diff --git a/docs/source/_static/sales_attribution.png b/docs/source/_static/sales_attribution.png
index a80e4bf76..464fe922f 100644
Binary files a/docs/source/_static/sales_attribution.png and b/docs/source/_static/sales_attribution.png differ
diff --git a/docs/source/example_notebooks/counterfactual_fairness_dowhy.ipynb b/docs/source/example_notebooks/counterfactual_fairness_dowhy.ipynb
index 44d07c424..1b7646857 100644
--- a/docs/source/example_notebooks/counterfactual_fairness_dowhy.ipynb
+++ b/docs/source/example_notebooks/counterfactual_fairness_dowhy.ipynb
@@ -1,16 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ef2e40dc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# !pip install dowhy\n",
-    "# !pip install scipy"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "777695bc",
@@ -653,7 +642,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/example_notebooks/datasets/sale_attribution.csv b/docs/source/example_notebooks/datasets/sales_attribution.csv
similarity index 51%
rename from docs/source/example_notebooks/datasets/sale_attribution.csv
rename to docs/source/example_notebooks/datasets/sales_attribution.csv
index 4459f38a3..a6601c496 100644
--- a/docs/source/example_notebooks/datasets/sale_attribution.csv
+++ b/docs/source/example_notebooks/datasets/sales_attribution.csv
@@ -1,548 +1,548 @@
 ,dsp_spend,sp_spend,dpv,discount,sale,activity_date,year,quarter,month,special_shopping_event,other_shopping_event
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+4,10308.414301882533,2523.591011443533,36234.26733708955,18198.68956273316,35602.101925999224,2023-01-05,2023,1,1,No,No
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+12,14509.752593369334,2738.228195643501,100020.673486747,29272.06627175945,221318.4714981916,2023-01-13,2023,1,1,No,No
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+17,18113.103822605663,2915.387206957196,193957.6320133564,11293.371081445184,721662.7852156062,2023-01-18,2023,1,1,No,No
+18,10847.299870870467,2568.480345484634,42130.9013296506,6369.218284557012,55102.021874982245,2023-01-19,2023,1,1,No,No
+19,13529.412597486313,2687.859027171765,81197.97102790904,17219.760865777374,152327.2612601437,2023-01-20,2023,1,1,No,No
+20,13297.682115449186,2687.484587511525,77136.29930230968,23834.09968108244,138493.68311686898,2023-01-21,2023,1,1,No,No
+21,13505.09815865617,2681.5393221371023,80762.53606162182,9221.420949534217,155771.9466822538,2023-01-22,2023,1,1,No,No
+22,10422.016675527972,2537.090082538033,37426.66054020553,8500.742821474036,43809.40075297559,2023-01-23,2023,1,1,No,No
+23,18109.20399297196,2929.292689247696,193841.7199383409,95327.59804197845,1241296.2999892256,2023-01-24,2023,1,1,No,No
+24,19495.868413942488,2984.9330347356404,241680.3390876149,28652.50067758249,1077068.233760713,2023-01-25,2023,1,1,No,No
+25,18387.17976344641,2928.343351146349,202868.2922582592,93978.29645449486,1279275.8578183418,2023-01-26,2023,1,1,No,No
+26,18072.976879964783,2925.151864839121,192686.27192183805,40717.693579269566,729671.4722933547,2023-01-27,2023,1,1,No,No
+27,19177.75808842361,2970.1450014755665,230077.09646720847,5324.767870304238,990653.0513115012,2023-01-28,2023,1,1,No,No
+28,17459.300970463046,2887.189246753852,173778.90086259515,20560.485211699604,587282.2908739723,2023-01-29,2023,1,1,No,No
+29,16061.431060503195,2849.2923454484685,135472.4957954798,5001.300820144229,384569.9281889575,2023-01-30,2023,1,1,No,No
+30,12826.098207204155,2671.3973885640253,69288.28058330722,20627.503452125144,114566.29185188202,2023-01-31,2023,1,1,No,No
+31,16075.647775887195,2823.9773802631244,135800.54566311828,37843.72816183444,391163.04615248897,2023-02-01,2023,1,2,No,No
+32,13546.713834323898,2693.2794668641027,81513.58352231038,24392.778812971923,152657.1224996047,2023-02-02,2023,1,2,No,No
+33,18443.02568411344,2926.40463134506,204706.8715434989,74063.29186824437,1016216.3291128122,2023-02-03,2023,1,2,No,No
+34,13031.315973484836,2663.8362797810937,72620.14742615006,2125.614689977087,136779.83464732973,2023-02-04,2023,1,2,No,No
+35,14996.322031361808,2760.7691174029,110363.93301179436,34116.53311862405,268432.11858289136,2023-02-05,2023,1,2,No,No
+36,20276.101375521303,3037.996329471992,271791.0187736198,63541.64697730196,1466880.6396410645,2023-02-06,2023,1,2,No,No
+37,14000.737173415722,2716.6573208922805,89929.4716208581,38085.703829183134,196383.10118815448,2023-02-07,2023,1,2,No,No
+38,12661.12550217658,2656.4483029994767,66663.46465378284,31987.697196529905,112377.6122093624,2023-02-08,2023,1,2,No,No
+39,12567.68546924611,2645.043473694803,65203.20272138628,19329.51934720818,103123.08456052336,2023-02-09,2023,1,2,No,No
+40,12722.889371272577,2656.91872528128,67629.57008609171,30325.91295012124,113468.96048830746,2023-02-10,2023,1,2,No,No
+41,14919.745969622134,2769.116878368229,108703.21750958916,41073.59500988695,275082.3219260345,2023-02-11,2023,1,2,No,No
+42,16316.1608282432,2821.2456045346034,141950.69080248027,57992.24967813674,500346.6766289327,2023-02-12,2023,1,2,No,No
+43,17696.161080702044,2898.8601156039936,180921.6910941552,6400.309350191499,11770.616108070204,2023-02-13,2023,1,2,Yes,No
+44,10555.849912395031,2539.909791733273,38870.3160743702,6049.248315125934,48595.2860671895,2023-02-14,2023,1,2,No,No
+45,13931.477577863576,2711.2503153784965,88602.59812768851,19104.77596585267,176877.5666464141,2023-02-15,2023,1,2,No,No
+46,11698.233824478186,2605.688341096548,52702.421707527006,11175.189404276747,74726.66038445685,2023-02-16,2023,1,2,No,No
+47,10445.05453971149,2536.8414845877164,37669.46911564137,13198.7587750841,40616.33148395094,2023-02-17,2023,1,2,No,No
+48,14422.415059314482,2747.492969891934,98250.7696197148,33083.89481779225,218440.79099795397,2023-02-18,2023,1,2,No,No
+49,11784.046637208296,2592.510756867855,53842.59049373436,3823.610171729632,83988.20812862138,2023-02-19,2023,1,2,No,No
+50,15912.92447096838,2808.994964560031,131736.0206075616,64288.746016589655,492553.5888612406,2023-02-20,2023,1,2,No,No
+51,18440.875383941304,2945.142469764703,204653.82556438152,20419.00899659541,791386.569414783,2023-02-21,2023,1,2,No,No
+52,16818.350189806464,2856.621555079898,155403.85425708417,7512.626077794378,487108.1762772056,2023-02-22,2023,1,2,No,No
+53,13822.971058619722,2704.5083968224126,86562.65063991075,42809.93640797532,196125.3935006169,2023-02-23,2023,1,2,No,No
+54,12615.044524803958,2659.0562622565567,65949.07358646176,15136.21795742132,106793.31208898274,2023-02-24,2023,1,2,No,No
+55,19582.877999353743,2998.268242241312,244929.3534708063,78737.22670278391,1378598.1364044924,2023-02-25,2023,1,2,No,Yes
+56,13314.786144651727,2679.09688347003,77425.03345632256,11361.562984496177,143341.98197334193,2023-02-26,2023,1,2,No,No
+57,12500.483925965787,2637.0239046946526,64174.68963345611,5821.774362994604,108938.29296054108,2023-02-27,2023,1,2,No,No
+58,16470.183715350522,2841.0832324023904,146002.59286072702,42704.13997812481,455153.00875841134,2023-02-28,2023,1,2,No,No
+59,11192.564699099445,2563.3367125250743,46216.48371050753,7851.481336435534,62515.873872149925,2023-03-01,2023,1,3,No,No
+60,18410.461969863933,2948.827629658307,203646.06349207283,93613.2353808986,1278602.162455786,2023-03-02,2023,1,3,No,No
+61,15382.814053587828,2778.556773993402,119063.19243782996,13884.77394907394,300235.69616983307,2023-03-03,2023,1,3,No,No
+62,15218.37881858589,2780.727763481268,115311.10420007331,14571.950730706783,283465.130426187,2023-03-04,2023,1,3,No,No
+63,18241.57143227616,2930.0385740631204,198104.1082079558,76291.33215317283,994219.5184068287,2023-03-05,2023,1,3,No,No
+64,10669.97371038191,2547.259025164454,40118.8094032632,12847.870271258387,45868.99686824387,2023-03-06,2023,1,3,No,No
+65,15426.730313702496,2777.887768080937,120074.19143511802,46608.29481342147,11543.67303137025,2023-03-07,2023,1,3,Yes,No
+66,11138.47583858753,2578.4618577234182,45571.78693337313,13182.381069312254,57019.85211939016,2023-03-08,2023,1,3,No,No
+67,15806.084367185267,2815.233665413542,129122.3292101524,59030.75432821032,443204.50755452894,2023-03-09,2023,1,3,No,No
+68,15127.423225286808,2766.693619694508,113262.93301371323,27593.05587372291,274037.8569743461,2023-03-10,2023,1,3,No,No
+69,12939.505398534831,2665.162983826315,71113.12691181705,13874.644613204546,122360.4787052422,2023-03-11,2023,1,3,No,No
+70,15855.848764013175,2797.387271215214,130318.90213481108,59784.86082807257,453793.6949332052,2023-03-12,2023,1,3,No,No
