122.39, @@ -7158,11 +7158,11 @@ 172.555, 116.609, 119.758, - 82.701, + 82.70100000000001, 158.208, 125.814, 124.834, - 156.182, + 156.18200000000002, 89.572, 148.832, 146.68, @@ -7191,7 +7191,7 @@ 106.71, 136.847, 85.322, - 169.538, + 169.53799999999998, 120.303, 46.845, 134.782, @@ -7218,10 +7218,10 @@ 248.067, 235.443, 229.068, - 167.589, - 167.897, + 167.58900000000003, + 167.89700000000002, 225.467, - 144.087, + 144.08700000000002, 126.579, 203.523, 270.215, @@ -7233,8 +7233,8 @@ 150.809, 356.281, 501.089, - 540.166, - 598.176, + 540.1659999999999, + 598.1759999999999, 477.206, 603.368, 338.476, @@ -7249,7 +7249,7 @@ 538.3, 680.074, 689.962, - 594.333, + 594.3330000000001, 649.607, 619.317, 597.389, @@ -7262,7 +7262,7 @@ 377.162, 325.076, 300.252, - 294.169, + 294.16900000000004, 221.927, 138.68, 70.925, @@ -7277,10 +7277,10 @@ 470.374, 384.898, 347.764, - 341.873, + 341.87300000000005, 441.509, 522.923, - 507.123, + 507.1230000000001, 41.841, 446.007, 166.46, @@ -7291,18 +7291,18 @@ 578.258, 596.569, 105.125, - 712.226, + 712.2260000000001, 503.555, 469.895, 526.391, 528.66, - 756.037, - 756.142, - 168.288, + 756.0369999999999, + 756.1419999999999, + 168.28799999999998, 626.887, 589.665, - 739.521, - 659.792, + 739.5210000000001, + 659.7919999999999, 518.381, 412.386, 631.996, @@ -7322,33 +7322,33 @@ 504.931, 597.02, 179.035, - 628.412, + 628.4119999999999, 782.414, 749.073, 552.085, 628.77, 508.196, - 788.833, + 788.8330000000001, 734.456, 98.26, 784.115, 328.495, 471.029, - 5.637, + 5.6370000000000005, 515.656, - 310.977, + 310.97700000000003, 44.037, 74.565, 30.621, 455.251, 384.512, - 505.053, + 505.05300000000005, 717.059, - 377.553, + 377.55300000000005, 594.57, 652.944, 406.6, - 464.748, + 464.7480000000001, 697.658, 353.539, 314.654, @@ -7356,7 +7356,7 @@ 662.628, 445.253, 451.089, - 698.958, + 698.9580000000001, 392.572, 720.17, 434.044, @@ -7366,11 +7366,11 @@ 777.057, 721.205, 517.726, - 740.463, + 740.4630000000001, 693.293, 187.552, 397.009, - 728.874, + 728.8739999999999, 651.727, 752.712, 79.883, @@ -7392,7 +7392,7 @@ 303.88, 378.55, 364.753, - 520.473, + 520.4730000000001, 478.929, 460.096, 418.431, @@ -7400,8 +7400,8 @@ 296.844, 289.996, 258.472, - 302.174, - 356.192, + 302.17400000000004, + 356.19199999999995, 158.334, 355.807, 0.264, @@ -7433,7 +7433,7 @@ 16.912, 375.643, 205.725, - 311.549, + 311.54900000000004, 316.4, 222.588, 206.782, @@ -7448,7 +7448,7 @@ 255.593, 0.473, 121.558, - 152.383, + 152.38299999999998, 113.878, 128.418, 96.652, @@ -7462,7 +7462,7 @@ 97.599, 60.757, 128.374, - 135.427, + 135.42700000000002, 140.695, 144.813, 146.404, @@ -7519,7 +7519,7 @@ 5.626, 12.387, 12.1, - 12.266, + 12.265999999999998, 6.331, 12.007, 15.178, @@ -7534,11 +7534,11 @@ 6.023, 5.428, 5.318, - 5.208, + 5.207999999999999, 2.505, 6.237, 3.039, - 1.343, + 1.3430000000000002, 2.758, 0.644, 1.899, @@ -7550,14 +7550,14 @@ 0.616, 6.485, 1.123, - 5.802, + 5.8020000000000005, 9.975, 9.458, 8.693, 7.564, 5.312, 4.913, - 4.514, + 4.513999999999999, 1.315, 0, 3.033, @@ -7571,7 +7571,7 @@ -0.088, -0.36350000000000005, -0.639, - -7.179, + -7.178999999999999, -2.715, -1.872, -1.4455, @@ -7592,18 +7592,18 @@ 3.474, -3.623, 4.723, - 7.867, + 7.867000000000001, 3.297, - 7.162, + 7.162000000000001, 11.462, - 7.377, + 7.377000000000001, 10.146, 6.193, 6.903, 7.806, 3.523, 13.257, - 5.538, + 5.537999999999999, 1.888, 13.042, 14.528, @@ -7624,14 +7624,14 @@ 24.174, 24.581, 33.434, - 17.182, + 17.182000000000002, 8.379, 32.503, 31.782, 32.107, 59.562, 34.1, - 26.453, + 26.453000000000003, 36.869, 1.403, 25.688, @@ -7646,9 +7646,9 @@ 106.755, 71.972, 145.518, - 154.073, + 154.07299999999998, 172.362, - 178.402, + 178.40200000000002, 191.114, 208.637, 212.772, @@ -7675,18 +7675,18 @@ 615.067, 398.259, 502.746, - 669.399, + 669.3989999999999, 677.184, 437.65, 302.317, 402.746, 261.775, 718.887, - 716.619, + 716.6189999999999, 434.352, 479.232, 654.276, - 737.749, + 737.7489999999999, 360.811, 289.599, 715.727, @@ -7707,9 +7707,9 @@ 775.637, 787.325, 613.971, - 672.251, + 672.2510000000001, 498.055, - 385.558, + 385.5580000000001, 590.259, 525.279, 584.534, @@ -7719,16 +7719,16 @@ 220.556, 264.286, 274.603, - 510.563, + 510.5630000000001, 590.254, - 525.147, + 525.1469999999999, 406.06, 502.19, 754.056, 477.911, - 705.129, + 705.1289999999999, 601.369, - 779.496, + 779.4960000000001, 755.597, 323.991, 581.005, @@ -7740,31 +7740,31 @@ 536.4, 313.096, 143.806, - 725.119, + 725.1189999999999, 498.259, 142.033, 305.703, 535.976, 383.962, 494.466, - 546.392, + 546.3919999999999, 320.87, 229.982, 643.766, 721.012, 535.283, - 668.348, + 668.3480000000001, 705.922, 274.146, 762, 599.007, - 787.259, + 787.2589999999999, 504.854, - 785.486, - 146.949, + 785.4860000000001, + 146.94899999999998, 574.217, - 614.301, - 746.656, + 614.3009999999999, + 746.6560000000001, 721.095, 578.181, 600.554, @@ -7775,35 +7775,35 @@ 143.53, 496.64, 420.462, - 711.009, + 711.0089999999999, 275.214, 553.401, 748.176, 670.676, - 566.834, + 566.8340000000001, 113.906, - 312.854, + 312.85400000000004, 739.13, 343.101, - 711.389, + 711.3889999999999, 732.59, 680.658, 327.003, - 332.437, - 6.991, + 332.43699999999995, + 6.9910000000000005, 18.233, 316.956, - 520.468, + 520.4680000000001, 283.868, 293.123, 19.516, 528.175, - 770.792, + 770.7919999999999, 36.264, - 441.928, + 441.92800000000005, 704.623, - 705.751, - 772.719, + 705.7510000000001, + 772.7189999999999, 80.053, 604.265, 352.796, @@ -7814,15 +7814,15 @@ 400.847, 760.53, 509.528, - 678.896, + 678.8960000000001, 485.47, 721.585, 452.839, 382.233, 516.173, - 728.599, + 728.5989999999999, 289.654, - 83.026, + 83.02600000000001, 380.62, 486.951, 244.637, @@ -7843,13 +7843,13 @@ 222.946, 70.116, 482.431, - 404.563, + 404.5630000000001, 149.124, 432.282, 0.143, 183.241, 570.765, - 778.521, + 778.5210000000001, 437.826, 382.646, 218.172, @@ -7857,7 +7857,7 @@ 313.603, 359.017, 258.087, - 312.727, + 312.72700000000003, 491.003, 5.956, 616.432, @@ -7871,7 +7871,7 @@ 255.268, 212.183, 178.358, - 421.123, + 421.1230000000001, 627.211, 503.693, 534.627, @@ -7889,9 +7889,9 @@ 507.222, 653.379, 766.701, - 534.583, + 534.5830000000001, 547.433, - 684.886, + 684.8860000000001, 566.195, 662.985, 374.878, @@ -7900,10 +7900,10 @@ 627.878, 618.194, 766.25, - 466.113, + 466.11300000000006, 515.43, 789.18, - 596.084, + 596.0840000000001, 604.122, 588.09, 575.56, @@ -7911,7 +7911,7 @@ 738.437, 514.99, 564.747, - 512.204, + 512.2040000000001, 439.671, 486.989, 599.448, @@ -7922,7 +7922,7 @@ 211.654, 126.86, 178.82, - 264.924, + 264.92400000000004, 220.088, 77.218, 229.866, @@ -7932,15 +7932,15 @@ 278.055, 236.379, 531.01, - 550.588, - 142.677, + 550.5880000000001, + 142.67700000000002, 84.177, - 425.808, + 425.8080000000001, 577.636, 580.702, - 332.503, + 332.50300000000004, 583.763, - 570.407, + 570.4069999999999, 544.488, 543.893, 545.66, @@ -7948,11 +7948,11 @@ 430.372, 342.06, 503.715, - 335.823, + 335.82300000000004, 348.292, 312.86, 315.59, - 134.177, + 134.17700000000002, 205.422, 473.782, 479.629, @@ -7975,7 +7975,7 @@ 432.035, 302.988, 232.294, - 257.162, + 257.16200000000003, 425.555, 420.82, 421.519, @@ -7983,9 +7983,9 @@ 416.075, 216.835, 302.361, - 335.239, + 335.23900000000003, 406.512, - 307.299, + 307.29900000000004, 233.533, 277.9, 292.275, @@ -7993,27 +7993,27 @@ 106.76, 129.877, 221.459, - 201.744, + 201.74400000000003, 72.45, 109.474, 135.762, - 159.177, + 159.17700000000002, 244.885, - 173.496, + 173.49599999999998, 232.129, 263.961, 290.166, 189.974, 79.574, 141.356, - 26.398, + 26.398000000000003, 207.833, - 18.944, + 18.944000000000003, 152.334, 183.841, 157.734, - 163.961, - 165.943, + 163.96099999999998, + 165.94299999999998, 106.529, 151.018, 199.84, @@ -8039,18 +8039,18 @@ 20.788, 13.835, 26.381, - 7.674, + 7.673999999999999, 11.627, 9.161, 20.849, - 6.457, + 6.457000000000001, 0.446, 5.566, 14.479, 9.909, 15.453, 10.058, - 5.411, + 5.4110000000000005, 0.379, 5.502000000000001, 10.625, @@ -8058,10 +8058,10 @@ 6.155, 8.23, 7.388, - 5.076, + 5.0760000000000005, 5.874, - 2.851, - 1.701, + 2.8510000000000004, + 1.7009999999999998, 1.69, 2.939, 3.028, @@ -8085,11 +8085,11 @@ 16.108, 19.67, 26.673, - 12.596, + 12.595999999999998, 32.338, 37.612, 23.717, - 24.543, + 24.543000000000003, 38.774, 33.401, 36.897, @@ -8114,7 +8114,7 @@ 94.318, 172.984, 114.6, - 167.633, + 167.63299999999998, 26.767, 210.157, 180.466, @@ -8123,7 +8123,7 @@ 154.673, 233.863, 184.623, - 163.647, + 163.64700000000002, 191.356, 218.211, 157.52, @@ -8140,10 +8140,10 @@ 268.866, 150.599, 250.841, - 340.937, + 340.93699999999995, 111.687, 233.246, - 329.183, + 329.18300000000005, 90.822, 287.111, 247.852, @@ -8168,10 +8168,10 @@ 197.946, 272.841, 374.272, - 348.512, + 348.51199999999994, 393.519, 358.708, - 362.243, + 362.24300000000005, 282.288, 225.935, 461.588, @@ -8200,7 +8200,7 @@ 503.566, 583.565, 586.477, - 592.858, + 592.8580000000001, 596.8, 277.862, 576.716, @@ -8213,10 +8213,10 @@ 453.792, 505.763, 439.318, - 367.748, + 367.7480000000001, 639.158, 644.377, - 644.421, + 644.4209999999999, 653.186, 659.115, 659.291, @@ -8232,7 +8232,7 @@ 692.186, 475.109, 701.485, - 704.601, + 704.6010000000001, 460.25, 0.545, 129.013, @@ -8240,18 +8240,18 @@ 329.04, 208.373, 538.823, - 709.016, + 709.0160000000001, 571.761, 438.559, 741.944, - 741.514, + 741.5139999999999, 744.944, 744.168, 500.505, - 336.643, + 336.64300000000003, 371.861, 754.837, - 755.889, + 755.8889999999999, 234.914, 719.796, 298.507, @@ -8262,7 +8262,7 @@ 666.08, 547.873, 464.318, - 579.397, + 579.3969999999999, 736.488, 318.574, 651.231, @@ -8272,13 +8272,13 @@ 648.451, 735.86, 664.169, - 711.036, + 711.0360000000001, 729.925, 476.436, 352.586, 644.724, 625.967, - 160.212, + 160.21200000000002, 462.122, 507.976, 387.111, @@ -8290,17 +8290,17 @@ 339.963, 521.668, 386.445, - 689.136, + 689.1360000000001, 676.732, 136.17, - 269.852, + 269.85200000000003, 698.765, 357.431, - 680.162, + 680.1619999999999, 574.035, 116.235, 436.94, - 639.907, + 639.9069999999999, 215.271, 124.218, 226.243, @@ -8313,14 +8313,14 @@ 633.548, 458.389, 489.687, - 629.546, - 359.479, + 629.5459999999999, + 359.47900000000004, 604.034, 767.924, 547.163, 730.57, 21.019, - 491.058, + 491.0580000000001, 209.474, 468.106, 481.225, @@ -8341,7 +8341,7 @@ 749.596, 417.765, 606.737, - 422.863, + 422.86300000000006, 389.214, 93.872, 503.087, @@ -8352,10 +8352,10 @@ 701.204, 716.834, 593.689, - 667.984, + 667.9839999999999, 765.694, 670.247, - 527.718, + 527.7180000000001, 679.931, 764.466, 706.467, @@ -8365,16 +8365,16 @@ 560.002, 730.779, 514.555, - 613.454, + 613.4540000000001, 329.117, 243.106, 591.404, 348.76, 248.584, - 715.876, + 715.8760000000001, 734.539, - 729.881, - 790.286, + 729.8810000000001, + 790.2860000000001, 190.546, 783.807, 384.798, @@ -8385,7 +8385,7 @@ 638.118, 567.153, 284.909, - 718.871, + 718.8710000000001, 217.914, 642.109, 558.069, @@ -8414,31 +8414,31 @@ 504.75, 157.778, 731.698, - 790.006, + 790.0060000000001, 768.27, 352.619, 134.16, - 774.514, + 774.5139999999999, 780.465, 569.763, 773.721, - 674.156, + 674.1560000000001, 272.868, - 780.234, + 780.2339999999999, 379.656, 779.931, 776.903, - 776.088, + 776.0880000000001, 494.499, 0.363, 111.753, 765.253, - 534.671, - 560.084, + 534.6709999999999, + 560.0840000000001, 501.254, 438.922, - 284.479, - 745.396, + 284.47900000000004, + 745.3960000000001, 737.303, 468.216, 719.096, @@ -8448,11 +8448,11 @@ 717.318, 714.549, 503.77, - 705.526, + 705.5260000000001, 639.367, 228.897, 682.717, - 670.489, + 670.4889999999999, 413.283, 676.408, 671.805, @@ -8471,7 +8471,7 @@ 624.288, 269.295, 457.205, - 531.699, + 531.6990000000001, 421.101, 455.823, 494.146, @@ -8480,7 +8480,7 @@ 460.206, 5.428, 47.214, - 555.267, + 555.2669999999999, 483.389, 175.412, 360.575, @@ -8490,7 +8490,7 @@ 567.318, 569.686, 555.509, - 529.574, + 529.5740000000001, 443.607, 513.399, 454.607, @@ -8502,7 +8502,7 @@ 540.821, 108.858, 220.551, - 533.983, + 533.9830000000001, 218.101, 530.548, 504.128, @@ -8512,11 +8512,11 @@ 427.713, 282.073, 468.244, - 468.183, + 468.1830000000001, 266.46, 444.477, 401.573, - 350.489, + 350.48900000000003, 229.459, 141.884, 306.396, @@ -8533,11 +8533,11 @@ 220.033, 157.178, 222.604, - 236.214, + 236.21400000000003, 121.779, 195.259, 140.855, - 131.854, + 131.85399999999998, 234.105, 233.318, 198.48, @@ -8546,14 +8546,14 @@ 0.363, 109.094, 253.682, - 85.328, + 85.32799999999999, 244.648, - 178.159, + 178.15900000000002, 226.073, 215.012, 96.487, 136.467, - 179.216, + 179.21599999999998, 179.695, 171.856, 137.904, @@ -8574,11 +8574,11 @@ 41.918, 45.039, 57.878, - 54.211, + 54.211000000000006, 52.218, 50.187, 39.231, - 49.064, + 49.06399999999999, 40.376, 7.927, 26.128, @@ -8596,7 +8596,7 @@ 14.082, 26.712, 20.48, - 24.113, + 24.113000000000003, 13.46, 16.609, 15.211, @@ -8608,8 +8608,8 @@ 0.517, 9.838, 7.982, - 3.061, - 5.577, + 3.0610000000000004, + 5.577000000000001, 0.847, 4.668, -0.997, @@ -8632,14 +8632,14 @@ 38.653, 32.272, 41.136, - 53.138, + 53.138000000000005, 48.519, 49.807, 62.018, 35.262, 63.857, 72.005, - 65.299, + 65.29899999999999, 20.193, 90.684, 98.331, @@ -8652,10 +8652,10 @@ 141.092, 147.445, 158.329, - 168.619, + 168.61900000000003, 114.798, 114.457, - 176.409, + 176.40900000000002, 78.936, 104.398, 203.842, @@ -8676,13 +8676,13 @@ 255.515, 160.129, 104.707, - 210.619, + 210.61900000000003, 268.772, 243.194, 272.323, 277.091, 262.045, - 284.854, + 284.85400000000004, 262.072, 351.606, 355.945, @@ -8698,7 +8698,7 @@ 324.448, 340.921, 342.886, - 338.878, + 338.87800000000004, 327.449, 258.472, 333.797, @@ -8728,7 +8728,7 @@ 397.263, 503.583, 495.28, - 390.243, + 390.24300000000005, 263.988, 279.772, 193.305, @@ -8738,27 +8738,27 @@ 132.239, 448.072, 400.401, - 5.747, + 5.747000000000001, 0.55, 290.772, 333.362, 527.735, 43.129, - 0.567, + 0.5670000000000001, 365.497, 116.604, - 171.344, + 171.34400000000002, 183.186, 495.814, 485.035, 562.22, 384.275, - 368.998, + 368.9980000000001, 477.427, 268.453, 509.385, 425.384, - 502.498, + 502.4980000000001, 554.964, 513.294, 677.36, @@ -8774,10 +8774,10 @@ 714.345, 702.443, 717.885, - 724.134, + 724.1339999999999, 727.547, 706.307, - 539.142, + 539.1419999999999, 227.768, 250.484, 751.05, @@ -8796,7 +8796,7 @@ 181.804, 378.153, 591.482, - 541.718, + 541.7180000000001, 358.956, 150.275, 757.942, @@ -8804,7 +8804,7 @@ 274.316, 0.457, 204.205, - 610.277, + 610.2769999999999, 448.986, 611.918, 549.619, @@ -8815,7 +8815,7 @@ 100.253, 398.87, 190.613, - 0.468, + 0.4679999999999999, 105.714, 445.435, 0.473, @@ -8839,19 +8839,19 @@ 532.018, 494.895, 528.247, - 773.644, + 773.6439999999999, 621.304, 620.269, 730.977, - 755.531, + 755.5310000000001, 578.869, 491.603, 743.7, 343.772, - 716.536, + 716.5360000000001, 474.299, - 604.463, - 717.021, + 604.4630000000001, + 717.0210000000001, 383.422, 479.711, 609.187, @@ -8861,7 +8861,7 @@ 535.321, 754.832, 694.801, - 638.954, + 638.9540000000001, 629.722, 639.422, 586.4, @@ -8872,7 +8872,7 @@ 774.525, 428.737, 603.665, - 765.276, + 765.2760000000001, 644.735, 694.355, 629.992, @@ -8884,10 +8884,10 @@ 655.493, 562.65, 414.032, - 743.458, - 762.782, + 743.4580000000001, + 762.7819999999999, 770.941, - 87.282, + 87.28200000000001, 632.32, 531.236, 743.1, @@ -8895,10 +8895,10 @@ 502.245, 621.398, 115.954, - 568.772, + 568.7719999999999, 639.378, 149.454, - 679.259, + 679.2589999999999, 780.971, 731.544, 704.182, @@ -8909,12 +8909,12 @@ 659.423, 462.204, 758.311, - 781.621, + 781.6210000000001, 415.777, 788.079, 372.268, 415.518, - 547.042, + 547.0419999999999, 417.809, 635.42, 612.072, @@ -8924,23 +8924,23 @@ 373.138, 697.46, 397.918, - 697.141, - 620.704, + 697.1410000000001, + 620.7040000000001, 582.266, 688.393, 552.828, 550.274, 493.034, 145.32, - 628.902, + 628.9019999999999, 782.915, 620.418, 548.523, - 666.542, + 666.5419999999999, 683.427, 39.556, 393.915, - 581.027, + 581.0269999999999, 137.827, 377.652, 623.98, @@ -8950,9 +8950,9 @@ 598.991, 527.812, 697.24, - 637.292, + 637.2919999999999, 606.985, - 730.861, + 730.8610000000001, 108.213, 678.957, 585.448, @@ -8966,18 +8966,18 @@ 467.302, 627.118, 729.931, - 22.203, - 763.266, + 22.203000000000003, + 763.2660000000001, 500.522, 638.938, - 790.881, + 790.8810000000001, 496.035, 691.883, 621.205, - 790.149, + 790.1489999999999, 271.327, 145.391, - 689.109, + 689.1089999999999, 574.382, 779.914, 415.601, @@ -8988,10 +8988,10 @@ 515.711, 772.449, 769.955, - 763.734, - 667.616, + 763.7339999999999, + 667.6160000000001, 461.577, - 757.871, + 757.8710000000001, 749.673, 751.903, 633.009, @@ -9002,18 +9002,18 @@ 727.685, 125.165, 483.262, - 680.729, + 680.7289999999999, 596.139, - 725.719, + 725.7189999999999, 299.597, 172.417, - 714.874, + 714.8739999999999, 682.084, 434.44, 531.451, 0.379, 223.199, - 701.661, + 701.6610000000001, 442.566, 399.982, 538.085, @@ -9021,21 +9021,21 @@ 687.677, 672.135, 404.166, - 678.274, + 678.2739999999999, 674.706, - 673.281, - 650.417, + 673.2810000000001, + 650.4169999999999, 665.331, 661.317, 222.467, 316.895, - 626.733, + 626.7330000000001, 411.604, - 260.294, + 260.29400000000004, 426.447, 640.226, 602.988, - 626.171, + 626.1709999999999, 628.313, 627.806, 622.499, @@ -9044,15 +9044,15 @@ 543.656, 163.075, 117.573, - 132.228, + 132.22799999999998, 122.093, - 596.541, + 596.5409999999999, 398.199, 406.781, 25.49, 386.103, - 546.728, - 523.782, + 546.7280000000001, + 523.7819999999999, 482.871, 276.579, 354.144, @@ -9071,7 +9071,7 @@ 383.24, 293.002, 130.565, - 264.924, + 264.92400000000004, 229.673, 168.696, 271.377, @@ -9080,7 +9080,7 @@ 253.209, 256.198, 272.533, - 84.502, + 84.50200000000001, 318.541, 240.552, 50.649, @@ -9093,19 +9093,19 @@ 338.856, 214.517, 214.027, - 360.013, + 360.01300000000003, 209.155, 254.91, 392.082, 147.208, 280.405, - 303.412, + 303.41200000000003, 215.436, 315.728, 346.668, 343.37, 254.805, - 172.621, + 172.62099999999998, 87.287, 244.285, 191.455, @@ -9127,9 +9127,9 @@ 206.71, 304.849, 224.311, - 278.412, + 278.41200000000003, 187.067, - 290.662, + 290.66200000000003, 260.36, 263.878, 247.968, @@ -9144,20 +9144,20 @@ 44.637, 78.391, 6.909, - 68.784, + 68.78399999999999, 20.849, - 16.554, + 16.554000000000002, 39.49, 47.01, 21.751, 0.418, 48.909, - 48.998, + 48.998000000000005, 46.487, 39.633, 36.319, 33.654, - 16.103, + 16.102999999999998, 12.987, 31.788, 29.387, @@ -9174,8 +9174,8 @@ 13.719, 17.54, 11.913, - 7.702, - 6.287, + 7.702000000000001, + 6.287000000000001, 3.11, 6.678, 6.43, @@ -9185,7 +9185,7 @@ 4.894, -2.902, -5.131, - -0.749, + -0.7490000000000001, -2.698, 0.969, 1.668, @@ -9196,7 +9196,7 @@ 6.7, 7.096, 8.929, - 13.279, + 13.279000000000002, 15.371, 7.454, 13.075, @@ -9212,7 +9212,7 @@ 41.725, 37.833, 52.328, - 57.388, + 57.388000000000005, 58.445, 66.752, 59.067, @@ -9221,7 +9221,7 @@ 84.414, 37.376, 28.099, - 75.231, + 75.23100000000001, 14.237, 39.985, 64.952, @@ -9236,12 +9236,12 @@ 64.016, 68.712, 36.445, - 0.567, + 0.5670000000000001, 0.561, 51.75, 39.958, 74.229, - 27.703, + 27.703000000000003, 14.11, 83.081, 56.54, @@ -9250,7 +9250,7 @@ 68.046, 85.427, 65.514, - 65.927, + 65.92699999999999, 98.766, 101.425, 95.001, @@ -9267,7 +9267,7 @@ 164.088, 155.477, 154.183, - 160.652, + 160.65200000000002, 166.708, 130.907, 203.545, @@ -9278,7 +9278,7 @@ 153.082, 160.118, 153.275, - 168.652, + 168.65200000000002, 130.472, 226.992, 130.07, @@ -9286,9 +9286,9 @@ 197.296, 174.95, 56.749, - 158.527, + 158.52700000000002, 20.76, - 164.754, + 164.75400000000002, 46.228, 116.995, 147.004, @@ -9296,21 +9296,21 @@ 175.203, 113.609, 120.49, - 85.812, + 85.81200000000001, 15.2, 139.22, - 172.786, + 172.78599999999997, 239.115, 225.093, 287.463, 289.561, 143.822, 213.432, - 273.804, + 273.80400000000003, 275.495, 258.89, 291.934, - 283.912, + 283.91200000000003, 284.121, 28.226, 267.842, @@ -9318,12 +9318,12 @@ 249.322, 97.99, 59.221, - 0.572, + 0.5720000000000001, 115.635, 335.432, 366.218, 89.258, - 49.851, + 49.851000000000006, 329.932, 357.569, 117.396, @@ -9342,7 +9342,7 @@ 213.598, 0.561, 116.317, - 355.312, + 355.31199999999995, 228.996, 179.778, 367.214, @@ -9353,8 +9353,8 @@ 192.451, 272.769, 477.206, - 337.359, - 340.502, + 337.35900000000004, + 340.50199999999995, 422.753, 446.068, 355.405, @@ -9367,12 +9367,12 @@ 430.174, 407.668, 428.137, - 434.738, + 434.73800000000006, 390.32, 346.36, 586.174, 402.052, - 555.796, + 555.7959999999999, 550.549, 500.026, 590.309, @@ -9385,13 +9385,13 @@ 510.806, 466.454, 228.864, - 680.129, - 684.286, - 665.661, + 680.1289999999999, + 684.2860000000001, + 665.6610000000001, 250.153, 416.388, 364.687, - 662.589, + 662.5889999999999, 375.296, 585.998, 309.986, @@ -9410,7 +9410,7 @@ 442.126, 473.931, 484.149, - 516.713, + 516.7130000000001, 517.197, 36.71, 19.648, @@ -9420,23 +9420,23 @@ 529.783, 388.773, 587.375, - 141.956, + 141.95600000000002, 527.905, - 669.856, - 670.484, + 669.8560000000001, + 670.4839999999999, 683.322, 184.755, 426.601, 623.424, 630.432, - 643.199, + 643.1990000000001, 639.015, 323.969, 187.375, 26.673, 563.944, 154.569, - 364.368, + 364.36800000000005, 654.331, 716.487, 693.188, @@ -9448,7 +9448,7 @@ 605.823, 532.668, 419.659, - 398.303, + 398.30300000000005, 276.838, 233.973, 317.258, @@ -9462,7 +9462,7 @@ 536.086, 621.431, 486.086, - 552.949, + 552.9490000000001, 454.943, 419.251, 371.767, @@ -9471,7 +9471,7 @@ 631.153, 614.885, 545.181, - 198.744, + 198.74400000000003, 275.021, 500.241, 568.309, @@ -9484,7 +9484,7 @@ 21.779, 396.206, 532.937, - 530.421, + 530.4209999999999, 298.876, 304.431, 508.202, @@ -9499,10 +9499,10 @@ 548.908, 194.318, 530.84, - 553.032, + 553.0319999999999, 575.725, 339.649, - 175.974, + 175.97400000000002, 396.371, 575.742, 539.687, @@ -9519,8 +9519,8 @@ 586.631, 671.789, 525.054, - 727.371, - 720.588, + 727.3710000000001, + 720.5880000000001, 550.659, 225.329, 618.095, @@ -9528,43 +9528,43 @@ 731.605, 470.903, 384.237, - 768.392, + 768.3919999999999, 491.542, 683.179, 570.115, - 691.856, + 691.8560000000001, 525.538, 636.015, 341.537, 48.722, 648.385, 676.27, - 288.669, + 288.66900000000004, 624.365, 131.077, 499.756, - 358.692, + 358.69199999999995, 705.03, 579.205, - 742.781, - 715.094, + 742.7810000000001, + 715.0939999999999, 690.821, 748.77, 587.182, - 554.282, + 554.2819999999999, 761.961, 776.688, 336.329, 535.855, 504.419, 764.813, - 775.108, - 620.787, + 775.1080000000001, + 620.7869999999999, 533.46, - 620.032, - 442.313, + 620.0319999999999, + 442.3130000000001, 446.712, - 626.397, + 626.3969999999999, 730.421, 626.094, 611.075, @@ -9575,17 +9575,17 @@ 32.9, 480.328, 302.438, - 642.142, + 642.1419999999999, 624.982, - 709.286, + 709.2860000000001, 695.743, 769.873, 506.897, 316.768, 501.81, - 718.986, + 718.9860000000001, 703.252, - 721.464, + 721.4639999999999, 713.58, 684.627, 394.95, @@ -9593,12 +9593,12 @@ 595.693, 302.421, 124.163, - 675.026, + 675.0260000000001, 347.389, 402.818, 710.09, 781.137, - 761.119, + 761.1189999999999, 263.113, 21.366, 347.582, @@ -9630,20 +9630,20 @@ 781.797, 587.248, 696.288, - 572.917, + 572.9169999999999, 97.742, 572.516, 480.955, - 745.968, + 745.9680000000001, 370.55, 332.53, 743.727, 575.18, 315.629, - 743.843, - 743.458, + 743.8430000000001, + 743.4580000000001, 737.066, - 700.901, + 700.9010000000001, 134.535, 405.289, 524.943, @@ -9661,7 +9661,7 @@ 477.966, 584.98, 606.55, - 695.374, + 695.3739999999999, 533.124, 585.58, 685.563, @@ -9671,7 +9671,7 @@ 489.318, 477.454, 321.652, - 495.688, + 495.6880000000001, 657.293, 507.745, 651.248, @@ -9681,8 +9681,8 @@ 640.865, 396.354, 432.321, - 348.623, - 630.608, + 348.62300000000005, + 630.6080000000001, 522.962, 0.368, 69.048, @@ -9695,9 +9695,9 @@ 597.741, 403.407, 588.404, - 583.983, + 583.9830000000001, 582.106, - 54.888, + 54.888000000000005, 455.911, 402.504, 565.375, @@ -9720,15 +9720,15 @@ 425.918, 325.588, 486.334, - 352.498, + 352.49800000000005, 324.647, 482.871, 378.886, 239.264, 395.082, - 319.984, + 319.98400000000004, 435.778, - 346.938, + 346.93800000000005, 454.48, 190.728, 200.17, @@ -9750,10 +9750,10 @@ 332.585, 234.826, 339.792, - 342.198, + 342.19800000000004, 352.163, 175.638, - 146.492, + 146.49200000000002, 0.374, 252.774, 311.88, @@ -9769,7 +9769,7 @@ 251.139, 267.187, 241.152, - 60.476, + 60.476000000000006, 245.143, 265.166, 273.391, @@ -9782,13 +9782,13 @@ 225.952, 217.198, 144.461, - 62.491, + 62.49100000000001, 118.387, 71.146, 195.925, 161.627, - 150.038, - 143.288, + 150.03799999999998, + 143.28799999999998, 137.408, 152.813, 82.167, @@ -9797,9 +9797,9 @@ 24.075, 29.899, 23.067, - 26.348, + 26.348000000000003, 23.073, - 25.363, + 25.363000000000003, 22.572, 23.838, 17.413, @@ -9816,21 +9816,21 @@ 6.16, 15.91, 8.913, - 11.109, + 11.109000000000002, 7.652, 8.115, 8.77, 7.718, 2.807, 9.271, - 5.422, + 5.422000000000001, 7.68, 2.174, 3.867, 5.56, - 3.121, + 3.1210000000000004, 3.661, - 0.781, + 0.7809999999999999, 3.275, 4.52, -4.977, @@ -9845,15 +9845,15 @@ 0.71, 1.822, 0.115, - 4.943, + 4.9430000000000005, 9.529, 2.516, 7.68, 11.489, - 12.381, + 12.380999999999998, 10.339, 11.682, - 12.266, + 12.265999999999998, 11.963, 23.1, 38.559, @@ -9868,13 +9868,13 @@ 15.91, 17.71, 18.745, - 25.633, + 25.633000000000003, 23.161, 28.628, 25.556, 27.725, 26.365, - 16.769, + 16.769000000000002, 40.536, 46.603, 71.465, @@ -9887,14 +9887,14 @@ 222.703, 176.706, 194.874, - 306.049, + 306.04900000000004, 194.609, - 264.489, + 264.48900000000003, 274.922, 183.687, - 132.052, + 132.05200000000002, 69.747, - 309.044, + 309.04400000000004, 177.614, 142.369, 303.203, @@ -9902,8 +9902,8 @@ 370.517, 378.759, 380.554, - 349.768, - 35.669, + 349.76800000000003, + 35.669000000000004, 192.523, 241.284, 250.847, @@ -9913,7 +9913,7 @@ 309.639, 320.897, 348.601, - 342.198, + 342.19800000000004, 251.876, 211.291, 438.135, @@ -9929,7 +9929,7 @@ 250.957, 0.611, 38.543, - 239.809, + 239.80900000000003, 308.83, 498.584, 304.893, @@ -9941,14 +9941,14 @@ 528.55, 185.036, 495.936, - 563.608, + 563.6080000000001, 400.081, - 582.833, - 591.834, + 582.8330000000001, + 591.8340000000001, 594.405, 485.954, 270.308, - 80.841, + 80.84100000000001, 121.63, 264.39, 243.057, @@ -9983,7 +9983,7 @@ 92.98, 472.896, 694.586, - 748.231, + 748.2310000000001, 713.09, 437.523, 764.94, @@ -9996,7 +9996,7 @@ 604.425, 459.595, 242.446, - 294.929, + 294.92900000000003, 506.919, 735.304, 743.893, @@ -10005,19 +10005,19 @@ 686.868, 449.244, 496.354, - 749.723, + 749.7230000000001, 343.789, 637.33, - 694.129, + 694.1289999999999, 493.321, 542.346, 652.674, 297.01, - 779.391, + 779.3910000000001, 522.323, 777.525, 710.893, - 701.864, + 701.8639999999999, 787.699, 772.801, 209.441, @@ -10026,7 +10026,7 @@ 719.74, 780.085, 366.344, - 173.469, + 173.46900000000002, 117.848, 392.154, 244.229, @@ -10034,23 +10034,23 @@ 302.818, 287.271, 276.992, - 487.243, + 487.24300000000005, 345.826, 189.864, 171.68, 183.274, - 669.636, + 669.6360000000001, 481.616, - 322.549, + 322.54900000000004, 327.664, - 342.638, + 342.63800000000003, 760.75, 727.63, 464.263, - 342.203, + 342.20300000000003, 469.301, 245.286, - 337.937, + 337.93699999999995, 754.166, 549.674, 462.309, @@ -10082,7 +10082,7 @@ 199.74, 134.722, 194.565, - 197.714, + 197.71400000000003, 204.145, 195.788, 191.268, @@ -10095,15 +10095,15 @@ 127.747, 205.235, 142.116, - 159.926, - 170.496, + 159.92600000000002, + 170.49599999999998, 145.232, 234.617, 157.013, - 87.981, + 87.98100000000001, 201.458, 244.984, - 259.364, + 259.36400000000003, 293.249, 194.967, 315.832, @@ -10113,7 +10113,7 @@ 355.218, 116.609, 325.687, - 391.053, + 391.05300000000005, 342.644, 341.185, 382.062, @@ -10122,13 +10122,13 @@ 396.519, 245.22, 386.549, - 331.864, + 331.86400000000003, 300.291, 268.828, - 168.971, - 329.062, - 173.193, - 347.257, + 168.97099999999998, + 329.06199999999995, + 173.19299999999998, + 347.25699999999995, 271.795, 333.004, 252.493, @@ -10152,7 +10152,7 @@ 334.523, 337.414, 341.141, - 343.183, + 343.18300000000005, 151.491, 209.551, 358.461, @@ -10172,7 +10172,7 @@ 173.838, 165.359, 353.577, - 177.223, + 177.22299999999998, 79.707, 370.622, 373.562, @@ -10189,7 +10189,7 @@ 415.26, 514.406, 251.998, - 612.892, + 612.8919999999999, 648.126, 632.04, 379.249, @@ -10204,15 +10204,15 @@ 221.597, 637.259, 663.564, - 705.641, + 705.6410000000001, 522.433, 706.819, 620.214, 754.815, - 580.421, - 735.282, + 580.4209999999999, + 735.2819999999999, 571.739, - 87.877, + 87.87700000000001, 411.318, 659.908, 368.304, @@ -10224,15 +10224,15 @@ 451.854, 412.601, 734.682, - 630.801, + 630.8009999999999, 432.651, 561.719, - 512.353, - 656.214, - 750.042, + 512.3530000000001, + 656.2139999999999, + 750.0419999999999, 468.59, 485.894, - 544.333, + 544.3330000000001, 499.2, 517.511, 351.832, @@ -10248,13 +10248,13 @@ 657.832, 597.681, 619.245, - 585.574, - 610.233, + 585.5740000000001, + 610.2330000000001, 705.977, 628.797, - 513.333, + 513.3330000000001, 615.568, - 728.769, + 728.7689999999999, 773.181, 676.209, 715.171, @@ -10277,19 +10277,19 @@ 403.875, 785.888, 776.655, - 770.142, + 770.1419999999999, 767.747, - 766.371, - 762.974, - 764.604, - 760.662, - 754.881, + 766.3710000000001, + 762.9739999999999, + 764.6039999999999, + 760.6619999999999, + 754.8810000000001, 753.956, - 749.646, + 749.6460000000001, 738.365, - 739.224, - 744.256, - 574.459, + 739.2239999999999, + 744.2560000000001, + 574.4590000000001, 474.712, 323.199, 507.332, @@ -10297,7 +10297,7 @@ 560.607, 507.959, 705.817, - 680.267, + 680.2669999999999, 530.851, 415.689, 521.86, @@ -10308,23 +10308,23 @@ 444.961, 480.119, 570.082, - 601.292, - 681.594, - 680.256, - 700.251, + 601.2919999999999, + 681.5939999999999, + 680.2560000000001, + 700.2510000000001, 688.784, 685.684, 689.466, - 697.014, + 697.0139999999999, 678.813, 659.842, - 666.861, + 666.8610000000001, 622.268, 366.284, - 573.171, + 573.1709999999999, 577.112, 590.391, - 582.343, + 582.3430000000001, 558.493, 559.242, 282.018, 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12.475, 14.611, - 17.022, + 17.022000000000002, 18.718, 21.278, 23.199, @@ -10484,16 +10484,16 @@ 29.112, 31.011, 33.604, - 35.862, + 35.861999999999995, 37.926, 40.448, 42.782, 45.573, 55.153, 69.654, - 81.364, + 81.36399999999999, 87.095, - 54.211, + 54.211000000000006, 99.482, 100.423, 99.24, @@ -10506,7 +10506,7 @@ 133.351, 138.135, 142.82, - 146.867, + 146.86700000000002, 151.244, 157.178, 163.488, @@ -10537,7 +10537,7 @@ 287.827, 295.215, 299.856, - 302.234, + 302.23400000000004, 309.892, 314.621, 317.44, @@ -10545,7 +10545,7 @@ 330.642, 331.875, 339.731, - 342.627, + 342.62699999999995, 346.481, 350.742, 356.782, @@ -10583,7 +10583,7 @@ 504.92, 510.327, 512.226, - 518.343, + 518.3430000000001, 519.24, 519.95, 524.58, @@ -10603,17 +10603,17 @@ 579.172, 585.007, 588.85, - 592.291, + 592.2909999999999, 592.484, 599.475, 602.933, - 607.541, + 607.5409999999999, 611.576, 615.832, 614.643, 623.391, 624.674, - 629.843, + 629.8430000000001, 631.236, 637.975, 640.595, @@ -10628,9 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628.417, + 628.4169999999999, 630.014, 630.129, 608.818, @@ -10697,19 +10697,19 @@ 616.003, 620.891, 620.082, - 615.892, + 615.8919999999999, 584.633, 586.362, - 572.593, + 572.5930000000001, 555.085, 545.561, 554.111, - 573.848, + 573.8480000000001, 594.306, 596.937, 597.169, 593.364, - 613.459, + 613.4590000000001, 608.592, 602.993, 615.16, @@ -10729,7 +10729,7 @@ 581.831, 576.033, 574.2, - 517.963, + 517.9630000000001, 499.189, 507.425, 484.209, @@ -10740,7 +10740,7 @@ 514.406, 498.055, 466.174, - 441.873, + 441.8730000000001, 432.734, 410.426, 409.655, @@ -10749,10 +10749,10 @@ 400.412, 421.712, 450.23, - 458.488, + 458.48800000000006, 452.316, 439.483, - 446.183, + 446.1830000000001, 440.832, 451.667, 448.776, @@ -10868,24 +10868,24 @@ 124.135, 121.135, 124.344, - 135.052, + 135.05200000000002, 147.357, 153.363, 137.062, - 155.147, - 169.626, - 134.419, + 155.14700000000002, + 169.62599999999998, + 134.41899999999998, 107.514, 95.38, 90.662, 87.965, - 82.261, - 79.228, + 82.26100000000001, + 79.22800000000001, 74.796, 68.294, 62.337, - 56.259, - 50.891, + 56.25899999999999, + 50.891000000000005, 47.985, 46.085, 44.246, @@ -10908,8 +10908,8 @@ 16.692, 13.906, 12.618, - 12.029, - 11.324, + 12.029000000000002, + 11.324000000000002, 10.603, 9.882, 9.194, @@ -10918,7 +10918,7 @@ 5.307, 4.652, 3.848, - 2.851, + 2.8510000000000004, 2.741, 2.196, 0.836, @@ -10927,7 +10927,7 @@ -2.048, -1.509, -0.92, - -0.832, + -0.8320000000000001, -0.193, 0.765, 2.813, @@ -10953,7 +10953,7 @@ 56.347, 68.542, 82.652, - 83.731, + 83.73100000000001, 60.493, 101.486, 101.838, @@ -10981,9 +10981,9 @@ 179.106, 169.72, 172.313, - 178.534, + 178.53400000000002, 174.201, - 154.723, + 154.72299999999998, 169.951, 194.956, 227.719, @@ -11020,7 +11020,7 @@ 254.249, 317.335, 293.558, - 289.787, + 289.78700000000003, 238.647, 296.536, 333.059, @@ -11032,12 +11032,12 @@ 357.844, 310.228, 368.574, - 300.109, + 300.10900000000004, 273.518, 332.96, 394.785, 392.798, - 323.804, + 323.80400000000003, 474.619, 447.351, 481.627, @@ -11050,10 +11050,10 @@ 524.266, 536.494, 533.758, - 526.171, + 526.1709999999999, 530.955, 526.865, - 545.958, + 545.9580000000001, 558.736, 552.085, 551.133, @@ -11061,10 +11061,10 @@ 549.635, 585.161, 601.248, - 583.416, + 583.4159999999999, 557.37, - 588.233, - 594.537, + 588.2330000000001, + 594.5369999999999, 580.14, 565.359, 612.975, @@ -11074,7 +11074,7 @@ 391.086, 400.395, 461.593, - 477.113, + 477.11300000000006, 420.666, 325.726, 419.659, @@ -11082,34 +11082,34 @@ 308.428, 557.26, 662.633, - 668.766, + 668.7660000000001, 672.163, 710.447, - 701.644, + 701.6439999999999, 708.025, 703.5, - 699.646, + 699.6460000000001, 703.015, 720.919, 720.842, - 713.272, + 713.2719999999999, 716.927, 712.919, - 715.474, + 715.4739999999999, 715.584, - 722.532, + 722.5319999999999, 730.68, 745.39, - 750.108, + 750.1080000000001, 746.596, - 687.479, - 721.744, + 687.4789999999999, + 721.7439999999999, 712.457, 728.202, - 727.024, - 749.139, + 727.0239999999999, + 749.1389999999999, 775.18, - 757.006, + 757.0060000000001, 771.684, 772.488, 590.909, @@ -11124,25 +11124,25 @@ 521.519, 584.82, 521.602, - 701.611, - 698.292, + 701.6110000000001, + 698.2919999999999, 755.96, - 753.483, + 753.4830000000001, 317.743, 684.148, 693.32, - 782.838, + 782.8380000000001, 720.451, 545.754, - 769.531, + 769.5310000000001, 523.011, 617.654, 597.559, - 362.738, + 362.73800000000006, 790.342, 746.095, 748.567, - 767.224, + 767.2239999999999, 701.98, 791.784, 581.864, @@ -11152,22 +11152,22 @@ 586.571, 559.451, 632.535, - 673.121, + 673.1210000000001, 501.777, 787.908, - 544.152, + 544.1519999999999, 743.21, 539.637, 657.832, 679.628, 716.547, - 740.397, + 740.3969999999999, 556.115, 389.027, 621.354, 701.633, 693.188, - 601.166, + 601.1659999999999, 281.765, 389.379, 497.191, @@ -11176,12 +11176,12 @@ 577.993, 346.431, 630.206, - 664.896, + 664.8960000000001, 625.461, 525.246, 600.026, 436.577, - 547.532, + 547.5319999999999, 513.492, 214.682, 423.71, @@ -11195,7 +11195,7 @@ 399.151, 573.193, 622.378, - 634.704, + 634.7040000000001, 623.611, 607.695, 346.338, @@ -11213,7 +11213,7 @@ 516.465, 559.677, 561.697, - 388.113, + 388.11300000000006, 125.28, 104.624, 124.95, @@ -11234,7 +11234,7 @@ 131.87, 130.417, 284.358, - 177.036, + 177.03599999999997, 151.689, 163.565, 181.039, @@ -11246,15 +11246,15 @@ 95.001, 87.656, 93.195, - 84.783, + 84.78299999999999, 86.164, 91.642, 102.581, 113.339, 119.351, 133.918, - 170.309, - 143.052, + 170.30900000000003, + 143.05200000000002, 112.139, 103.264, 103.093, @@ -11266,7 +11266,7 @@ 98.64, 97.456, 88.311, - 86.798, + 86.79799999999999, 87.833, 92.958, 94.411, @@ -11283,7 +11283,7 @@ 175.054, 78.985, 70.342, - 71.349, + 71.34899999999999, 91.494, 117.952, 55.615, @@ -11292,7 +11292,7 @@ 47.621, 52.24, 67.749, - 141.301, + 141.30100000000002, 150.236, 109.816, 65.932, @@ -11302,8 +11302,8 @@ 54.949, 49.003, 45.7, - 41.384, - 37.513, + 41.38399999999999, + 37.513000000000005, 35.151, 30.824, 29.272, @@ -11320,29 +11320,29 @@ 18.503, 17.066, 15.712, - 14.154, + 14.154000000000002, 12.144, 10.284, 8.709, 8.34, 8.252, - 6.078, + 6.077999999999999, 5.114, 4.74, 4.938, 4.999, 5.362, 5.676, - 5.758, + 5.757999999999999, 5.604, 4.756, - 4.531, + 4.531000000000001, 3.248, 2.725, 1.348, - 0.082, + 0.0819999999999999, -1.663, - -1.377, + -1.3769999999999998, -1.558 ], "yaxis": "y" @@ -21887,7 +21887,7 @@ 800, 800, 800, - 798.754, + 798.7539999999999, 800, 800, 800, @@ -22704,7 +22704,7 @@ 800, 800, 796.073, - 792.417, + 792.4169999999999, null, null, null, @@ -23535,7 +23535,7 @@ 800, 800, 800, - 799.161, + 799.1610000000001, 800, 800, 800, @@ -23579,8 +23579,8 @@ 800, 800, 800, - 795.588, - 795.522, + 795.5880000000001, + 795.5219999999999, 800, 800, 800, @@ -24528,7 +24528,7 @@ 800, 800, 800, - 796.601, + 796.6010000000001, 800, 800, 800, @@ -26290,7 +26290,7 @@ 800, 800, 800, - 795.891, + 795.8910000000001, 800, 800, 800, @@ -27972,7 +27972,7 @@ 800, 800, 800, - 792.896, + 792.8960000000001, null, null, null, @@ -28743,7 +28743,7 @@ 800, 798.418, 800, - 799.866, + 799.8660000000001, 800, 800, 800, @@ -29768,7 +29768,7 @@ 800, 800, 800, - 797.598, + 797.5980000000001, 795.23, 800, 800, @@ -29961,7 +29961,7 @@ 800, 800, 796.909, - 794.861, + 794.8610000000001, 800, 800, 800, @@ -31222,7 +31222,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -45395,11 +45395,11 @@ 94.197, 27.059, 79.618, - 67.463, + 67.46300000000001, 40.778, - 169.499, - 151.932, - 150.478, + 169.49900000000002, + 151.93200000000002, + 150.47799999999998, 209.925, 42.622, null, @@ -45429,7 +45429,7 @@ 114.572, 123.342, 125.693, - 152.427, + 152.42700000000002, 69.164, 13.053, 85.256, @@ -45456,24 +45456,24 @@ 58.313, 200.269, 49.003, - 174.212, - 170.689, + 174.21200000000002, + 170.68900000000002, 160.465, 140.541, 118.305, 96.531, 33.654, 58.676, - 45.171, + 45.17100000000001, 24.229, 39.969, 31.975, 28.143, 26.805, 15.784, - 17.556, - 7.839, - 15.051, + 17.555999999999997, + 7.838999999999999, + 15.050999999999998, 7.058, 5.285, 3.512, @@ -45504,22 +45504,22 @@ 3.941, 3.897, 5.4, - 7.283, - 7.861, + 7.282999999999999, + 7.861000000000001, 5.433, 5.472, - 5.2075, - 4.943, + 5.2075000000000005, + 4.9430000000000005, -0.815, -0.193, 5.307, - 4.536, + 4.5360000000000005, 7.146, 2.009, 7.058, 4.96, 6.265, - 5.786, + 5.7860000000000005, 2.02, 7.443, 2.824, @@ -45527,7 +45527,7 @@ null, null, null, - 5.054, + 5.053999999999999, 7.3, 4.96, 5.684, @@ -46464,20 +46464,20 @@ 2.736, -1.47, 0.754, - 4.608, - 1.299, + 4.6080000000000005, + 1.2990000000000002, 3.589, 3.033, 3.2645, - 3.496, + 3.4960000000000004, 3.49, 1.855, - 5.703, + 5.702999999999999, 3.567, 1.927, 6.683, 1.585, - 5.588, + 5.587999999999999, 2.516, 6.738, 1.249, @@ -46492,19 +46492,19 @@ 8.037, 6.54, 16.02, - 13.824, + 13.824000000000002, 16.202, 5.318, null, null, 15.442, 22.792, - 17.876, + 17.875999999999998, 20.931, 12.513, - 6.083, + 6.082999999999999, 20.882, - 12.029, + 12.029000000000002, 18.316, 0.589, 8.913, @@ -46515,10 +46515,10 @@ 28.545, 30.582, 25.886, - 23.078, + 23.078000000000003, 32.509, - 6.457, - 0.572, + 6.457000000000001, + 0.5720000000000001, 41.857, 33.819, 19.775, @@ -46528,7 +46528,7 @@ 31.375, 51.618, 53.6, - 59.171, + 59.17100000000001, 20.425, 39.649, 33.643, @@ -46536,7 +46536,7 @@ 42.82, 9.364, 86.836, - 73.353, + 73.35300000000001, 75.979, 83.478, 97.225, @@ -46549,7 +46549,7 @@ 3.011, 76.205, 150.632, - 15.971, + 15.970999999999998, 65.827, 220.914, 166.02, @@ -46562,11 +46562,11 @@ 497.169, 207.266, 596.558, - 640.199, + 640.1990000000001, 630.46, 360.399, 528.313, - 725.631, + 725.6310000000001, 451.617, 93.244, 718.199, @@ -46581,9 +46581,9 @@ 71.206, 540.865, 415.04, - 773.099, - 625.973, - 669.146, + 773.0989999999999, + 625.9730000000001, + 669.1460000000001, 721.442, 306.253, 482.728, @@ -46613,12 +46613,12 @@ 666.823, 225.555, 526.496, - 721.161, + 721.1610000000001, 425.957, 742.324, 789.455, 705.828, - 174.151, + 174.15099999999998, 610.145, 445.699, 87.992, @@ -46626,25 +46626,25 @@ 474.762, 674.541, 390.348, - 669.036, + 669.0360000000001, 227.02, 404.64, - 473.683, + 473.6830000000001, 731.186, 676.055, 233.626, - 734.792, + 734.7919999999999, 550.967, 412.386, 445.859, 587.132, 662.039, 559.451, - 668.739, - 772.141, - 342.688, + 668.7389999999999, + 772.1410000000001, + 342.68800000000005, 417.682, - 766.536, + 766.5360000000001, 463.872, 615.457, 565.045, @@ -46658,16 +46658,16 @@ 119.499, 505.757, 564.109, - 749.728, + 749.7280000000001, 494.086, - 342.368, + 342.36800000000005, 711.681, 607.965, 641.663, 236.472, 285.151, 610.508, - 762.589, + 762.5889999999999, 141.582, 653.434, 776.633, @@ -46687,15 +46687,15 @@ 261.885, 567.307, 180.703, - 798.754, + 798.7539999999999, 489.973, 122.533, 90.47, 561.808, - 633.829, + 633.8290000000001, 611.549, 629.689, - 690.766, + 690.7660000000001, 712.765, 766.602, 488.459, @@ -46705,23 +46705,23 @@ 184.48, 602.58, 438.465, - 454.678, + 454.67800000000005, 277.62, 594.394, 694.735, 282.844, 675.158, 562.215, - 578.907, + 578.9069999999999, 493.585, - 629.584, + 629.5840000000001, 750.345, - 767.527, + 767.5269999999999, 275.863, 759.847, 721.21, 380.961, - 0.468, + 0.4679999999999999, 377.454, 713.409, 204.596, @@ -46730,16 +46730,16 @@ 767.423, 765.419, 338.305, - 348.518, + 348.51800000000003, 289.588, 479.64, 440.32, 502.399, - 417.688, - 744.889, - 745.401, - 742.527, - 738.657, + 417.6880000000001, + 744.8889999999999, + 745.4010000000001, + 742.5269999999999, + 738.6569999999999, 599.448, 484.804, 306.132, @@ -46770,7 +46770,7 @@ 576.606, 376.48, 15.057, - 631.208, + 631.2080000000001, 439.17, 622.24, 498.628, @@ -46790,10 +46790,10 @@ 333.521, 299.559, 386.72, - 512.733, + 512.7330000000001, 555.614, 551.65, - 411.428, + 411.42800000000005, 431.099, 541.746, 535.927, @@ -46803,10 +46803,10 @@ 232.156, 463.569, 338.79, - 497.373, + 497.3730000000001, 333.819, 404.932, - 337.072, + 337.07199999999995, 322.307, 258.956, 470.126, @@ -46832,7 +46832,7 @@ 250.891, 269.648, 223.557, - 219.119, + 219.11900000000003, 224.762, 245.105, 202.466, @@ -46844,9 +46844,9 @@ 119.566, 90.673, 121.702, - 88.378, + 88.37799999999999, 116.037, - 88.763, + 88.76299999999999, 102.438, 107.85, 97.764, @@ -46857,19 +46857,19 @@ 44.213, 0.429, 39.936, - 51.134, + 51.13399999999999, 54.354, - 64.159, + 64.15899999999999, 26.227, 0.335, - 43.156, + 43.156000000000006, 41.059, 40.954, 48.133, 37.183, 25.748, 35.311, - 28.848, + 28.848000000000003, 20.342, 24.763, 29.96, @@ -47717,10 +47717,10 @@ 43.558, 40.36, 24.647, - 29.668, + 29.668000000000003, 46.983, - 43.696, - 0.666, + 43.696000000000005, + 0.6659999999999999, 0.677, 16.059, 31.441, @@ -47736,10 +47736,10 @@ 79.387, 41.852, 92.044, - 87.343, + 87.34299999999999, 63.438, 84.116, - 80.659, + 80.65899999999999, 117.98, 121.867, 153.159, @@ -47768,10 +47768,10 @@ 130.918, 202.504, 215.15, - 141.598, + 141.59799999999998, 164.55, 116.45, - 167.914, + 167.91400000000002, 160.74, 152.179, 9.469, @@ -47779,14 +47779,14 @@ 247.246, 227.889, 160.939, - 138.432, + 138.43200000000002, 138.493, 36.935, 107.619, 116.251, 92.897, 11.561, - 5.786, + 5.7860000000000005, 126.849, 134.314, 134.81, @@ -47799,12 +47799,12 @@ 145.16, 10.074, 60.41, - 148.177, + 148.17700000000002, 118.723, 157.079, 157.239, 83.5, - 171.432, + 171.43200000000002, 168.602, 171.861, 94.934, @@ -47818,7 +47818,7 @@ 259.777, 306.815, 29.987, - 12.359, + 12.359000000000002, 152.091, 86.324, 302.46, @@ -47835,11 +47835,11 @@ 171.856, 