+71,10547.563592596249,2544.400343106592,38777.41296202207,10701.878144788603,44543.96357199056,2023-03-13,2023,1,3,No,No
+72,15957.24755913394,2806.741400465455,132828.5982072106,55976.6824377499,11596.724755913394,2023-03-14,2023,1,3,Yes,No
+73,10290.727182137962,2532.438514279996,36049.29522097757,17637.49738999559,35478.67857793614,2023-03-15,2023,1,3,No,No
+74,13530.154207001,2692.264311135318,81214.53078954491,18497.10473204938,151766.1349159149,2023-03-16,2023,1,3,No,No
+75,12630.44318562225,2637.583652130219,66170.56153663639,12657.955041362957,108714.08335780364,2023-03-17,2023,1,3,No,No
+76,10681.93198581304,2545.5483945427704,40252.13368157131,15640.299267366909,44455.610139856166,2023-03-18,2023,1,3,No,No
+77,11274.945668686098,2576.4701064509,47238.88138617648,14966.59438968322,59507.09515769749,2023-03-19,2023,1,3,No,No
+78,16651.488103381602,2843.234540694281,150842.09675913482,67200.78617290665,614209.4784275341,2023-03-20,2023,1,3,No,No
+79,17614.43330233067,2908.2274549979124,178449.9292243028,24740.486207543767,616622.2519881018,2023-03-21,2023,1,3,No,No
+80,15445.724959972817,2798.003548960506,120535.70782863908,7148.31127459362,11545.57249599728,2023-03-22,2023,1,3,Yes,No
+81,17446.47771716684,2882.1883016359734,173397.60979015206,9770.30242928656,590249.2668870819,2023-03-23,2023,1,3,No,No
+82,17797.665043290275,2914.703776422576,184045.71220563017,26626.974732505343,653083.0468826764,2023-03-24,2023,1,3,No,No
+83,14278.671622616792,2718.5870676261466,95344.85961460984,11637.62841841074,204978.16611978455,2023-03-25,2023,1,3,No,No
+84,10176.08517787648,2526.929049854561,34877.586646981166,2195.115698577836,44611.62997268526,2023-03-26,2023,1,3,No,No
+85,19824.518760738163,3002.241647162648,254074.70814131555,52623.70192730116,1243018.8510417691,2023-03-27,2023,1,3,No,No
+86,17300.120375733488,2882.046796350332,169090.07367217712,46680.114954082645,597910.8495363363,2023-03-28,2023,1,3,No,No
+87,15608.544317325272,2805.480691049104,124360.5901083492,34435.26106654667,330339.4966783727,2023-03-29,2023,1,3,No,No
+88,14240.176228040344,2723.645571573299,94582.45234254484,48042.84578437429,241996.35957744165,2023-03-30,2023,1,3,No,No
+89,17473.296936948256,2885.897725983263,174203.72209332045,57400.558005078245,679158.1068146823,2023-03-31,2023,1,3,No,No
+90,11530.142276238525,2591.231507435492,50482.40888692829,23882.137326387936,65311.706349306165,2023-04-01,2023,2,4,No,No
+91,13909.271758693329,2696.6008857456736,88171.16669982174,27856.24599558347,176737.73472840508,2023-04-02,2023,2,4,No,No
+92,16658.074311113232,2848.395493553576,151024.57988789663,56196.1486325087,538029.8484018774,2023-04-03,2023,2,4,No,No
+93,11640.33768834339,2584.6530156019635,51921.544066432536,20905.90014990672,68517.71347268869,2023-04-04,2023,2,4,No,No
+94,19452.3373911238,2982.444551976051,240071.4717053392,7694.110207657396,1068816.844008662,2023-04-05,2023,2,4,No,No
+95,11721.863606201612,2625.202692967724,53028.86298339655,3942.747828759641,81853.035521075,2023-04-06,2023,2,4,No,No
+96,14084.92948012886,2718.7029458998923,91542.33077183044,7368.115329991868,194378.41474196696,2023-04-07,2023,2,4,No,No
+97,11269.30183548332,2591.2587233528548,47176.17982520386,14529.27534796175,59700.47735083989,2023-04-08,2023,2,4,No,No
+98,18796.17079381625,2960.475981035944,216666.6842895663,42492.75149310147,904248.165022727,2023-04-09,2023,2,4,No,No
+99,18416.99258959516,2928.2993583378284,203846.4013728909,82285.09932656371,1107435.7356941565,2023-04-10,2023,2,4,No,No
+100,11019.829811333026,2562.6105532128045,44136.28509626541,1400.461063688743,63914.789586187246,2023-04-11,2023,2,4,No,No
+101,18249.80711047113,2917.587142500988,198360.138947352,63159.10105517398,11825.980711047114,2023-04-12,2023,2,4,Yes,No
+102,15589.780730662587,2798.778381717195,123913.49368934042,41099.82507666839,341768.3130831253,2023-04-13,2023,2,4,No,No
+103,11792.458774308208,2602.2451092210404,53964.30474935124,5297.01596245693,82868.1383481799,2023-04-14,2023,2,4,No,No
+104,14439.120060202697,2742.832819093503,98582.07559795296,11820.680430912593,216844.7473234764,2023-04-15,2023,2,4,No,No
+105,19555.69109154084,2989.806621895912,243903.8137683073,93935.07201297669,1593209.417266334,2023-04-16,2023,2,4,No,No
+106,14156.112267655317,2728.608809431603,92931.8313542938,42640.77921630231,218095.22444893312,2023-04-17,2023,2,4,No,No
+107,16723.943405857008,2849.21970906308,152813.60652158182,68336.29184383912,634681.4449421301,2023-04-18,2023,2,4,No,No
+108,14984.025225268178,2761.082987147742,110085.73789151496,14243.848689314584,261456.4799192641,2023-04-19,2023,2,4,No,No
+109,16135.795717900935,2815.6269302832457,137313.39611432186,59410.02662171725,485617.4782070036,2023-04-20,2023,2,4,No,No
+110,12877.465260628278,2664.30304508452,70105.07044554866,11019.804936812568,121293.33532290049,2023-04-21,2023,2,4,No,No
+111,17872.69714402296,2921.804188633011,186376.4717325997,64250.023178389885,802674.03963641,2023-04-22,2023,2,4,No,No
+112,18435.698905182373,2936.481650008607,204472.08159146423,101247.39077095588,1428753.1269170437,2023-04-23,2023,2,4,No,No
+113,16023.848515561263,2805.8698538581034,134489.86176819462,41442.34685372269,392767.28816757177,2023-04-24,2023,2,4,No,Yes
+114,19003.176276897346,2964.675594967593,223871.95995204087,67008.86081754284,1091073.102675957,2023-04-25,2023,2,4,No,No
+115,17523.986750251202,2880.8852759030187,175699.87152338328,38169.061872892606,11753.39867502512,2023-04-26,2023,2,4,Yes,No
+116,14227.38011359147,2721.365244217135,94338.09237971144,33482.895832123366,204434.517113751,2023-04-27,2023,2,4,No,No
+117,18438.518101175978,2941.102441362834,204568.6282925311,2909.811662476893,802237.6087482957,2023-04-28,2023,2,4,No,No
+118,12172.816298529908,2634.024771592836,59309.39897152673,9049.28179194726,92803.18651888084,2023-04-29,2023,2,4,No,No
+119,12136.637374704202,2619.6822489827605,58776.13093125749,9493.34856054399,91266.62810885004,2023-04-30,2023,2,4,No,No
+120,17225.272806996647,2870.854784269861,166908.00138919885,13868.119794886814,548456.3220435679,2023-05-01,2023,2,5,No,Yes
+121,11247.22311083461,2600.46018463713,46913.53133152799,19467.11667645893,57287.66290833766,2023-05-02,2023,2,5,No,No
+122,17323.283512178063,2871.6614990984326,169756.68836581902,79214.59334016762,845661.3318508208,2023-05-03,2023,2,5,No,No
+123,17000.188959017665,2865.639189036277,160481.75162139762,74727.00115666719,739721.9094464298,2023-05-04,2023,2,5,No,No
+124,16737.136081274602,2849.7300649201434,153176.01301956837,44466.49313210624,498940.60989683424,2023-05-05,2023,2,5,No,No
+125,11098.784554214724,2571.3127669444166,45087.05107031483,1648.145172374905,65807.5281191812,2023-05-06,2023,2,5,No,No
+126,19100.144889487143,2970.004656647697,227308.17123745583,77881.31709465497,1226757.948902937,2023-05-07,2023,2,5,No,Yes
+127,17077.78764587286,2880.140777017213,162687.57454620505,6057.225585072816,529835.3723231368,2023-05-08,2023,2,5,No,No
+128,16519.316876798057,2837.029717135952,147293.51486710669,50790.62298254375,11652.931687679806,2023-05-09,2023,2,5,Yes,No
+129,15742.254388248391,2793.709364525658,127557.13899154124,38596.45065246215,352750.8134378623,2023-05-10,2023,2,5,No,No
+130,12500.876109607054,2635.058964143491,64173.09557141788,12741.32860397467,103348.87558276617,2023-05-11,2023,2,5,No,No
+131,10807.342471856053,2547.716923314791,41663.08067248911,19275.0435201153,45983.95346894721,2023-05-12,2023,2,5,No,No
+132,19538.21208578541,3001.450280610775,243266.0364609208,55709.61827213061,1167675.369297686,2023-05-13,2023,2,5,No,No
+133,13192.618677879876,2672.4320062886154,75327.60726392793,1158.499492469223,146075.12286483956,2023-05-14,2023,2,5,No,No
+134,18121.56401383737,2915.5711843606264,194232.82839258865,81641.59990683006,1032394.3820186384,2023-05-15,2023,2,5,No,No
+135,12359.3128047804,2634.438246250512,62045.95954907177,28801.606548313724,96750.6298128377,2023-05-16,2023,2,5,No,No
+136,13710.980004882924,2700.8963384274584,84490.88315413841,5664.3513674786645,171244.38324034636,2023-05-17,2023,2,5,No,No
+137,14717.731108564742,2758.821357982897,104361.88458645924,35330.40648940997,245792.68938119573,2023-05-18,2023,2,5,No,No
+138,15679.313873553076,2804.76300098966,126050.62700213466,8225.0716926524,336214.52697032754,2023-05-19,2023,2,5,No,No
+139,13078.340829861188,2662.6230815271474,73403.13750665677,37313.28256528759,140293.40560682322,2023-05-20,2023,2,5,No,No