170.391, 160.482, - 264.544, + 264.54400000000004, 171.696, 281.435, - 312.667, - 355.758, + 312.66700000000003, + 355.75800000000004, 436.912, 318.183, 316.025, @@ -47869,13 +47869,13 @@ 400.401, 392.319, 455.46, - 485.558, + 485.5580000000001, 366.829, 378.236, 450.252, 408.224, 400.979, - 345.363, + 345.36300000000006, 357.222, 446.789, 129.376, @@ -47890,7 +47890,7 @@ 51.145, 336.059, 189.032, - 136.478, + 136.47799999999998, 245.11, 580.383, 432.117, @@ -47898,8 +47898,8 @@ 579.986, 598.44, 264.588, - 522.593, - 615.171, + 522.5930000000001, + 615.1709999999999, 339.324, 324.14, 107.206, @@ -47909,12 +47909,12 @@ 445.974, 305.466, 337.7, - 336.924, + 336.92400000000004, 403.566, 217.308, 156.782, 334.788, - 354.502, + 354.50199999999995, 382.552, 404.761, 437.21, @@ -47927,7 +47927,7 @@ 111.908, 191.482, 473.523, - 34.788, + 34.788000000000004, 250.263, 353.577, 457.86, @@ -47949,10 +47949,10 @@ 540.529, 518.645, 426.909, - 161.979, + 161.97899999999998, 67.997, 204.938, - 0.468, + 0.4679999999999999, 181.033, 44.153, 262.331, @@ -47965,7 +47965,7 @@ 682.689, 531.297, 731.153, - 747.994, + 747.9939999999999, 758.295, 465.739, 608.818, @@ -47977,7 +47977,7 @@ 746.965, 234.694, 767.659, - 672.917, + 672.9169999999999, 394.565, 516.14, 487.171, @@ -47997,13 +47997,13 @@ 661.554, 800, 511.45, - 748.969, + 748.9689999999999, 593.987, 650.653, 572.906, 515.48, 725.835, - 666.751, + 666.7510000000001, 436.164, 474.635, 800, @@ -48014,9 +48014,9 @@ 562.187, 354.684, 346.096, - 659.011, + 659.0110000000001, 339.528, - 529.348, + 529.3480000000001, 486.857, 493.469, 796.073, @@ -48024,8 +48024,8 @@ 662.936, 619.752, 428.853, - 545.963, - 757.001, + 545.9630000000001, + 757.0010000000001, 714.23, 666.663, 472.697, @@ -48039,8 +48039,8 @@ 212.827, 595.341, 662.903, - 792.417, - 572.829, + 792.4169999999999, + 572.8290000000001, 371.376, 741.388, 649.332, @@ -48049,15 +48049,15 @@ 764.285, 697.548, 697.201, - 680.504, + 680.5039999999999, 600.4304999999999, 520.357, 759.798, - 600.978, - 448.683, + 600.9780000000001, + 448.6830000000001, 730.454, - 720.484, - 635.167, + 720.4839999999999, + 635.1669999999999, 688.569, 419.229, 541.592, @@ -48076,7 +48076,7 @@ 619.476, 352.163, 563.663, - 549.343, + 549.3430000000001, 311.577, 516.405, 512.375, @@ -48107,7 +48107,7 @@ 161.715, 218.31, 317.715, - 177.466, + 177.46599999999998, 311.687, 223.782, 293.8, @@ -48118,12 +48118,12 @@ 94.99, 279.541, 229.761, - 155.538, + 155.53799999999998, 295.848, 303.952, 306.594, 301.133, - 129.288, + 129.28799999999998, 176.497, 300.384, 302.933, @@ -48145,17 +48145,17 @@ 127.433, 128.22, 57.646, - 177.939, + 177.93900000000002, 133.219, 273.232, - 196.619, + 196.61900000000003, 166.136, 219.642, - 175.038, + 175.03799999999998, 222.604, 181.551, 180.84, - 178.814, + 178.81400000000002, 200.594, 50.28, 184.061, @@ -48165,11 +48165,11 @@ 199.129, 106.644, 195.424, - 153.897, + 153.89700000000002, 204.095, 78.672, 159.1, - 141.163, + 141.16299999999998, 189.511, 183.841, 179.128, @@ -48218,13 +48218,13 @@ 80.626, 66.24, 77.604, - 78.864, + 78.86399999999999, 56.705, 76.882, 81.182, 51.112, 82.646, - 87.987, + 87.98700000000001, 85.069, 0.484, 0.517, @@ -48233,7 +48233,7 @@ 91.769, 68.999, 35.278, - 88.097, + 88.09700000000001, 98.227, 96.944, 90.431, @@ -48254,7 +48254,7 @@ 0.49, 168.101, 189.5, - 143.729, + 143.72899999999998, 194.191, 189.401, 195.947, @@ -48263,7 +48263,7 @@ 44.268, 288.944, 315.238, - 224.839, + 224.83900000000003, 296.426, 244.923, 69.544, @@ -48275,7 +48275,7 @@ 334.975, 329.546, 302.587, - 26.238, + 26.238000000000003, 290.634, 149.944, 233.835, @@ -48299,7 +48299,7 @@ 39.87, 44.676, 41.631, - 41.196, + 41.196000000000005, 36.043, 38.741, 18.377, @@ -49157,7 +49157,7 @@ null, null, null, - 0.572, + 0.5720000000000001, -5.148, 0.016, null, @@ -49191,7 +49191,7 @@ 29.2, 15.31, 45.078, - 43.366, + 43.36600000000001, 46.542, 29.261, 48.018, @@ -49204,18 +49204,18 @@ 58.863, 60.878, 39.589, - 0.567, + 0.5670000000000001, 42.386, 32.927, 34.529, 38.212, - 56.936, + 56.93600000000001, 43.503, 55.235, 50.467, 50.556, 16.747, - 20.898, + 20.898000000000003, 61.027, 46.658, 57.173, @@ -49225,18 +49225,18 @@ 71.421, 83.77, 26.783, - 41.461, + 41.461000000000006, 78.044, 74.124, - 59.634, + 59.63399999999999, 115.508, 118.156, 107.745, - 79.591, + 79.59100000000001, 126.271, 122.638, 188.741, - 166.059, + 166.05900000000003, 138.108, 126.805, 122.39, @@ -49252,11 +49252,11 @@ 172.555, 116.609, 119.758, - 82.701, + 82.70100000000001, 158.208, 125.814, 124.834, - 156.182, + 156.18200000000002, 89.572, 148.832, 146.68, @@ -49285,7 +49285,7 @@ 106.71, 136.847, 85.322, - 169.538, + 169.53799999999998, 120.303, 46.845, 134.782, @@ -49312,10 +49312,10 @@ 248.067, 235.443, 229.068, - 167.589, - 167.897, + 167.58900000000003, + 167.89700000000002, 225.467, - 144.087, + 144.08700000000002, 126.579, 203.523, 270.215, @@ -49327,8 +49327,8 @@ 150.809, 356.281, 501.089, - 540.166, - 598.176, + 540.1659999999999, + 598.1759999999999, 477.206, 603.368, 338.476, @@ -49343,7 +49343,7 @@ 538.3, 680.074, 689.962, - 594.333, + 594.3330000000001, 649.607, 619.317, 597.389, @@ -49356,7 +49356,7 @@ 377.162, 325.076, 300.252, - 294.169, + 294.16900000000004, 221.927, 138.68, 70.925, @@ -49371,10 +49371,10 @@ 470.374, 384.898, 347.764, - 341.873, + 341.87300000000005, 441.509, 522.923, - 507.123, + 507.1230000000001, 41.841, 446.007, 166.46, @@ -49385,20 +49385,20 @@ 578.258, 596.569, 105.125, - 712.226, + 712.2260000000001, 503.555, 469.895, 526.391, 528.66, - 756.037, - 756.142, - 168.288, + 756.0369999999999, + 756.1419999999999, + 168.28799999999998, 800, 626.887, 800, 589.665, - 739.521, - 659.792, + 739.5210000000001, + 659.7919999999999, 518.381, 800, 412.386, @@ -49420,14 +49420,14 @@ 504.931, 597.02, 179.035, - 628.412, - 799.161, + 628.4119999999999, + 799.1610000000001, 782.414, 749.073, 552.085, 628.77, 508.196, - 788.833, + 788.8330000000001, 734.456, 98.26, 800, @@ -49436,24 +49436,24 @@ 471.029, 800, 800, - 5.637, + 5.6370000000000005, 515.656, 800, - 310.977, + 310.97700000000003, 44.037, 74.565, 30.621, 455.251, 384.512, - 505.053, + 505.05300000000005, 717.059, - 377.553, + 377.55300000000005, 594.57, 800, 800, 652.944, 406.6, - 464.748, + 464.7480000000001, 800, 800, 697.658, @@ -49472,7 +49472,7 @@ 662.628, 445.253, 451.089, - 698.958, + 698.9580000000001, 392.572, 800, 800, @@ -49494,7 +49494,7 @@ 800, 800, 800, - 740.463, + 740.4630000000001, 693.293, 800, 187.552, @@ -49502,7 +49502,7 @@ 800, 800, 800, - 728.874, + 728.8739999999999, 800, 651.727, 752.712, @@ -49524,8 +49524,8 @@ 800, 756.643, 508.648, - 795.588, - 795.522, + 795.5880000000001, + 795.5219999999999, 800, 800, 563.244, @@ -49542,7 +49542,7 @@ 303.88, 378.55, 364.753, - 520.473, + 520.4730000000001, 478.929, 460.096, 418.431, @@ -49550,8 +49550,8 @@ 296.844, 289.996, 258.472, - 302.174, - 356.192, + 302.17400000000004, + 356.19199999999995, 158.334, 355.807, 0.264, @@ -49583,7 +49583,7 @@ 16.912, 375.643, 205.725, - 311.549, + 311.54900000000004, 316.4, 222.588, 206.782, @@ -49598,7 +49598,7 @@ 255.593, 0.473, 121.558, - 152.383, + 152.38299999999998, 113.878, 128.418, 96.652, @@ -49612,7 +49612,7 @@ 97.599, 60.757, 128.374, - 135.427, + 135.42700000000002, 140.695, 144.813, 146.404, @@ -49669,7 +49669,7 @@ 5.626, 12.387, 12.1, - 12.266, + 12.265999999999998, 6.331, 12.007, 15.178, @@ -49684,11 +49684,11 @@ 6.023, 5.428, 5.318, - 5.208, + 5.207999999999999, 2.505, 6.237, 3.039, - 1.343, + 1.3430000000000002, 2.758, 0.644, 1.899, @@ -49700,14 +49700,14 @@ 0.616, 6.485, 1.123, - 5.802, + 5.8020000000000005, 9.975, 9.458, 8.693, 7.564, 5.312, 4.913, - 4.514, + 4.513999999999999, 1.315, 0, 3.033, @@ -49724,7 +49724,7 @@ null, null, null, - -7.179, + -7.178999999999999, null, null, null, @@ -50655,18 +50655,18 @@ 3.474, -3.623, 4.723, - 7.867, + 7.867000000000001, 3.297, - 7.162, + 7.162000000000001, 11.462, - 7.377, + 7.377000000000001, 10.146, 6.193, 6.903, 7.806, 3.523, 13.257, - 5.538, + 5.537999999999999, 1.888, 13.042, 14.528, @@ -50687,14 +50687,14 @@ 24.174, 24.581, 33.434, - 17.182, + 17.182000000000002, 8.379, 32.503, 31.782, 32.107, 59.562, 34.1, - 26.453, + 26.453000000000003, 36.869, 1.403, 25.688, @@ -50709,9 +50709,9 @@ 106.755, 71.972, 145.518, - 154.073, + 154.07299999999998, 172.362, - 178.402, + 178.40200000000002, 191.114, 208.637, 212.772, @@ -50738,18 +50738,18 @@ 615.067, 398.259, 502.746, - 669.399, + 669.3989999999999, 677.184, 437.65, 302.317, 402.746, 261.775, 718.887, - 716.619, + 716.6189999999999, 434.352, 479.232, 654.276, - 737.749, + 737.7489999999999, 360.811, 289.599, 715.727, @@ -50770,9 +50770,9 @@ 775.637, 787.325, 613.971, - 672.251, + 672.2510000000001, 498.055, - 385.558, + 385.5580000000001, 590.259, 525.279, 584.534, @@ -50782,16 +50782,16 @@ 220.556, 264.286, 274.603, - 510.563, + 510.5630000000001, 590.254, - 525.147, + 525.1469999999999, 406.06, 502.19, 754.056, 477.911, - 705.129, + 705.1289999999999, 601.369, - 779.496, + 779.4960000000001, 755.597, 323.991, 581.005, @@ -50803,32 +50803,32 @@ 536.4, 313.096, 143.806, - 725.119, + 725.1189999999999, 498.259, 142.033, 305.703, 535.976, 383.962, 494.466, - 546.392, + 546.3919999999999, 320.87, 229.982, 643.766, - 796.601, + 796.6010000000001, 721.012, 535.283, - 668.348, + 668.3480000000001, 705.922, 274.146, 762, 599.007, - 787.259, + 787.2589999999999, 504.854, - 785.486, - 146.949, + 785.4860000000001, + 146.94899999999998, 574.217, - 614.301, - 746.656, + 614.3009999999999, + 746.6560000000001, 721.095, 578.181, 600.554, @@ -50839,35 +50839,35 @@ 143.53, 496.64, 420.462, - 711.009, + 711.0089999999999, 275.214, 553.401, 748.176, 670.676, - 566.834, + 566.8340000000001, 113.906, - 312.854, + 312.85400000000004, 739.13, 343.101, - 711.389, + 711.3889999999999, 732.59, 680.658, 327.003, - 332.437, - 6.991, + 332.43699999999995, + 6.9910000000000005, 18.233, 316.956, - 520.468, + 520.4680000000001, 283.868, 293.123, 19.516, 528.175, - 770.792, + 770.7919999999999, 36.264, - 441.928, + 441.92800000000005, 704.623, - 705.751, - 772.719, + 705.7510000000001, + 772.7189999999999, 80.053, 604.265, 352.796, @@ -50878,15 +50878,15 @@ 400.847, 760.53, 509.528, - 678.896, + 678.8960000000001, 485.47, 721.585, 452.839, 382.233, 516.173, - 728.599, + 728.5989999999999, 289.654, - 83.026, + 83.02600000000001, 380.62, 486.951, 244.637, @@ -50907,13 +50907,13 @@ 222.946, 70.116, 482.431, - 404.563, + 404.5630000000001, 149.124, 432.282, 0.143, 183.241, 570.765, - 778.521, + 778.5210000000001, 437.826, 382.646, 218.172, @@ -50921,7 +50921,7 @@ 313.603, 359.017, 258.087, - 312.727, + 312.72700000000003, 491.003, 5.956, 616.432, @@ -50935,7 +50935,7 @@ 255.268, 212.183, 178.358, - 421.123, + 421.1230000000001, 627.211, 503.693, 534.627, @@ -50953,10 +50953,10 @@ 507.222, 653.379, 766.701, - 534.583, + 534.5830000000001, 547.433, 792.164, - 684.886, + 684.8860000000001, 566.195, 662.985, 374.878, @@ -50966,10 +50966,10 @@ 627.878, 618.194, 766.25, - 466.113, + 466.11300000000006, 515.43, 789.18, - 596.084, + 596.0840000000001, 604.122, 588.09, 575.56, @@ -50977,7 +50977,7 @@ 738.437, 514.99, 564.747, - 512.204, + 512.2040000000001, 439.671, 486.989, 599.448, @@ -50988,7 +50988,7 @@ 211.654, 126.86, 178.82, - 264.924, + 264.92400000000004, 220.088, 77.218, 229.866, @@ -50998,15 +50998,15 @@ 278.055, 236.379, 531.01, - 550.588, - 142.677, + 550.5880000000001, + 142.67700000000002, 84.177, - 425.808, + 425.8080000000001, 577.636, 580.702, - 332.503, + 332.50300000000004, 583.763, - 570.407, + 570.4069999999999, 544.488, 543.893, 545.66, @@ -51014,11 +51014,11 @@ 430.372, 342.06, 503.715, - 335.823, + 335.82300000000004, 348.292, 312.86, 315.59, - 134.177, + 134.17700000000002, 205.422, 473.782, 479.629, @@ -51041,7 +51041,7 @@ 432.035, 302.988, 232.294, - 257.162, + 257.16200000000003, 425.555, 420.82, 421.519, @@ -51049,9 +51049,9 @@ 416.075, 216.835, 302.361, - 335.239, + 335.23900000000003, 406.512, - 307.299, + 307.29900000000004, 233.533, 277.9, 292.275, @@ -51059,27 +51059,27 @@ 106.76, 129.877, 221.459, - 201.744, + 201.74400000000003, 72.45, 109.474, 135.762, - 159.177, + 159.17700000000002, 244.885, - 173.496, + 173.49599999999998, 232.129, 263.961, 290.166, 189.974, 79.574, 141.356, - 26.398, + 26.398000000000003, 207.833, - 18.944, + 18.944000000000003, 152.334, 183.841, 157.734, - 163.961, - 165.943, + 163.96099999999998, + 165.94299999999998, 106.529, 151.018, 199.84, @@ -51105,18 +51105,18 @@ 20.788, 13.835, 26.381, - 7.674, + 7.673999999999999, 11.627, 9.161, 20.849, - 6.457, + 6.457000000000001, 0.446, 5.566, 14.479, 9.909, 15.453, 10.058, - 5.411, + 5.4110000000000005, 0.379, 5.502000000000001, 10.625, @@ -51124,10 +51124,10 @@ 6.155, 8.23, 7.388, - 5.076, + 5.0760000000000005, 5.874, - 2.851, - 1.701, + 2.8510000000000004, + 1.7009999999999998, 1.69, 2.939, 3.028, @@ -51934,11 +51934,11 @@ 16.108, 19.67, 26.673, - 12.596, + 12.595999999999998, 32.338, 37.612, 23.717, - 24.543, + 24.543000000000003, 38.774, 33.401, 36.897, @@ -51963,7 +51963,7 @@ 94.318, 172.984, 114.6, - 167.633, + 167.63299999999998, 26.767, 210.157, 180.466, @@ -51972,7 +51972,7 @@ 154.673, 233.863, 184.623, - 163.647, + 163.64700000000002, 191.356, 218.211, 157.52, @@ -51989,10 +51989,10 @@ 268.866, 150.599, 250.841, - 340.937, + 340.93699999999995, 111.687, 233.246, - 329.183, + 329.18300000000005, 90.822, 287.111, 247.852, @@ -52017,10 +52017,10 @@ 197.946, 272.841, 374.272, - 348.512, + 348.51199999999994, 393.519, 358.708, - 362.243, + 362.24300000000005, 282.288, 225.935, 461.588, @@ -52049,7 +52049,7 @@ 503.566, 583.565, 586.477, - 592.858, + 592.8580000000001, 596.8, 277.862, 576.716, @@ -52062,10 +52062,10 @@ 453.792, 505.763, 439.318, - 367.748, + 367.7480000000001, 639.158, 644.377, - 644.421, + 644.4209999999999, 653.186, 659.115, 659.291, @@ -52081,7 +52081,7 @@ 692.186, 475.109, 701.485, - 704.601, + 704.6010000000001, 460.25, 0.545, 129.013, @@ -52089,18 +52089,18 @@ 329.04, 208.373, 538.823, - 709.016, + 709.0160000000001, 571.761, 438.559, 741.944, - 741.514, + 741.5139999999999, 744.944, 744.168, 500.505, - 336.643, + 336.64300000000003, 371.861, 754.837, - 755.889, + 755.8889999999999, 234.914, 719.796, 298.507, @@ -52111,7 +52111,7 @@ 666.08, 547.873, 464.318, - 579.397, + 579.3969999999999, 736.488, 318.574, 651.231, @@ -52122,13 +52122,13 @@ 648.451, 735.86, 664.169, - 711.036, + 711.0360000000001, 729.925, 476.436, 352.586, 644.724, 625.967, - 160.212, + 160.21200000000002, 462.122, 507.976, 387.111, @@ -52141,17 +52141,17 @@ 795.054, 521.668, 386.445, - 689.136, + 689.1360000000001, 676.732, 136.17, - 269.852, + 269.85200000000003, 698.765, 357.431, - 680.162, + 680.1619999999999, 574.035, 116.235, 436.94, - 639.907, + 639.9069999999999, 215.271, 124.218, 226.243, @@ -52164,14 +52164,14 @@ 633.548, 458.389, 489.687, - 629.546, - 359.479, + 629.5459999999999, + 359.47900000000004, 604.034, 767.924, 547.163, 730.57, 21.019, - 491.058, + 491.0580000000001, 209.474, 468.106, 481.225, @@ -52193,7 +52193,7 @@ 796.227, 417.765, 606.737, - 422.863, + 422.86300000000006, 389.214, 93.872, 503.087, @@ -52205,10 +52205,10 @@ 701.204, 716.834, 593.689, - 667.984, + 667.9839999999999, 765.694, 670.247, - 527.718, + 527.7180000000001, 679.931, 764.466, 706.467, @@ -52218,16 +52218,16 @@ 560.002, 730.779, 514.555, - 613.454, + 613.4540000000001, 329.117, 243.106, 591.404, 348.76, 248.584, - 715.876, + 715.8760000000001, 734.539, - 729.881, - 790.286, + 729.8810000000001, + 790.2860000000001, 190.546, 783.807, 384.798, @@ -52238,7 +52238,7 @@ 638.118, 567.153, 284.909, - 718.871, + 718.8710000000001, 217.914, 642.109, 558.069, @@ -52267,31 +52267,31 @@ 504.75, 157.778, 731.698, - 790.006, + 790.0060000000001, 768.27, 352.619, 134.16, - 774.514, + 774.5139999999999, 780.465, 569.763, 773.721, - 674.156, + 674.1560000000001, 272.868, - 780.234, + 780.2339999999999, 379.656, 779.931, 776.903, - 776.088, + 776.0880000000001, 494.499, 0.363, 111.753, 765.253, - 534.671, - 560.084, + 534.6709999999999, + 560.0840000000001, 501.254, 438.922, - 284.479, - 745.396, + 284.47900000000004, + 745.3960000000001, 737.303, 468.216, 719.096, @@ -52301,11 +52301,11 @@ 717.318, 714.549, 503.77, - 705.526, + 705.5260000000001, 639.367, 228.897, 682.717, - 670.489, + 670.4889999999999, 413.283, 676.408, 671.805, @@ -52324,7 +52324,7 @@ 624.288, 269.295, 457.205, - 531.699, + 531.6990000000001, 421.101, 455.823, 494.146, @@ -52333,7 +52333,7 @@ 460.206, 5.428, 47.214, - 555.267, + 555.2669999999999, 483.389, 175.412, 360.575, @@ -52343,7 +52343,7 @@ 567.318, 569.686, 555.509, - 529.574, + 529.5740000000001, 443.607, 513.399, 454.607, @@ -52355,7 +52355,7 @@ 540.821, 108.858, 220.551, - 533.983, + 533.9830000000001, 218.101, 530.548, 504.128, @@ -52365,11 +52365,11 @@ 427.713, 282.073, 468.244, - 468.183, + 468.1830000000001, 266.46, 444.477, 401.573, - 350.489, + 350.48900000000003, 229.459, 141.884, 306.396, @@ -52386,11 +52386,11 @@ 220.033, 157.178, 222.604, - 236.214, + 236.21400000000003, 121.779, 195.259, 140.855, - 131.854, + 131.85399999999998, 234.105, 233.318, 198.48, @@ -52399,14 +52399,14 @@ 0.363, 109.094, 253.682, - 85.328, + 85.32799999999999, 244.648, - 178.159, + 178.15900000000002, 226.073, 215.012, 96.487, 136.467, - 179.216, + 179.21599999999998, 179.695, 171.856, 137.904, @@ -52427,11 +52427,11 @@ 41.918, 45.039, 57.878, - 54.211, + 54.211000000000006, 52.218, 50.187, 39.231, - 49.064, + 49.06399999999999, 40.376, 7.927, 26.128, @@ -52449,7 +52449,7 @@ 14.082, 26.712, 20.48, - 24.113, + 24.113000000000003, 13.46, 16.609, 15.211, @@ -52461,8 +52461,8 @@ 0.517, 9.838, 7.982, - 3.061, - 5.577, + 3.0610000000000004, + 5.577000000000001, 0.847, 4.668, -0.997, @@ -53272,14 +53272,14 @@ 38.653, 32.272, 41.136, - 53.138, + 53.138000000000005, 48.519, 49.807, 62.018, 35.262, 63.857, 72.005, - 65.299, + 65.29899999999999, 20.193, 90.684, 98.331, @@ -53292,10 +53292,10 @@ 141.092, 147.445, 158.329, - 168.619, + 168.61900000000003, 114.798, 114.457, - 176.409, + 176.40900000000002, 78.936, 104.398, 203.842, @@ -53316,13 +53316,13 @@ 255.515, 160.129, 104.707, - 210.619, + 210.61900000000003, 268.772, 243.194, 272.323, 277.091, 262.045, - 284.854, + 284.85400000000004, 262.072, 351.606, 355.945, @@ -53338,7 +53338,7 @@ 324.448, 340.921, 342.886, - 338.878, + 338.87800000000004, 327.449, 258.472, 333.797, @@ -53368,7 +53368,7 @@ 397.263, 503.583, 495.28, - 390.243, + 390.24300000000005, 263.988, 279.772, 193.305, @@ -53378,27 +53378,27 @@ 132.239, 448.072, 400.401, - 5.747, + 5.747000000000001, 0.55, 290.772, 333.362, 527.735, 43.129, - 0.567, + 0.5670000000000001, 365.497, 116.604, - 171.344, + 171.34400000000002, 183.186, 495.814, 485.035, 562.22, 384.275, - 368.998, + 368.9980000000001, 477.427, 268.453, 509.385, 425.384, - 502.498, + 502.4980000000001, 554.964, 513.294, 677.36, @@ -53414,10 +53414,10 @@ 714.345, 702.443, 717.885, - 724.134, + 724.1339999999999, 727.547, 706.307, - 539.142, + 539.1419999999999, 227.768, 250.484, 751.05, @@ -53437,7 +53437,7 @@ 181.804, 378.153, 591.482, - 541.718, + 541.7180000000001, 358.956, 150.275, 757.942, @@ -53445,7 +53445,7 @@ 274.316, 0.457, 204.205, - 610.277, + 610.2769999999999, 448.986, 611.918, 549.619, @@ -53456,7 +53456,7 @@ 100.253, 398.87, 190.613, - 0.468, + 0.4679999999999999, 105.714, 445.435, 0.473, @@ -53480,19 +53480,19 @@ 532.018, 494.895, 528.247, - 773.644, + 773.6439999999999, 621.304, 620.269, 730.977, - 755.531, + 755.5310000000001, 578.869, 491.603, 743.7, 343.772, - 716.536, + 716.5360000000001, 474.299, - 604.463, - 717.021, + 604.4630000000001, + 717.0210000000001, 383.422, 479.711, 609.187, @@ -53502,7 +53502,7 @@ 535.321, 754.832, 694.801, - 638.954, + 638.9540000000001, 629.722, 639.422, 586.4, @@ -53513,8 +53513,8 @@ 774.525, 428.737, 603.665, - 795.891, - 765.276, + 795.8910000000001, + 765.2760000000001, 644.735, 694.355, 629.992, @@ -53526,10 +53526,10 @@ 655.493, 562.65, 414.032, - 743.458, - 762.782, + 743.4580000000001, + 762.7819999999999, 770.941, - 87.282, + 87.28200000000001, 632.32, 531.236, 743.1, @@ -53537,10 +53537,10 @@ 502.245, 621.398, 115.954, - 568.772, + 568.7719999999999, 639.378, 149.454, - 679.259, + 679.2589999999999, 780.971, 731.544, 704.182, @@ -53551,12 +53551,12 @@ 659.423, 462.204, 758.311, - 781.621, + 781.6210000000001, 415.777, 788.079, 372.268, 415.518, - 547.042, + 547.0419999999999, 417.809, 635.42, 612.072, @@ -53566,23 +53566,23 @@ 373.138, 697.46, 397.918, - 697.141, - 620.704, + 697.1410000000001, + 620.7040000000001, 582.266, 688.393, 552.828, 550.274, 493.034, 145.32, - 628.902, + 628.9019999999999, 782.915, 620.418, 548.523, - 666.542, + 666.5419999999999, 683.427, 39.556, 393.915, - 581.027, + 581.0269999999999, 137.827, 377.652, 794.52, @@ -53593,9 +53593,9 @@ 598.991, 527.812, 697.24, - 637.292, + 637.2919999999999, 606.985, - 730.861, + 730.8610000000001, 108.213, 678.957, 585.448, @@ -53610,19 +53610,19 @@ 797.196, 627.118, 729.931, - 22.203, - 763.266, + 22.203000000000003, + 763.2660000000001, 500.522, 638.938, - 790.881, + 790.8810000000001, 496.035, 691.883, 621.205, - 790.149, + 790.1489999999999, 796.238, 271.327, 145.391, - 689.109, + 689.1089999999999, 574.382, 779.914, 415.601, @@ -53633,10 +53633,10 @@ 515.711, 772.449, 769.955, - 763.734, - 667.616, + 763.7339999999999, + 667.6160000000001, 461.577, - 757.871, + 757.8710000000001, 749.673, 751.903, 633.009, @@ -53647,18 +53647,18 @@ 727.685, 125.165, 483.262, - 680.729, + 680.7289999999999, 596.139, - 725.719, + 725.7189999999999, 299.597, 172.417, - 714.874, + 714.8739999999999, 682.084, 434.44, 531.451, 0.379, 223.199, - 701.661, + 701.6610000000001, 442.566, 399.982, 538.085, @@ -53666,21 +53666,21 @@ 687.677, 672.135, 404.166, - 678.274, + 678.2739999999999, 674.706, - 673.281, - 650.417, + 673.2810000000001, + 650.4169999999999, 665.331, 661.317, 222.467, 316.895, - 626.733, + 626.7330000000001, 411.604, - 260.294, + 260.29400000000004, 426.447, 640.226, 602.988, - 626.171, + 626.1709999999999, 628.313, 627.806, 622.499, @@ -53689,15 +53689,15 @@ 543.656, 163.075, 117.573, - 132.228, + 132.22799999999998, 122.093, - 596.541, + 596.5409999999999, 398.199, 406.781, 25.49, 386.103, - 546.728, - 523.782, + 546.7280000000001, + 523.7819999999999, 482.871, 276.579, 354.144, @@ -53716,7 +53716,7 @@ 383.24, 293.002, 130.565, - 264.924, + 264.92400000000004, 229.673, 168.696, 271.377, @@ -53725,7 +53725,7 @@ 253.209, 256.198, 272.533, - 84.502, + 84.50200000000001, 318.541, 240.552, 50.649, @@ -53738,19 +53738,19 @@ 338.856, 214.517, 214.027, - 360.013, + 360.01300000000003, 209.155, 254.91, 392.082, 147.208, 280.405, - 303.412, + 303.41200000000003, 215.436, 315.728, 346.668, 343.37, 254.805, - 172.621, + 172.62099999999998, 87.287, 244.285, 191.455, @@ -53772,9 +53772,9 @@ 206.71, 304.849, 224.311, - 278.412, + 278.41200000000003, 187.067, - 290.662, + 290.66200000000003, 260.36, 263.878, 247.968, @@ -53789,20 +53789,20 @@ 44.637, 78.391, 6.909, - 68.784, + 68.78399999999999, 20.849, - 16.554, + 16.554000000000002, 39.49, 47.01, 21.751, 0.418, 48.909, - 48.998, + 48.998000000000005, 46.487, 39.633, 36.319, 33.654, - 16.103, + 16.102999999999998, 12.987, 31.788, 29.387, @@ -53819,8 +53819,8 @@ 13.719, 17.54, 11.913, - 7.702, - 6.287, + 7.702000000000001, + 6.287000000000001, 3.11, 6.678, 6.43, @@ -53830,7 +53830,7 @@ 4.894, -2.902, -5.131, - -0.749, + -0.7490000000000001, -2.698, 0.969, null, @@ -54620,7 +54620,7 @@ 6.7, 7.096, 8.929, - 13.279, + 13.279000000000002, 15.371, 7.454, 13.075, @@ -54636,7 +54636,7 @@ 41.725, 37.833, 52.328, - 57.388, + 57.388000000000005, 58.445, 66.752, 59.067, @@ -54645,7 +54645,7 @@ 84.414, 37.376, 28.099, - 75.231, + 75.23100000000001, 14.237, 39.985, 64.952, @@ -54660,12 +54660,12 @@ 64.016, 68.712, 36.445, - 0.567, + 0.5670000000000001, 0.561, 51.75, 39.958, 74.229, - 27.703, + 27.703000000000003, 14.11, 83.081, 56.54, @@ -54674,7 +54674,7 @@ 68.046, 85.427, 65.514, - 65.927, + 65.92699999999999, 98.766, 101.425, 95.001, @@ -54691,7 +54691,7 @@ 164.088, 155.477, 154.183, - 160.652, + 160.65200000000002, 166.708, 130.907, 203.545, @@ -54702,7 +54702,7 @@ 153.082, 160.118, 153.275, - 168.652, + 168.65200000000002, 130.472, 226.992, 130.07, @@ -54710,9 +54710,9 @@ 197.296, 174.95, 56.749, - 158.527, + 158.52700000000002, 20.76, - 164.754, + 164.75400000000002, 46.228, 116.995, 147.004, @@ -54720,21 +54720,21 @@ 175.203, 113.609, 120.49, - 85.812, + 85.81200000000001, 15.2, 139.22, - 172.786, + 172.78599999999997, 239.115, 225.093, 287.463, 289.561, 143.822, 213.432, - 273.804, + 273.80400000000003, 275.495, 258.89, 291.934, - 283.912, + 283.91200000000003, 284.121, 28.226, 267.842, @@ -54742,12 +54742,12 @@ 249.322, 97.99, 59.221, - 0.572, + 0.5720000000000001, 115.635, 335.432, 366.218, 89.258, - 49.851, + 49.851000000000006, 329.932, 357.569, 117.396, @@ -54766,7 +54766,7 @@ 213.598, 0.561, 116.317, - 355.312, + 355.31199999999995, 228.996, 179.778, 367.214, @@ -54777,8 +54777,8 @@ 192.451, 272.769, 477.206, - 337.359, - 340.502, + 337.35900000000004, + 340.50199999999995, 422.753, 446.068, 355.405, @@ -54791,12 +54791,12 @@ 430.174, 407.668, 428.137, - 434.738, + 434.73800000000006, 390.32, 346.36, 586.174, 402.052, - 555.796, + 555.7959999999999, 550.549, 500.026, 590.309, @@ -54809,13 +54809,13 @@ 510.806, 466.454, 228.864, - 680.129, - 684.286, - 665.661, + 680.1289999999999, + 684.2860000000001, + 665.6610000000001, 250.153, 416.388, 364.687, - 662.589, + 662.5889999999999, 375.296, 585.998, 309.986, @@ -54834,7 +54834,7 @@ 442.126, 473.931, 484.149, - 516.713, + 516.7130000000001, 517.197, 36.71, 19.648, @@ -54844,23 +54844,23 @@ 529.783, 388.773, 587.375, - 141.956, + 141.95600000000002, 527.905, - 669.856, - 670.484, + 669.8560000000001, + 670.4839999999999, 683.322, 184.755, 426.601, 623.424, 630.432, - 643.199, + 643.1990000000001, 639.015, 323.969, 187.375, 26.673, 563.944, 154.569, - 364.368, + 364.36800000000005, 654.331, 716.487, 693.188, @@ -54872,7 +54872,7 @@ 605.823, 532.668, 419.659, - 398.303, + 398.30300000000005, 276.838, 233.973, 317.258, @@ -54886,7 +54886,7 @@ 536.086, 621.431, 486.086, - 552.949, + 552.9490000000001, 454.943, 419.251, 371.767, @@ -54895,7 +54895,7 @@ 631.153, 614.885, 545.181, - 198.744, + 198.74400000000003, 275.021, 500.241, 568.309, @@ -54908,7 +54908,7 @@ 21.779, 396.206, 532.937, - 530.421, + 530.4209999999999, 298.876, 304.431, 508.202, @@ -54923,10 +54923,10 @@ 548.908, 194.318, 530.84, - 553.032, + 553.0319999999999, 575.725, 339.649, - 175.974, + 175.97400000000002, 396.371, 575.742, 539.687, @@ -54943,8 +54943,8 @@ 586.631, 671.789, 525.054, - 727.371, - 720.588, + 727.3710000000001, + 720.5880000000001, 550.659, 225.329, 618.095, @@ -54952,31 +54952,31 @@ 731.605, 470.903, 384.237, - 768.392, + 768.3919999999999, 491.542, 683.179, 570.115, - 691.856, + 691.8560000000001, 525.538, 636.015, 341.537, 48.722, 648.385, 676.27, - 288.669, + 288.66900000000004, 624.365, 131.077, 499.756, - 358.692, + 358.69199999999995, 705.03, 579.205, - 742.781, - 715.094, + 742.7810000000001, + 715.0939999999999, 690.821, 800, 748.77, 587.182, - 554.282, + 554.2819999999999, 761.961, 800, 800, @@ -54986,16 +54986,16 @@ 800, 504.419, 764.813, - 775.108, - 620.787, + 775.1080000000001, + 620.7869999999999, 800, 533.46, - 620.032, - 442.313, + 620.0319999999999, + 442.3130000000001, 796.909, 446.712, 800, - 626.397, + 626.3969999999999, 730.421, 626.094, 611.075, @@ -55006,9 +55006,9 @@ 32.9, 480.328, 302.438, - 642.142, + 642.1419999999999, 624.982, - 709.286, + 709.2860000000001, 695.743, 800, 793.27, @@ -55016,9 +55016,9 @@ 506.897, 316.768, 501.81, - 718.986, + 718.9860000000001, 703.252, - 721.464, + 721.4639999999999, 713.58, 684.627, 394.95, @@ -55026,12 +55026,12 @@ 595.693, 302.421, 124.163, - 675.026, + 675.0260000000001, 347.389, 402.818, 710.09, 781.137, - 761.119, + 761.1189999999999, 263.113, 21.366, 347.582, @@ -55069,20 +55069,20 @@ 781.797, 587.248, 696.288, - 572.917, + 572.9169999999999, 97.742, 572.516, 480.955, - 745.968, + 745.9680000000001, 370.55, 332.53, 743.727, 575.18, 315.629, - 743.843, - 743.458, + 743.8430000000001, + 743.4580000000001, 737.066, - 700.901, + 700.9010000000001, 134.535, 405.289, 524.943, @@ -55100,7 +55100,7 @@ 477.966, 584.98, 606.55, - 695.374, + 695.3739999999999, 533.124, 585.58, 685.563, @@ -55110,7 +55110,7 @@ 489.318, 477.454, 321.652, - 495.688, + 495.6880000000001, 657.293, 507.745, 651.248, @@ -55120,8 +55120,8 @@ 640.865, 396.354, 432.321, - 348.623, - 630.608, + 348.62300000000005, + 630.6080000000001, 522.962, 0.368, 69.048, @@ -55134,9 +55134,9 @@ 597.741, 403.407, 588.404, - 583.983, + 583.9830000000001, 582.106, - 54.888, + 54.888000000000005, 455.911, 402.504, 565.375, @@ -55159,15 +55159,15 @@ 425.918, 325.588, 486.334, - 352.498, + 352.49800000000005, 324.647, 482.871, 378.886, 239.264, 395.082, - 319.984, + 319.98400000000004, 435.778, - 346.938, + 346.93800000000005, 454.48, 190.728, 200.17, @@ -55189,10 +55189,10 @@ 332.585, 234.826, 339.792, - 342.198, + 342.19800000000004, 352.163, 175.638, - 146.492, + 146.49200000000002, 0.374, 252.774, 311.88, @@ -55208,7 +55208,7 @@ 251.139, 267.187, 241.152, - 60.476, + 60.476000000000006, 245.143, 265.166, 273.391, @@ -55221,13 +55221,13 @@ 225.952, 217.198, 144.461, - 62.491, + 62.49100000000001, 118.387, 71.146, 195.925, 161.627, - 150.038, - 143.288, + 150.03799999999998, + 143.28799999999998, 137.408, 152.813, 82.167, @@ -55236,9 +55236,9 @@ 24.075, 29.899, 23.067, - 26.348, + 26.348000000000003, 23.073, - 25.363, + 25.363000000000003, 22.572, 23.838, 17.413, @@ -55255,21 +55255,21 @@ 6.16, 15.91, 8.913, - 11.109, + 11.109000000000002, 7.652, 8.115, 8.77, 7.718, 2.807, 9.271, - 5.422, + 5.422000000000001, 7.68, 2.174, 3.867, 5.56, - 3.121, + 3.1210000000000004, 3.661, - 0.781, + 0.7809999999999999, 3.275, 4.52, -4.977, @@ -56078,15 +56078,15 @@ 0.71, 1.822, 0.115, - 4.943, + 4.9430000000000005, 9.529, 2.516, 7.68, 11.489, - 12.381, + 12.380999999999998, 10.339, 11.682, - 12.266, + 12.265999999999998, 11.963, 23.1, 38.559, @@ -56101,13 +56101,13 @@ 15.91, 17.71, 18.745, - 25.633, + 25.633000000000003, 23.161, 28.628, 25.556, 27.725, 26.365, - 16.769, + 16.769000000000002, 40.536, 46.603, 71.465, @@ -56120,14 +56120,14 @@ 222.703, 176.706, 194.874, - 306.049, + 306.04900000000004, 194.609, - 264.489, + 264.48900000000003, 274.922, 183.687, - 132.052, + 132.05200000000002, 69.747, - 309.044, + 309.04400000000004, 177.614, 142.369, 303.203, @@ -56135,8 +56135,8 @@ 370.517, 378.759, 380.554, - 349.768, - 35.669, + 349.76800000000003, + 35.669000000000004, 192.523, 241.284, 250.847, @@ -56146,7 +56146,7 @@ 309.639, 320.897, 348.601, - 342.198, + 342.19800000000004, 251.876, 211.291, 438.135, @@ -56162,7 +56162,7 @@ 250.957, 0.611, 38.543, - 239.809, + 239.80900000000003, 308.83, 498.584, 304.893, @@ -56174,14 +56174,14 @@ 528.55, 185.036, 495.936, - 563.608, + 563.6080000000001, 400.081, - 582.833, - 591.834, + 582.8330000000001, + 591.8340000000001, 594.405, 485.954, 270.308, - 80.841, + 80.84100000000001, 121.63, 264.39, 243.057, @@ -56216,7 +56216,7 @@ 92.98, 472.896, 694.586, - 748.231, + 748.2310000000001, 713.09, 437.523, 764.94, @@ -56229,7 +56229,7 @@ 604.425, 459.595, 242.446, - 294.929, + 294.92900000000003, 506.919, 735.304, 743.893, @@ -56238,20 +56238,20 @@ 686.868, 449.244, 496.354, - 749.723, + 749.7230000000001, 343.789, 637.33, - 694.129, + 694.1289999999999, 493.321, 542.346, 652.674, 297.01, - 779.391, + 779.3910000000001, 522.323, 777.525, 710.893, 800, - 701.864, + 701.8639999999999, 800, 787.699, 772.801, @@ -56266,7 +56266,7 @@ 800, 800, 366.344, - 173.469, + 173.46900000000002, 117.848, 392.154, 244.229, @@ -56274,23 +56274,23 @@ 302.818, 287.271, 276.992, - 487.243, + 487.24300000000005, 345.826, 189.864, 171.68, 183.274, - 669.636, + 669.6360000000001, 481.616, - 322.549, + 322.54900000000004, 327.664, - 342.638, + 342.63800000000003, 760.75, 727.63, 464.263, - 342.203, + 342.20300000000003, 469.301, 245.286, - 337.937, + 337.93699999999995, 754.166, 549.674, 462.309, @@ -56323,7 +56323,7 @@ 199.74, 134.722, 194.565, - 197.714, + 197.71400000000003, 204.145, 195.788, 191.268, @@ -56336,15 +56336,15 @@ 127.747, 205.235, 142.116, - 159.926, - 170.496, + 159.92600000000002, + 170.49599999999998, 145.232, 234.617, 157.013, - 87.981, + 87.98100000000001, 201.458, 244.984, - 259.364, + 259.36400000000003, 293.249, 194.967, 315.832, @@ -56354,7 +56354,7 @@ 355.218, 116.609, 325.687, - 391.053, + 391.05300000000005, 342.644, 341.185, 382.062, @@ -56363,13 +56363,13 @@ 396.519, 245.22, 386.549, - 331.864, + 331.86400000000003, 300.291, 268.828, - 168.971, - 329.062, - 173.193, - 347.257, + 168.97099999999998, + 329.06199999999995, + 173.19299999999998, + 347.25699999999995, 271.795, 333.004, 252.493, @@ -56393,7 +56393,7 @@ 334.523, 337.414, 341.141, - 343.183, + 343.18300000000005, 151.491, 209.551, 358.461, @@ -56413,7 +56413,7 @@ 173.838, 165.359, 353.577, - 177.223, + 177.22299999999998, 79.707, 370.622, 373.562, @@ -56430,7 +56430,7 @@ 415.26, 514.406, 251.998, - 612.892, + 612.8919999999999, 648.126, 632.04, 379.249, @@ -56452,21 +56452,21 @@ 637.259, 800, 663.564, - 705.641, + 705.6410000000001, 522.433, 706.819, 620.214, 754.815, 800, - 580.421, - 735.282, + 580.4209999999999, + 735.2819999999999, 800, 800, 571.739, 800, 800, 800, - 87.877, + 87.87700000000001, 411.318, 800, 800, @@ -56484,15 +56484,15 @@ 451.854, 412.601, 734.682, - 630.801, + 630.8009999999999, 432.651, 561.719, - 512.353, - 656.214, - 750.042, + 512.3530000000001, + 656.2139999999999, + 750.0419999999999, 468.59, 485.894, - 544.333, + 544.3330000000001, 499.2, 517.511, 351.832, @@ -56508,13 +56508,13 @@ 657.832, 597.681, 619.245, - 585.574, - 610.233, + 585.5740000000001, + 610.2330000000001, 705.977, 628.797, - 513.333, + 513.3330000000001, 615.568, - 728.769, + 728.7689999999999, 773.181, 676.209, 715.171, @@ -56538,23 +56538,23 @@ 45.21, 588.388, 566.977, - 792.896, + 792.8960000000001, 403.875, 785.888, 776.655, - 770.142, + 770.1419999999999, 767.747, - 766.371, - 762.974, - 764.604, - 760.662, - 754.881, + 766.3710000000001, + 762.9739999999999, + 764.6039999999999, + 760.6619999999999, + 754.8810000000001, 753.956, - 749.646, + 749.6460000000001, 738.365, - 739.224, - 744.256, - 574.459, + 739.2239999999999, + 744.2560000000001, + 574.4590000000001, 474.712, 323.199, 507.332, @@ -56562,7 +56562,7 @@ 560.607, 507.959, 705.817, - 680.267, + 680.2669999999999, 530.851, 415.689, 521.86, @@ -56573,23 +56573,23 @@ 444.961, 480.119, 570.082, - 601.292, - 681.594, - 680.256, - 700.251, + 601.2919999999999, + 681.5939999999999, + 680.2560000000001, + 700.2510000000001, 688.784, 685.684, 689.466, - 697.014, + 697.0139999999999, 678.813, 659.842, - 666.861, + 666.8610000000001, 622.268, 366.284, - 573.171, + 573.1709999999999, 577.112, 590.391, - 582.343, + 582.3430000000001, 558.493, 559.242, 282.018, @@ -56613,7 +56613,7 @@ 150.44, 160.151, 157.327, - 179.844, + 179.84400000000002, 197.891, 182.019, 173.672, @@ -56629,7 +56629,7 @@ 235.377, 216.697, 262.265, - 260.669, + 260.66900000000004, 309.672, 267.837, 229.062, @@ -56651,9 +56651,9 @@ 349.514, 329.546, 343.403, - 325.792, + 325.79200000000003, 307.327, - 334.683, + 334.68300000000005, 331.622, 327.074, 319.642, @@ -56664,7 +56664,7 @@ 300.819, 294.802, 291.185, - 287.287, + 287.28700000000003, 284.573, 282.497, 279.007, @@ -56689,21 +56689,21 @@ 66.565, 69.164, 69.786, - 69.511, + 69.51100000000001, 66.384, - 66.213, + 66.21300000000001, 65.756, 65.304, 67.028, 67.529, 64.578, - 61.016, + 61.016000000000005, 58.538, - 58.373, + 58.373000000000005, 55.989, 53.914, 54.927, - 55.009, + 55.00899999999999, 55.235, 53.363, 49.113, @@ -56722,7 +56722,7 @@ 13.521, 12.227, 10.333, - 7.542, + 7.542000000000001, 5.989, 3.749, 0.947, @@ -57496,13 +57496,13 @@ 3.072, 3.963, 5.263, - 6.122, + 6.122000000000001, 7.685, 9.425, 11.253, 12.475, 14.611, - 17.022, + 17.022000000000002, 18.718, 21.278, 23.199, @@ -57511,16 +57511,16 @@ 29.112, 31.011, 33.604, - 35.862, + 35.861999999999995, 37.926, 40.448, 42.782, 45.573, 55.153, 69.654, - 81.364, + 81.36399999999999, 87.095, - 54.211, + 54.211000000000006, 99.482, 100.423, 99.24, @@ -57533,7 +57533,7 @@ 133.351, 138.135, 142.82, - 146.867, + 146.86700000000002, 151.244, 157.178, 163.488, @@ -57564,7 +57564,7 @@ 287.827, 295.215, 299.856, - 302.234, + 302.23400000000004, 309.892, 314.621, 317.44, @@ -57572,7 +57572,7 @@ 330.642, 331.875, 339.731, - 342.627, + 342.62699999999995, 346.481, 350.742, 356.782, @@ -57610,7 +57610,7 @@ 504.92, 510.327, 512.226, - 518.343, + 518.3430000000001, 519.24, 519.95, 524.58, @@ -57630,17 +57630,17 @@ 579.172, 585.007, 588.85, - 592.291, + 592.2909999999999, 592.484, 599.475, 602.933, - 607.541, + 607.5409999999999, 611.576, 615.832, 614.643, 623.391, 624.674, - 629.843, + 629.8430000000001, 631.236, 637.975, 640.595, @@ -57655,9 +57655,9 @@ 669.058, 667.434, 668.821, - 675.004, + 675.0039999999999, 678.252, - 681.142, + 681.1419999999999, 684.534, 688.674, 696.695, @@ -57668,33 +57668,33 @@ 707.293, 708.262, 715.21, - 718.772, + 718.7719999999999, 718.799, - 722.631, - 725.901, + 722.6310000000001, + 725.9010000000001, 723.291, - 729.006, + 729.0060000000001, 734.077, 735.04, - 736.532, + 736.5319999999999, 745.318, 741.426, 738.029, 755.674, 753.345, - 754.848, + 754.8480000000001, 755.977, 760.513, 759.913, - 760.233, + 760.2330000000001, 764.301, - 764.631, + 764.6310000000001, 772.047, 774.007, 775.565, - 775.851, + 775.8510000000001, 779.59, - 781.511, + 781.5110000000001, 784.148, 788.178, 791.558, @@ -57702,22 +57702,22 @@ 794.3, 796.497, 786.967, - 782.744, - 733.366, + 782.7439999999999, + 733.3660000000001, 790.253, 783.405, - 773.611, - 741.729, - 730.636, - 744.261, + 773.6110000000001, + 741.7289999999999, + 730.6360000000001, + 744.2610000000001, 735.436, 725.538, 714.428, 706.302, 687.826, - 671.354, + 671.3539999999999, 649.106, - 628.417, + 628.4169999999999, 630.014, 630.129, 608.818, @@ -57727,19 +57727,19 @@ 616.003, 620.891, 620.082, - 615.892, + 615.8919999999999, 584.633, 586.362, - 572.593, + 572.5930000000001, 555.085, 545.561, 554.111, - 573.848, + 573.8480000000001, 594.306, 596.937, 597.169, 593.364, - 613.459, + 613.4590000000001, 608.592, 602.993, 615.16, @@ -57759,7 +57759,7 @@ 581.831, 576.033, 574.2, - 517.963, + 517.9630000000001, 499.189, 507.425, 484.209, @@ -57770,7 +57770,7 @@ 514.406, 498.055, 466.174, - 441.873, + 441.8730000000001, 432.734, 410.426, 409.655, @@ -57779,10 +57779,10 @@ 400.412, 421.712, 450.23, - 458.488, + 458.48800000000006, 452.316, 439.483, - 446.183, + 446.1830000000001, 440.832, 451.667, 448.776, @@ -57898,24 +57898,24 @@ 124.135, 121.135, 124.344, - 135.052, + 135.05200000000002, 147.357, 153.363, 137.062, - 155.147, - 169.626, - 134.419, + 155.14700000000002, + 169.62599999999998, + 134.41899999999998, 107.514, 95.38, 90.662, 87.965, - 82.261, - 79.228, + 82.26100000000001, + 79.22800000000001, 74.796, 68.294, 62.337, - 56.259, - 50.891, + 56.25899999999999, + 50.891000000000005, 47.985, 46.085, 44.246, @@ -57938,8 +57938,8 @@ 16.692, 13.906, 12.618, - 12.029, - 11.324, + 12.029000000000002, + 11.324000000000002, 10.603, 9.882, 9.194, @@ -57948,7 +57948,7 @@ 5.307, 4.652, 3.848, - 2.851, + 2.8510000000000004, 2.741, 2.196, 0.836, @@ -58727,7 +58727,7 @@ -2.048, -1.509, -0.92, - -0.832, + -0.8320000000000001, -0.193, 0.765, 2.813, @@ -58753,7 +58753,7 @@ 56.347, 68.542, 82.652, - 83.731, + 83.73100000000001, 60.493, 101.486, 101.838, @@ -58781,9 +58781,9 @@ 179.106, 169.72, 172.313, - 178.534, + 178.53400000000002, 174.201, - 154.723, + 154.72299999999998, 169.951, 194.956, 227.719, @@ -58820,7 +58820,7 @@ 254.249, 317.335, 293.558, - 289.787, + 289.78700000000003, 238.647, 296.536, 333.059, @@ -58832,12 +58832,12 @@ 357.844, 310.228, 368.574, - 300.109, + 300.10900000000004, 273.518, 332.96, 394.785, 392.798, - 323.804, + 323.80400000000003, 474.619, 447.351, 481.627, @@ -58850,10 +58850,10 @@ 524.266, 536.494, 533.758, - 526.171, + 526.1709999999999, 530.955, 526.865, - 545.958, + 545.9580000000001, 558.736, 552.085, 551.133, @@ -58861,10 +58861,10 @@ 549.635, 585.161, 601.248, - 583.416, + 583.4159999999999, 557.37, - 588.233, - 594.537, + 588.2330000000001, + 594.5369999999999, 580.14, 565.359, 612.975, @@ -58874,7 +58874,7 @@ 391.086, 400.395, 461.593, - 477.113, + 477.11300000000006, 420.666, 325.726, 419.659, @@ -58882,34 +58882,34 @@ 308.428, 557.26, 662.633, - 668.766, + 668.7660000000001, 672.163, 710.447, - 701.644, + 701.6439999999999, 708.025, 703.5, - 699.646, + 699.6460000000001, 703.015, 720.919, 720.842, - 713.272, + 713.2719999999999, 716.927, 712.919, - 715.474, + 715.4739999999999, 715.584, - 722.532, + 722.5319999999999, 730.68, 745.39, - 750.108, + 750.1080000000001, 746.596, - 687.479, - 721.744, + 687.4789999999999, + 721.7439999999999, 712.457, 728.202, - 727.024, - 749.139, + 727.0239999999999, + 749.1389999999999, 775.18, - 757.006, + 757.0060000000001, 771.684, 772.488, 590.909, @@ -58924,24 +58924,24 @@ 521.519, 584.82, 521.602, - 701.611, - 698.292, + 701.6110000000001, + 698.2919999999999, 755.96, - 753.483, + 753.4830000000001, 317.743, 684.148, 693.32, - 782.838, + 782.8380000000001, 720.451, 545.754, - 769.531, + 769.5310000000001, 523.011, 617.654, 597.559, - 362.738, + 362.73800000000006, 746.095, 748.567, - 767.224, + 767.2239999999999, 701.98, 581.864, 730.173, @@ -58950,22 +58950,22 @@ 586.571, 559.451, 632.535, - 673.121, + 673.1210000000001, 501.777, 787.908, - 544.152, + 544.1519999999999, 743.21, 539.637, 657.832, 679.628, 716.547, - 740.397, + 740.3969999999999, 556.115, 389.027, 621.354, 701.633, 693.188, - 601.166, + 601.1659999999999, 281.765, 389.379, 497.191, @@ -58974,12 +58974,12 @@ 577.993, 346.431, 630.206, - 664.896, + 664.8960000000001, 625.461, 525.246, 600.026, 436.577, - 547.532, + 547.5319999999999, 513.492, 214.682, 423.71, @@ -58993,7 +58993,7 @@ 399.151, 573.193, 622.378, - 634.704, + 634.7040000000001, 623.611, 607.695, 346.338, @@ -59011,7 +59011,7 @@ 516.465, 559.677, 561.697, - 388.113, + 388.11300000000006, 125.28, 104.624, 124.95, @@ -59032,7 +59032,7 @@ 131.87, 130.417, 284.358, - 177.036, + 177.03599999999997, 151.689, 163.565, 181.039, @@ -59044,15 +59044,15 @@ 95.001, 87.656, 93.195, - 84.783, + 84.78299999999999, 86.164, 91.642, 102.581, 113.339, 119.351, 133.918, - 170.309, - 143.052, + 170.30900000000003, + 143.05200000000002, 112.139, 103.264, 103.093, @@ -59064,7 +59064,7 @@ 98.64, 97.456, 88.311, - 86.798, + 86.79799999999999, 87.833, 92.958, 94.411, @@ -59081,7 +59081,7 @@ 175.054, 78.985, 70.342, - 71.349, + 71.34899999999999, 91.494, 117.952, 55.615, @@ -59090,7 +59090,7 @@ 47.621, 52.24, 67.749, - 141.301, + 141.30100000000002, 150.236, 109.816, 65.932, @@ -59100,8 +59100,8 @@ 54.949, 49.003, 45.7, - 41.384, - 37.513, + 41.38399999999999, + 37.513000000000005, 35.151, 30.824, 29.272, @@ -59118,29 +59118,29 @@ 18.503, 17.066, 15.712, - 14.154, + 14.154000000000002, 12.144, 10.284, 8.709, 8.34, 8.252, - 6.078, + 6.077999999999999, 5.114, 4.74, 4.938, 4.999, 5.362, 5.676, - 5.758, + 5.757999999999999, 5.604, 4.756, - 4.531, + 4.531000000000001, 3.248, 2.725, 1.348, - 0.082, + 0.0819999999999999, -1.663, - -1.377, + -1.3769999999999998, -1.558, null, null, @@ -60809,7 +60809,7 @@ 800, 798.418, 800, - 799.866, + 799.8660000000001, 800, 800, 800, @@ -61064,7 +61064,7 @@ 800, 800, 800, - 797.598, + 797.5980000000001, 795.23, 800, 800, @@ -61259,7 +61259,7 @@ 800, 796.909, 791.784, - 794.861, + 794.8610000000001, 800, 800, 800, @@ -62129,7 +62129,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -76204,11 +76204,11 @@ 94.197, 27.059, 79.618, - 67.463, + 67.46300000000001, 40.778, - 169.499, - 151.932, - 150.478, + 169.49900000000002, + 151.93200000000002, + 150.47799999999998, 209.925, 42.622, null, @@ -76238,7 +76238,7 @@ 114.572, 123.342, 125.693, - 152.427, + 152.42700000000002, 69.164, 13.053, 85.256, @@ -76265,24 +76265,24 @@ 58.313, 200.269, 49.003, - 174.212, - 170.689, + 174.21200000000002, + 170.68900000000002, 160.465, 140.541, 118.305, 96.531, 33.654, 58.676, - 45.171, + 45.17100000000001, 24.229, 39.969, 31.975, 28.143, 26.805, 15.784, - 17.556, - 7.839, - 15.051, + 17.555999999999997, + 7.838999999999999, + 15.050999999999998, 7.058, 5.285, 3.512, @@ -76313,22 +76313,22 @@ 3.941, 3.897, 5.4, - 7.283, - 7.861, + 7.282999999999999, + 7.861000000000001, 5.433, 5.472, - 5.2075, - 4.943, + 5.2075000000000005, + 4.9430000000000005, -0.815, -0.193, 5.307, - 4.536, + 4.5360000000000005, 7.146, 2.009, 7.058, 4.96, 6.265, - 5.786, + 5.7860000000000005, 2.02, 7.443, 2.824, @@ -76336,7 +76336,7 @@ null, null, null, - 5.054, + 5.053999999999999, 7.3, 4.96, 5.684, @@ -77273,20 +77273,20 @@ 2.736, -1.47, 0.754, - 4.608, - 1.299, + 4.6080000000000005, + 1.2990000000000002, 3.589, 3.033, 3.2645, - 3.496, + 3.4960000000000004, 3.49, 1.855, - 5.703, + 5.702999999999999, 3.567, 1.927, 6.683, 1.585, - 5.588, + 5.587999999999999, 2.516, 6.738, 1.249, @@ -77301,19 +77301,19 @@ 8.037, 6.54, 16.02, - 13.824, + 13.824000000000002, 16.202, 5.318, null, null, 15.442, 22.792, - 17.876, + 17.875999999999998, 20.931, 12.513, - 6.083, + 6.082999999999999, 20.882, - 12.029, + 12.029000000000002, 18.316, 0.589, 8.913, @@ -77324,10 +77324,10 @@ 28.545, 30.582, 25.886, - 23.078, + 23.078000000000003, 32.509, - 6.457, - 0.572, + 6.457000000000001, + 0.5720000000000001, 41.857, 33.819, 19.775, @@ -77337,7 +77337,7 @@ 31.375, 51.618, 53.6, - 59.171, + 59.17100000000001, 20.425, 39.649, 33.643, @@ -77345,7 +77345,7 @@ 42.82, 9.364, 86.836, - 73.353, + 73.35300000000001, 75.979, 83.478, 97.225, @@ -77358,7 +77358,7 @@ 3.011, 76.205, 150.632, - 15.971, + 15.970999999999998, 65.827, 220.914, 166.02, @@ -77371,11 +77371,11 @@ 497.169, 207.266, 596.558, - 640.199, + 640.1990000000001, 630.46, 360.399, 528.313, - 725.631, + 725.6310000000001, 451.617, 93.244, 718.199, @@ -77390,9 +77390,9 @@ 71.206, 540.865, 415.04, - 773.099, - 625.973, - 669.146, + 773.0989999999999, + 625.9730000000001, + 669.1460000000001, 721.442, 306.253, 482.728, @@ -77422,12 +77422,12 @@ 666.823, 225.555, 526.496, - 721.161, + 721.1610000000001, 425.957, 742.324, 789.455, 705.828, - 174.151, + 174.15099999999998, 610.145, 445.699, 87.992, @@ -77435,25 +77435,25 @@ 474.762, 674.541, 390.348, - 669.036, + 669.0360000000001, 227.02, 404.64, - 473.683, + 473.6830000000001, 731.186, 676.055, 233.626, - 734.792, + 734.7919999999999, 550.967, 412.386, 445.859, 587.132, 662.039, 559.451, - 668.739, - 772.141, - 342.688, + 668.7389999999999, + 772.1410000000001, + 342.68800000000005, 417.682, - 766.536, + 766.5360000000001, 463.872, 615.457, 565.045, @@ -77467,16 +77467,16 @@ 119.499, 505.757, 564.109, - 749.728, + 749.7280000000001, 494.086, - 342.368, + 342.36800000000005, 711.681, 607.965, 641.663, 236.472, 285.151, 610.508, - 762.589, + 762.5889999999999, 141.582, 653.434, 776.633, @@ -77500,10 +77500,10 @@ 122.533, 90.47, 561.808, - 633.829, + 633.8290000000001, 611.549, 629.689, - 690.766, + 690.7660000000001, 712.765, 766.602, 488.459, @@ -77513,23 +77513,23 @@ 184.48, 602.58, 438.465, - 454.678, + 454.67800000000005, 277.62, 594.394, 694.735, 282.844, 675.158, 562.215, - 578.907, + 578.9069999999999, 493.585, - 629.584, + 629.5840000000001, 750.345, - 767.527, + 767.5269999999999, 275.863, 759.847, 721.21, 380.961, - 0.468, + 0.4679999999999999, 377.454, 713.409, 204.596, @@ -77538,16 +77538,16 @@ 767.423, 765.419, 338.305, - 348.518, + 348.51800000000003, 289.588, 479.64, 440.32, 502.399, - 417.688, - 744.889, - 745.401, - 742.527, - 738.657, + 417.6880000000001, + 744.8889999999999, + 745.4010000000001, + 742.5269999999999, + 738.6569999999999, 599.448, 484.804, 306.132, @@ -77577,7 +77577,7 @@ 576.606, 376.48, 15.057, - 631.208, + 631.2080000000001, 439.17, 622.24, 498.628, @@ -77597,10 +77597,10 @@ 333.521, 299.559, 386.72, - 512.733, + 512.7330000000001, 555.614, 551.65, - 411.428, + 411.42800000000005, 431.099, 541.746, 535.927, @@ -77610,10 +77610,10 @@ 232.156, 463.569, 338.79, - 497.373, + 497.3730000000001, 333.819, 404.932, - 337.072, + 337.07199999999995, 322.307, 258.956, 470.126, @@ -77639,7 +77639,7 @@ 250.891, 269.648, 223.557, - 219.119, + 219.11900000000003, 224.762, 245.105, 202.466, @@ -77651,9 +77651,9 @@ 119.566, 90.673, 121.702, - 88.378, + 88.37799999999999, 116.037, - 88.763, + 88.76299999999999, 102.438, 107.85, 97.764, @@ -77664,19 +77664,19 @@ 44.213, 0.429, 39.936, - 51.134, + 51.13399999999999, 54.354, - 64.159, + 64.15899999999999, 26.227, 0.335, - 43.156, + 43.156000000000006, 41.059, 40.954, 48.133, 37.183, 25.748, 35.311, - 28.848, + 28.848000000000003, 20.342, 24.763, 29.96, @@ -78524,10 +78524,10 @@ 43.558, 40.36, 24.647, - 29.668, + 29.668000000000003, 46.983, - 43.696, - 0.666, + 43.696000000000005, + 0.6659999999999999, 0.677, 16.059, 31.441, @@ -78543,10 +78543,10 @@ 79.387, 41.852, 92.044, - 87.343, + 87.34299999999999, 63.438, 84.116, - 80.659, + 80.65899999999999, 117.98, 121.867, 153.159, @@ -78575,10 +78575,10 @@ 130.918, 202.504, 215.15, - 141.598, + 141.59799999999998, 164.55, 116.45, - 167.914, + 167.91400000000002, 160.74, 152.179, 9.469, @@ -78586,14 +78586,14 @@ 247.246, 227.889, 160.939, - 138.432, + 138.43200000000002, 138.493, 36.935, 107.619, 116.251, 92.897, 11.561, - 5.786, + 5.7860000000000005, 126.849, 134.314, 134.81, @@ -78606,12 +78606,12 @@ 145.16, 10.074, 60.41, - 148.177, + 148.17700000000002, 118.723, 157.079, 157.239, 83.5, - 171.432, + 171.43200000000002, 168.602, 171.861, 94.934, @@ -78625,7 +78625,7 @@ 259.777, 306.815, 29.987, - 12.359, + 12.359000000000002, 152.091, 86.324, 302.46, @@ -78642,11 +78642,11 @@ 171.856, 170.391, 160.482, - 264.544, + 264.54400000000004, 171.696, 281.435, - 312.667, - 355.758, + 312.66700000000003, + 355.75800000000004, 436.912, 318.183, 316.025, @@ -78676,13 +78676,13 @@ 400.401, 392.319, 455.46, - 485.558, + 485.5580000000001, 366.829, 378.236, 450.252, 408.224, 400.979, - 345.363, + 345.36300000000006, 357.222, 446.789, 129.376, @@ -78697,7 +78697,7 @@ 51.145, 336.059, 189.032, - 136.478, + 136.47799999999998, 245.11, 580.383, 432.117, @@ -78705,8 +78705,8 @@ 579.986, 598.44, 264.588, - 522.593, - 615.171, + 522.5930000000001, + 615.1709999999999, 339.324, 324.14, 107.206, @@ -78716,12 +78716,12 @@ 445.974, 305.466, 337.7, - 336.924, + 336.92400000000004, 403.566, 217.308, 156.782, 334.788, - 354.502, + 354.50199999999995, 382.552, 404.761, 437.21, @@ -78734,7 +78734,7 @@ 111.908, 191.482, 473.523, - 34.788, + 34.788000000000004, 250.263, 353.577, 457.86, @@ -78756,10 +78756,10 @@ 540.529, 518.645, 426.909, - 161.979, + 161.97899999999998, 67.997, 204.938, - 0.468, + 0.4679999999999999, 181.033, 44.153, 262.331, @@ -78772,7 +78772,7 @@ 682.689, 531.297, 731.153, - 747.994, + 747.9939999999999, 758.295, 465.739, 608.818, @@ -78782,7 +78782,7 @@ 746.965, 234.694, 767.659, - 672.917, + 672.9169999999999, 394.565, 516.14, 487.171, @@ -78796,13 +78796,13 @@ 443.833, 661.554, 511.45, - 748.969, + 748.9689999999999, 593.987, 650.653, 572.906, 515.48, 725.835, - 666.751, + 666.7510000000001, 436.164, 474.635, 670.187, @@ -78810,9 +78810,9 @@ 562.187, 354.684, 346.096, - 659.011, + 659.0110000000001, 339.528, - 529.348, + 529.3480000000001, 486.857, 493.469, 796.073, @@ -78820,8 +78820,8 @@ 662.936, 619.752, 428.853, - 545.963, - 757.001, + 545.9630000000001, + 757.0010000000001, 714.23, 666.663, 472.697, @@ -78835,8 +78835,8 @@ 212.827, 595.341, 662.903, - 792.417, - 572.829, + 792.4169999999999, + 572.8290000000001, 371.376, 741.388, 649.332, @@ -78845,15 +78845,15 @@ 764.285, 697.548, 697.201, - 680.504, + 680.5039999999999, 600.4304999999999, 520.357, 759.798, - 600.978, - 448.683, + 600.9780000000001, + 448.6830000000001, 730.454, - 720.484, - 635.167, + 720.4839999999999, + 635.1669999999999, 688.569, 419.229, 541.592, @@ -78872,7 +78872,7 @@ 619.476, 352.163, 563.663, - 549.343, + 549.3430000000001, 311.577, 516.405, 512.375, @@ -78903,7 +78903,7 @@ 161.715, 218.31, 317.715, - 177.466, + 177.46599999999998, 311.687, 223.782, 293.8, @@ -78914,12 +78914,12 @@ 94.99, 279.541, 229.761, - 155.538, + 155.53799999999998, 295.848, 303.952, 306.594, 301.133, - 129.288, + 129.28799999999998, 176.497, 300.384, 302.933, @@ -78941,17 +78941,17 @@ 127.433, 128.22, 57.646, - 177.939, + 177.93900000000002, 133.219, 273.232, - 196.619, + 196.61900000000003, 166.136, 219.642, - 175.038, + 175.03799999999998, 222.604, 181.551, 180.84, - 178.814, + 178.81400000000002, 200.594, 50.28, 184.061, @@ -78961,11 +78961,11 @@ 199.129, 106.644, 195.424, - 153.897, + 153.89700000000002, 204.095, 78.672, 159.1, - 141.163, + 141.16299999999998, 189.511, 183.841, 179.128, @@ -79014,13 +79014,13 @@ 80.626, 66.24, 77.604, - 78.864, + 78.86399999999999, 56.705, 76.882, 81.182, 51.112, 82.646, - 87.987, + 87.98700000000001, 85.069, 0.484, 0.517, @@ -79029,7 +79029,7 @@ 91.769, 68.999, 35.278, - 88.097, + 88.09700000000001, 98.227, 96.944, 90.431, @@ -79050,7 +79050,7 @@ 0.49, 168.101, 189.5, - 143.729, + 143.72899999999998, 194.191, 189.401, 195.947, @@ -79059,7 +79059,7 @@ 44.268, 288.944, 315.238, - 224.839, + 224.83900000000003, 296.426, 244.923, 69.544, @@ -79071,7 +79071,7 @@ 334.975, 329.546, 302.587, - 26.238, + 26.238000000000003, 290.634, 149.944, 233.835, @@ -79095,7 +79095,7 @@ 39.87, 44.676, 41.631, - 41.196, + 41.196000000000005, 36.043, 38.741, 18.377, @@ -79953,7 +79953,7 @@ null, null, null, - 0.572, + 0.5720000000000001, -5.148, 0.016, null, @@ -79987,7 +79987,7 @@ 29.2, 15.31, 45.078, - 43.366, + 43.36600000000001, 46.542, 29.261, 48.018, @@ -80000,18 +80000,18 @@ 58.863, 60.878, 39.589, - 0.567, + 0.5670000000000001, 42.386, 32.927, 34.529, 38.212, - 56.936, + 56.93600000000001, 43.503, 55.235, 50.467, 50.556, 16.747, - 20.898, + 20.898000000000003, 61.027, 46.658, 57.173, @@ -80021,18 +80021,18 @@ 71.421, 83.77, 26.783, - 41.461, + 41.461000000000006, 78.044, 74.124, - 59.634, + 59.63399999999999, 115.508, 118.156, 107.745, - 79.591, + 79.59100000000001, 126.271, 122.638, 188.741, - 166.059, + 166.05900000000003, 138.108, 126.805, 122.39, @@ -80048,11 +80048,11 @@ 172.555, 116.609, 119.758, - 82.701, + 82.70100000000001, 158.208, 125.814, 124.834, - 156.182, + 156.18200000000002, 89.572, 148.832, 146.68, @@ -80081,7 +80081,7 @@ 106.71, 136.847, 85.322, - 169.538, + 169.53799999999998, 120.303, 46.845, 134.782, @@ -80108,10 +80108,10 @@ 248.067, 235.443, 229.068, - 167.589, - 167.897, + 167.58900000000003, + 167.89700000000002, 225.467, - 144.087, + 144.08700000000002, 126.579, 203.523, 270.215, @@ -80123,8 +80123,8 @@ 150.809, 356.281, 501.089, - 540.166, - 598.176, + 540.1659999999999, + 598.1759999999999, 477.206, 603.368, 338.476, @@ -80139,7 +80139,7 @@ 538.3, 680.074, 689.962, - 594.333, + 594.3330000000001, 649.607, 619.317, 597.389, @@ -80152,7 +80152,7 @@ 377.162, 325.076, 300.252, - 294.169, + 294.16900000000004, 221.927, 138.68, 70.925, @@ -80167,10 +80167,10 @@ 470.374, 384.898, 347.764, - 341.873, + 341.87300000000005, 441.509, 522.923, - 507.123, + 507.1230000000001, 41.841, 446.007, 166.46, @@ -80181,18 +80181,18 @@ 578.258, 596.569, 105.125, - 712.226, + 712.2260000000001, 503.555, 469.895, 526.391, 528.66, - 756.037, - 756.142, - 168.288, + 756.0369999999999, + 756.1419999999999, + 168.28799999999998, 626.887, 589.665, - 739.521, - 659.792, + 739.5210000000001, + 659.7919999999999, 518.381, 412.386, 631.996, @@ -80212,34 +80212,34 @@ 504.931, 597.02, 179.035, - 628.412, - 799.161, + 628.4119999999999, + 799.1610000000001, 782.414, 749.073, 552.085, 628.77, 508.196, - 788.833, + 788.8330000000001, 734.456, 98.26, 784.115, 328.495, 471.029, - 5.637, + 5.6370000000000005, 515.656, - 310.977, + 310.97700000000003, 44.037, 74.565, 30.621, 455.251, 384.512, - 505.053, + 505.05300000000005, 717.059, - 377.553, + 377.55300000000005, 594.57, 652.944, 406.6, - 464.748, + 464.7480000000001, 697.658, 353.539, 314.654, @@ -80247,7 +80247,7 @@ 662.628, 445.253, 451.089, - 698.958, + 698.9580000000001, 392.572, 720.17, 434.044, @@ -80258,11 +80258,11 @@ 777.057, 721.205, 517.726, - 740.463, + 740.4630000000001, 693.293, 187.552, 397.009, - 728.874, + 728.8739999999999, 651.727, 752.712, 79.883, @@ -80274,8 +80274,8 @@ 493.706, 756.643, 508.648, - 795.588, - 795.522, + 795.5880000000001, + 795.5219999999999, 563.244, 328.407, 403.049, @@ -80286,7 +80286,7 @@ 303.88, 378.55, 364.753, - 520.473, + 520.4730000000001, 478.929, 460.096, 418.431, @@ -80294,8 +80294,8 @@ 296.844, 289.996, 258.472, - 302.174, - 356.192, + 302.17400000000004, + 356.19199999999995, 158.334, 355.807, 0.264, @@ -80327,7 +80327,7 @@ 16.912, 375.643, 205.725, - 311.549, + 311.54900000000004, 316.4, 222.588, 206.782, @@ -80342,7 +80342,7 @@ 255.593, 0.473, 121.558, - 152.383, + 152.38299999999998, 113.878, 128.418, 96.652, @@ -80356,7 +80356,7 @@ 97.599, 60.757, 128.374, - 135.427, + 135.42700000000002, 140.695, 144.813, 146.404, @@ -80413,7 +80413,7 @@ 5.626, 12.387, 12.1, - 12.266, + 12.265999999999998, 6.331, 12.007, 15.178, @@ -80428,11 +80428,11 @@ 6.023, 5.428, 5.318, - 5.208, + 5.207999999999999, 2.505, 6.237, 3.039, - 1.343, + 1.3430000000000002, 2.758, 0.644, 1.899, @@ -80444,14 +80444,14 @@ 0.616, 6.485, 1.123, - 5.802, + 5.8020000000000005, 9.975, 9.458, 8.693, 7.564, 5.312, 4.913, - 4.514, + 4.513999999999999, 1.315, 0, 3.033, @@ -80468,7 +80468,7 @@ null, null, null, - -7.179, + -7.178999999999999, null, null, null, @@ -81399,18 +81399,18 @@ 3.474, -3.623, 4.723, - 7.867, + 7.867000000000001, 3.297, - 7.162, + 7.162000000000001, 11.462, - 7.377, + 7.377000000000001, 10.146, 6.193, 6.903, 7.806, 3.523, 13.257, - 5.538, + 5.537999999999999, 1.888, 13.042, 14.528, @@ -81431,14 +81431,14 @@ 24.174, 24.581, 33.434, - 17.182, + 17.182000000000002, 8.379, 32.503, 31.782, 32.107, 59.562, 34.1, - 26.453, + 26.453000000000003, 36.869, 1.403, 25.688, @@ -81453,9 +81453,9 @@ 106.755, 71.972, 145.518, - 154.073, + 154.07299999999998, 172.362, - 178.402, + 178.40200000000002, 191.114, 208.637, 212.772, @@ -81482,18 +81482,18 @@ 615.067, 398.259, 502.746, - 669.399, + 669.3989999999999, 677.184, 437.65, 302.317, 402.746, 261.775, 718.887, - 716.619, + 716.6189999999999, 434.352, 479.232, 654.276, - 737.749, + 737.7489999999999, 360.811, 289.599, 715.727, @@ -81514,9 +81514,9 @@ 775.637, 787.325, 613.971, - 672.251, + 672.2510000000001, 498.055, - 385.558, + 385.5580000000001, 590.259, 525.279, 584.534, @@ -81526,16 +81526,16 @@ 220.556, 264.286, 274.603, - 510.563, + 510.5630000000001, 590.254, - 525.147, + 525.1469999999999, 406.06, 502.19, 754.056, 477.911, - 705.129, + 705.1289999999999, 601.369, - 779.496, + 779.4960000000001, 755.597, 323.991, 581.005, @@ -81547,32 +81547,32 @@ 536.4, 313.096, 143.806, - 725.119, + 725.1189999999999, 498.259, 142.033, 305.703, 535.976, 383.962, 494.466, - 546.392, + 546.3919999999999, 320.87, 229.982, 643.766, - 796.601, + 796.6010000000001, 721.012, 535.283, - 668.348, + 668.3480000000001, 705.922, 274.146, 762, 599.007, - 787.259, + 787.2589999999999, 504.854, - 785.486, - 146.949, + 785.4860000000001, + 146.94899999999998, 574.217, - 614.301, - 746.656, + 614.3009999999999, + 746.6560000000001, 721.095, 578.181, 600.554, @@ -81583,35 +81583,35 @@ 143.53, 496.64, 420.462, - 711.009, + 711.0089999999999, 275.214, 553.401, 748.176, 670.676, - 566.834, + 566.8340000000001, 113.906, - 312.854, + 312.85400000000004, 739.13, 343.101, - 711.389, + 711.3889999999999, 732.59, 680.658, 327.003, - 332.437, - 6.991, + 332.43699999999995, + 6.9910000000000005, 18.233, 316.956, - 520.468, + 520.4680000000001, 283.868, 293.123, 19.516, 528.175, - 770.792, + 770.7919999999999, 36.264, - 441.928, + 441.92800000000005, 704.623, - 705.751, - 772.719, + 705.7510000000001, + 772.7189999999999, 80.053, 604.265, 352.796, @@ -81622,15 +81622,15 @@ 400.847, 760.53, 509.528, - 678.896, + 678.8960000000001, 485.47, 721.585, 452.839, 382.233, 516.173, - 728.599, + 728.5989999999999, 289.654, - 83.026, + 83.02600000000001, 380.62, 486.951, 244.637, @@ -81651,13 +81651,13 @@ 222.946, 70.116, 482.431, - 404.563, + 404.5630000000001, 149.124, 432.282, 0.143, 183.241, 570.765, - 778.521, + 778.5210000000001, 437.826, 382.646, 218.172, @@ -81665,7 +81665,7 @@ 313.603, 359.017, 258.087, - 312.727, + 312.72700000000003, 491.003, 5.956, 616.432, @@ -81679,7 +81679,7 @@ 255.268, 212.183, 178.358, - 421.123, + 421.1230000000001, 627.211, 503.693, 534.627, @@ -81697,10 +81697,10 @@ 507.222, 653.379, 766.701, - 534.583, + 534.5830000000001, 547.433, 792.164, - 684.886, + 684.8860000000001, 566.195, 662.985, 374.878, @@ -81710,10 +81710,10 @@ 627.878, 618.194, 766.25, - 466.113, + 466.11300000000006, 515.43, 789.18, - 596.084, + 596.0840000000001, 604.122, 588.09, 575.56, @@ -81721,7 +81721,7 @@ 738.437, 514.99, 564.747, - 512.204, + 512.2040000000001, 439.671, 486.989, 599.448, @@ -81732,7 +81732,7 @@ 211.654, 126.86, 178.82, - 264.924, + 264.92400000000004, 220.088, 77.218, 229.866, @@ -81742,15 +81742,15 @@ 278.055, 236.379, 531.01, - 550.588, - 142.677, + 550.5880000000001, + 142.67700000000002, 84.177, - 425.808, + 425.8080000000001, 577.636, 580.702, - 332.503, + 332.50300000000004, 583.763, - 570.407, + 570.4069999999999, 544.488, 543.893, 545.66, @@ -81758,11 +81758,11 @@ 430.372, 342.06, 503.715, - 335.823, + 335.82300000000004, 348.292, 312.86, 315.59, - 134.177, + 134.17700000000002, 205.422, 473.782, 479.629, @@ -81785,7 +81785,7 @@ 432.035, 302.988, 232.294, - 257.162, + 257.16200000000003, 425.555, 420.82, 421.519, @@ -81793,9 +81793,9 @@ 416.075, 216.835, 302.361, - 335.239, + 335.23900000000003, 406.512, - 307.299, + 307.29900000000004, 233.533, 277.9, 292.275, @@ -81803,27 +81803,27 @@ 106.76, 129.877, 221.459, - 201.744, + 201.74400000000003, 72.45, 109.474, 135.762, - 159.177, + 159.17700000000002, 244.885, - 173.496, + 173.49599999999998, 232.129, 263.961, 290.166, 189.974, 79.574, 141.356, - 26.398, + 26.398000000000003, 207.833, - 18.944, + 18.944000000000003, 152.334, 183.841, 157.734, - 163.961, - 165.943, + 163.96099999999998, + 165.94299999999998, 106.529, 151.018, 199.84, @@ -81849,18 +81849,18 @@ 20.788, 13.835, 26.381, - 7.674, + 7.673999999999999, 11.627, 9.161, 20.849, - 6.457, + 6.457000000000001, 0.446, 5.566, 14.479, 9.909, 15.453, 10.058, - 5.411, + 5.4110000000000005, 0.379, 5.502000000000001, 10.625, @@ -81868,10 +81868,10 @@ 6.155, 8.23, 7.388, - 5.076, + 5.0760000000000005, 5.874, - 2.851, - 1.701, + 2.8510000000000004, + 1.7009999999999998, 1.69, 2.939, 3.028, @@ -82678,11 +82678,11 @@ 16.108, 19.67, 26.673, - 12.596, + 12.595999999999998, 32.338, 37.612, 23.717, - 24.543, + 24.543000000000003, 38.774, 33.401, 36.897, @@ -82707,7 +82707,7 @@ 94.318, 172.984, 114.6, - 167.633, + 167.63299999999998, 26.767, 210.157, 180.466, @@ -82716,7 +82716,7 @@ 154.673, 233.863, 184.623, - 163.647, + 163.64700000000002, 191.356, 218.211, 157.52, @@ -82733,10 +82733,10 @@ 268.866, 150.599, 250.841, - 340.937, + 340.93699999999995, 111.687, 233.246, - 329.183, + 329.18300000000005, 90.822, 287.111, 247.852, @@ -82761,10 +82761,10 @@ 197.946, 272.841, 374.272, - 348.512, + 348.51199999999994, 393.519, 358.708, - 362.243, + 362.24300000000005, 282.288, 225.935, 461.588, @@ -82793,7 +82793,7 @@ 503.566, 583.565, 586.477, - 592.858, + 592.8580000000001, 596.8, 277.862, 576.716, @@ -82806,10 +82806,10 @@ 453.792, 505.763, 439.318, - 367.748, + 367.7480000000001, 639.158, 644.377, - 644.421, + 644.4209999999999, 653.186, 659.115, 659.291, @@ -82825,7 +82825,7 @@ 692.186, 475.109, 701.485, - 704.601, + 704.6010000000001, 460.25, 0.545, 129.013, @@ -82833,18 +82833,18 @@ 329.04, 208.373, 538.823, - 709.016, + 709.0160000000001, 571.761, 438.559, 741.944, - 741.514, + 741.5139999999999, 744.944, 744.168, 500.505, - 336.643, + 336.64300000000003, 371.861, 754.837, - 755.889, + 755.8889999999999, 234.914, 719.796, 298.507, @@ -82855,7 +82855,7 @@ 666.08, 547.873, 464.318, - 579.397, + 579.3969999999999, 736.488, 318.574, 651.231, @@ -82866,13 +82866,13 @@ 648.451, 735.86, 664.169, - 711.036, + 711.0360000000001, 729.925, 476.436, 352.586, 644.724, 625.967, - 160.212, + 160.21200000000002, 462.122, 507.976, 387.111, @@ -82885,17 +82885,17 @@ 795.054, 521.668, 386.445, - 689.136, + 689.1360000000001, 676.732, 136.17, - 269.852, + 269.85200000000003, 698.765, 357.431, - 680.162, + 680.1619999999999, 574.035, 116.235, 436.94, - 639.907, + 639.9069999999999, 215.271, 124.218, 226.243, @@ -82908,14 +82908,14 @@ 633.548, 458.389, 489.687, - 629.546, - 359.479, + 629.5459999999999, + 359.47900000000004, 604.034, 767.924, 547.163, 730.57, 21.019, - 491.058, + 491.0580000000001, 209.474, 468.106, 481.225, @@ -82937,7 +82937,7 @@ 796.227, 417.765, 606.737, - 422.863, + 422.86300000000006, 389.214, 93.872, 503.087, @@ -82949,10 +82949,10 @@ 701.204, 716.834, 593.689, - 667.984, + 667.9839999999999, 765.694, 670.247, - 527.718, + 527.7180000000001, 679.931, 764.466, 706.467, @@ -82962,16 +82962,16 @@ 560.002, 730.779, 514.555, - 613.454, + 613.4540000000001, 329.117, 243.106, 591.404, 348.76, 248.584, - 715.876, + 715.8760000000001, 