+140,17571.45204039371,2894.146904397397,177133.87345489682,24040.65746675913,608294.5685600723,2023-05-21,2023,2,5,No,No
+141,14954.35712126238,2763.569941231514,109443.55055420412,25068.196401513604,256942.1501108525,2023-05-22,2023,2,5,No,No
+142,14332.121230780833,2727.7299280417133,96415.34597887092,20023.63438376866,204984.31960585265,2023-05-23,2023,2,5,No,No
+143,15998.493330213194,2825.2490379167584,133868.45091561653,15490.536972946653,368467.3352320047,2023-05-24,2023,2,5,No,No
+144,18668.13828617494,2936.9838055962123,212265.71892194703,12258.620340739471,849667.8126900201,2023-05-25,2023,2,5,No,No
+145,16077.66950281127,2808.8912767887023,135838.1509937302,61666.544130867616,493491.14498025365,2023-05-26,2023,2,5,No,No
+146,17202.938138940804,2874.9993914890715,166267.00277994917,29057.015633335184,544681.3617668152,2023-05-27,2023,2,5,No,No
+147,11656.611967744762,2587.8267322272623,52134.00394063981,25168.72486252534,69446.4834514223,2023-05-28,2023,2,5,No,No
+148,12583.150651437169,2676.2798601658,65466.3453081021,7261.913103213664,111003.44172513176,2023-05-29,2023,2,5,No,No
+149,13864.194806982214,2707.4893362427265,87344.6866525771,17530.067241321995,172920.6259731223,2023-05-30,2023,2,5,No,No
+150,17280.170412074924,2877.203436675503,168507.24123308816,40173.92235957972,574988.6943459326,2023-05-31,2023,2,5,No,No
+151,12369.034501317825,2619.254656196872,62183.39464464643,6048.416764540098,103329.41898241248,2023-06-01,2023,2,6,No,No
+152,14197.469669161006,2738.3122189122955,93750.38169362556,28679.10899531393,197360.2663183593,2023-06-02,2023,2,6,No,Yes
+153,10458.612694472791,2536.4930656388324,37813.09041626065,13274.08998335508,40912.51391850546,2023-06-03,2023,2,6,No,No
+154,14932.608882243376,2775.755210068632,108976.72903738766,40271.22267560706,274343.7843178788,2023-06-04,2023,2,6,No,No
+155,19852.54123844096,3010.406127798933,255152.4262304588,80766.51822672845,1490575.3407128104,2023-06-05,2023,2,6,No,No
+156,18694.70035249052,2938.101029007794,213175.5940024836,40020.85064713905,872199.1221256016,2023-06-06,2023,2,6,No,No
+157,19599.831478775603,3002.5711537436464,245566.3523152908,106397.11803739789,1856894.2377084424,2023-06-07,2023,2,6,No,No
+158,12490.104057642144,2650.364256195637,64027.16399733528,19704.955182071484,99748.04536086765,2023-06-08,2023,2,6,No,No
+159,10523.486529914124,2540.685340443743,38511.22982059314,10849.763781590333,43927.56453069308,2023-06-09,2023,2,6,No,No
+160,11104.41299156953,2567.241001699694,45158.96058042858,18015.492742940747,53710.156552815606,2023-06-10,2023,2,6,No,No
+161,15450.13441403785,2787.103852743307,120625.4999822687,6856.69964250108,312731.8877155663,2023-06-11,2023,2,6,No,No
+162,16743.22626802585,2847.1105140022537,153337.62724468473,52568.98597771433,531714.5229151197,2023-06-12,2023,2,6,No,No
+163,13918.353666873129,2705.097606548035,88350.78469246291,3112.5669690579343,187001.495826442,2023-06-13,2023,2,6,No,No
+164,14812.213475481927,2752.4449296234743,106364.28288738929,32924.84017709489,250254.5216289816,2023-06-14,2023,2,6,No,No
+165,17200.991152854138,2872.7697551528545,166212.59631152952,47404.99415782134,583175.6073596017,2023-06-15,2023,2,6,No,No
+166,15383.926045592812,2796.012262322265,119099.18938381436,47460.81421869122,339734.42500945483,2023-06-16,2023,2,6,No,No
+167,15841.725624496365,2803.043185884386,129977.27676546328,17232.297032843933,348989.74562449707,2023-06-17,2023,2,6,No,No
+168,17475.098214202735,2878.8183701459143,174241.28274543092,47486.99226248757,631968.3771038599,2023-06-18,2023,2,6,No,No
+169,10159.156703636712,2516.1335624578287,34700.91243953718,13647.564561805422,34818.55493930375,2023-06-19,2023,2,6,No,No
+170,17282.319267124185,2867.8497489173737,168558.40575619985,65280.739929727824,699429.631669395,2023-06-20,2023,2,6,No,No
+171,14510.018616441725,2739.01454211475,100029.0944591822,47000.43954213679,258791.2743278191,2023-06-21,2023,2,6,No,Yes
+172,16162.876381875089,2835.033644135574,138017.82429034737,9768.645387591332,392960.3752318334,2023-06-22,2023,2,6,No,No
+173,15823.43162381674,2814.244516941196,129547.78142004252,21880.48957904192,345940.4359002771,2023-06-23,2023,2,6,No,No
+174,19203.09336802384,2967.778192370845,230996.0749753442,16956.67341934243,989563.507186248,2023-06-24,2023,2,6,No,No
+175,18204.251858686777,2925.400641835543,196891.5655879397,25055.300894766955,737736.1148646955,2023-06-25,2023,2,6,No,No
+176,17235.69975192691,2870.704627312727,167206.73453970236,16243.509943678357,548828.5674214842,2023-06-26,2023,2,6,No,No
+177,11352.497807005902,2573.2036431616007,48200.45820256165,2867.246899460367,71654.82877287676,2023-06-27,2023,2,6,No,No
+178,20045.638751057337,3006.007829241778,262640.99686247605,61314.67234040087,1368499.1797609266,2023-06-28,2023,2,6,No,Yes
+179,18746.99498436381,2954.633240913282,214970.61427347164,83357.5795846813,1201981.71193076,2023-06-29,2023,2,6,No,No
+180,16118.63749659982,2839.565430702341,136896.03480481685,27889.179452338565,383650.6388425503,2023-06-30,2023,2,6,No,No
+181,11647.687358645511,2593.124996355884,52021.32671685675,7187.272661256549,76431.47970545513,2023-07-01,2023,3,7,No,No
+182,15735.618849604058,2797.2326866787803,127395.795537553,52268.58918159485,397892.1592274543,2023-07-02,2023,3,7,No,No
+183,18945.986175598035,2974.565961015085,221873.00336362087,23671.690122125525,918110.4694674228,2023-07-03,2023,3,7,No,No
+184,15000.256868736416,2761.3371761153744,110445.09061525347,19018.82300880341,260903.5838698507,2023-07-04,2023,3,7,No,No
+185,11255.446836370576,2570.7259890508067,46992.7878861137,4599.908721130832,67180.50723780166,2023-07-05,2023,3,7,No,No
+186,18470.717466159167,2938.3870542972327,205634.22947364167,97739.96829138156,1367747.5742569135,2023-07-06,2023,3,7,No,No
+187,12965.76151963509,2661.307236045184,71539.79224679842,22578.14719509837,121049.99126735047,2023-07-07,2023,3,7,No,No
+188,13300.13161105611,2670.1241486236872,77164.77045856528,38314.90049350269,154052.63065761473,2023-07-08,2023,3,7,No,No
+189,18806.042663118013,2955.185189610094,216998.79793714324,15341.794370466108,883017.3898721326,2023-07-09,2023,3,7,No,No
+190,12153.006186093156,2639.348837004725,59028.65023729085,28866.547523696903,88747.99009057684,2023-07-10,2023,3,7,No,No
+191,11025.713271010727,2567.047264965501,44211.04210225624,1938.678895663871,63784.9899019827,2023-07-11,2023,3,7,No,No
+192,11661.12608883763,2588.183157892458,52195.46993044613,10135.265771960492,74247.09254249037,2023-07-12,2023,3,7,No,Yes
+193,16758.400587892927,2840.6644017909457,153754.41002602366,58415.64238402749,565908.0764583384,2023-07-13,2023,3,7,No,No
+194,13454.9329884879,2689.579334648932,79880.08797208051,9146.26437719481,153017.15171137618,2023-07-14,2023,3,7,No,No
+195,18858.24610805129,2944.651338081116,218795.4046541949,48591.3191803942,940851.4668485704,2023-07-15,2023,3,7,No,No
+196,16393.72552009653,2834.355053067119,143976.90971506038,16863.866428057543,419103.0501369166,2023-07-16,2023,3,7,No,No
+197,16279.420676288531,2823.786226480149,140996.9272868403,52795.1481656015,467370.7421178267,2023-07-17,2023,3,7,No,No
+198,13367.61645569566,2700.5947794277017,78363.02229023876,7851.014615376564,149309.77137161745,2023-07-18,2023,3,7,No,No
+199,16947.54599682392,2858.1405584107915,158993.53507303126,77402.81053972495,761063.5942592031,2023-07-19,2023,3,7,No,No
+200,14383.483037495138,2737.681710443333,97456.19185367844,10833.234882048431,213511.44004323453,2023-07-20,2023,3,7,No,No
+201,15867.71934268762,2799.8216853741583,130618.50337392942,26507.141603067,352201.5411573755,2023-07-21,2023,3,7,No,No
+202,13338.01395902633,2677.347255597792,77825.40706651195,7222.489063042015,148072.79235902368,2023-07-22,2023,3,7,No,No
+203,16625.872644269475,2840.6341248798926,150155.06511441185,62714.17897889905,575121.8790148369,2023-07-23,2023,3,7,No,No
+204,17547.118984111054,2886.943892461939,176403.89990510058,32037.541748718893,608847.6763525486,2023-07-24,2023,3,7,No,No
+205,16560.076134141895,2836.506293008544,148380.89904388413,55818.75419381809,521690.0284289435,2023-07-25,2023,3,7,No,No
+206,13885.725230202572,2716.7021083575305,87743.16431045027,20625.69550078521,173559.69426597678,2023-07-26,2023,3,7,No,No
+207,11606.42981201497,2594.3765406398243,51482.49237536621,5158.252050961743,76856.7668342074,2023-07-27,2023,3,7,No,No
+208,16039.071376573507,2815.475849022623,134873.53797186748,48260.74118660409,416608.5279563196,2023-07-28,2023,3,7,No,No