734.539, - 729.881, - 790.286, + 729.8810000000001, + 790.2860000000001, 190.546, 783.807, 384.798, @@ -82982,7 +82982,7 @@ 638.118, 567.153, 284.909, - 718.871, + 718.8710000000001, 217.914, 642.109, 558.069, @@ -83010,31 +83010,31 @@ 504.75, 157.778, 731.698, - 790.006, + 790.0060000000001, 768.27, 352.619, 134.16, - 774.514, + 774.5139999999999, 780.465, 569.763, 773.721, - 674.156, + 674.1560000000001, 272.868, - 780.234, + 780.2339999999999, 379.656, 779.931, 776.903, - 776.088, + 776.0880000000001, 494.499, 0.363, 111.753, 765.253, - 534.671, - 560.084, + 534.6709999999999, + 560.0840000000001, 501.254, 438.922, - 284.479, - 745.396, + 284.47900000000004, + 745.3960000000001, 737.303, 468.216, 719.096, @@ -83044,11 +83044,11 @@ 717.318, 714.549, 503.77, - 705.526, + 705.5260000000001, 639.367, 228.897, 682.717, - 670.489, + 670.4889999999999, 413.283, 676.408, 671.805, @@ -83067,7 +83067,7 @@ 624.288, 269.295, 457.205, - 531.699, + 531.6990000000001, 421.101, 455.823, 494.146, @@ -83076,7 +83076,7 @@ 460.206, 5.428, 47.214, - 555.267, + 555.2669999999999, 483.389, 175.412, 360.575, @@ -83086,7 +83086,7 @@ 567.318, 569.686, 555.509, - 529.574, + 529.5740000000001, 443.607, 513.399, 454.607, @@ -83098,7 +83098,7 @@ 540.821, 108.858, 220.551, - 533.983, + 533.9830000000001, 218.101, 530.548, 504.128, @@ -83108,11 +83108,11 @@ 427.713, 282.073, 468.244, - 468.183, + 468.1830000000001, 266.46, 444.477, 401.573, - 350.489, + 350.48900000000003, 229.459, 141.884, 306.396, @@ -83129,11 +83129,11 @@ 220.033, 157.178, 222.604, - 236.214, + 236.21400000000003, 121.779, 195.259, 140.855, - 131.854, + 131.85399999999998, 234.105, 233.318, 198.48, @@ -83141,14 +83141,14 @@ 140.921, 0.363, 109.094, - 85.328, + 85.32799999999999, 244.648, - 178.159, + 178.15900000000002, 226.073, 215.012, 96.487, 136.467, - 179.216, + 179.21599999999998, 179.695, 171.856, 137.904, @@ -83169,11 +83169,11 @@ 41.918, 45.039, 57.878, - 54.211, + 54.211000000000006, 52.218, 50.187, 39.231, - 49.064, + 49.06399999999999, 40.376, 7.927, 26.128, @@ -83191,7 +83191,7 @@ 14.082, 26.712, 20.48, - 24.113, + 24.113000000000003, 13.46, 16.609, 15.211, @@ -83203,8 +83203,8 @@ 0.517, 9.838, 7.982, - 3.061, - 5.577, + 3.0610000000000004, + 5.577000000000001, 0.847, 4.668, -0.997, @@ -84014,14 +84014,14 @@ 38.653, 32.272, 41.136, - 53.138, + 53.138000000000005, 48.519, 49.807, 62.018, 35.262, 63.857, 72.005, - 65.299, + 65.29899999999999, 20.193, 90.684, 98.331, @@ -84034,10 +84034,10 @@ 141.092, 147.445, 158.329, - 168.619, + 168.61900000000003, 114.798, 114.457, - 176.409, + 176.40900000000002, 78.936, 104.398, 203.842, @@ -84058,13 +84058,13 @@ 255.515, 160.129, 104.707, - 210.619, + 210.61900000000003, 268.772, 243.194, 272.323, 277.091, 262.045, - 284.854, + 284.85400000000004, 262.072, 351.606, 355.945, @@ -84080,7 +84080,7 @@ 324.448, 340.921, 342.886, - 338.878, + 338.87800000000004, 327.449, 258.472, 333.797, @@ -84110,7 +84110,7 @@ 397.263, 503.583, 495.28, - 390.243, + 390.24300000000005, 263.988, 279.772, 193.305, @@ -84120,27 +84120,27 @@ 132.239, 448.072, 400.401, - 5.747, + 5.747000000000001, 0.55, 290.772, 333.362, 527.735, 43.129, - 0.567, + 0.5670000000000001, 365.497, 116.604, - 171.344, + 171.34400000000002, 183.186, 495.814, 485.035, 562.22, 384.275, - 368.998, + 368.9980000000001, 477.427, 268.453, 509.385, 425.384, - 502.498, + 502.4980000000001, 554.964, 513.294, 677.36, @@ -84156,10 +84156,10 @@ 714.345, 702.443, 717.885, - 724.134, + 724.1339999999999, 727.547, 706.307, - 539.142, + 539.1419999999999, 227.768, 250.484, 751.05, @@ -84179,7 +84179,7 @@ 181.804, 378.153, 591.482, - 541.718, + 541.7180000000001, 358.956, 150.275, 757.942, @@ -84187,7 +84187,7 @@ 274.316, 0.457, 204.205, - 610.277, + 610.2769999999999, 448.986, 611.918, 549.619, @@ -84198,7 +84198,7 @@ 100.253, 398.87, 190.613, - 0.468, + 0.4679999999999999, 105.714, 445.435, 0.473, @@ -84222,19 +84222,19 @@ 532.018, 494.895, 528.247, - 773.644, + 773.6439999999999, 621.304, 620.269, 730.977, - 755.531, + 755.5310000000001, 578.869, 491.603, 743.7, 343.772, - 716.536, + 716.5360000000001, 474.299, - 604.463, - 717.021, + 604.4630000000001, + 717.0210000000001, 383.422, 479.711, 609.187, @@ -84244,7 +84244,7 @@ 535.321, 754.832, 694.801, - 638.954, + 638.9540000000001, 629.722, 639.422, 586.4, @@ -84255,8 +84255,8 @@ 774.525, 428.737, 603.665, - 795.891, - 765.276, + 795.8910000000001, + 765.2760000000001, 644.735, 694.355, 629.992, @@ -84268,10 +84268,10 @@ 655.493, 562.65, 414.032, - 743.458, - 762.782, + 743.4580000000001, + 762.7819999999999, 770.941, - 87.282, + 87.28200000000001, 632.32, 531.236, 743.1, @@ -84279,10 +84279,10 @@ 502.245, 621.398, 115.954, - 568.772, + 568.7719999999999, 639.378, 149.454, - 679.259, + 679.2589999999999, 780.971, 731.544, 704.182, @@ -84293,12 +84293,12 @@ 659.423, 462.204, 758.311, - 781.621, + 781.6210000000001, 415.777, 788.079, 372.268, 415.518, - 547.042, + 547.0419999999999, 417.809, 635.42, 612.072, @@ -84308,23 +84308,23 @@ 373.138, 697.46, 397.918, - 697.141, - 620.704, + 697.1410000000001, + 620.7040000000001, 582.266, 688.393, 552.828, 550.274, 493.034, 145.32, - 628.902, + 628.9019999999999, 782.915, 620.418, 548.523, - 666.542, + 666.5419999999999, 683.427, 39.556, 393.915, - 581.027, + 581.0269999999999, 137.827, 377.652, 794.52, @@ -84335,9 +84335,9 @@ 598.991, 527.812, 697.24, - 637.292, + 637.2919999999999, 606.985, - 730.861, + 730.8610000000001, 108.213, 678.957, 585.448, @@ -84352,19 +84352,19 @@ 797.196, 627.118, 729.931, - 22.203, - 763.266, + 22.203000000000003, + 763.2660000000001, 500.522, 638.938, - 790.881, + 790.8810000000001, 496.035, 691.883, 621.205, - 790.149, + 790.1489999999999, 796.238, 271.327, 145.391, - 689.109, + 689.1089999999999, 574.382, 779.914, 415.601, @@ -84375,10 +84375,10 @@ 515.711, 772.449, 769.955, - 763.734, - 667.616, + 763.7339999999999, + 667.6160000000001, 461.577, - 757.871, + 757.8710000000001, 749.673, 751.903, 633.009, @@ -84389,18 +84389,18 @@ 727.685, 125.165, 483.262, - 680.729, + 680.7289999999999, 596.139, - 725.719, + 725.7189999999999, 299.597, 172.417, - 714.874, + 714.8739999999999, 682.084, 434.44, 531.451, 0.379, 223.199, - 701.661, + 701.6610000000001, 442.566, 399.982, 538.085, @@ -84408,21 +84408,21 @@ 687.677, 672.135, 404.166, - 678.274, + 678.2739999999999, 674.706, - 673.281, - 650.417, + 673.2810000000001, + 650.4169999999999, 665.331, 661.317, 222.467, 316.895, - 626.733, + 626.7330000000001, 411.604, - 260.294, + 260.29400000000004, 426.447, 640.226, 602.988, - 626.171, + 626.1709999999999, 628.313, 627.806, 622.499, @@ -84431,15 +84431,15 @@ 543.656, 163.075, 117.573, - 132.228, + 132.22799999999998, 122.093, - 596.541, + 596.5409999999999, 398.199, 406.781, 25.49, 386.103, - 546.728, - 523.782, + 546.7280000000001, + 523.7819999999999, 482.871, 276.579, 354.144, @@ -84458,7 +84458,7 @@ 383.24, 293.002, 130.565, - 264.924, + 264.92400000000004, 229.673, 168.696, 271.377, @@ -84467,7 +84467,7 @@ 253.209, 256.198, 272.533, - 84.502, + 84.50200000000001, 318.541, 240.552, 50.649, @@ -84480,19 +84480,19 @@ 338.856, 214.517, 214.027, - 360.013, + 360.01300000000003, 209.155, 254.91, 392.082, 147.208, 280.405, - 303.412, + 303.41200000000003, 215.436, 315.728, 346.668, 343.37, 254.805, - 172.621, + 172.62099999999998, 87.287, 244.285, 191.455, @@ -84514,9 +84514,9 @@ 206.71, 304.849, 224.311, - 278.412, + 278.41200000000003, 187.067, - 290.662, + 290.66200000000003, 260.36, 263.878, 247.968, @@ -84531,20 +84531,20 @@ 44.637, 78.391, 6.909, - 68.784, + 68.78399999999999, 20.849, - 16.554, + 16.554000000000002, 39.49, 47.01, 21.751, 0.418, 48.909, - 48.998, + 48.998000000000005, 46.487, 39.633, 36.319, 33.654, - 16.103, + 16.102999999999998, 12.987, 31.788, 29.387, @@ -84561,8 +84561,8 @@ 13.719, 17.54, 11.913, - 7.702, - 6.287, + 7.702000000000001, + 6.287000000000001, 3.11, 6.678, 6.43, @@ -84572,7 +84572,7 @@ 4.894, -2.902, -5.131, - -0.749, + -0.7490000000000001, -2.698, 0.969, null, @@ -85362,7 +85362,7 @@ 6.7, 7.096, 8.929, - 13.279, + 13.279000000000002, 15.371, 7.454, 13.075, @@ -85378,7 +85378,7 @@ 41.725, 37.833, 52.328, - 57.388, + 57.388000000000005, 58.445, 66.752, 59.067, @@ -85387,7 +85387,7 @@ 84.414, 37.376, 28.099, - 75.231, + 75.23100000000001, 14.237, 39.985, 64.952, @@ -85402,12 +85402,12 @@ 64.016, 68.712, 36.445, - 0.567, + 0.5670000000000001, 0.561, 51.75, 39.958, 74.229, - 27.703, + 27.703000000000003, 14.11, 83.081, 56.54, @@ -85416,7 +85416,7 @@ 68.046, 85.427, 65.514, - 65.927, + 65.92699999999999, 98.766, 101.425, 95.001, @@ -85433,7 +85433,7 @@ 164.088, 155.477, 154.183, - 160.652, + 160.65200000000002, 166.708, 130.907, 203.545, @@ -85444,7 +85444,7 @@ 153.082, 160.118, 153.275, - 168.652, + 168.65200000000002, 130.472, 226.992, 130.07, @@ -85452,9 +85452,9 @@ 197.296, 174.95, 56.749, - 158.527, + 158.52700000000002, 20.76, - 164.754, + 164.75400000000002, 46.228, 116.995, 147.004, @@ -85462,21 +85462,21 @@ 175.203, 113.609, 120.49, - 85.812, + 85.81200000000001, 15.2, 139.22, - 172.786, + 172.78599999999997, 239.115, 225.093, 287.463, 289.561, 143.822, 213.432, - 273.804, + 273.80400000000003, 275.495, 258.89, 291.934, - 283.912, + 283.91200000000003, 284.121, 28.226, 267.842, @@ -85484,12 +85484,12 @@ 249.322, 97.99, 59.221, - 0.572, + 0.5720000000000001, 115.635, 335.432, 366.218, 89.258, - 49.851, + 49.851000000000006, 329.932, 357.569, 117.396, @@ -85508,7 +85508,7 @@ 213.598, 0.561, 116.317, - 355.312, + 355.31199999999995, 228.996, 179.778, 367.214, @@ -85519,8 +85519,8 @@ 192.451, 272.769, 477.206, - 337.359, - 340.502, + 337.35900000000004, + 340.50199999999995, 422.753, 446.068, 355.405, @@ -85533,12 +85533,12 @@ 430.174, 407.668, 428.137, - 434.738, + 434.73800000000006, 390.32, 346.36, 586.174, 402.052, - 555.796, + 555.7959999999999, 550.549, 500.026, 590.309, @@ -85551,13 +85551,13 @@ 510.806, 466.454, 228.864, - 680.129, - 684.286, - 665.661, + 680.1289999999999, + 684.2860000000001, + 665.6610000000001, 250.153, 416.388, 364.687, - 662.589, + 662.5889999999999, 375.296, 585.998, 309.986, @@ -85576,7 +85576,7 @@ 442.126, 473.931, 484.149, - 516.713, + 516.7130000000001, 517.197, 36.71, 19.648, @@ -85586,23 +85586,23 @@ 529.783, 388.773, 587.375, - 141.956, + 141.95600000000002, 527.905, - 669.856, - 670.484, + 669.8560000000001, + 670.4839999999999, 683.322, 184.755, 426.601, 623.424, 630.432, - 643.199, + 643.1990000000001, 639.015, 323.969, 187.375, 26.673, 563.944, 154.569, - 364.368, + 364.36800000000005, 654.331, 716.487, 693.188, @@ -85614,7 +85614,7 @@ 605.823, 532.668, 419.659, - 398.303, + 398.30300000000005, 276.838, 233.973, 317.258, @@ -85628,7 +85628,7 @@ 536.086, 621.431, 486.086, - 552.949, + 552.9490000000001, 454.943, 419.251, 371.767, @@ -85637,7 +85637,7 @@ 631.153, 614.885, 545.181, - 198.744, + 198.74400000000003, 275.021, 500.241, 568.309, @@ -85650,7 +85650,7 @@ 21.779, 396.206, 532.937, - 530.421, + 530.4209999999999, 298.876, 304.431, 508.202, @@ -85665,10 +85665,10 @@ 548.908, 194.318, 530.84, - 553.032, + 553.0319999999999, 575.725, 339.649, - 175.974, + 175.97400000000002, 396.371, 575.742, 539.687, @@ -85685,8 +85685,8 @@ 586.631, 671.789, 525.054, - 727.371, - 720.588, + 727.3710000000001, + 720.5880000000001, 550.659, 225.329, 618.095, @@ -85694,44 +85694,44 @@ 731.605, 470.903, 384.237, - 768.392, + 768.3919999999999, 491.542, 683.179, 570.115, - 691.856, + 691.8560000000001, 525.538, 636.015, 341.537, 48.722, 648.385, 676.27, - 288.669, + 288.66900000000004, 624.365, 131.077, 499.756, - 358.692, + 358.69199999999995, 705.03, 579.205, - 742.781, - 715.094, + 742.7810000000001, + 715.0939999999999, 690.821, 748.77, 587.182, - 554.282, + 554.2819999999999, 761.961, 776.688, 336.329, 535.855, 504.419, 764.813, - 775.108, - 620.787, + 775.1080000000001, + 620.7869999999999, 533.46, - 620.032, - 442.313, + 620.0319999999999, + 442.3130000000001, 796.909, 446.712, - 626.397, + 626.3969999999999, 730.421, 626.094, 611.075, @@ -85742,18 +85742,18 @@ 32.9, 480.328, 302.438, - 642.142, + 642.1419999999999, 624.982, - 709.286, + 709.2860000000001, 695.743, 793.27, 769.873, 506.897, 316.768, 501.81, - 718.986, + 718.9860000000001, 703.252, - 721.464, + 721.4639999999999, 713.58, 684.627, 394.95, @@ -85761,12 +85761,12 @@ 595.693, 302.421, 124.163, - 675.026, + 675.0260000000001, 347.389, 402.818, 710.09, 781.137, - 761.119, + 761.1189999999999, 263.113, 21.366, 347.582, @@ -85799,20 +85799,20 @@ 781.797, 587.248, 696.288, - 572.917, + 572.9169999999999, 97.742, 572.516, 480.955, - 745.968, + 745.9680000000001, 370.55, 332.53, 743.727, 575.18, 315.629, - 743.843, - 743.458, + 743.8430000000001, + 743.4580000000001, 737.066, - 700.901, + 700.9010000000001, 134.535, 405.289, 524.943, @@ -85830,7 +85830,7 @@ 477.966, 584.98, 606.55, - 695.374, + 695.3739999999999, 533.124, 585.58, 685.563, @@ -85840,7 +85840,7 @@ 489.318, 477.454, 321.652, - 495.688, + 495.6880000000001, 657.293, 507.745, 651.248, @@ -85850,8 +85850,8 @@ 640.865, 396.354, 432.321, - 348.623, - 630.608, + 348.62300000000005, + 630.6080000000001, 522.962, 0.368, 69.048, @@ -85864,9 +85864,9 @@ 597.741, 403.407, 588.404, - 583.983, + 583.9830000000001, 582.106, - 54.888, + 54.888000000000005, 455.911, 402.504, 565.375, @@ -85889,15 +85889,15 @@ 425.918, 325.588, 486.334, - 352.498, + 352.49800000000005, 324.647, 482.871, 378.886, 239.264, 395.082, - 319.984, + 319.98400000000004, 435.778, - 346.938, + 346.93800000000005, 454.48, 190.728, 200.17, @@ -85919,10 +85919,10 @@ 332.585, 234.826, 339.792, - 342.198, + 342.19800000000004, 352.163, 175.638, - 146.492, + 146.49200000000002, 0.374, 252.774, 311.88, @@ -85938,7 +85938,7 @@ 251.139, 267.187, 241.152, - 60.476, + 60.476000000000006, 245.143, 265.166, 273.391, @@ -85951,13 +85951,13 @@ 225.952, 217.198, 144.461, - 62.491, + 62.49100000000001, 118.387, 71.146, 195.925, 161.627, - 150.038, - 143.288, + 150.03799999999998, + 143.28799999999998, 137.408, 152.813, 82.167, @@ -85966,9 +85966,9 @@ 24.075, 29.899, 23.067, - 26.348, + 26.348000000000003, 23.073, - 25.363, + 25.363000000000003, 22.572, 23.838, 17.413, @@ -85985,21 +85985,21 @@ 6.16, 15.91, 8.913, - 11.109, + 11.109000000000002, 7.652, 8.115, 8.77, 7.718, 2.807, 9.271, - 5.422, + 5.422000000000001, 7.68, 2.174, 3.867, 5.56, - 3.121, + 3.1210000000000004, 3.661, - 0.781, + 0.7809999999999999, 3.275, 4.52, -4.977, @@ -86808,15 +86808,15 @@ 0.71, 1.822, 0.115, - 4.943, + 4.9430000000000005, 9.529, 2.516, 7.68, 11.489, - 12.381, + 12.380999999999998, 10.339, 11.682, - 12.266, + 12.265999999999998, 11.963, 23.1, 38.559, @@ -86831,13 +86831,13 @@ 15.91, 17.71, 18.745, - 25.633, + 25.633000000000003, 23.161, 28.628, 25.556, 27.725, 26.365, - 16.769, + 16.769000000000002, 40.536, 46.603, 71.465, @@ -86850,14 +86850,14 @@ 222.703, 176.706, 194.874, - 306.049, + 306.04900000000004, 194.609, - 264.489, + 264.48900000000003, 274.922, 183.687, - 132.052, + 132.05200000000002, 69.747, - 309.044, + 309.04400000000004, 177.614, 142.369, 303.203, @@ -86865,8 +86865,8 @@ 370.517, 378.759, 380.554, - 349.768, - 35.669, + 349.76800000000003, + 35.669000000000004, 192.523, 241.284, 250.847, @@ -86876,7 +86876,7 @@ 309.639, 320.897, 348.601, - 342.198, + 342.19800000000004, 251.876, 211.291, 438.135, @@ -86892,7 +86892,7 @@ 250.957, 0.611, 38.543, - 239.809, + 239.80900000000003, 308.83, 498.584, 304.893, @@ -86904,14 +86904,14 @@ 528.55, 185.036, 495.936, - 563.608, + 563.6080000000001, 400.081, - 582.833, - 591.834, + 582.8330000000001, + 591.8340000000001, 594.405, 485.954, 270.308, - 80.841, + 80.84100000000001, 121.63, 264.39, 243.057, @@ -86946,7 +86946,7 @@ 92.98, 472.896, 694.586, - 748.231, + 748.2310000000001, 713.09, 437.523, 764.94, @@ -86959,7 +86959,7 @@ 604.425, 459.595, 242.446, - 294.929, + 294.92900000000003, 506.919, 735.304, 743.893, @@ -86968,19 +86968,19 @@ 686.868, 449.244, 496.354, - 749.723, + 749.7230000000001, 343.789, 637.33, - 694.129, + 694.1289999999999, 493.321, 542.346, 652.674, 297.01, - 779.391, + 779.3910000000001, 522.323, 777.525, 710.893, - 701.864, + 701.8639999999999, 787.699, 772.801, 209.441, @@ -86989,7 +86989,7 @@ 719.74, 780.085, 366.344, - 173.469, + 173.46900000000002, 117.848, 392.154, 244.229, @@ -86997,23 +86997,23 @@ 302.818, 287.271, 276.992, - 487.243, + 487.24300000000005, 345.826, 189.864, 171.68, 183.274, - 669.636, + 669.6360000000001, 481.616, - 322.549, + 322.54900000000004, 327.664, - 342.638, + 342.63800000000003, 760.75, 727.63, 464.263, - 342.203, + 342.20300000000003, 469.301, 245.286, - 337.937, + 337.93699999999995, 754.166, 549.674, 462.309, @@ -87045,7 +87045,7 @@ 199.74, 134.722, 194.565, - 197.714, + 197.71400000000003, 204.145, 195.788, 191.268, @@ -87058,15 +87058,15 @@ 127.747, 205.235, 142.116, - 159.926, - 170.496, + 159.92600000000002, + 170.49599999999998, 145.232, 234.617, 157.013, - 87.981, + 87.98100000000001, 201.458, 244.984, - 259.364, + 259.36400000000003, 293.249, 194.967, 315.832, @@ -87076,7 +87076,7 @@ 355.218, 116.609, 325.687, - 391.053, + 391.05300000000005, 342.644, 341.185, 382.062, @@ -87085,13 +87085,13 @@ 396.519, 245.22, 386.549, - 331.864, + 331.86400000000003, 300.291, 268.828, - 168.971, - 329.062, - 173.193, - 347.257, + 168.97099999999998, + 329.06199999999995, + 173.19299999999998, + 347.25699999999995, 271.795, 333.004, 252.493, @@ -87115,7 +87115,7 @@ 334.523, 337.414, 341.141, - 343.183, + 343.18300000000005, 151.491, 209.551, 358.461, @@ -87135,7 +87135,7 @@ 173.838, 165.359, 353.577, - 177.223, + 177.22299999999998, 79.707, 370.622, 373.562, @@ -87152,7 +87152,7 @@ 415.26, 514.406, 251.998, - 612.892, + 612.8919999999999, 648.126, 632.04, 379.249, @@ -87167,15 +87167,15 @@ 221.597, 637.259, 663.564, - 705.641, + 705.6410000000001, 522.433, 706.819, 620.214, 754.815, - 580.421, - 735.282, + 580.4209999999999, + 735.2819999999999, 571.739, - 87.877, + 87.87700000000001, 411.318, 659.908, 368.304, @@ -87187,15 +87187,15 @@ 451.854, 412.601, 734.682, - 630.801, + 630.8009999999999, 432.651, 561.719, - 512.353, - 656.214, - 750.042, + 512.3530000000001, + 656.2139999999999, + 750.0419999999999, 468.59, 485.894, - 544.333, + 544.3330000000001, 499.2, 517.511, 351.832, @@ -87211,13 +87211,13 @@ 657.832, 597.681, 619.245, - 585.574, - 610.233, + 585.5740000000001, + 610.2330000000001, 705.977, 628.797, - 513.333, + 513.3330000000001, 615.568, - 728.769, + 728.7689999999999, 773.181, 676.209, 715.171, @@ -87237,23 +87237,23 @@ 45.21, 588.388, 566.977, - 792.896, + 792.8960000000001, 403.875, 785.888, 776.655, - 770.142, + 770.1419999999999, 767.747, - 766.371, - 762.974, - 764.604, - 760.662, - 754.881, + 766.3710000000001, + 762.9739999999999, + 764.6039999999999, + 760.6619999999999, + 754.8810000000001, 753.956, - 749.646, + 749.6460000000001, 738.365, - 739.224, - 744.256, - 574.459, + 739.2239999999999, + 744.2560000000001, + 574.4590000000001, 474.712, 323.199, 507.332, @@ -87261,7 +87261,7 @@ 560.607, 507.959, 705.817, - 680.267, + 680.2669999999999, 530.851, 415.689, 521.86, @@ -87272,23 +87272,23 @@ 444.961, 480.119, 570.082, - 601.292, - 681.594, - 680.256, - 700.251, + 601.2919999999999, + 681.5939999999999, + 680.2560000000001, + 700.2510000000001, 688.784, 685.684, 689.466, - 697.014, + 697.0139999999999, 678.813, 659.842, - 666.861, + 666.8610000000001, 622.268, 366.284, - 573.171, + 573.1709999999999, 577.112, 590.391, - 582.343, + 582.3430000000001, 558.493, 559.242, 282.018, @@ -87312,7 +87312,7 @@ 150.44, 160.151, 157.327, - 179.844, + 179.84400000000002, 197.891, 182.019, 173.672, @@ -87328,7 +87328,7 @@ 235.377, 216.697, 262.265, - 260.669, + 260.66900000000004, 309.672, 267.837, 229.062, @@ -87350,9 +87350,9 @@ 349.514, 329.546, 343.403, - 325.792, + 325.79200000000003, 307.327, - 334.683, + 334.68300000000005, 331.622, 327.074, 319.642, @@ -87363,7 +87363,7 @@ 300.819, 294.802, 291.185, - 287.287, + 287.28700000000003, 284.573, 282.497, 279.007, @@ -87388,21 +87388,21 @@ 66.565, 69.164, 69.786, - 69.511, + 69.51100000000001, 66.384, - 66.213, + 66.21300000000001, 65.756, 65.304, 67.028, 67.529, 64.578, - 61.016, + 61.016000000000005, 58.538, - 58.373, + 58.373000000000005, 55.989, 53.914, 54.927, - 55.009, + 55.00899999999999, 55.235, 53.363, 49.113, @@ -87421,7 +87421,7 @@ 13.521, 12.227, 10.333, - 7.542, + 7.542000000000001, 5.989, 3.749, 0.947, @@ -88195,13 +88195,13 @@ 3.072, 3.963, 5.263, - 6.122, + 6.122000000000001, 7.685, 9.425, 11.253, 12.475, 14.611, - 17.022, + 17.022000000000002, 18.718, 21.278, 23.199, @@ -88210,16 +88210,16 @@ 29.112, 31.011, 33.604, - 35.862, + 35.861999999999995, 37.926, 40.448, 42.782, 45.573, 55.153, 69.654, - 81.364, + 81.36399999999999, 87.095, - 54.211, + 54.211000000000006, 99.482, 100.423, 99.24, @@ -88232,7 +88232,7 @@ 133.351, 138.135, 142.82, - 146.867, + 146.86700000000002, 151.244, 157.178, 163.488, @@ -88263,7 +88263,7 @@ 287.827, 295.215, 299.856, - 302.234, + 302.23400000000004, 309.892, 314.621, 317.44, @@ -88271,7 +88271,7 @@ 330.642, 331.875, 339.731, - 342.627, + 342.62699999999995, 346.481, 350.742, 356.782, @@ -88309,7 +88309,7 @@ 504.92, 510.327, 512.226, - 518.343, + 518.3430000000001, 519.24, 519.95, 524.58, @@ -88329,17 +88329,17 @@ 579.172, 585.007, 588.85, - 592.291, + 592.2909999999999, 592.484, 599.475, 602.933, - 607.541, + 607.5409999999999, 611.576, 615.832, 614.643, 623.391, 624.674, - 629.843, + 629.8430000000001, 631.236, 637.975, 640.595, @@ -88354,9 +88354,9 @@ 669.058, 667.434, 668.821, - 675.004, + 675.0039999999999, 678.252, - 681.142, + 681.1419999999999, 684.534, 688.674, 696.695, @@ -88367,33 +88367,33 @@ 707.293, 708.262, 715.21, - 718.772, + 718.7719999999999, 718.799, - 722.631, - 725.901, + 722.6310000000001, + 