+209,10718.577461942295,2547.131304118486,40664.87930481627,9909.037944820691,49074.19336217089,2023-07-29,2023,3,7,No,No
+210,10495.214219977408,2525.96857398576,38195.4643043126,7935.435635415078,45584.081498383566,2023-07-30,2023,3,7,No,Yes
+211,14798.575265857931,2762.7957825303565,106088.8920680396,50828.32406690267,11480.857526585793,2023-07-31,2023,3,7,Yes,No
+212,12827.412582152305,2662.769077681229,69299.91534927796,23013.30935821159,114448.97838001187,2023-08-01,2023,3,8,No,No
+213,10917.391269093128,2556.7560442020954,42935.51542341278,11806.7036700217,52364.58682511608,2023-08-02,2023,3,8,No,No
+214,18909.553593709134,2963.2007177410464,220594.23690704763,97188.7971433381,1467155.7479965512,2023-08-03,2023,3,8,No,No
+215,12702.617892137336,2678.3672672264483,67326.17253294392,9091.438004966432,114715.50157041496,2023-08-04,2023,3,8,No,No
+216,17923.11988000424,2911.04754433132,187948.48712049745,12150.545881316144,680903.1886698412,2023-08-05,2023,3,8,No,No
+217,20196.27611434892,3039.9256854043256,268607.841408798,130118.2029873399,2731752.0511208493,2023-08-06,2023,3,8,No,No
+218,12597.02926063482,2650.554367979511,65663.94295126307,12523.270920113466,107628.39792812597,2023-08-07,2023,3,8,No,No
+219,11588.873761188828,2586.477183638563,51247.13919546723,6992.221617500524,74609.31007565379,2023-08-08,2023,3,8,No,No
+220,13708.084068751208,2689.422309058713,84433.06932834222,15971.259974744966,163714.5141308589,2023-08-09,2023,3,8,No,No
+221,17742.669585580188,2894.0253845157035,182339.88581793776,22995.28117075969,11775.26695855802,2023-08-10,2023,3,8,Yes,No
+222,13009.367417335176,2692.162535305401,72279.27921509999,18887.900137383607,123832.7974761886,2023-08-11,2023,3,8,No,No
+223,17623.302604403296,2905.0793989553936,178716.01570878876,81598.16883978673,930529.1196217998,2023-08-12,2023,3,8,No,No
+224,14321.96880068566,2734.781460148489,96213.52411682456,14388.729863992765,206490.15942954805,2023-08-13,2023,3,8,No,No
+225,17611.5526986199,2896.054501206237,178345.43269358086,16544.66896565025,616791.3953773555,2023-08-14,2023,3,8,No,No
+226,14139.22439022604,2713.743180611385,92595.6935655136,23034.7892376463,190740.7277906256,2023-08-15,2023,3,8,No,No
+227,16972.768053440406,2861.7316760445165,159703.73326203742,21391.58868070242,503986.70868348505,2023-08-16,2023,3,8,No,No
+228,11040.394548609283,2565.584425878248,44388.22536570521,15019.81667419851,53318.86605141292,2023-08-17,2023,3,8,No,No
+229,19841.06646565429,3027.868055896141,254730.15812190968,100942.74249052042,11985.10664656543,2023-08-18,2023,3,8,Yes,No
+230,14987.223429609863,2777.6810118992653,110170.31602330122,50297.02790744006,312543.88401755167,2023-08-19,2023,3,8,No,No
+231,19988.74570088837,3009.893415884702,260418.17374528665,88860.82287732499,1650496.7156152695,2023-08-20,2023,3,8,No,No
+232,16319.549101055176,2830.089162407428,142043.5743113864,2907.2897990844194,419812.4475313408,2023-08-21,2023,3,8,No,No
+233,16658.127746802755,2847.193508926068,151028.18001346051,26082.23188876439,456377.0659402936,2023-08-22,2023,3,8,No,No
+234,12411.211994966432,2625.380842824816,62818.05196458266,26839.45938547132,97500.61620601636,2023-08-23,2023,3,8,No,No
+235,15419.881475817196,2797.547245900586,119931.6399755526,20590.70498276636,301556.5041710535,2023-08-24,2023,3,8,No,Yes
+236,17511.315901366455,2890.3043489156744,175330.1443749486,71038.33781316939,790738.013735649,2023-08-25,2023,3,8,No,No
+237,17242.92511673886,2868.559783081004,167417.52086895908,17329.020472265438,549677.7518367574,2023-08-26,2023,3,8,No,No
+238,10800.9875248224,2553.537491287116,41592.32262681915,13757.329437563603,48059.88139620573,2023-08-27,2023,3,8,No,No
+239,15801.555124059323,2803.4062179216858,128999.6477866062,62622.07660624922,11581.155512405932,2023-08-28,2023,3,8,Yes,No
+240,15017.069490337004,2762.0664464682814,110812.75986714436,11006.503633180864,266396.9286275921,2023-08-29,2023,3,8,No,No
+241,19028.5279472106,2964.36924441376,224773.95427313683,23005.355567154413,940062.918738122,2023-08-30,2023,3,8,No,No
+242,14912.614257990255,2783.001076999002,108547.94357449956,53575.672962884295,321242.69307171134,2023-08-31,2023,3,8,No,No
+243,13287.18553331647,2682.0220011917645,76951.61796118908,12737.657527334544,141113.11575321536,2023-09-01,2023,3,9,No,No
+244,13900.189161155107,2700.904301335273,88005.41094522423,32649.606759414623,180580.8848782483,2023-09-02,2023,3,9,No,No
+245,14424.110071468604,2742.846994744113,98283.5076972163,21193.83318762373,212052.97814468437,2023-09-03,2023,3,9,No,No
+246,19732.23123082815,2994.206883847153,250545.4360208247,15069.656212613292,1151003.7179927682,2023-09-04,2023,3,9,No,No
+247,18211.87965299924,2930.734323700983,197149.62991148327,26378.949324065707,739982.5195519449,2023-09-05,2023,3,9,No,No
+248,12697.823568936969,2658.080332328086,67239.69163224717,14713.807935857858,110616.97333414362,2023-09-06,2023,3,9,No,No
+249,17281.975134356653,2888.650724921888,168564.79648202044,57510.92851237898,645681.4675537801,2023-09-07,2023,3,9,No,No
+250,19773.56526039858,3006.9616686929144,252127.4492786596,27941.832120270938,1164340.4521098365,2023-09-08,2023,3,9,No,No
+251,19720.47209268991,2993.4756908213794,250106.7504382381,6554.988795786852,1153420.2597179408,2023-09-09,2023,3,9,No,No
+252,17189.25401392168,2874.525800679229,165868.18182168447,66339.40346498652,692041.2959300012,2023-09-10,2023,3,9,No,No
+253,11834.905724811262,2603.280653517103,54548.70399852733,19162.627552705377,75063.82336409674,2023-09-11,2023,3,9,No,No
+254,15925.99856397794,2819.085408795025,132063.43111888957,48201.14649070631,402697.1385904401,2023-09-12,2023,3,9,No,No
+255,13791.739706337114,2696.402319101386,85978.99594149097,8556.677422596247,173882.97094260322,2023-09-13,2023,3,9,No,No
+256,16956.912536806838,2850.761701744844,159251.44551577198,64777.46510591103,641094.9764424239,2023-09-14,2023,3,9,No,No
+257,19206.13642209638,2997.9770332597195,231119.04843395177,26434.34722584166,990556.247488842,2023-09-15,2023,3,9,No,No
+258,18887.873750116418,2963.568587551704,219841.31511699545,25459.50673967332,11889.78737501164,2023-09-16,2023,3,9,Yes,No
+259,19731.030230611326,2996.3193535175687,250503.2129925588,71216.20260186434,1344565.7280913573,2023-09-17,2023,3,9,No,No
+260,18911.22426370644,2965.478886436132,220652.59344725823,9538.053039892857,914194.4728241422,2023-09-18,2023,3,9,No,No
+261,13694.328120679498,2690.25616072448,84176.79172443654,13150.93785897344,164184.04503437754,2023-09-19,2023,3,9,No,No
+262,11604.1624903831,2581.944903810273,51442.38075564199,22166.59135788832,67235.87314660622,2023-09-20,2023,3,9,No,No
+263,16477.384755586838,2858.224627860587,146205.74718311863,8235.11831295197,436572.59836450056,2023-09-21,2023,3,9,No,No
+264,17119.22178979822,2871.532611098729,163858.94198165226,4480.2970395061975,538041.8020727307,2023-09-22,2023,3,9,No,No
+265,18147.759776902672,2933.654095747598,195084.55653163648,79432.77787232833,1010367.6440599852,2023-09-23,2023,3,9,No,No
+266,11964.97470241762,2609.229178993841,56344.2528805705,4343.737322388173,89599.53764091883,2023-09-24,2023,3,9,No,Yes
+267,14148.29593266436,2712.4287332650283,92768.67518962128,15620.21296580262,193121.04026970125,2023-09-25,2023,3,9,No,No
+268,14283.612220827665,2733.7225725378407,95452.4074546522,25404.262969287363,201808.394070314,2023-09-26,2023,3,9,No,No
+269,19623.18106083465,2988.329032087268,246427.8060567837,117782.78010901816,2153134.045647015,2023-09-27,2023,3,9,No,No
+270,13052.64684167076,2662.20677647638,72972.64992392159,16374.343905816862,126669.4311345303,2023-09-28,2023,3,9,No,No
+271,14179.817590722523,2728.830594663715,93397.58435913788,40279.305035769634,213665.78360812677,2023-09-29,2023,3,9,No,No
+272,13327.596223072476,2682.379168812806,77647.34441387925,36135.822565822586,151273.54919380762,2023-09-30,2023,3,9,No,No
+273,18382.9378714516,2957.072919710631,202748.7666920794,27062.741324721595,779307.3781339908,2023-10-01,2023,4,10,No,No
+274,16723.970422588853,2848.862805151456,152818.47458227762,42010.91350640084,489913.1811432441,2023-10-02,2023,4,10,No,No
+275,11688.732103365524,2592.6647026593714,52564.69634560216,5666.551502351589,79077.54563050385,2023-10-03,2023,4,10,No,No
+276,12822.847380492003,2649.5496699594314,69217.8835429592,26615.167104290005,115478.03421492736,2023-10-04,2023,4,10,No,No
+277,16723.688440341735,2855.210492186303,152810.6452165964,20683.29382105044,465555.8364956211,2023-10-05,2023,4,10,No,No
+278,18145.62800219192,2919.5888362458154,195000.84343301627,87509.83950310503,1119731.8308048572,2023-10-06,2023,4,10,No,No
+279,16857.692270078824,2851.471592666666,156488.3189660241,15691.28623052259,487272.2012752655,2023-10-07,2023,4,10,No,No
+280,19813.6334108303,3016.4558724344474,253671.5493663359,42322.85266712139,1201017.341675859,2023-10-08,2023,4,10,No,No
+281,16193.058075587724,2839.320973759835,138790.44255964202,5532.587260933421,400615.0149850434,2023-10-09,2023,4,10,No,No
+282,18340.982055971013,2938.00949264353,201358.1051811589,45354.02864837004,802672.2937789895,2023-10-10,2023,4,10,No,No
+283,12331.77894720218,2623.995882835748,61631.07974243811,4642.043502270773,103111.89653468264,2023-10-11,2023,4,10,No,No
+284,14431.27671780102,2731.4458596442314,98415.04164075766,10277.545134062806,217509.04638986156,2023-10-12,2023,4,10,No,No
+285,13935.100504057284,2711.270587748947,88672.65592514878,37273.84404184221,190356.1970408924,2023-10-13,2023,4,10,No,No
+286,11960.164634614415,2607.6128527486417,56274.82771102218,26447.02833219334,80329.56595808263,2023-10-14,2023,4,10,No,No
+287,11459.553257484364,2582.9544176241648,49567.37930473496,10613.09014525054,67772.98300331316,2023-10-15,2023,4,10,No,No
+288,10889.61578642423,2551.088357997578,42610.0367762452,19218.559593325343,47834.5501092186,2023-10-16,2023,4,10,No,No
+289,11617.364330429027,2613.9265628891326,51639.370867073216,1679.542233726913,80624.73851675914,2023-10-17,2023,4,10,No,No
+290,15889.412474468952,2808.542844404,131151.7636748882,52791.39079097375,418453.7412595032,2023-10-18,2023,4,10,No,No
+291,11787.233533048357,2615.4524743426823,53901.45976169017,16535.646350381347,74523.14420069368,2023-10-19,2023,4,10,No,No
+292,18578.09583111765,2948.254472573326,209234.54905084343,28701.338399586857,826410.2397626133,2023-10-20,2023,4,10,No,No
+293,11654.992875416374,2594.13124779796,52115.20548136946,22395.33474098997,68857.19122849249,2023-10-21,2023,4,10,No,No
+294,17935.45318638462,2916.973345999724,188337.3870624432,72958.82992124683,892762.4637452674,2023-10-22,2023,4,10,No,No
+295,18032.4242501514,2920.2678381426413,191397.2792652625,26677.13676914044,701272.5814564669,2023-10-23,2023,4,10,No,No
+296,12589.672687494867,2635.478780368377,65540.03557892736,32196.11457772016,109578.58485044092,2023-10-24,2023,4,10,No,No
+297,16147.51858826868,2808.862007234855,137608.29221880104,16593.83509597518,386616.9922038302,2023-10-25,2023,4,10,No,No
+298,15115.581910177223,2766.9588286195867,112995.92028008214,9532.692002833835,276909.3364081947,2023-10-26,2023,4,10,No,No
+299,17851.167520029197,2905.609871204044,185695.66952830213,75618.9788276735,903547.5479886648,2023-10-27,2023,4,10,No,No
+300,18633.6814547566,2952.7645710774323,211115.49914850204,67647.16939486157,1001119.1462583035,2023-10-28,2023,4,10,No,No
+301,10446.455142410978,2548.512415169745,37693.90379291166,9796.60251810818,43077.98945813941,2023-10-29,2023,4,10,No,No
+302,15406.50058638425,2777.0327535928222,119613.51626171218,23040.08451267982,300161.047539317,2023-10-30,2023,4,10,No,No
+303,18851.522151736903,2966.5686242938896,218582.42337444413,81184.00115389985,1200262.270131185,2023-10-31,2023,4,10,No,No
+304,10143.584898977955,2515.5040275876404,34539.882858166915,10677.21072075594,36434.13027728168,2023-11-01,2023,4,11,No,No
+305,18933.15923509688,2969.778046581463,221424.7976276944,38894.402274768974,931240.2104160716,2023-11-02,2023,4,11,No,No
+306,12070.528695410254,2613.787012527785,57828.919759364784,10766.99514654736,87815.91552052343,2023-11-03,2023,4,11,No,No
+307,15613.098901672938,2787.8047133696377,124455.45671558948,55491.85254946095,400722.1853600222,2023-11-04,2023,4,11,No,No
+308,12440.860598609172,2654.5564829403647,63276.74620375545,5619.854874476661,11245.086059860918,2023-11-05,2023,4,11,Yes,No
+309,13347.8280288615,2678.398383458816,77995.44899416891,20719.49375857109,141149.95309019144,2023-11-06,2023,4,11,No,No
+310,15964.52295185562,2799.210556382558,133002.3760700704,48842.94254123249,409832.1324543445,2023-11-07,2023,4,11,No,No
+311,16136.459331039943,2828.4512173856847,137345.41646910433,30446.25688718561,387943.7838530206,2023-11-08,2023,4,11,No,No
+312,17954.870708757462,2921.1903281495297,188945.73655478624,28061.511463248626,685841.1519203578,2023-11-09,2023,4,11,No,No
+313,20229.785188731115,3030.0046787972124,269934.5278894667,131869.5944765487,2804983.458148565,2023-11-10,2023,4,11,No,No
+314,15716.182122154842,2812.4224145589496,126941.68798012518,35484.247297546906,343889.6427641316,2023-11-11,2023,4,11,No,No
+315,12290.896874818234,2624.0920861639243,61034.12104365228,29847.21633136793,94840.23521781222,2023-11-12,2023,4,11,No,No
+316,11906.39692699949,2609.8489261151344,55532.50629715312,10413.533885508996,11191.63969269995,2023-11-13,2023,4,11,Yes,No
+317,15435.522142153117,2787.2954548805774,120287.16631658406,20916.722612688565,303245.7524331473,2023-11-14,2023,4,11,No,No
+318,19969.168112092226,3002.888977301365,259655.40542109028,86522.00447425811,1608427.477028109,2023-11-15,2023,4,11,No,No
+319,11469.42773358576,2598.0074402763385,49702.20666838935,11548.215973369146,67265.3909975708,2023-11-16,2023,4,11,No,No
+320,13798.235021311575,2710.2825677675623,86111.48876255788,10385.0902124141,172785.07240221856,2023-11-17,2023,4,11,No,No
+321,13623.450214686283,2703.9221844171034,82917.60533978797,41552.682734135225,180227.3097124666,2023-11-18,2023,4,11,No,Yes
+322,19513.38350978566,3000.6192121206823,242339.85500060127,93767.45453212704,11952.338350978567,2023-11-19,2023,4,11,Yes,No
+323,14459.976306107385,2735.280627138289,98998.47499459537,19923.04455939426,214677.54781553257,2023-11-20,2023,4,11,No,No
+324,13734.003185941536,2702.4178276811444,84914.54155882553,19592.963590955107,163874.7767830614,2023-11-21,2023,4,11,No,No
+325,11694.139733075644,2602.3293431274938,52653.7262580797,9498.395693899882,75805.88524734534,2023-11-22,2023,4,11,No,No
+326,14685.87743977528,2747.7426727544,103687.7183653977,36097.75088863007,244318.83773917388,2023-11-23,2023,4,11,No,Yes
+327,16238.7506292213,2838.0016995095166,139960.6726850215,14339.021992155242,399677.5743706009,2023-11-24,2023,4,11,No,No
+328,11173.852177257682,2581.225725155926,46003.4531442591,10884.1624502039,59532.46734725297,2023-11-25,2023,4,11,No,No
+329,11884.905942514551,2612.413552959777,55233.08379863483,28129.36510887675,78617.58960009122,2023-11-26,2023,4,11,No,No
+330,12670.803717373516,2657.5797155360187,66811.68553349709,31108.468746902057,111898.65523157574,2023-11-27,2023,4,11,No,No
+331,16236.646651045674,2821.9828240271045,139894.41103764297,27041.79277999772,398311.4874440827,2023-11-28,2023,4,11,No,No
+332,13692.546835152698,2699.1897655539133,84150.37856347073,13770.664089154803,163767.00937870733,2023-11-29,2023,4,11,No,No
+333,14211.826979447496,2725.522006274268,94034.13200495472,35564.19186024476,206501.7295298032,2023-11-30,2023,4,11,No,No
+334,12113.865010729663,2622.0481589608644,58455.999075157786,10932.85674184743,89373.02914619085,2023-12-01,2023,4,12,No,No
+335,12843.854557853065,2652.586798290643,69562.81609424195,21315.61509326509,115413.0355713109,2023-12-02,2023,4,12,No,No
+336,11224.033513358614,2578.982026640628,46610.59776391901,16034.288944749496,57619.41322480528,2023-12-03,2023,4,12,No,No
+337,15906.38653457539,2797.4739771346613,131566.47974830444,10007.3410645917,360861.4894905944,2023-12-04,2023,4,12,No,Yes
+338,15242.0295882724,2773.654789007021,115843.14813199412,14767.862228787297,285560.8599400202,2023-12-05,2023,4,12,No,No
+339,17717.48537228411,2889.960550739056,181562.9134101148,50245.2878355973,688960.5683559786,2023-12-06,2023,4,12,No,No
+340,13753.7839032966,2718.3173431994155,85289.8102262456,36781.815003972806,177725.3654946757,2023-12-07,2023,4,12,No,Yes
+341,18472.688470349363,2939.32221445958,205700.7077944369,9937.260173527908,803916.2886270855,2023-12-08,2023,4,12,No,No
+342,18863.25167900911,2972.926679248425,218992.7498099974,2311.1162498446324,908301.3062036404,2023-12-09,2023,4,12,No,No
+343,18102.32885314382,2923.71766203132,193618.9666017696,16297.814909436303,716419.3954592431,2023-12-10,2023,4,12,No,No
+344,19767.89806839977,2992.94829853224,251904.5405157072,50386.86499185325,1214073.8146665546,2023-12-11,2023,4,12,No,No
+345,10329.98846424464,2536.478336248847,36456.5329415576,2950.117827296005,47112.164025022284,2023-12-12,2023,4,12,No,No
+346,15346.302679285409,2780.216299702142,118219.6346790453,21417.50572232342,294049.93562343303,2023-12-13,2023,4,12,No,No