725.9010000000001, 723.291, - 729.006, + 729.0060000000001, 734.077, 735.04, - 736.532, + 736.5319999999999, 745.318, 741.426, 738.029, 755.674, 753.345, - 754.848, + 754.8480000000001, 755.977, 760.513, 759.913, - 760.233, + 760.2330000000001, 764.301, - 764.631, + 764.6310000000001, 772.047, 774.007, 775.565, - 775.851, + 775.8510000000001, 779.59, - 781.511, + 781.5110000000001, 784.148, 788.178, 791.558, @@ -88401,24 +88401,24 @@ 794.3, 796.497, 798.418, - 799.866, + 799.8660000000001, 786.967, - 782.744, - 733.366, + 782.7439999999999, + 733.3660000000001, 790.253, 783.405, - 773.611, - 741.729, - 730.636, - 744.261, + 773.6110000000001, + 741.7289999999999, + 730.6360000000001, + 744.2610000000001, 735.436, 725.538, 714.428, 706.302, 687.826, - 671.354, + 671.3539999999999, 649.106, - 628.417, + 628.4169999999999, 630.014, 630.129, 608.818, @@ -88428,19 +88428,19 @@ 616.003, 620.891, 620.082, - 615.892, + 615.8919999999999, 584.633, 586.362, - 572.593, + 572.5930000000001, 555.085, 545.561, 554.111, - 573.848, + 573.8480000000001, 594.306, 596.937, 597.169, 593.364, - 613.459, + 613.4590000000001, 608.592, 602.993, 615.16, @@ -88460,7 +88460,7 @@ 581.831, 576.033, 574.2, - 517.963, + 517.9630000000001, 499.189, 507.425, 484.209, @@ -88471,7 +88471,7 @@ 514.406, 498.055, 466.174, - 441.873, + 441.8730000000001, 432.734, 410.426, 409.655, @@ -88480,10 +88480,10 @@ 400.412, 421.712, 450.23, - 458.488, + 458.48800000000006, 452.316, 439.483, - 446.183, + 446.1830000000001, 440.832, 451.667, 448.776, @@ -88599,24 +88599,24 @@ 124.135, 121.135, 124.344, - 135.052, + 135.05200000000002, 147.357, 153.363, 137.062, - 155.147, - 169.626, - 134.419, + 155.14700000000002, + 169.62599999999998, + 134.41899999999998, 107.514, 95.38, 90.662, 87.965, - 82.261, - 79.228, + 82.26100000000001, + 79.22800000000001, 74.796, 68.294, 62.337, - 56.259, - 50.891, + 56.25899999999999, + 50.891000000000005, 47.985, 46.085, 44.246, @@ -88639,8 +88639,8 @@ 16.692, 13.906, 12.618, - 12.029, - 11.324, + 12.029000000000002, + 11.324000000000002, 10.603, 9.882, 9.194, @@ -88649,7 +88649,7 @@ 5.307, 4.652, 3.848, - 2.851, + 2.8510000000000004, 2.741, 2.196, 0.836, @@ -89428,7 +89428,7 @@ -2.048, -1.509, -0.92, - -0.832, + -0.8320000000000001, -0.193, 0.765, 2.813, @@ -89454,7 +89454,7 @@ 56.347, 68.542, 82.652, - 83.731, + 83.73100000000001, 60.493, 101.486, 101.838, @@ -89482,9 +89482,9 @@ 179.106, 169.72, 172.313, - 178.534, + 178.53400000000002, 174.201, - 154.723, + 154.72299999999998, 169.951, 194.956, 227.719, @@ -89521,7 +89521,7 @@ 254.249, 317.335, 293.558, - 289.787, + 289.78700000000003, 238.647, 296.536, 333.059, @@ -89533,12 +89533,12 @@ 357.844, 310.228, 368.574, - 300.109, + 300.10900000000004, 273.518, 332.96, 394.785, 392.798, - 323.804, + 323.80400000000003, 474.619, 447.351, 481.627, @@ -89551,10 +89551,10 @@ 524.266, 536.494, 533.758, - 526.171, + 526.1709999999999, 530.955, 526.865, - 545.958, + 545.9580000000001, 558.736, 552.085, 551.133, @@ -89562,10 +89562,10 @@ 549.635, 585.161, 601.248, - 583.416, + 583.4159999999999, 557.37, - 588.233, - 594.537, + 588.2330000000001, + 594.5369999999999, 580.14, 565.359, 612.975, @@ -89575,7 +89575,7 @@ 391.086, 400.395, 461.593, - 477.113, + 477.11300000000006, 420.666, 325.726, 419.659, @@ -89583,32 +89583,32 @@ 308.428, 557.26, 662.633, - 668.766, + 668.7660000000001, 672.163, 710.447, - 701.644, + 701.6439999999999, 708.025, 703.5, - 699.646, + 699.6460000000001, 703.015, 720.919, 720.842, - 713.272, + 713.2719999999999, 716.927, 712.919, - 715.474, + 715.4739999999999, 715.584, - 722.532, + 722.5319999999999, 730.68, - 750.108, - 687.479, - 721.744, + 750.1080000000001, + 687.4789999999999, + 721.7439999999999, 712.457, 728.202, - 727.024, - 749.139, + 727.0239999999999, + 749.1389999999999, 775.18, - 757.006, + 757.0060000000001, 771.684, 772.488, 793.485, @@ -89625,30 +89625,30 @@ 753.367, 487.595, 521.519, - 797.598, + 797.5980000000001, 795.23, 584.82, 521.602, - 701.611, - 698.292, + 701.6110000000001, + 698.2919999999999, 755.96, - 753.483, + 753.4830000000001, 317.743, 684.148, 693.32, - 782.838, + 782.8380000000001, 720.451, 545.754, - 769.531, + 769.5310000000001, 523.011, 793.678, 617.654, 597.559, - 362.738, + 362.73800000000006, 797.878, 790.342, 748.567, - 767.224, + 767.2239999999999, 795.258, 701.98, 796.909, @@ -89658,25 +89658,25 @@ 699.635, 728.654, 586.571, - 794.861, + 794.8610000000001, 559.451, 632.535, - 673.121, + 673.1210000000001, 501.777, 787.908, - 544.152, + 544.1519999999999, 743.21, 539.637, 657.832, 679.628, 716.547, - 740.397, + 740.3969999999999, 556.115, 389.027, 621.354, 701.633, 693.188, - 601.166, + 601.1659999999999, 281.765, 389.379, 497.191, @@ -89685,12 +89685,12 @@ 577.993, 346.431, 630.206, - 664.896, + 664.8960000000001, 625.461, 525.246, 600.026, 436.577, - 547.532, + 547.5319999999999, 513.492, 214.682, 423.71, @@ -89704,7 +89704,7 @@ 399.151, 573.193, 622.378, - 634.704, + 634.7040000000001, 623.611, 607.695, 346.338, @@ -89722,7 +89722,7 @@ 516.465, 559.677, 561.697, - 388.113, + 388.11300000000006, 125.28, 104.624, 124.95, @@ -89743,7 +89743,7 @@ 131.87, 130.417, 284.358, - 177.036, + 177.03599999999997, 151.689, 163.565, 181.039, @@ -89755,15 +89755,15 @@ 95.001, 87.656, 93.195, - 84.783, + 84.78299999999999, 86.164, 91.642, 102.581, 113.339, 119.351, 133.918, - 170.309, - 143.052, + 170.30900000000003, + 143.05200000000002, 112.139, 103.264, 103.093, @@ -89775,7 +89775,7 @@ 98.64, 97.456, 88.311, - 86.798, + 86.79799999999999, 87.833, 92.958, 94.411, @@ -89792,7 +89792,7 @@ 175.054, 78.985, 70.342, - 71.349, + 71.34899999999999, 91.494, 117.952, 55.615, @@ -89801,7 +89801,7 @@ 47.621, 52.24, 67.749, - 141.301, + 141.30100000000002, 150.236, 109.816, 65.932, @@ -89811,8 +89811,8 @@ 54.949, 49.003, 45.7, - 41.384, - 37.513, + 41.38399999999999, + 37.513000000000005, 35.151, 30.824, 29.272, @@ -89829,29 +89829,29 @@ 18.503, 17.066, 15.712, - 14.154, + 14.154000000000002, 12.144, 10.284, 8.709, 8.34, 8.252, - 6.078, + 6.077999999999999, 5.114, 4.74, 4.938, 4.999, 5.362, 5.676, - 5.758, + 5.757999999999999, 5.604, 4.756, - 4.531, + 4.531000000000001, 3.248, 2.725, 1.348, - 0.082, + 0.0819999999999999, -1.663, - -1.377, + -1.3769999999999998, -1.558, null, null, @@ -91331,7 +91331,7 @@ 800, 800, 800, - 798.754, + 798.7539999999999, 800, 800, 800, @@ -93045,7 +93045,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -93082,7 +93082,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -93101,7 +93101,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 44, "metadata": { "tags": [ "nbsphinx-thumbnail" @@ -93147,7 +93147,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -93164,7 +93164,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -93194,9 +93194,24 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\mspringe\\.conda\\envs\\rdtools3-nb\\Lib\\site-packages\\numpy\\lib\\_nanfunctions_impl.py:1241: RuntimeWarning:\n", + "\n", + "Mean of empty slice\n", + "\n", + "c:\\Users\\mspringe\\.conda\\envs\\rdtools3-nb\\Lib\\site-packages\\numpy\\lib\\_nanfunctions_impl.py:1241: RuntimeWarning:\n", + "\n", + "Mean of empty slice\n", + "\n" + ] + } + ], "source": [ "# Calculate the daily insolation, required for the SRR calculation\n", "daily_insolation = filtered['insolation'].resample('D').sum()\n", @@ -93213,14 +93228,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The P50 insolation-weighted soiling ratio is 0.953\n" + "The P50 insolation-weighted soiling ratio is 0.952\n" ] } ], @@ -93230,14 +93245,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The 68.2% confidence interval for the insolation-weighted soiling ratio is 0.949–0.956\n" + "The 68.2% confidence interval for the insolation-weighted soiling ratio is 0.948–0.956\n" ] } ], @@ -93248,22 +93263,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 50, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:172: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -93280,22 +93285,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 51, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:232: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n" - ] - }, { "data": { - "image/png": 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", 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MScRz47v7WKUVlwzWyy+/jJ49e+LPP/+ERqNxMFgAMHbsWGzevNktAgOVco0BV8uq+c/TUxOaLJwSIYsagwXWOoZAazQ3u7eRll6ArBIN1DoTCACdkcO18uomj/M03ePkOH3DanhvVGkhYhneWAFAkMhqDAgBLBzBuQIVNHoTZOJ2Lrkyx/eKxaaj15FdosHFYjVOXlcAsLqcVFojsko06BEnR43RgnKNweHYhAgZVFo1bI5JsZAFA0AoYLD7QglCpcIGjV+BQget0YwChc7p/g2Hc3HyehV+PC3Gqr/2BQAHA9b4dTK4XKrBnzmV0Bot6NshDAkRQajQGKDUmqDWm1Gq0kNvsvAVdVaJBjIxC53pppvVzBHcqNJBwAL/O1+MHnHyBq+nVK2H2cKhVK1vRFfLaaiyL9cYcLFIDY3eBEIAkZCFRMhCxAJ6AggEDIKELAAGVTVGGC0c1DoT0tIL0DVWjvQ8BRRaEy4UqdA7PpQvO031FKb0i8f2jCKcL1Q1ywsCWBsRO88VQ2u0YM/FUjw9rku9+7g9owhlagOsXm6CYpUBnx7MwbazRdAZzYiQiZFfpW2hYfUM6XkKXC6tBkBwvlCFq2XV0JosMFs4hEpF2HWhFON6xvpFj8slg3Xy5EmsXr0aEokE1dX1K8UOHTqgpKSk1eICGYXWCIXWBBACvYnDLxlFfMuxoZbVY8OSsPlYHjiOg8lCcFukrNmVtljIwlgbA7K2RIHIYHGz9XrKBbD83j5Y8PUplKisrX2jhUDEWnsuQhYwmC0QCViEy0RQ60zgWKvRKlbp8eCg5rv0bNyfmoi09AKYLAQEQFWNESu3X4Q8SASd0QKAYH9WGcRCFiaOQMQy0Nf27lKTItC7QyguFqlr3WgMwmUiVFRbGx9fHMpF11i50/sjEwsgZBkotUas2nGx3jO+Vl6NCo0BJSo9HvrsGHq0l6NbbGiTvYFgsaDWZWqASmuChRBrhW22wGjmYOIAcARl1UbszyqDzmTB5rlDAQBmi3WgpX1kkAAwc0BltRF7LpbylX3d5z49NYHvobqT7RlF+D2rDEKW4Svs3y+VYt+lUtQYLXyP0GSxICxIBLlcijhCECwRQKUz8/EsBgxqjBZkFqqw+Puz6NshDKVqPcKkIuRWaHkXbnqeAtklGuy+UII+HcIcnovNK3GjSgu1zmrs4kKbHkJSrjGgXGOA0UKg0prw8o/n8O3xPKQmRTqcX8gyMNq1zvQmDvlVWmvPnQOCJUJszyhy6/vW3Pd4a3o+Nh29DgC4s0c7aPRGXK/QgmGAyhpTrX7AYLKAEA6Lvz8Ljc6E2DApVv21r8+MlksGSyQSgeMaDpAXFhYiJCSkxeetrq7G22+/jePHj+PEiRNQKBTYuHEj5syZ06zjlUolXnzxRWzbtg1arRZDhgzBu+++65NppIxmDqFSISprjBCYLThfqEJmgQo1BjN+zyrDmgf7Ozz0zAIlwmRivDK5J9LSC1BVYwTLMM2OP0XIxFa/vpAFyzIIFgthNHN88kVTBdiTvvyYEAnKa92AYgGDyBAxxAIW+VXW3oiBcDBZOMTIxSjXGCEQsKjQGLB2/1UcvFKO5ff2aVZr2UZVjQG2aoKgtndV69JjGYBhAJPRUvvb1m06kwVn8hQYkBQBiUhgbV0GCcERArOFoLzaCDNHsOFwrlMX2Z092mHzsTzUGMz4+lgeLpdqeMMBWBsPBFZDrTNxuFpaDYlQAIOZa7TSsiXuFCq04Ii1olNqTSBOvmuwWI19ZoESPeLkkEkE4AiBhRCESkWoqjGg9rJhNHNQaI2NpodfKatGRoES+VVat7iEMguUOF+ogtnCoVxjhN5kwVPfpKNEpQfBTXcsYH1GXdqF4PkJ3fkeGQDkVWpxPKcCBjOB0QxoDRYUVGkRFiSEXCpEkVIHAcvg0JUK3J+aWJupWwKDyYKLxWqUawz880tLL8DpGwoYzKS2Jw18dyIfiZEy3J+a2GB5U2iNvOueq73vp2+ocKW0GucLVZiemoByjQFCAQPW5Nhg4Ig1FofaJ3i5VIO/fX2qxTFXZ/fWFt+UiYVNNnTT0gtwtawaDIAipQ5VNfXLlIWzqsxX6EEIgdnCoUprxJNfn8KDgxJxJl+JvEotusWGgGWYVl9Dc3Bppothw4YhLS3N6b6amhps3LgRo0ePbvF5KyoqsHLlSly6dAn9+vVr0bEcx2Hy5Mn47rvvsGjRIvz73/9GWVkZxowZgytXrrRYS2uZnpqA/onh6NshFKFBIpg5ArXOBDNHUFFtQHqewuH7tsC7Wm9Gnw5hiAuTok+HsGYbjxi5BPIgEaRCFlIhCwELyKVC7LlYygf0G6NcY0CBQlfPTeaMlszCkZ6nQPuwIIRIBJAKGcSESvDgoET0bB+KYIkAtR0EVOvN0Bo5mDkOBpO152DhgMwCFVbvvIRVOy5ie0YRlFoTtmcUNfj7mQVKlGmMELI3xwnav4gcAYQMAwYAqTVWpNYQaAwWZBao0CMuBBIhCwHLwMIR2IbWq3QNxxXDZGJIhCz0ZgKjhcP12uQZm6aqGiPEAhYCxvqboTIRYkOlkEuFfPzk/T3Z+NvXp7A1PZ8/NkImwsUiFSwcAQdrj7Ax5FJrq12tN6Nvh3AEiYXo2yEMnaKD0T0uFGFBIv6aT+Qq8Mflcpy8XlWvYbTnYimKlNbysP5wroMmV0nPU0AuFUFn4iATC1Go1KFQqYeFWJ+LRMBAKmIhZK29k7M3lHh3dzYAq1eiWm/CvkulqDZYwDAMbENBORCodGaIBKy1wcYwOJuvRGaBElklGmuDxGxtFNm7OGNDpbAlphIAHAdYOA5p6QW83uwSDdbtv+pQ1oxmDjJR/apTY7A2TN/YeQn7s8shEwshYBmIWAZWZ6ZNL6A1WpBfpcXJ3CqcK1Rhz8XSVt9bW3wzXCZCalIEtqbn1ytPNsRCFnoTB62JQ2UdY8XY/asxWKA1WqA3cbBw1t55qdqA70/l43yhGooaI45eq4RCa2r1NTQHl3pYK1aswOjRozF58mQ8/PDDAICMjAzk5OTgnXfeQXl5OV599dUWn7d9+/YoLi5GXFwcTp06hcGDBzf72LS0NBw9ehT//e9/MX36dADAjBkz0K1bNyxbtgzfffddi/W0hvtTE/lW2rr9V5FbUYNS6KE3WiBkWai0Rofv2wfeGwvCN8SUfvEo1xhwNl9prThNZpy8rkA7uRiFSh06x4Q0GA/LLFDiVF4VKjRGhAU1XSRaEpBPTYrA7gslAMOCZQh0Rmtlnhgpw8CkCBy+WgGOA8yEwGghMFlQp6XH4GKxGrkVNQADBIuFkIkF6B0fBqB+ryA9T4H48CDklFdDKGBgNHOOLXcAXJ3JXex7YxaOQ2pSJAoUelRWGxEZLEawRACNwQJC0GBcMVQqhEpnsiYHECAqWMR/Lz1PAbXOBBNHEBkshlBg7QEDwJju7VCk1OHYtUocvVaBdnIJAPAtVUWtG1BbG4uyRTiFrPVqWMYamxIw1llnipQ6bDp6He3kEkQGi9E/MRwsA0hFAlQVqyBkgSARC52Rs8Y6TRwKFFqHXkx6ngIRMlHtua2xxYayEVuCrSywDFBZbYD9KAaRAJCIWETIxKioNqDGyMFgMePo1UpoanvHv10oBUesz4lhrBWzUmtCqFQErdEMs4WD1mCGwcwhSCzEhsO5GN8rFmcLlAgRCyAWsogNlfLPZe6ITlBojTh2tZKvpc0cgVjIIrNAiSKlDnmVNUiKCsaGw7nQmywY3ysW01MTUKTSQ1hjgErvOJtPtcECYrBu0xkZjO0Rg+zSakiFDAqqdNBbrBW/wcxBbzaCBVCs0qN3fGirhhvYsixtSSjAzQQkZ67fCJnYaS9dLGAgr3Wnao0WPgZqu+cg1vKtqDEBIDBxBOFBIpSq9bg9ObLFuluKSwZr6NCh2LlzJ5566inMmjULAPD8888DADp37oydO3ciJSWlxeeVSCSIi4tzRRLS0tIQGxuLadOm8dtiYmIwY8YMfPPNNzAYDJBIJC6duzWkJIRj4dgu2HA4F2IhixtVWhjNFuzLKnNws9QNvLtSaEvVekiE1lamWk+gNZhxRWuCUMBArTNh3X6L03iJdbyOEYQQ3n/d1O+YLaRZAfmUhHD06RCGqhoDrpbXQF9jxN5LpbijczSCRAL0SwjDtbIaiGt11xhMMHOAgAHCgkQQChgoaoxQ682QCBhUVRshEbIoVOgQF1r/eaYmReB4TiX6dgiD3mTBoSvlqNabYSEEXK2Lwy4PARZys0UpETKYO7wTEiNl2GI0gyMEepMFQWIBagwWgAGigsVO3S1qvZl3WwpZBgUKPVbvvIQld/dEalIENh+9jhCJAAaTBWaOQWW1EQUKLW5U1eC2yGCcK1RCwFjdffZxo/G9YnH0aoVDBiMDICxIjD4dQpFZYO3xGS0cdHwMiKBQaU3CGJYcxScWnCsEkqKCkZoUgd+zypBTXmONaVkItpy4ga3pBegYLYNcKobRbEFcWBBuVNbAYOZgMLs2zZptmAFHCLJLq6E1WMcGmupEFMwWQBJkTcARCwXQ1hpUrjZmV64xQC4VQmMwI1QqwmPDbkNWiQaXitUoURsgIwQGk9VQ6c3WMlyq1uP+1ERklWiQnleFvEot/rhcjuO5lXhhQnfcn5qI5yd0x9Kac8ipqAHHEXC1iT/LfzkPgOEzKss0Bpgt1gzLJXf3RHyYFBaOQCiwXg8h1p6TvREwWQhkYiH++OdYAMBzW87gyNUKKLRGq+GtPUYiZHGudhyiqy75XzKKcPaGEievK/h3IEImwqUSDaQiFu/uzkaBQsc3MmPkEoRJBbzBZQAESwQwmTkIWAYxcilyyqsRLLY2buzLHwGgr21tsIy17EeHSBAma37M3FVcHoc1btw4ZGdn4+zZs7hy5Qo4jkPnzp2Rmprqk2mbzpw5g4EDBzrMcwgAQ4YMweeff47Lly+jb9++XtcFWCvtfonhUGhNyCmv4Vv4DfnIXUmASM9TwGDmYOYIRiVHoVxjwM5zxeAAWAiBosaIMo2hXrwks0CJP3MqIWAAC4A7mtFKGtopErsulGJop8hm6Z3SLx7x4UFYsycbNQZrssCNKi36J4bXjlXjrD5yjqBzTDDyq3RgWQZ9E8JQoNChstoIEMBgrs2fJByCJUKng0ZtDQT7HuqhKxXgCAejmUBX24UjqI1nwfoiJkRIsfgv3XB/aiI2HsnF7Z2jcTZfiQiZCCUqPZjaF/ZikQZKXU69jEHbb7UPk+LotQootUZcKyfYnlGEpZN74elxXfDFoVzojGZU1MbDCAEuFGlQqjbAaOYgDxJjUFKEw3lt/9909DpKVHqodEZYCBAdIsbzE6wNHlsiQ6FSB4OJ4ytNjd6Mco3B4ZnYXL4JEUGorDagxmgGyzDQGCwALKi6oUI7uRg924eib4cwlGv0EAlYmCzEpR5AWnoBipQ6FCmt48E4uwaCDVv8iGEYpCSEQqM3o1StB0esFf7gjpGQS4WY0DuOL0+2xsHqnZeg1puhM1msZZjjECRiwTLWhJ5VOy4iWGwtYxwB1DoTtAaG7zGm5ynQOz4MGr0ZitoeE8tYcOaGClIRC7lUiISIIOhNFpRpDKioMWDptnNoHxaExFoHiFwqwrGcClTrLQ4GSyRgHDJ1547oBL3JAoXWhNN5CgDWMiAUMGAZBvXvTPPJq9Ray7bJgnOFSrQPC7IaW2Ir/9b4j1JrQmaBkn8nt2cUIrNADSHLgOMIpGIBDCYO5RoDQsRC6MwWdI0NQbXBjIpqA0wW4uCxILUNpGKVrsmxiu7ApclvvYHNJdjcpIuQkBA8+OCD+PLLLx2279y5E5MnT8auXbswceJEp8caDAYYDDdjN2q1GomJia5PfrsiAoTcbEIyfabDkHsM4ppCAEApE4PZoeuRW14DAgbx4RJsMi9BR2M2anvdsEAIFuZmBxltD9EMIX6ZchaHrlTg0JXyWpcYgcnCgQGDhEiZQ8KHZUUUWGLmT/ILdweuSvviGfMGCIkJTPwAYMEB6/6TXwI7/lHP303sBKwk85ARN82aKPHn88D52linUIZt7Z7CfUXv8q9lhbwXPu/xJZ4/OQYSWO9/jrAr4s03IMXN51HIRWOE8UPraVhrzys+PAidY0Iwsms01Hozpl57DRE5vzR4X2woEYwQTgsha9dcrFNPcIIgaIVhCDGUgIMAX0f8HR+pR0FRY+QD6JekcyCFEYztDrAigDOhRtoed5K1UGlNkEuFuK9/Byw9dzegV/Ba/hCPwr/wLPYZHoaMMYIQ4E12Pn6TTcaAxHD+mlKTIpCyqSdg1jp13zAAwLDAMgWf8VamMaDGYMb/9LMQzljdqAzDInNeLh+U1+jN+ONyGbRGa+Wu0pmgM3E4LH4GHZgK/uS2Z3td3B3Ph7+HUrUBkcFixyyxNzsCerv4aJ/pwPSb76B+RTtIiKH+g6h3IfbPjMXSvgcQnf0dFhs/dYip1ESnIKjiHBgQMNIIZM48a+3JFixEXybH+puMBCME32I1+QB/4Q5ZGyVgwNZWdVoiRqmkI5JNlx1kFZFojDR86JAkIWCAEIkAajtjdEX86M3yA6BI1gOzBG+hTK2HxmAdM5Yuno9wtubm5dXeF9tzyixUQW/iIGSAaLkEXxpfRHfu6s3v15YnZ/fUGeblURDg5nsMAIQBGGK93t7GTfy5R3WLxuayB/kyaf8K1H0dstkumCN6C8FiIfQmCyqqjfyMNL9KX0Fv5Dgcw0x+Dxg8r1GtdWnJ5LcuJV34IzqdzqnLTyqV8vsbYvXq1QgLC+P/EhNbmelCONjaSwwAnE+DpKaQ/xxLyrFF8QiMHGDiCIqUBt5YofY7ghYYK9sxDAARzJj6a39cKlbDbCHoGB0MqUgAk8WaUm4wWZCep+ATJ1hivqmVAaawRzHN8BNExGTVU3Tm5o8cW+vwW/Z6mdrsu9eYL7G85GlrksfFn24ea9birxWf8cFnBkCM5iL+dXocJDDw25LNVyC1+8wA6MBU4IJ4Dh8fSoqSQWu04OjVCryzOxvZJRqE5u5s9L7Y/sJRAyFLHK657ncEFh3khpLa52DBHOXH2Pj4YHSKCebPKyVGh2wvW+Ui0xcjPiwIIRIhZGKhNaZQW6Hbzj/KeBD9E8MhY6znYBngX9wXkApZ3KiqwReHcpFdorHeQ7PW6XXwlQrhgOVhGHVgBoZ0isK4Hu3QKToY4WwNf20gHPquT8JdRx8BYB3MHSoVI0QiAMMA7eQSCBnrfbY9R/tn29GYjUvFGpRrDLhR5RjvcjBWgLWBcvJm5SohBofy4fSvznWx4PDGuVFYZFzvUF4AQFaRCRbW5we9Ail/Po8ld/dEXzaHP58UBjzC7sFY7ih/PAvC75exRnQyXa53X+OZClyTPIIz4vm8fgsBVHV6TkKGOB6nzcJezX3YzSxCXKgEUhFrvf92usn5NJhWxiKrRAOxUIBgsQAhYgESImWIDBajO3fV8fucnWv+fBqQ1rgREMLxPWYYa+XOMICMMSJb/Jj1vLBmJtYtkw39deeu4pjhfvyqmYHIYDGGJUeifZgESZFB6I2c+mWyto7wFG3GYAUFBTn0kmzo9Xp+f0MsWbIEKpWK/8vPb2VGFMPyLRcbHBj+MwMgnKnBGfF8CBggNEiIS0xnh2PqNDqbxP5Ylpjxo2o6hAIGIRIhwmVisAzAskDndiEIlQqxeuclbM8oghnCer8rws0XlADAmj7WD7cvcvgt++/Y+ukMA/RlcvDwnqG4ETfBUaSx/pg9gUXn9LodttVWMtniRyEUMDhfqMb1ihpU1Bih1JqQV1kDdae7+RhCQ3+28zNNfKf+zbUgpXgrFo7pDInQ2qfSEudBawBYo1qMLu1C0C1Wjj0XS2ESh/PXZNPw+vVHoIfE4Rp/Uj2Aq2XVKFZqsftCiTUxRyhrWh+AaM1FPHX8TkzpF4/YUCnUCKl33bE11gbCwrFdMKpbNO7u2x5DO0UhKkSCpOhglLExDd6PLczLMFoIWAb4M6fyZtacNKK+mB3P8//lBEEgtfEa/q+Ja7HpFcPs8ExtOLxX59OQkhAORVhvh2tdaNqMQ8LhDtvsj6sUtHMs47hZ2YczNcitNVy2it+2HwDMhHFapuJQjmPG+3FCNB81jLzed4ScHi+fvB1vVDyNOzpHY8bgRKx5sD+GJUfhApL5++PsOsn5NBTsacQYsKKbz63OzWUYQMxYcEE8ByESAbrFyh2em31dY/9u2F+bFAb8UnkPNt2YgC+CP4WwzrRY/E/W1hGeos24BLt27YquXbti507HlvaXX36JJ554ApmZmc2OYblrPSyyPAIMbmbZGCDhexO2bVpOjBTTJjCMdazONtEr6KDNsjsLAyxXNvlbG4/kYs6e/g7nViMEe6f8ifwqLTYfy4PRbM10S4wMgkJrhsFsgUwsQGSwBL9UTYGgttgRAihJMN9KBAAsV/G/ZT9fX9dYOZb/ch7/KbkXYsbCpxoTApgZBtXJUxxddfEDYKrIhdCobNQocwCKZT0Qr81yuCYQYDu5A/8wPw2AQCoSIDUpgjcONXozVHoTBtwWjkl92t9cS+zzMUDRGf7F4sDiw+HH+RTg9DxFg25FAAAjwMa/pCMtvQCXiqxTMF2TPMJfrz0EwAfDT2DzsTyE1sZelk7uVa887MJwTMRRsLb7jlq3lPFDiAQsusWGYPvTIxuOEa6Mvuk2sl0XI8Kj7bfDYOaQmhSBpaeGW3thdal1M9niQLapsZKigpFXaXVlfVw2GxHmUmslRoBk43eICREjIUKGKf3iHddpq+sarHUlbzySiw/3XYFKawJhAJmIhUQowNLJPZ1nHda5JgKrm9vIBiGY0zhst1WuRmEovht7EIPT/4neVXtqXYDAePnP+FT3ArqYr9RzedVAil1TTuH+1EQY3u7Fu+vtH6etrCgRjKmyb8Aw1iQMo4VDcnQw0lSPQGxWN3gcxwgBVgSBxYl3hxUBr1ndr5kFSiz/5TyyizU4zT5qfY/gaDR47Y243FbtuIj0vCp8WzbN6lK3a0TajtcwIbhX9g2m9o/Hc+GHwe34h0MjDrX3mxPKnF6b/fXZ7+MAbB5/1qUsx1vSJdi/f3+cPn263oDm48ePQyaToVu3bl7XtCvpeYdCJ4YB+dIeDttkjBGZojkw1w4Iffu2T63Goc90gBUCfe5v1m+lJkXgWI+lDucORTXu/W0EjudaV3+uMVrHXWSX1kCjN0EiZNE+TIpyjQEbQv/uUBBvIPamLxyA4e1e/D613oxwmRh7LpZie0YR5FIxRoi/h5IEO/S0hIQgPOcXx9Z00Rl8M/oAsqMnwkk1ysMAKBMl4GTwOL6VbWsBT2GP4lfpq5CJBYgKFqOqxoid54pRWW1ARY012/FKaTVSkyJujhm7+ydguQpM7d+FJ3J5Y5WSEI7Hh3dCxKyvHUUIZTf/TyyYeu01JEYEIVpu7RllkuQGW/7s6U1gGQZKral20LgShcP/z+H5TMQRrJX+zWFbPCqwTfSKQyVh01evInitol4PhyEmfFc0CfdzuzGlXzywTOG8F3Q+DaY3kpCep4BYaI1jiYUsusfJseTunlhyd0/8PPY3h0M+EK5FjcGM2yJl9Ydc/Ou64+daV3JqUgRGd4vBbVEy9GovR7BEhEEdIxqem7HONTGwuruuzT3v8DVbL4ABIDarceehh7CEedbhXo7r0Q4/DPgKzqq5IOh5DZJ/XrSWi/gB/Llt52BgdSMf0P4Vu2oexOhuMUjpEIbe8WH4buxB63FhjobXdpyAmCGI7QH0mV4vgxCcCVgeBnw+BikJ4ZAIBYiWSzBG+oPDeex7XQwAsuMfDfa0pvSLx5R+HbBzSjpGBv2I7ub/4B3xkw7XI+eq8Y3mCXy0/yqm/NkN26actxrByGQc67EU7w8/iW/Gn8J3Yw/i/eEnkRM7qV4v194FaL/ttmtbmhzv2VoC0mAVFxcjKysLJtPNltj06dNRWlqKH3/8kd9WUVGB//73v5gyZYpPUtpPt5uGXFE3h4caJGJRJLMzWnV8zArb+KzpXwKvVTYZbLWRkhCOOx56EUyf6fw2BoDQqMQHJY+Bqx2rY8No5hAbKkVqUiT6J4ZjKzsRhBHwmlKYHCiZ4JuVQk0hH5tITYqAUmvkZ0joFhuCuDAppoZ8g1+4O/iUXftYiD0zzszCsQFv4fwTeQBjVwT7TLe2PGt/s69qP35MXoHVg4+B8P2Qm771Q5iHaoMZ2cVqFCn1qDFarINiwaBjtIwfA+Vs4HSDRkBgV07MWoddETm/YOHYLrijcxRCpQI8yqzGnNt2w3aVtmtlAPxN9zlCpEKESIXIV+iw4XAu9sgmQy2Oc7iOecZvkB9/t0N5SGFy8G/mQ2iNFqeDPh0Gbv/rurU3Y3dOBsAjFe8jZedU68Z/Xbfe2zoIjUo8tmcQjGYOCRFB6BYr53tNth6dfZm4hz2KYIkQMXIJHwd1oO5vvNkRKQnheP+hAfjw4QGYnpqIlyZ1x+2doxsfY1ir11ZRmmuTmQ3BHW66ve2+zgBI1GdhsvF/DtuWtjuGpZN7gZn8DjiGdTAYDKzr1T38+TE8t+WM9VoWHACWq3j3Yt0KWgID1mSNwTelf0X3OPnNa1h83trItHsOPEVngOlfYmHnfdAwIfVcoaToDLjlEbWDmK2TCyyzzEUlJ0cFCcWr5rkwEoGD0epwZKlDnNDh55Q6ZJVoQIh1ouBd0rvB9JnuUL46MBX4UfgKrpVXWwf7Dp4HPHMGISMW8I241KQIhMtEqJnyGVhbQ8++AVcHBsCAwm88vjKE37kE165dC6VSiaKiInzyySeYNm0aBgywFoSnn34aYWFhmDNnDjZv3ozc3Fx07NgRAGCxWDBixAicP38e//znPxEdHY1169bhxo0bOHnyJLp3b/7UMu5yCdpcOXP2DORdQQCQ+UQe2B+f4N0XQO2LyTGYFPYT9j0/xuXfBMC7v2wQADck3bEo5F1kFWtg4ghYAO3Dpfx8g73jw3CvaRduz1rFazIRFkKGu2l0GAGwrMrpBKa2az2QXYZT1xU4jUd4FyEBwLBCgLNrVdu5GOuRNg+4+BMUHe/GT51X8r0gy//FgbXo6t2zbsZvecPKMkBokAjTUxOwdHKvlg8RqM2E5JFGOM2CyyywzsKQV6nFGuFapKgPwCyLhbg2uYYAeGPwMfyZUwm1zoT48CB+fr4P8v4KifnmzO7XYichtPw0ormym9dGgOXcXJxuNw3bnx7pIHHjkVwotSaEy0Q33XJ1dduwz/IEgNfbOxhi28ufEzsJNVM+Q0pCuOP5xb/z5yWwZjj+lLwSSVHBjr9vowHXoCtsPJKLA9nlAAjGdLeuC2fv9kb8AIdyzgEwsUGQcFYXnEUog+CVYv5cSq0JTx+9A0JindlhXfBCrNeNRbBYgLv6tkd8eBDvHs4u0WD+pblINltnyanX8KrNznTKyS+B//0L4Iz89dvc6AtkBzDw3P85fN32DGoYOcYJN6Gy2sCPD7TtyxY/5uByBwDUcQ/a36/LpRroTRwig8WYOSwJM87Mgqwi06F8nSPJuHLfLy0fEJ42j8/+tTYqGBgZKc50/wfueOjFlp0LLatvm2WwWJZ1aWyVxdLywYYdO3ZEXl6e0302A+XMYAGAQqHAP//5T/z000/Q6XQYPHgw3nnnHQwaNKhFGtxlsHicFGAADg8eqPUxIwShywtb/5t1jBZgTQleKHsHZ24oQIh1/jwG1gp+2sAE9IiTY/TOOxFluRm3KCTR6MBW3HxhJ7+HjcZx9SvMWmwxkawSNTaZ/4UUJgdXhF3QbdJCxwq1MYPVABuP5OKh30dBalHXi2u9Yp6LLdxfIBULEBMiwYcPD3B9TsT/awdYbAk89tWG9QXdNuU81HozPj94DYoaEywcwdgeMbi9czRfoRIAJ4LH4XXpPxAiEWJ6agK/oGa4TITH9/S/eU5WiNWph7Dw7FSEm0pvxgUIMD7053oNmEaNsJO4Vr17/fkYkKIz9Sphkzgc/+73P5RrDIiRS25O5Lo8zOH674v6FVqjNf45546O9Ss8u+87/f1mUrdhBADtv78L0ZqLN4dbrOkDqG72Qk3icD4+ah9XuVKqwZ6LpXg//wFIjVYXuRZSjJd+V5v9FgWZWOgQ07QdF7dnEW7XH3DI4mvNdQEA3uwIYpepB1jLTA0rxwD952BZwGi+We7kUgFO4VGIarMBbd+3j2nVXbSzqsbqrekdH4bucXI8cnQy36Dij29mg6KxMaOtXS7F7QZr+fLl9QzWtm3bcOHCBUycOJHvvWRlZWH37t3o06cPpk6dimXLlrVYvD/gdoPVFLXjtmwVHdOaF8GeOi8zgbUlfXbIO9h09DqyijWwEILoEDGeGtMFgHWhydXnRvIGq7PhO8fkAkaAzHk5jfZabEbrfKEKJgvB0ORI60SwNj1hiVY3SguxvTR3XngZCUU7HSoQW4txjvCthgP6zcWht8JY44i1DQsC61ixf0Z+gGtl1dDozdbU8FAJPntsEFI2duONHQfgDvFWMAwwtFMUOkbJkFWisU4Smv5YbYOi9vw21+/r7UHMWr4s6CHGzimnW3Y99s+9gQqpYM9axB9Z6ngPa/99T/Qkrtw24+asKHYNKwLgLXYBNpnGITxIhP6J4fj0sToNwrqNJWlE/RiXizitOJeH8+ptrjzbLPUfDD+JcJnVzazUmjC08ifei8CBwerBR3lj2GRPPG0euPNptc+GBbvcDfGaldEgnMnBEC7pexC7LpTCbOFgMFsHyackhOFyqQZ7ddaxe/aJFHUTMWy9yRO5lXwyzZK7eyI9T4H7946AnKt2PL4Z9Y3TXr2bcLvBqsvnn3+O5cuXY//+/fVcbZcuXcK4ceOwcuVKzJ8/v4Ez+DdeN1jATVeKG19uAE6N1rEeS7Fffg92XyiGosaELrEhSE2KRI84OdR6M+688DI6FO/G/yxDsMi4CD+LX0EKm+PoimmiVWaffZaaFIGlk3s1+v2WklmgRO/1ncCCczBa1awc8mUFrf+BWrckek21GpMVEXy2HQEwSJCGEIkACq3RGjOLkllddye/BKnNvCIAupn+A5GAQfuwIHRtF4LucaH1WvF1K0iyPByMXQVcwcYg5rWrrb8mZ9RxEQKAAUIs67sf3eNuxrTse00msBhI/mONWyRF4PkJ3etX8nVdgy4MKHVGU+5QjhGAITez7PaLRiFzyDuO6zl92RkgZljA4qvxp1tUAXui4q5ZOxKyikwAgEEYistzziE9T4HtGUXIr9IiWCJE/8RwHL1WiXKNAVl13IN1jZbN/agzWT1c3WLlvHt8e0YRFqTfh2iuDIB18H7M88ea1NhYr761SxN5PEvw7bffxqJFi5zGhXr27MnPlk6x0qzZzf913