+347,16350.955980754352,2837.060999950021,142868.89083263016,41233.61023686083,434757.4738222659,2023-12-14,2023,4,12,No,No
+348,11062.068843824069,2561.555269084893,44643.877954606585,6492.6546704338425,60302.58897249628,2023-12-15,2023,4,12,No,No
+349,10022.082082651985,2501.8119449526234,33327.47043727003,12866.085447867885,32828.76779621512,2023-12-16,2023,4,12,No,No
+350,17889.74713015198,2915.140132017394,186914.0766486516,72819.99108061248,882092.511522782,2023-12-17,2023,4,12,No,No
+351,14288.213710445538,2717.4106841065177,95526.77637587,6359.258203812723,209823.97036007207,2023-12-18,2023,4,12,No,No
+352,13288.852555754118,2684.7719420332046,76986.06852678503,35659.09591362423,148515.81307947662,2023-12-19,2023,4,12,No,No
+353,13546.824339791923,2690.8445862636418,81511.92277984093,29254.3885057888,155233.02490446522,2023-12-20,2023,4,12,No,No
+354,11384.533797324992,2594.259615316746,48617.414251429655,16871.79158447271,61702.681689130295,2023-12-21,2023,4,12,No,No
+355,11199.903262692118,2563.929744965353,46309.7144783998,21564.18418318424,55662.63324861471,2023-12-22,2023,4,12,No,No
+356,19994.64308894531,3018.693309202911,260654.5141809275,73716.9181055813,1457220.753877681,2023-12-23,2023,4,12,No,No
+357,15711.536219423431,2799.533914382622,126829.39928430288,29960.897496203124,336513.3914994581,2023-12-24,2023,4,12,No,No
+358,16196.03316745022,2814.515599101631,138849.22274989288,35284.35416498658,401708.1233453146,2023-12-25,2023,4,12,No,No
+359,19155.84284442453,2980.920087456665,229304.66370311743,32046.8756038028,980930.5157965014,2023-12-26,2023,4,12,No,No
+360,17162.458897469907,2870.5776569397804,165100.09437011776,11877.702367219144,538876.0663226801,2023-12-27,2023,4,12,No,No
+361,16063.086179669146,2837.134329060114,135495.04238697782,22546.06504806372,375035.8551861107,2023-12-28,2023,4,12,No,No
+362,10794.180809225192,2553.183239953835,41518.69433523475,6881.111223899316,53230.36447962109,2023-12-29,2023,4,12,No,No
+363,16843.92209856842,2866.8654898046143,156118.09107806013,32523.66967766781,489837.3458698699,2023-12-30,2023,4,12,No,No
+364,14287.773092199272,2749.3843327689165,95555.98829417976,43782.47790450857,231225.1257645956,2023-12-31,2023,4,12,No,No
+365,17031.95833178371,2857.3691433936824,137987.83094877942,29671.05014692801,431666.7782693884,2024-01-01 00:00:00,2024,1,1,No,No
+366,15131.563942365445,3513.1970715504863,127828.39036454912,31546.282252959205,406020.7869977795,2024-01-02 00:00:00,2024,1,1,No,No
+367,16803.39057190455,2520.2402543320773,147587.41529209976,29759.48923714397,11681.339057190457,2024-01-03 00:00:00,2024,1,1,Yes,No
+368,13991.809594504368,2722.591378650361,118232.96807655424,31351.93799736812,477442.64562070434,2024-01-04 00:00:00,2024,1,1,No,No
+369,13761.17263257386,3411.8603856445843,129334.64130188216,31663.05723420345,472162.0144205862,2024-01-05 00:00:00,2024,1,1,No,No
+370,15889.136597290822,2920.3049678634043,131066.9618843084,29797.848979450733,531636.7203926146,2024-01-06 00:00:00,2024,1,1,No,No
+371,15179.402072100846,3226.879393833515,130363.02502393554,32213.37186076595,570470.575985969,2024-01-07 00:00:00,2024,1,1,No,No
+372,14614.37731872399,3799.918974140671,133853.60145294812,31990.747781584487,488914.8118438932,2024-01-08 00:00:00,2024,1,1,No,No
+373,14036.734190399804,3336.0861143191487,168810.4980848238,28992.9074363644,418978.3799105789,2024-01-09 00:00:00,2024,1,1,No,No
+374,16804.33957056895,3146.794395746216,144852.53146872707,33266.55149910744,449529.4682579625,2024-01-10 00:00:00,2024,1,1,No,No
+375,14461.135934735774,2855.748875530336,121661.32091898906,30947.17409664125,504031.415382864,2024-01-11 00:00:00,2024,1,1,No,No
+376,18078.377846780066,3293.103721430764,148734.0199557054,32317.150383606266,415556.04404750245,2024-01-12 00:00:00,2024,1,1,No,No
+377,16503.974853524982,3059.527823804635,135031.30186192002,34499.87973606381,411905.4190789533,2024-01-13 00:00:00,2024,1,1,No,No
+378,15465.583950347447,3152.4685831350075,132679.04056940344,32367.422376547445,503325.9710134281,2024-01-14 00:00:00,2024,1,1,No,No
+379,15832.65962308464,3085.016912279857,133382.76072098708,31985.309031445628,536044.7900212877,2024-01-15 00:00:00,2024,1,1,No,No
+380,15196.009864162786,2654.786653265347,126649.41155895028,30574.43250063168,521034.0890435728,2024-01-16 00:00:00,2024,1,1,No,No
+381,14682.475632922034,3299.9138735601464,132662.3810616041,30462.169291024296,543643.0607466518,2024-01-17 00:00:00,2024,1,1,No,No
+382,16820.957974685913,3152.5982209514705,134989.0168826913,31307.19255271812,469569.6107846232,2024-01-18 00:00:00,2024,1,1,No,No
+383,17425.4597955102,3155.7200875330427,148529.82579710297,30438.715475574565,573525.0156424184,2024-01-19 00:00:00,2024,1,1,No,No
+384,15557.81847594486,3288.0542338968107,125691.22057222578,32203.15091313897,533188.6709125602,2024-01-20 00:00:00,2024,1,1,No,Yes
+385,13441.9613682541,2885.450481778528,134405.047962043,33191.38429423331,359794.2262647185,2024-01-21 00:00:00,2024,1,1,No,No
+386,15470.498315854924,2941.237696777878,173888.08656232755,32061.889116044647,512340.6941371823,2024-01-22 00:00:00,2024,1,1,No,No
+387,13516.149451820524,3232.6380461390736,141056.0463218349,30490.612730878456,499261.895074817,2024-01-23 00:00:00,2024,1,1,No,No
+388,14101.39341843107,3040.85741169972,123866.20494697608,31384.87763137145,503398.7534535536,2024-01-24 00:00:00,2024,1,1,No,No
+389,14114.113014682838,3047.448571434452,121392.83312917904,33465.00569184012,454405.6721952373,2024-01-25 00:00:00,2024,1,1,No,No
+390,19626.51599916445,2661.32591537439,113123.73623498622,35371.683945902594,494113.6544442531,2024-01-26 00:00:00,2024,1,1,No,No
+391,16494.152595837095,3234.895805217393,123839.994226995,30245.518644891483,586150.9738868866,2024-01-27 00:00:00,2024,1,1,No,No
+392,19106.803442684763,3034.6929058366145,137420.42309631626,32082.970697243665,348383.3955747737,2024-01-28 00:00:00,2024,1,1,No,No
+393,14383.012154297914,3067.138366752441,136847.7553148575,33301.90373920697,415346.38496552897,2024-01-29 00:00:00,2024,1,1,No,No
+394,15734.802557373234,3136.206999686079,118445.83609619588,33908.876612436005,469436.1278249584,2024-01-30 00:00:00,2024,1,1,No,No
+395,18130.626228420595,3084.1066381151622,116131.76651055024,29736.17148055951,502821.013385382,2024-01-31 00:00:00,2024,1,1,No,No
+396,20038.442090286248,3304.087796756216,113155.76530940212,30022.51607017234,483099.7365420365,2024-02-01 00:00:00,2024,1,2,No,No
+397,15047.271008219172,3127.595710726884,138461.9099715733,32519.706968443115,488140.4856540899,2024-02-02 00:00:00,2024,1,2,No,No
+398,14748.738525634484,3271.316129018521,158070.11170439803,30724.433077595408,418192.8926001453,2024-02-03 00:00:00,2024,1,2,No,No
+399,14772.570672161764,3163.0581143544764,144769.24427145414,30994.587797809018,506078.4329078373,2024-02-04 00:00:00,2024,1,2,No,No
+400,15674.674426394307,3157.4134825782508,131327.3574483408,31140.79686528554,403531.5854264221,2024-02-05 00:00:00,2024,1,2,No,No
+401,17299.80350998936,2993.651837727052,124468.943360037,30187.43045950713,468462.3110319008,2024-02-06 00:00:00,2024,1,2,No,No
+402,14757.500866595632,3058.816135234346,141632.36536434817,33676.67623971732,411657.7979369023,2024-02-07 00:00:00,2024,1,2,No,No
+403,17906.782628497644,3206.6364160063067,124488.58801506236,28342.253053681765,448213.8630890848,2024-02-08 00:00:00,2024,1,2,No,No
+404,17770.587600535826,3144.523576752096,132640.2826114784,32802.23759440439,450927.5936564537,2024-02-09 00:00:00,2024,1,2,No,No
+405,13853.10279524292,3322.632567729218,132125.59215396098,32228.690585706376,579851.9008754003,2024-02-10 00:00:00,2024,1,2,No,No
+406,13923.092587117117,2829.2375584314123,147489.30997720055,32335.97041393491,427134.8198362085,2024-02-11 00:00:00,2024,1,2,No,No
+407,16009.7761797946,2675.5425813836405,134007.81968298423,32082.704194487407,372486.9828510472,2024-02-12 00:00:00,2024,1,2,No,No
+408,16266.38491509551,3551.2478905255325,142385.7072666998,32239.42442197975,469544.0221851273,2024-02-13 00:00:00,2024,1,2,No,No
+409,17939.261269263014,2831.010965648643,134335.93000521333,30957.768069969625,542594.6483205867,2024-02-14 00:00:00,2024,1,2,No,No
+410,14382.839823303131,3057.3104505031447,152599.50089069144,33462.303640744496,531537.9362509168,2024-02-15 00:00:00,2024,1,2,No,No
+411,16850.521948224843,3045.7991290725777,123289.02849706504,30718.40761071803,475205.1436897413,2024-02-16 00:00:00,2024,1,2,No,No
+412,13404.137078534524,2820.276569751968,120537.35731099364,28228.045283846302,541453.4472294131,2024-02-17 00:00:00,2024,1,2,No,No
+413,18163.752571274552,2858.5323798706395,154811.86876779227,33456.69982127517,11817.375257127456,2024-02-18 00:00:00,2024,1,2,Yes,No
+414,16533.999904152468,3132.847283851472,109246.64094724644,32203.79829229557,495051.0761428348,2024-02-19 00:00:00,2024,1,2,No,No
+415,17073.874145100977,3185.0754736462604,148742.8668832133,31703.885902055103,481940.5729438437,2024-02-20 00:00:00,2024,1,2,No,No
+416,15244.071407139323,3130.556792349044,124158.25528554263,30283.452235065342,464646.4085177896,2024-02-21 00:00:00,2024,1,2,No,No
+417,16047.499080043934,3616.351311147828,116696.9077654436,29279.31806307957,528484.1780567744,2024-02-22 00:00:00,2024,1,2,No,No
+418,13639.364066942358,3224.7946825316694,132829.98607772632,28290.862133262734,499053.8279457408,2024-02-23 00:00:00,2024,1,2,No,No
+419,14577.375281616616,3605.801673970114,122290.96118119208,30709.27132883296,526690.6731274178,2024-02-24 00:00:00,2024,1,2,No,No
+420,15236.086286785352,2874.358474930546,143361.20932764446,31761.913497795387,513208.0931127183,2024-02-25 00:00:00,2024,1,2,No,No
+421,15715.41755636237,3408.1375599936546,140752.53969546076,33307.203529071456,528682.1639673904,2024-02-26 00:00:00,2024,1,2,No,No
+422,18612.36496820888,2762.340644894183,116830.3444649366,30706.923759918573,439386.6028597973,2024-02-27 00:00:00,2024,1,2,No,Yes
+423,12668.741754580826,3302.5896677069336,116491.52678000684,33021.67899535603,487014.6455011005,2024-02-28 00:00:00,2024,1,2,No,No
+424,19249.91235916571,2901.94529723227,111317.21053906216,34451.39930399612,481035.03278133774,2024-02-29 00:00:00,2024,1,2,No,No
+425,14761.407231231698,2685.8438836399523,129332.0349024862,33544.03987238335,487064.3613326021,2024-03-01 00:00:00,2024,1,3,No,No
+426,17398.00440665823,3580.3019861090525,138318.1344035474,31864.566359634155,406415.0497643456,2024-03-02 00:00:00,2024,1,3,No,No
+427,16188.048813493411,2693.6363251428074,146922.47916412805,32462.649572723243,522123.1630637866,2024-03-03 00:00:00,2024,1,3,No,No
+428,15582.892515007936,3492.8738307258027,155097.1021830595,32177.821581682467,448807.6640574961,2024-03-04 00:00:00,2024,1,3,No,No
+429,17815.610691149323,2883.0136856520394,133327.7963579287,33648.09895579745,428355.0291017945,2024-03-05 00:00:00,2024,1,3,No,No
+430,16316.482908527814,3351.953541898221,133618.33121983387,28681.29744837966,491725.35029927775,2024-03-06 00:00:00,2024,1,3,No,No
+431,17449.0045591092,2804.7091271909285,136311.3412206153,33475.15858715393,495096.3501062769,2024-03-07 00:00:00,2024,1,3,No,No
+432,18891.97728403364,2763.8216934886923,115263.9047521602,29574.442192309485,538776.0751162173,2024-03-08 00:00:00,2024,1,3,No,No
+433,15127.571528021372,2587.3570666860387,125134.94164031574,32850.47006085737,512034.3690665133,2024-03-09 00:00:00,2024,1,3,No,No
+434,16933.16765626324,3229.1315585306365,136080.04805467837,28816.136292406285,517165.11127035663,2024-03-10 00:00:00,2024,1,3,No,No
+435,17508.488282800816,2645.332266066157,137346.30790656374,32258.249137214643,528547.8086508189,2024-03-11 00:00:00,2024,1,3,No,No
+436,16096.750627163046,2842.078736003212,122993.61296917484,30959.99210113985,457545.9646484845,2024-03-12 00:00:00,2024,1,3,No,No
+437,18154.26997673033,2666.200181942662,136761.64255535396,34614.501737825405,503953.01927486114,2024-03-13 00:00:00,2024,1,3,No,No
+438,17814.114555263535,2780.591277985643,132727.0102261347,34082.65184216536,11782.411455526351,2024-03-14 00:00:00,2024,1,3,Yes,No
+439,15729.722477964644,3203.517797641133,118401.22040780878,29050.65438900579,455194.999539961,2024-03-15 00:00:00,2024,1,3,No,No
+440,13542.563223443483,3150.825504588757,168869.5256836363,31318.22353244421,508242.3253010782,2024-03-16 00:00:00,2024,1,3,No,No
+441,16809.95017987185,3111.6112553152384,143857.09949429438,32421.621312499545,458795.4837393218,2024-03-17 00:00:00,2024,1,3,No,No
+442,15740.203370733005,3421.122524139384,128789.68389962954,30208.099439329097,438343.4010582978,2024-03-18 00:00:00,2024,1,3,No,No
+443,16334.41430193543,3257.8843482121406,131882.49162623892,33453.24151118658,520087.95604883286,2024-03-19 00:00:00,2024,1,3,No,No
+444,17184.345733988517,3370.6304510347622,128658.25252470598,32369.579123902546,506237.1201820956,2024-03-20 00:00:00,2024,1,3,No,No
+445,13419.340086424285,3229.82872194961,144496.03863248852,33277.21737730874,521383.98689686577,2024-03-21 00:00:00,2024,1,3,No,No
+446,14597.641371334375,2514.13222876626,147609.26581996918,31487.6890353343,484159.4736953917,2024-03-22 00:00:00,2024,1,3,No,No
+447,17590.612112292554,2737.7599362578267,144623.31175087672,32410.98880999377,389140.1037712391,2024-03-23 00:00:00,2024,1,3,No,No
+448,14409.682325441194,3627.115597778488,127973.4530610352,36853.56801075113,480731.4764264706,2024-03-24 00:00:00,2024,1,3,No,No
+449,16052.29266776082,3028.215299663384,131376.15077405842,32132.83659646184,431045.77708908246,2024-03-25 00:00:00,2024,1,3,No,No
+450,16839.72225530211,2946.890019345813,163767.09491258787,32910.12436403929,498168.3599673367,2024-03-26 00:00:00,2024,1,3,No,No
+451,15670.74250986361,3165.8726974831307,145857.1775624985,33905.37314770312,468406.8015287178,2024-03-27 00:00:00,2024,1,3,No,Yes
+452,16336.648308598576,2897.4260275800625,125063.75121334802,33233.57236482355,513496.82445283525,2024-03-28 00:00:00,2024,1,3,No,Yes
+453,13848.804017858256,3001.955006503513,149746.84879605542,28721.216881724984,568180.3620688551,2024-03-29 00:00:00,2024,1,3,No,No
+454,14430.2144497862,3267.4782892571498,146893.95442540507,34310.76325496878,597053.4708894395,2024-03-30 00:00:00,2024,1,3,No,No
+455,18312.697002856443,2614.499055003122,137416.5242668902,29858.577209785275,453926.4315820508,2024-03-31 00:00:00,2024,1,3,No,No
+456,14906.604253660273,2661.819016277132,112021.97230811502,33318.7769210384,439282.5191065608,2024-04-01 00:00:00,2024,2,4,No,No
+457,11329.14189350146,3698.622404422901,122046.63827698564,32306.377635901536,504504.9904754947,2024-04-02 00:00:00,2024,2,4,No,No
+458,14258.255980954747,3256.4908232883454,161044.01565770913,32647.98248575418,561094.7625342022,2024-04-03 00:00:00,2024,2,4,No,No
+459,18011.427838668133,2771.001615839157,133569.06568335812,31546.23327861344,405289.26506680826,2024-04-04 00:00:00,2024,2,4,No,No
+460,17663.94640318357,3559.0221902532894,144118.58779393212,31208.551993874786,454051.77952155314,2024-04-05 00:00:00,2024,2,4,No,No
+461,16744.878951766863,2824.5113003061947,120390.1046474759,32374.457290141243,488658.52289762994,2024-04-06 00:00:00,2024,2,4,No,No
+462,15367.94215774599,3188.142472033157,123014.3975694704,32212.54152521946,387316.1870678137,2024-04-07 00:00:00,2024,2,4,No,No
+463,16354.092935594936,3386.803388689916,137259.15422715843,33184.262250991174,505790.0231898643,2024-04-08 00:00:00,2024,2,4,No,No
+464,20730.078599366327,3320.197463698842,137922.65359305596,31316.605827597705,445270.7210645302,2024-04-09 00:00:00,2024,2,4,No,No
+465,13545.33008945874,3093.1155379907595,133791.72213235934,30498.68760242448,450665.3994575639,2024-04-10 00:00:00,2024,2,4,No,No
+466,15586.54968066474,3261.939596116086,147192.45960115688,31010.232102497663,502589.3218478074,2024-04-11 00:00:00,2024,2,4,No,No
+467,14824.70702468034,2741.487912523325,117857.47782526874,30091.799155355537,457744.020632438,2024-04-12 00:00:00,2024,2,4,No,No
+468,14774.09899970738,3222.26430601546,148201.93355373104,31253.539986406653,479467.0881249152,2024-04-13 00:00:00,2024,2,4,No,No
+469,15103.507518953513,3087.0509403665046,125175.03542342364,31307.829747162643,488384.5504988781,2024-04-14 00:00:00,2024,2,4,No,No
+470,17689.793988170622,3015.4378359883945,147270.59188069674,32133.97891888037,521894.68900051777,2024-04-15 00:00:00,2024,2,4,No,No
+471,17444.15251403192,3051.204849412057,112341.77933332825,32169.24018410404,507861.035517537,2024-04-16 00:00:00,2024,2,4,No,No
+472,15038.018210499544,3009.269136086484,154151.3038154046,31092.1306456126,489316.44278793305,2024-04-17 00:00:00,2024,2,4,No,No
+473,19185.590382944247,3555.586836220856,133026.30340197447,31595.07355499446,481594.4777284573,2024-04-18 00:00:00,2024,2,4,No,No
+474,17079.72015092683,2641.2912661598657,123064.98343544136,33901.627633208416,495552.2254884064,2024-04-19 00:00:00,2024,2,4,No,No
+475,15807.420568810494,2816.909967415085,137994.38137496653,26581.88494708745,386717.65303455945,2024-04-20 00:00:00,2024,2,4,No,No