epicKexApD5wGHohaEOAeRhWatqp2aRoUusHBKhADKxEGq9GY8P74TbFvwHgmWVWCb6B1gAU42vO560jqvRGSkJ4ZiemoB2conDhJwuXYOT+5eSEI4LT+Ty48gAa0A5hNSfrskl6ia93P2Ow+793BwIBSzkUhFCJALc2cMaY8HgeQ6t5Z9Er4CzECi1JkTIRA7GqqFZ9I/1eNnheUVz5U0OHHWZV4r5ZAnbb4phRvc4OUKlwpv33S6hQAgO7UKlYFgGJSq988ywuuXYTQNKbckADsH9wfOsBjEyGezdb4MRW5c2YgCMMR1EVonGMcmmdmYXBlyLkwSc/n4rCV50CMxyFTaNP4tPhu5zmAS7S7sQDEuOwo2qGqi0RhAA3Y1f10vEsHe3q/VmdI8LRbdYOcZ0b8f3IFMSwrF0ci/EvHYF557Iw6bxZ1H84P/q6XFGg0lKQKNl2d24ZLAKCgogEoka3C8SiVBQ4IZWbhvANlu7beaCzAIlVu24iFU7LjZreY7Wkp6nwCdD98HMSvltLICUDV0QGyrl05mdvYRJUUEQCKwzgu/ghqOlXXHbi9PU8vLNuYa6L4StVffx8KP8IE3AGgD2CIPnWV2ZqE0PJtV4hN0LvYmDSmd2WE7EVrkzAHrhGiRiIUQCBgqtiX/pG6v4QkYswIXI8Y7jcOxnDWmAliz74nBM+1eQ+UQeKuS9rD06eS88PrwTH3NLz1PU61F/pZ5XO1WPARn5Sufl2WbkBBK3DShtsOKszXTD4HnA+JUOu2wNJtu7Z+uTswBSire65/ddxP6Z2cpEqNS6ntWUfvFYcndPdI+To1ilh1BgnSNRJGDQ01RrtGrPQwCQ5WHAyS/589jGyjnT6s7r8IQRbwiXDFafPn2wbt06FBbWTw4oKCjAunXrfDbRrL+RnqdAuEwMpdbIt6wvl1bjcqnGKy0SW2G6NDebTxkHAHAmvJU9EQkRMj6duW7hTU2KRN8OoYgMFuMf5kUo5KKtY7KCO7Tot10tyLaXOVQqrHcemxHLKtHgizt+x66kf0IdlIii4a83csZWYhd3YwDMVn2Mar0JDAN+/SUA9Sr3WcK9MJo5h55mYxVGSkI4+jyTBmNtGjcBrK7JJnClpWt/TPGD/3Noddd7fnaGOJ6pwAPYA4DBjSqt8/JcmyaOV8vc4g5sNna/xQCIyf6Ob+Ck5ymwXzjiZuNrd8uXQXIn9vffVibsGwq2bd1i5RCyDKKCxQgSWddqS7F8A2PtcH8+FnlsrduNalN48/dcimEdPnyYn0j2r3/9K7p0sQbsr1y5gp9++gmEEOzevRsjRoxwr1ov4c4YVl3/bmaBEhsO56JUrcf01ASPr9BZD7tYBAFgZCTInne5weSJ9DwFMvKV2J9VBq3RDIGARVyoFE+P6+Jx7at2XMTlUg3vg3emLVQqbNaKym7DLqGAAPhI+jd8YxmP/olhuL1ztF3MJxw2J5sZLGa0+7XFsbyWxktciSW0+Bi78qMnQvTnvkGwWICRXWMwd4T3KskmeaMDPxWYngnCf/5yDKlJEXxcNa1scu3IPqZZM8l4Cmf3v6FtttWhLxSpkF+lhd5kQVSIBPv1MyCqnfi2cPgqJIz37PRI7qYl9a1L88GPGDECx48fx6uvvopt27bxE8sGBQVh4sSJWLFiBe1h1eJsnat+ieH86sLepmD4KnSwyw4TE4N1RvDa8So27F+aA9ll0JksMHGAibMu+Lfp6HUvGVvnLr6699VrLDjAV9oMgHnmLehw1yLeaPL0uR+kNqNMAA73mnahEA+36KdaupCnK/ekxcfYjX2SMGYQjkDAMuiX6KPn0RDjV/JxHTHR8ZW/LVsO+0TWYSYCz6/h1BjO7r/9Nvv30LZszuCOEdh09DpyK2pgsnC4P+onlKj0MFoI+ueHYUwrFoL0d1ye6aJPnz7Ytm0bNBoNiouLUVxcDI1Ggx9//JEaqybwps+3Lntkk5EdPdExPmLW1hs5b3NVbM8owvVKLew74lyL++SuMaVfPMZ0j+GDxn5DnRkNDl2pQJGyznxxdjOUMABmKj9p8XV427XTLOq4O/8rXAqjmcPnB69h9objXonLNkVmgRIbjeMcZsWw3UPbPWWl1pa8jpX5hWYATuPbzlyGXWPlqKg2QGe0oLLayK81FiRikVep9VoChC9o9dRMLMtCKpUiOjq63uKJlPq0NgW0taQmReDYgLdQOHyV4446WVw2owoA3WPlkIoFkAgYCBhAwFoDv55+0f2ywgaslfbk96AOSsR/5bNwKq8Kv2eVOS67AUCZfC9faQqJyf+uw1XCEvm4SV8mBxxHUFltxPHcqnr3wBfYKnmToHYqodqsQQfGvgx1UCKOJj7pN5W7s/i2s8at1RUurk3CYFCtN0NvNCNYIqxdesfsk8awN3DZwpw6dQqTJk2CTCZDVFQU/vjjDwDW+fvuu+8+HDhwwF0a2xTeTAF1hs0IJIxfZE1nZljrC22XxWVvVKf0i8ftnaMwb3gnDEyKQLtQCaKCJVDpzH7zovuEwfNw/dHDKOzyMCJkYoQF1c+a/amzY7aax1LTvU2dQd9bRa+AZRiIWIaf6NeX2Cr5smFLgcjkelmDAPjnd6PzQ46TJPtQu3XVAeuyNDaD46zRlpoUgVHdonFXnzi0C5XAQgChgIVIwKJ/YgTiw4PaTuOoDi7FsI4ePYpx48ahQ4cOmDlzJtavX8/vi46OhkqlwmeffYYxY8a4S2eboaVxCY8y/Uunk+vaG9VQqRDHcyohFQkgl1rX3AmWCNG3Q5h/XIMPscUa7A28PalJEbAwYghJ7YTGF35s9mTG/o5tbkgGQBfzFQxNjsTlUg2qaozYnlHk0wrzZgxoEdBIAoJ9rMiW4GJzvfmC5sYT7b+3asdF7L5QAo3ejAGJYT4LNXgLl3pYL7/8Mnr27ImLFy/ijTfeqLd/7NixOH78eKvFBToNDXj1SzeXHfZuiD0XS5Gv0OFMvhLnCpXQGcxQ1Bgxsmu0X1+DL7E9dwAQ3v0m+MQRkcxhv697Ik3RqM67/u0wLm928eswmjnkVNTg4OWygLg+e3wZV24NPeLkCBILMahjBLrFhfp93dJaXDJYJ0+exOOPPw6JROJ0UtwOHTqgpKSk1eICHV+7/1zF3qiO7xULC0fQPTYE0SESmDjrjBJ7Lpb6WqbfUPc5O3wePA+Y/K6DaypQykWjOuuMdRptOgS1zgSLheBqeQ22ZxT5RTyruQRCQ9IZar0Z/RPDwTJMwBlbV3DJJSgSieotlGhPYWEhQkKcBDpvMfzK/VdLS5M+7k9NRNdYOe8ePHSlAqVqPcb3ivW8WD/G/j7Wfc71nvvgeQ4VvD+WC2c0pVOZfC/Cc34BA8DMSiEWCqA1WsBxwMViNeRSl6oXSguwL3OBZmxdwaWBw5MmTUJ1dTUOHz6MyspKxMTEYO/evRg3bhxqamrQu3dvDB48GP/97389odnjuGPgsK+zARvCk7MuewNnA7F9cZ/deR/9taw0xcYjubjt2hYMLv4WR9o9hGVFQ6HUWpdbIbBmkj41ujOeG9/8tegozSdQy01dPD757YoVK3Dq1ClMnjwZ//ufdRqXjIwMrF+/HqmpqSgvL8err/p2yhNfsjU9Hy+mZeLYtQq/c/sEqq/eRqPuNy/izvvoi2twRxwtNSkCNzo/hOuPHsbpdtOQECFDjFwCiYgFIQDHAVtO5QdcPCtQCBTXsjtxqc8+dOhQ7Ny5E0899RRmzZoFAHj++ecBAJ07d8bOnTuRkpLiPpUBRlp6AZRaI/QmCxaN6+prOQ74bIYIN5GaFIHtGUXQGs38hKG+cK+58z764hrqDkh1Bft7cKVUg/wqLQoUWlgstVNScQQqrQnZJRr++xT3ESiuZXfispN53LhxyM7OxtmzZ3HlyhVwHIfOnTsjNTXVpdWJ2xJiIQuThaB7nIy+pG4mJSHcobINxEC5PU25dTzl9nF3ZWebmf/I1YqbiygygNHM4c+cSgzueOtUqt4i0BufrtDqqGj//v3Rv39/N0hpO3SLlTv8S3EvbaVluTU9H18cysVtkUEAnPdA3NETckZzK7vmGkzbM7knpT32ZZXDYDJDY7AuIKg1mpFV4qZ1ylpIW4nzUKy4FMNiWRbt27fHwYMHne7/9ttvIRAIWiUskLHOgdfO/+bAayMEagpyXfZcLIWAZXCjSteg8fV1zNF+TsnGYlG2Z7L6/n5YP3sQZgy+DfHhUghYBiaLlyafdMKtGOdpy7g8NZNer8df/vIXfPDBB+7UQ6EEHLYEhq3pLUswGN8rFokRQZg/0rnx9Yfegf2cks2t+G0r2yZGyBAZbJ22ypONt8YSSBoy+IEyeJviiMsuwffffx8nTpzA4sWLcerUKXzxxReQSqVNH3gLsD2jCJdLq1Gk1AV8L4DSNLZW/PGcSnSPC222++7+1MRGl2jxlDuwJTQ1/VRjDO0UCYXWhEm9Yz2qv7H71JDr0x/uLaXluNzDEolE+Pjjj7Fp0yb8+OOPGD58OG7cuOFObQGO79wgFO9ia8X3iJMju0SNUDcNmLVfMt3XvQFX3LA1RgtiQ6WoMVo8JwyuuU197WqluEar1wOZNWsWjhw5AqVSidTUVOzbt88dugKaQIlhBbpbxF/02yrzMJkY3eNC3bYwp7Ml0/2Rhp5DucaAAoUW5RqDR3/fFWPaVuKgtxpuWcCqf//+SE9Px+DBgzFp0iR8+WXbmJG6rRPoAWl/0++pVru/9wYaeg4xcgk/mJhSn7qG3l8aYP6M21ZcDA8Px44dO/Dyyy/za2PdqvhbRdoQ/l4RNoW/6W9pq725FZS/9Qbq6m7oOfhyxehAqPz9ZdaWQMIlZ3tubi5iYmLqbWcYBitWrMADDzyAysrKVosLVAJlnFCgDzwMdP2BGvh3VtE6y2T05fNJz1Mgu0SD4zmVWDi2i1/e3yYnTabUwyWDlZSU1Oj+Pn36uCSmrRDoFSnFOwRqBWWv218zYlOTInA8pxLhMrHfNQjsMy7tJ052R73hD0MhPEmzDNbKlSvBMAyWLl0KlmWxcqWTJafrwDDMLTsBblsvNBT3EKgNG3vd1jWv/C8jNiUhHAvHdvHLBoEne9aB2mtvLs1aXoRlWTAMA51OB7FYDJZtOvTFMAwsFs+ms3qK1i4vEuhLeFAozaUtN848dW2evGeB+DxaUt82q4dVd7HGxhZvpASuq4dCaSmB0Et0tRL39TyO/nZuf4AuCeoB2nqhobifQGwZA4Gh21XDEwgNz0C4/+7EbWntFIq/4e+pzfb6AjWlORB0uzr8wZfDCZpbdgPh/ruTZvWwOnXq1OI1rhiGwbVr11wSRaG4A38PQNvra6g1708taGda6i6o6WuNzghEj0dzy24g9ALdSbMM1ujRo2/5RRkpgYe/v8z2+gJhklZnWuouqOlrjW2F5pbdQDTGraFZWYK3Gq3NEqR4Dn/qcTSH1ur1p+ttSIs/aaQEHm7PEqRQ/IVAa823Vq8/taAb0uJPGts6t3rjoFUGy2QyISsrCyqVymmq+6hRo1pzegqlHv7u5qtLoOml+DeB1mBzNy4ZLI7jsGTJEqxbtw5arbbB7wXqwGGKf+CsNRlorflA00vxHq70lm71BpBLae1vvPEG3n77bcycORNfffUVCCF488038emnnyIlJQX9+vXDb7/95m6tlFbg7ynezrjVUnYptxaulG9/m7nf27hksDZt2oQZM2bgk08+waRJkwAAqampmD9/Po4fPw6GYfD777+7VSildQRi5e9vy4d4gkBqSASS1kAgkMu3r8qCSwaroKAA48aNAwBIJNbF2fR6PQBALBZj5syZ+Prrr90kkeIOAvHluBVak3UbEv5sFAKx0ePPBHL59lVZcCmGFRUVherqagBASEgIQkNDkZOT4/AdhYIWal9S1z9OYyn+Sd2YhD8G1W1lKVRqrS6aavTc6plstwK+iqW5ZLAGDBiAkydP8p/Hjh2L999/HwMGDADHcfjwww/Rr18/t4mktBx/rPgo9anbkPBGRdBSg2IrSwCatfoALXttH/ty680GiksuwQULFsBgMMBgMAAAVq1aBaVSiVGjRmH06NFQq9V499133SqU0jIC0QVI8Y6bqKXunJaUpcwCJYqUOmiNZlr2bhG86R5020wXKpUKBw4cgEAgwB133IHIyEh3nNYn0JkuAgvqgmoZnrhftnMWKXWQiYV0LbhbiNaWJ5/MdBEWFob77rvPXaejUJoNdUG1DE/EM+3dhrRnf2vhzfh4q2e6KCwshEKhgLOO2sCBA1tzegqlWdzqgyn9AdszuLNnO9pooHgMl1yCSqUSL7zwAr799lsYjcZ6+wkhYBgmYGe6oC5BCsU51P1KcTcedwnOmTMH27dvx0MPPYShQ4ciLCzMJaHOMBgMeO211/D1119DoVAgJSUFr7/+OsaPH9/occuXL8eKFSvqbZdIJPwYMQqF0jqo+9V/uBUbDy4ZrN27d+OZZ57BmjVr3K0Hc+bMQVpaGp577jl07doVmzZtwt133439+/djxIgRTR7/ySefICQkhP8sEAjcrpFCaQltqWIJJPdrW7rvzrgVGw8uDxzu0qWLu7XgxIkT2LJlC95++2288MILAIBZs2ahT58+ePHFF3H06NEmzzF9+nRER0e7XRuF4irNqVgCpXINpAHobb1CtzUeQqVCbDyS6/dlxx24PA5ry5YtTpcUaQ1paWkQCARYsGABv00qlWLevHk4duwY8vPzmzwHIQRqtdppEgiF4guaM46JTnvkftr6WETbmD213nzLlB2XelivvvoqDAYDBg0ahMceewwJCQlOXW/Tpk1r0XnPnDmDbt261Qu8DRkyBABw9uxZJCYmNnqO5ORkVFdXIzg4GFOnTsW7776L2NjYRo+xHwQNWIOAFIq7aE6vJJBcbYFCIPUG7Wlpb/tWKjsuGazCwkL8/vvvOHv2LM6ePev0O65kCRYXF6N9+/b1ttu2FRUVNXhsREQEFi1ahNtvvx0SiQSHDh3Cxx9/jBMnTuDUqVONZp+sXr3aacIGheIOmlMBBWrlSnE/LXVl3kplxyWDNXfuXJw+fRpLlixxa5agTqfjZ3+3RyqV8vsb4tlnn3X4fP/992PIkCF49NFHsW7dOvzrX/9q8NglS5bgH//4B/9ZrVY32ZOjUJpLW4+lUNzLrdRjaikuGazDhw/jpZdecnuvJCgoyME1Z8OWlh4UFNSi8z3yyCN4/vnnsXfv3kYNlkQicWooKRR3QCsgSku4lXpMLcUlgxUXF+eRuQLbt2+PwsLCetuLi4sBAPHx8S0+Z2JiIqqqqlqtjUJxFVoBeZZAybCktB6XsgSff/55rF+/nl8Ty130798fly9frpf0cPz4cX5/SyCE4Pr164iJiXGXRAqF4mdszyjCgexybM9oOMbtz/jzop3+hks9LL1eD5FIhC5dumDGjBlITEyslyXIMAwWL17covNOnz4d77zzDj7//HN+HJbBYMDGjRsxdOhQPq5048YNaLVa9OjRgz+2vLy8nmH65JNPUF5ejkmTJrlymRQKJWAI3GEsNMbZfFyaS5Blm+6YuTqX4IwZM7Bt2zYsXrwYXbp0webNm3HixAns27cPo0aNAgCMGTMGf/zxh8NYK5lMhgcffBB9+/aFVCrF4cOHsWXLFvTr1w9HjhyBTCZrtgY6lyCF4j487bILdJdgoOtvLR6fSzA3N9clYc3hq6++wquvvuowl+Cvv/7KG6uGePTRR3H06FFs3boVer0eSUlJePHFF7F06dIWGSsKheJePN2DCPQYYaDr9yYt7mHpdDosXboUY8eOxZQpUzyly6fQHhaF4j5u9R4EpXE82sMKCgrCZ599hl69erkskOI/0MqE4mloD4LiLlzKEkxNTcX58+fdrYXiA+gcdhQKJVBwyWC9//772LJlC9avXw+z2exuTRQv0tYnCKVQKG0Hl7IEU1JSUFFRgdLSUkgkEnTo0KHeLBQMwyAjI8NtQr0JjWFRvAl1y/oP9Fl4H49nCUZGRiIqKgrdu3d3SSCFQrkJHYfjP9Bn4d+4ZLAOHDjgZhkUyq0LnWvQf6DPwr9xySXY1qEuQQqFQvEOHncJAoDFYsE333yDHTt2IC8vDwCQlJSEe+65B48++qjTBR0pFAqFQnEVl3pYKpUKEydOxMmTJyGXy5GcnAzAOgOGWq3GkCFD8NtvvwVs74T2sCgUCsU7tKS+dSmtfenSpUhPT8dHH32E8vJynD59GqdPn0ZZWRnWrl2LU6dOYenSpS6Jp1AoFArFGS71sDp06IDp06fjgw8+cLr/mWeeQVpaWqNL2vszbb2HRVN3Kbc69B3wHzzew6qsrGw0pb1Hjx500UQ/hs5uQbnVoe9AYOKSwerSpQt++eWXBvf/8ssv6Ny5s8uiKJ7FX2e3aGghO7rAHcXd+Os7QGkcl7IEFy5ciEWLFuHuu+/Gc889h27dugEAsrOz8eGHH2LPnj1Yu3atW4VS3Ie/Tkba0KBNOpiT4m789R2gNI7LBqusrAxvvvkmfvvtN4d9IpEIr732Gp566im3CKTcOjQ0aPNWHMxJYywUSn1aNXC4oqICe/fudRiH9Ze//AXR0dFuE+gL2nrSBcX/2XgkF0qtCeEyER4f3snXcgIOavADB68MHAaA6OhoPPTQQ605BYVCcUIg9yr9wVhQN3LbpFUGS6PRIC8vDwqFAs46ak0ta0/xPv5QmVCaJpBjLP5gLALZ4FMaxiWDVVlZiUWLFmHr1q2wWCwAAEIIGIZx+L9tH8V/8IfKxF1Q4+uf+IOxCGSDT2kYlwzW/PnzsX37djzzzDMYOXIkIiJoKyZQ8IfKxF34s/G9lY0pNRYUT+GSwdq9ezcWL16Mf//73+7WQ/Ewbaky8Wfj68/GlEIJVFwyWDKZDB07dnSzFAqlZfiz8fVnY0qhBCouzXQxc+ZMbNu2zd1aKJQ2Q0pCOB4f3slvDaor0BlHKL7GpR7W9OnT8ccff2DSpElYsGABEhMTna5/NXDgwFYLpFAo/gF1c1J8jUsGa8SIEfz/9+zZU28/zRKkUNoe1M1J8TUuGayNGze6WweFQvFz/DlmSLk1cMlgzZ492906KBQKxW3cysMK2jIuJV3YU1xcjIyMDNTU1LhDD4VCobQaut5V28Rlg/Xzzz+jR48eSEhIwMCBA3H8+HEA1glxBwwYQLMIAxCaBUZpK9D1rtomLhms7du3Y9q0aYiOjsayZcsc5hGMjo5Ghw4dsGnTJndppHgJ2iqltBXa4rACiosGa+XKlRg1ahQOHz6Mv//97/X233777Thz5kyrxVG8C22VUigUf8Ylg3X+/HnMmDGjwf2xsbEoKytzWRTFu9hcgQBoq5TSKNRtTPElLhksmUzWaJJFTk4OoqKiXBZF8S7UFUhpLnXLSiAasEDUTLHiksEaO3YsNm/eDLPZXG9fSUkJvvjiC0yYMKHV4ijeIVBdgbTi8T51y0ogNnYCUTPFikvjsFatWoVhw4Zh8ODBeOCBB8AwDH777Tf8/vvv+Oyzz0AIwbJly9ytleIhAnVAKJ0qyPvULSuBOPuFv2mmY8aaD0OcLRXcDC5cuIBnn30W+/fvd8gSHDNmDD7++GP07NnTbSK9jVqtRlhYGFQqFUJDQ30th9IA9EWntAU2HsmFUmtCuEyEx4d38rUcr9OS+tZlg2VDoVDg6tWr4DgOycnJiImJAeC4AnGgcSsZrMwCJbZnFAEApvSLpxU/heJlbvWGV0vqW5dcgvZERERg8ODB/Gej0YhNmzbhnXfeweXLl1t7eoqHSc9T4HJpNQBCXWst4FavZCjuI1Bd8r6gRQbLaDTil19+wbVr1xAREYF77rkH8fHxAACtVou1a9fi/fffR0lJCTp37uwRwRT3kpoUgSKljv8/pXnQ+BnFm9AGkpVmG6yioiKMGTMG165d42NWQUFB+OWXXyAWi/HII4+gsLAQQ4YMwUcffYRp06Z5TDTFfdDWnWv4W+Ce0rahDSQrzTZYS5cuRW5uLl588UWMHDkSubm5WLlyJRYsWICKigr07t0b33zzDUaPHu1JvRSKX0ANvf/S3N6Iv/RamqOjJQ0kb1yXr+5dsw3Wnj178Pjjj2P16tX8tri4ODzwwAOYPHkyfv75Z7Bsqyd/p1AolFbR3N6Iv/RamqOjJQ0kb1yXr+5dsy1MaWkphg0b5rDN9nnu3LnUWFEotwj+PmC7uQPh/WXAvLt1eOO6fHXvmt3DslgskEqlDttsn8PCwtyrikKh+C3bM4pwuVSDIqXOL92ize2N+Itb1906vHFdvrp3LcoSvH79Ok6fPs1/VqlUAIArV64gPDy83vcHDhzYOnUUCsVP8Y8xlv4Sh6J4h2YPHGZZ1ulAYGcDhG3bLBaLe1R6mVtp4LA/01YrI3+/rqb0+ZP+W32WiLaARwYOb9y4sdXCKJSW4Cyw60+Vpav4S7C/IZrS5y+uNKDtDi9oC+XcEzTbYM2ePduTOngMBgNee+01fP3111AoFEhJScHrr7+O8ePHN3lsYWEhFi9ejN27d4PjOIwdOxZr1qxBcnKyF5RT3I2zysjfK/vm4K+VrK2SDJVaqwV/0+cMfzKe7qQtlHNP0Oq5BN3Nww8/jLS0NDz33HPo2rUrNm3ahJMnT2L//v0YMWJEg8dVV1dj4MCBUKlUeP755yESibBmzRoQQnD27NkWrc9FXYL+C215eg7qXvMt9vN69oiTQ6033xLl3KtzCbqTEydOYMuWLXj77bfxwgsvAABmzZqFPn364MUXX8TRo0cbPHbdunW4cuUKTpw4wc9teNddd6FPnz5499138cYbb3jlGiiepa21qOsaYF8aZGc9v7qTIwPwqwZDS+7X1vR87LlYih5xcoTJxH5zDTbs5/WMDw9qstHgL2XHm7/rV4On0tLSIBAIsGDBAn6bVCrFvHnzcOzYMeTn5zd67ODBgx0m4u3RowfuvPNO/PDDDx7VHWj4+ziaW4m6iwnaf7Y9p63p+V55XikJ4Xh8eCf8fqkUk94/iPf3ZPOV6OVSDdLzFH63+GFDepyV8T0XS6HQmvDT2SJszyjE6p2X/OIdsGkNlQrRLTYE3WLlzXLHNlZ2vIk3f9evDNaZM2fQrVu3et3CIUOGAADOnj3r9DiO45CZmYlBgwbV2zdkyBBcu3YNGo3G7XoDFX+rdG5l6g7AtP9se057LpZ69XntulAKjd6EXRdKkZoU4VCJ+stgWxsN6XFWxsf3ikWETISkKBlUOjMMZs4v3gGbVrXejKWTe2Hp5F7N6qk0Vna8iTd/169cgsXFxWjfvn297bZtRUVFTo+rqqqCwWBo8tju3bs7Pd5gMMBgMPCf1Wp1i7UHEv4a9L8VqevirPs5PU+B8b1i+XiGN5jUOxa7LpRiUu9Ypy5Yf3KjNeQidlbG709NxP2piQ5uTn94B1x9H5sqO97Cm7/rVwZLp9NBIpHU226bUUOn0zV4HACXjgWA1atXY8WKFS3WG6i0tThQW8VXz+m58d3x3HjnjbtAobF752/l39/0+DN+5RIMCgpy6OnY0Ov1/P6GjgPg0rEAsGTJEqhUKv6vsVgZhUKhUHyDX/Ww2rdvj8LCwnrbi4uLAYBfLLIukZGRkEgk/Pdacixg7Zk5651RKBQKxX/wqx5W//79cfny5XoxpOPHj/P7ncGyLPr27YtTp07V23f8+HEkJydDLpe7XS+FQqFQvIdfGazp06fDYrHg888/57cZDAZs3LgRQ4cORWJiIgDgxo0byMrKqnfsyZMnHYxWdnY2fv/9dzzwwAPeuQAKhUKheAy/m+lixowZ2LZtGxYvXowuXbpg8+bNOHHiBPbt24dRo0YBAMaMGYM//vgD9tI1Gg0GDBgAjUaDF154ASKRCO+99x4sFgvOnj2LmJiYZmugM11QKBSKdwjYmS4A4KuvvsKrr77qMJfgr7/+yhurhpDL5Thw4AAWL16M119/HRzHYcyYMVizZk2LjBWFQqFQ/BO/62H5AyqVCuHh4cjPz6c9LAqFQvEgarUaiYmJUCqVTS4G7Hc9LH/ANiuGLWZGoVAoFM+i0WiaNFi0h+UEjuNQVFQEuVzudNFKW4sgEHtgVLv3CVTdANXuCwJVN+CadkIINBoN4uPjwbKN5wHSHpYTWJZFQkJCk98LDQ0NuAJlg2r3PoGqG6DafUGg6gZarr2pnpUNv0prp1AoFAqlIajBolAoFEpAQA2WC0gkEixbtiwgp3Oi2r1PoOoGqHZfEKi6Ac9rp0kXFAqFQgkIaA+LQqFQKAEBNVgUCoVCCQiowaJQKBRKQEANFoVCoVACAmqwKBQKhdIsfJ2jRw0Wxaf4+gWgULyFSqXytQSX+f777wHA6VR13oQaLABnzpzBjRs3HApUoFSkWq3W1xJcIicnB1qtFnq93tdSWkxGRgauXLmCgoICfluglJeff/4ZCxcuRE5ODgDrvJmBwH/+8x/I5XIcOXLE11JazI8//ogJEyZgzZo1uH79uq/ltIgtW7agc+fOePjhh3H48GFfy7m1DdalS5cwYsQI3HnnnejXrx+GDBmCrVu3wmw2g2EYv66EsrOzkZqaiieeeMLXUlpEZmYmJk+ejClTpqBTp04YM2YMjhw54tf32kZmZibGjx+Pe+65B6mpqejXrx8+/PBDvrz4O3v27MFf//pXfP311/j1118BoMnJRn3NmTNnMHToUMydOxeTJ08OqLn1ioqKMHnyZMyaNQtisRgymQwymczXspqF7b7Pnj0bcrkcUqkUBoPB17IAcotSWlpKBgwYQO644w6yYcMGsmHDBjJs2DASHh5Oli1bRgghhOM434p0AsdxJC0tjXTr1o0wDEMYhiEHDhzwtawmMZvN5MMPPyQxMTFk9OjR5LXXXiMLFy4kiYmJpEePHn59DUajkaxatYqEh4eT0aNHk48++oj85z//IWPGjCGhoaHkxx9/9LXERrGV4/T0dBIVFUWCgoLI0KFDydmzZwkhhFgsFl/Kc4pWqyWPP/44YRiGjB49mvz888+ktLTU17JaxLJly0jPnj3Jt99+S27cuOFrOc1CpVKRWbNmEYZhyJgxY8jPP/9MduzYQaRSKXnnnXcIIdZ32VfcsgZry5YtRCgUkrS0NH5bQUEBefDBBwnDMGTv3r0+VNcw165dI3369CFRUVHk9ddfJ7169SLDhg0jJpPJ19IaZdeuXSQ5OZnMnTuXZGVl8duPHDlCGIYhL730kt9ew44dO8jAgQPJc889Ry5fvsy/sFeuXCEMw5B///vfftm4qUtaWhqZMGEC+fTTTwnDMOTll1/mr8Wf9JvNZrJq1SrCMAyZP38+KS8vb7Bs+JNue27cuEFiY2PJM888U2+7Pf6kv6amhnTt2pUkJyeTTz75hOTl5RFCCMnJySERERFk2rRpPm/c3LIG66233iJhYWH8AzAajYQQayt0yJAhpE+fPn7ZosvLyyMvv/wy3zr++OOPCcMwZP369T5W1jjvvfce6dmzJykrK+O3GQwGQgghw4YNI+PHjyeE+NcLbOPw4cPk3XffddBOCCHbtm0j7dq1I99//z0hxD+1E3JT1/Hjx0lYWBghhJC//OUvpH379mTPnj0O3/EXTp06RYYPH0569OjBb/v555/J7NmzyYsvvkg2bNjAlx9/5ODBg0Qmk5HLly8TQgj56quvSK9evUivXr3I1KlTyXfffedjhY7Y6sGjR4+S8+fP8/WhjcGDB5MxY8YQvV7v07LS5g2W7UHUvclr1qwhcrmc7N+/nxBCHFqa33//PZFIJOSNN95weqy3aEi7Xq/n/5+dnU0mTJhAEhISSEVFhVf1NYS9bnvt2dnZDvsJsd73MWPGkBEjRhCdTuddoU5o6J7X5dChQ6RPnz4kNDSULF++nJw7d44oFAqHc3ibprSnpaWRLl26EEIIOXPmDGEYhsyePZtUVVU1epynaUi3rSf4/PPPkwkTJhCGYUiXLl2IXC4nDMOQadOmkfPnzzucw9s0pP3UqVNEKBSSbdu2kQ0bNhCWZcn06dPJ7NmzSbt27QjDMGTjxo0+UHyT5pR1juOIxWIhf//730lYWBhfxn1VVtqswbLFHer2PGw3es+ePUQikZDly5fz22wPsKSkhMyYMYPExMT4pBXXkPaG+P7770lQUBB58cUXPayscVqq22bQBgwYQB588EF+my9ojnZb+XjppZcIwzBk7NixZPbs2WTevHkkPDycPPTQQ96S60BT2m339MSJE0Qul5OioiJCCCHz5s0jEomEb+3X1NR4R3AtTb2jeXl5ZPr06YRhGDJu3Diya9cukpeXRwoLC8n//d//EZZlyQMPPOBVzTaauuenTp0i0dHRZObMmaRfv37k1VdfJRqNhhBCSGZmJpk4cSKJiooily5d8qZsQkjL31NCCHn11VcJwzDkl19+8aCypmmTBuvgwYOkd+/ehGEYMmHCBHLx4kVCSP3KcODAgWTAgAHk3Llz9fZ/++23RCgUkk8++cTpsb7Wbr+trKyMzJ07l0ilUr7F6e2KvyW67cnPzyfBwcFk9erVhBDfBHSbq932edu2beT7778nFRUV/LYlS5YQlmXJ22+/TQjxXou/Jff9hx9+IN26deNd3Wq1mshkMjJ27Fjy+OOPk8cee4w3Zv6i+9tvvyVz5swhR44cqbfv0UcfJWFhYXwl6m/v6PDhwwnLsiQ6OpocPXrUYd/u3btJZGQkefbZZwkh/lle7HUdOnSIMAxDfvjhh0a/72nanME6duwY6dGjB+nYsSN54IEHCMMw5K233nII2toqxZ9//pkwDENef/113h1l25ednU0SEhLIggULvFaYmqO9Ifbt20c6dOhA/vrXv3pBqSOt0X3w4EHCMAz57bffvKC0Pi3R3thLeuXKFdKlSxfSr18/B5etJ2mudpvuQ4cOEZlMRvLz8/l9Dz/8MBEIBEQkEpFly5aR6upqv9Bt06xSqerFDm3f+/PPPwnDMA5eEn/QbqtDdu3axWfy2npSNo9NWVkZmTRpEklMTPS78uKM8+fPk4iICPL0008TQqjBchsXL14kEomE/Pe//yWEEDJy5EjStWtXcuTIEaffv/vuu0l8fDzZvn07IcSxhd+7d28ya9YsQoh3HlBLtdvrqq6u5rvt+/btI4QQ8scff5Cff/7Z4Xv+otvGunXriFAo5N0lZrOZXLt2jZw6dcrjuglpnXZCHFvGt99+Oxk2bJjXKqC62keNGtWo9i1btpDu3bsTpVJJ9u/fT0aMGEEEAgEJDQ0lXbp0IYcOHSKE+O89r+u6Ly8vJ+Hh4V51hbdU+6OPPkoYhiFPPvkkIYQ4GIfp06eTXr16EZVK5XnhpHVlvaysjCQlJZE777yTqNVqT0ttkDZlsGzGxr5FZmvBP/PMM3zBsK9k8vLySEhICBk2bBg5ffo0v/3PP/8koaGhZMWKFX6l3VllYruerKwsMnDgQNK3b1+yYsUKkpiYSKKiojya7dga3YQQMmXKFHLHHXcQQqzuwW+++YYMGDCADBw4kFRWVnpMd2u11+11//bbb0QkEpHnnnvOg4pv0hLtNv379u0jYrGY3HPPPUQgEJDhw4eTgwcPkh9++IGvVD0ds3XnPV+3bh1hGIZ88cUXHlR8E1fql/z8fBIaGlrPi3DhwgXSuXNnMnPmTK80ht1x36dNm0Z69+5NqquraQ+rpWzZsoU8+eST5M033yQHDx7kt9vfSNuNnj17NgkPDyc//fSTwzlsD3HTpk3ktttuI506dSIffvghWb9+PZkyZQpJTEwkmZmZfqndGXl5eWTOnDm8G+K+++5zcP/4k26O44hGoyHt27cnDz30ENm7dy+59957CcMwZNKkSaSgoMBtut2t3Z6ioiKyfft2Mnr0aNKrVy8+HuqP2o8cOUJSUlJIz549ydq1a0l+fj7/DgwfPpzMnz/frQbLU/e8pKSEbNu2jaSkpJDRo0d7JDvWnfXLli1bSPv27UlkZCSZP38+eeONN8hdd91FIiIiPOIK98R95ziOvP7664RhGD7b1xdGK+AMVklJCZk4cSIJDg4mAwcOJBEREUQikZBly5bxKZd1B0MWFBSQkJAQMm3aNL4Ct1gsDjf8wIEDZPjw4SQsLIxERUWRlJQUcvjwYb/VXpdDhw6RSZMmEZZlyYABA5rt0vKl7qtXrxKZTEYGDhxIQkJCSPfu3Xl3pr9rP3DgAJk/fz6ZPn06kcvlpF+/fuTkyZN+qd3mhjIajeTgwYPk3LlzvGGyHefOIQWevOd/+9vfyMMPP0xCQkLIwIED+fGI/qjdvn45cuQImThxIgkPDyft2rUjAwYMcDAm/qbdGWvWrCEMwzhMtuBtAs5gbd68mURGRpJvv/2WFBUVkcrKSjJnzhwil8vJwoUL633f9mBWrVpFWJYln3/+uUNBsv+/TqcjpaWlbq94PKXdnr179xKxWEzWrl0bMLp///13wjAMadeunUd0e1L79u3bSZcuXciYMWPIhg0bAka7N1rFnrrnaWlpJCQkhAwdOtRjbkBP1i8Gg4EoFAqSkZERENpt2AxYcXEx2bRpk0e0N5eAM1ijR48mw4YNc9hWU1NDZs+eTRiGITt27CCE1G8lGI1G0rlzZzJ06FB+9Pm1a9ccfLqezgb0pHZCPJcS7m7d9jG1zz77rN6o+kDRfu3aNY+WGXdqv3r1ar3yEgi6697zjIwMjw59oPWLc+3+MhNKwBgsi8VC9Ho9mThxIhk+fDi/3ebuSE9PJ6mpqSQ5Obneza2bxv7SSy+RjRs3koEDB5JnnnnG4wMmA1W7J3V7OtPIk9o9nfrtSe1arTYgdQfyPaf1i/vwS4N16dIl8uyzz5Knn36aLF26lLf6hBAydepU0r17dz64bd9a+PzzzwnDMGTNmjWEkPo9DpPJRAYPHkwEAgFhGIa0b9+e7Nq1i2oPYN1Uu2+0B6puqt132t2BXxksg8FAXnjhBRIUFEQGDRpEunbtShiGIcnJyfzYgbS0NMIwDNmwYQP/QGw3//r16+TOO+8knTp1qhdUPn36NFm6dCkJCQkhcrmcvP/++1R7AOum2ml5odoDQ7s78RuDpdFoyMsvv0ySk5PJW2+9RbKzs4nFYiF79+4l8fHxZOTIkUSr1RKz2Uz69etHRo0aRa5fv17vPMuXLyfh4eG8v5YQ64NZtGgRP9mnbZDqra49UHVT7b7RHqi6qXbfaXc3fmOwcnNzSadOnciTTz5JlEqlw74nn3ySxMTE8LMffP3114RhGPLee+/xPlZbq+HMmTOEZVmybds2QshNP+6JEyf4ebOo9sDWTbXT8kK1B4Z2d+M3BovjOPL55587bLNlj/3www9EKBTy83EplUoybdo0EhcXV2/A24kTJwjDMGTz5s3eEU4CV3ug6iaEaieElpeWQLX7Rru78RuDRchNi183IPj2228TgUDgsFJtfn4+iY2NJb179+aDg4WFhWTRokUkKSmJlJSUeE84CVztgaqbEKqdlpeWQbX7Rrs78SuDVRdb4PDZZ58lcXFxfKvC9tB+++03MnDgQMIwDOnfvz+5/fbbiUgkIitWrCBms9mnYwcCVXug6qbaaXmh2gNDe2tgCCEEfs6gQYPQsWNHpKWlwWKxQCAQ8PsqKirw5Zdf4tq1a1Cr1Xj22Wdx++23+1CtI4GqPVB1A1S7LwhU3QDVHlD42mI2RVlZGQkKCuIXxiPE2rqwLevtzwSq9kDVTQjV7gsCVTchVHugwfraYDbF+fPnodfrMXjwYABASUkJvvvuO0ycOBHl5eU+Vtc4gao9UHUDVLsvCFTdANUeaPitwSK1nsqTJ08iLCwM8fHxOHDgABYuXIi5c+eCEAKWZfnv+ROBqj1QdQNUuy8IVN0A1R6weK8z5xrTpk0jnTt3JvPnzydyuZx07dqV7N6929eymkWgag9U3YRQ7b4gUHUTQrUHGn5tsHQ6Henfvz9hGIaEhoby82AFAoGqPVB1E0K1+4JA1U0I1R6I+H2W4EsvvQSGYbBixQpIJBJfy2kRgao9UHUDVLsvCFTdANUeaPi9weI4Dizrt6G2RglU7YGqG6DafUGg6gao9kDD7w0WhUKhUCiAH2cJUigUCoViDzVYFAqFQgkIqMGiUCgUSkBADRaFQqFQAgJqsCgUCoUSEFCDRaFQKJSAgBosCoVCoQQE1GBRKBQKJSCgBotCoVAoAQE1WBQKhUIJCKjBolAoFEpA8P9zX325WSe+igAAAABJRU5ErkJggg==", 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" ] @@ -93313,7 +93308,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -93344,6 +93339,8 @@ " soiling_rate_high\n", " inferred_start_loss\n", " inferred_end_loss\n", + " inferred_recovery\n", + " inferred_begin_shift\n", " length\n", " valid\n", " \n", @@ -93356,8 +93353,10 @@ " 0.0\n", " 0.0\n", " 0.0\n", - " 0.756022\n", - " 0.756022\n", + " 0.757953\n", + " 0.757953\n", + " NaN\n", + " NaN\n", " 6\n", " False\n", " \n", @@ -93370,6 +93369,8 @@ " 0.0\n", " 0.793434\n", " 0.793434\n", + " NaN\n", + " NaN\n", " 0\n", " False\n", " \n", @@ -93382,6 +93383,8 @@ " 0.0\n", " 0.819566\n", " 0.819566\n", + " NaN\n", + " NaN\n", " 0\n", " False\n", " \n", @@ -93394,6 +93397,8 @@ " 0.0\n", " 1.053380\n", " 1.053380\n", + " NaN\n", + " NaN\n", " 1\n", " False\n", " \n", @@ -93406,6 +93411,8 @@ " 0.0\n", " 1.033119\n", " 1.033119\n", + " NaN\n", + " NaN\n", " 1\n", " False\n", " \n", @@ -93422,21 +93429,21 @@ "4 2010-03-08 00:00:00-07:00 2010-03-09 00:00:00-07:00 0.0 \n", "\n", " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "0 0.0 0.0 0.756022 \n", + "0 0.0 0.0 0.757953 \n", "1 0.0 0.0 0.793434 \n", "2 0.0 0.0 0.819566 \n", "3 0.0 0.0 1.053380 \n", "4 0.0 0.0 1.033119 \n", "\n", - " inferred_end_loss length valid \n", - "0 0.756022 6 False \n", - "1 0.793434 0 False \n", - "2 0.819566 0 False \n", - "3 1.053380 1 False \n", - "4 1.033119 1 False " + " inferred_end_loss inferred_recovery inferred_begin_shift length valid \n", + "0 0.757953 NaN NaN 6 False \n", + "1 0.793434 NaN NaN 0 False \n", + "2 0.819566 NaN NaN 0 False \n", + "3 1.053380 NaN NaN 1 False \n", + "4 1.033119 NaN NaN 1 False " ] }, - "execution_count": 22, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -93449,19 +93456,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 53, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:272: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n" - ] - }, { "data": { "image/png": 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", @@ -93488,7 +93485,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -93650,7 +93647,7 @@ "11 8 " ] }, - "execution_count": 24, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -93664,7 +93661,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -93712,9 +93709,9 @@ " \n", " 2\n", " 2012\n", - " 0.950871\n", - " 0.943630\n", - " 0.956604\n", + " 0.947953\n", + " 0.938482\n", + " 0.954513\n", " \n", " \n", " 3\n", @@ -93752,14 +93749,14 @@ " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", "0 2010 0.962952 0.954986 0.969507\n", "1 2011 0.957442 0.951042 0.962425\n", - "2 2012 0.950871 0.943630 0.956604\n", + "2 2012 0.947953 0.938482 0.954513\n", "3 2013 0.948067 0.938270 0.956403\n", "4 2014 0.934236 0.915437 0.947448\n", "5 2015 0.959483 0.945367 0.967091\n", "6 2016 0.966123 0.961269 0.970014" ] }, - "execution_count": 25, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -93795,7 +93792,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -93813,7 +93810,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -93822,7 +93819,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -93933,7 +93930,7 @@ "2010-03-01 00:00:00-07:00 0.857710 " ] }, - "execution_count": 28, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -93953,7 +93950,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -93979,7 +93976,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 60, "metadata": {}, "outputs": [ {