+476,15746.975091982931,3406.090904490944,144605.0615338283,30302.435384491782,576061.0823216701,2024-04-21 00:00:00,2024,2,4,No,No
+477,16951.403362353532,2727.5694791267133,143340.75864430156,33134.530673987174,471780.9830341542,2024-04-22 00:00:00,2024,2,4,No,Yes
+478,17137.390137485512,3034.496418991682,134068.65005051522,32747.297947312647,491966.64773203136,2024-04-23 00:00:00,2024,2,4,No,No
+479,16989.81953153759,3113.486788201301,132662.47191964384,33765.769635396595,454371.1492108942,2024-04-24 00:00:00,2024,2,4,No,No
+480,17988.155688330004,3029.7805226867395,135773.72226963862,31196.50397168429,424555.0631176802,2024-04-25 00:00:00,2024,2,4,No,No
+481,16469.704734131006,3159.263844858064,138158.1774033076,31332.69906381442,447627.6570612268,2024-04-26 00:00:00,2024,2,4,No,No
+482,16151.723370436306,2585.4417151016155,133614.8910285366,30099.31166969833,362816.2562364808,2024-04-27 00:00:00,2024,2,4,No,No
+483,16437.4649992623,2768.365255215152,148383.303565349,32192.56933456065,510777.881698397,2024-04-28 00:00:00,2024,2,4,No,No
+484,13330.432598962509,3658.561673748275,168520.79811256725,30962.43101064575,402374.9213163384,2024-04-29 00:00:00,2024,2,4,No,No
+485,17200.403934519156,3335.1705833259384,126542.00877397013,32006.026016996388,459771.61199240014,2024-04-30 00:00:00,2024,2,4,No,No
+486,18702.369706763347,2740.604086122569,116996.4907961237,35245.70987231829,529464.9899889049,2024-05-01 00:00:00,2024,2,5,No,No
+487,13874.214749468145,2817.4964547839336,127100.60172602964,31219.775950041672,434726.2826907821,2024-05-02 00:00:00,2024,2,5,No,No
+488,15706.353025956689,3086.078288772084,115195.57270749888,31228.120300566417,467227.84114956926,2024-05-03 00:00:00,2024,2,5,No,No
+489,17304.326513325508,2804.972051262224,163462.10707481808,31421.79540565196,457291.6721418269,2024-05-04 00:00:00,2024,2,5,No,No
+490,16609.89298540484,2578.7845578089264,138701.30317956244,29722.749401049543,469752.9764353165,2024-05-05 00:00:00,2024,2,5,No,No
+491,17261.74885794885,2662.4727301528715,132451.9226033343,30669.90750043408,382025.12098927697,2024-05-06 00:00:00,2024,2,5,No,No
+492,17335.77320382819,3315.580226766967,145325.2075974947,29660.561290023183,520134.3264512952,2024-05-07 00:00:00,2024,2,5,No,No
+493,17622.44612780122,3011.704204717062,124802.30986510895,32962.23788085004,516494.245574156,2024-05-08 00:00:00,2024,2,5,No,No
+494,17041.718634828205,3247.2519263349222,136592.4829400376,31585.62593578741,475053.6698745124,2024-05-09 00:00:00,2024,2,5,No,No
+495,17552.659340593455,3256.0379861323977,130553.99029375896,30680.67586898971,544557.9694284301,2024-05-10 00:00:00,2024,2,5,No,No
+496,16929.345064430712,2727.228059999636,127513.4759782716,33067.04550192179,456994.005110416,2024-05-11 00:00:00,2024,2,5,No,No
+497,16732.20993062429,3017.477452293827,144964.9130427592,30477.67461692701,509425.0318623909,2024-05-12 00:00:00,2024,2,5,No,No
+498,14617.423250830569,3134.787411892172,148524.12371186342,35425.55789559303,515850.1185423506,2024-05-13 00:00:00,2024,2,5,No,No
+499,13632.623472684883,2858.9194065115544,123084.94087078766,30029.434825258657,478146.0913029581,2024-05-14 00:00:00,2024,2,5,No,No
+500,17588.607170661795,3023.4017436878407,130408.14728023724,30180.676550352888,476480.80457063456,2024-05-15 00:00:00,2024,2,5,No,No
+501,17170.575339652936,3263.202554422724,117925.70501397848,32896.943372511,531001.100577694,2024-05-16 00:00:00,2024,2,5,No,No
+502,15311.083572561112,3200.5691168611056,139079.79402265468,35065.08702645494,518755.2857931623,2024-05-17 00:00:00,2024,2,5,No,No
+503,15548.9983608871,3010.8672046084184,138345.216736843,33368.44604157319,439560.5632397812,2024-05-18 00:00:00,2024,2,5,No,No
+504,15722.94948543981,2807.5708382751754,134627.33714333284,28112.888382629342,446502.5757717011,2024-05-19 00:00:00,2024,2,5,No,No
+505,19309.285176556263,3003.0913747294853,164438.60981567798,30439.796698689566,544762.9418465563,2024-05-20 00:00:00,2024,2,5,No,No
+506,13909.67647996396,2323.855148008197,137991.48851320017,34379.109906618,482575.571629086,2024-05-21 00:00:00,2024,2,5,No,No
+507,12781.185717788609,2843.143670862026,137742.34974222595,31706.7802346251,604237.5764374055,2024-05-22 00:00:00,2024,2,5,No,No
+508,17049.00233525565,2760.5000975565194,136730.52737215685,31972.292779846604,450312.0954702232,2024-05-23 00:00:00,2024,2,5,No,No
+509,14916.27432309301,3422.6770959950595,125232.02882175894,30623.905473305906,482517.59725742525,2024-05-24 00:00:00,2024,2,5,No,No
+510,15922.67493247505,2786.026468738916,155791.7805890024,31066.81128546724,477406.9893552879,2024-05-25 00:00:00,2024,2,5,No,No
+511,18145.622698274947,2675.669805061841,126676.20823882466,30249.13972472653,404666.8221036797,2024-05-26 00:00:00,2024,2,5,No,No
+512,13849.226345759478,2911.13532974624,133328.45639950654,34474.91621540193,496442.2150186703,2024-05-27 00:00:00,2024,2,5,No,No
+513,14162.866686028772,3502.6786238799023,144549.64402365772,30855.09982906232,414782.3231016151,2024-05-28 00:00:00,2024,2,5,No,No
+514,14442.041110163424,2888.3451568439323,135376.20838288576,31550.37284895944,503972.8083874211,2024-05-29 00:00:00,2024,2,5,No,No
+515,14944.87675462174,3120.776436776723,127500.01924669118,30699.76132960285,11495.487675462176,2024-05-30 00:00:00,2024,2,5,Yes,No
+516,18453.89030238001,3462.863660146038,141125.04305480543,28380.783849880565,505883.5671466733,2024-05-31 00:00:00,2024,2,5,No,No
+517,17477.326228469898,3256.912029110312,144842.7003084169,29403.75666381481,574098.7430733065,2024-06-01 00:00:00,2024,2,6,No,No
+518,15215.222020084662,3080.6460486856868,128176.82423080254,34008.673224265774,430183.5390081303,2024-06-02 00:00:00,2024,2,6,No,No
+519,17798.409357291246,3042.9470436384227,137005.43478861803,32640.081902804704,533418.7160534731,2024-06-03 00:00:00,2024,2,6,No,No
+520,15310.7394911942,2401.3236077823603,109749.24602737576,33136.909100074045,477577.456877185,2024-06-04 00:00:00,2024,2,6,No,No
+521,18463.320403477745,3265.359796126504,140700.15040995897,31396.457701865023,432958.9387286329,2024-06-05 00:00:00,2024,2,6,No,No
+522,16861.817476222546,2888.582933617436,147893.12305368757,30896.811654794827,502699.50432526175,2024-06-06 00:00:00,2024,2,6,No,No
+523,16960.237935214347,3135.197822891953,131214.15543186953,32994.855504087594,456018.1774735471,2024-06-07 00:00:00,2024,2,6,No,No
+524,15989.234719087028,3196.750148862323,120082.96007321228,30650.01010397283,460778.4051354943,2024-06-08 00:00:00,2024,2,6,No,No
+525,17615.968890337685,3486.873906518458,117594.91006465782,30840.80397904954,569332.174637959,2024-06-09 00:00:00,2024,2,6,No,No
+526,17113.940231497058,2651.958004691425,133839.9026993554,27940.56590702207,540198.1972457718,2024-06-10 00:00:00,2024,2,6,No,No
+527,15789.209349026918,2866.984857051415,145387.16346588242,30961.0800832682,519360.0383650071,2024-06-11 00:00:00,2024,2,6,No,No
+528,15125.431137468418,2948.019133604276,116593.85349497428,33709.37599120076,516959.49633600825,2024-06-12 00:00:00,2024,2,6,No,No
+529,14507.612588265894,3163.7343788286003,146379.8832101092,32372.821737939783,430508.9164950833,2024-06-13 00:00:00,2024,2,6,No,No
+530,15769.349562173578,3350.4595462338057,136901.1953158221,30962.49515837201,484044.0327222819,2024-06-14 00:00:00,2024,2,6,No,No
+531,16869.105930518468,2849.855697218661,133602.79233289903,30792.62707643318,448494.4401728443,2024-06-15 00:00:00,2024,2,6,No,No
+532,15362.4771085293,2854.0439931243136,118361.8302857952,32089.624140553507,512097.94972630136,2024-06-16 00:00:00,2024,2,6,No,No
+533,17940.149940865667,2765.9930533230327,149236.5818888811,30490.67462868605,465376.60431275633,2024-06-17 00:00:00,2024,2,6,No,No
+534,15829.953670132209,3476.6866816245715,125018.05348924252,32213.58420981864,428181.1535643761,2024-06-18 00:00:00,2024,2,6,No,No
+535,14663.611508647791,2919.356525452366,144218.68460314942,31944.319353969546,424036.7121934381,2024-06-19 00:00:00,2024,2,6,No,No
+536,14458.622669501605,2841.6809974766134,113724.39769325126,33689.76665274606,419940.8578605723,2024-06-20 00:00:00,2024,2,6,No,No
+537,13467.995203672584,3196.617107780249,139387.7722671624,28905.939685632555,515116.1384203673,2024-06-21 00:00:00,2024,2,6,No,No
+538,16395.62019012106,3533.8108209181974,115175.0009210384,34376.955566831,471262.9364215151,2024-06-22 00:00:00,2024,2,6,No,No
+539,16657.532923147108,3007.709523786926,131246.31886572344,28630.88058979301,446325.989852336,2024-06-23 00:00:00,2024,2,6,No,No
+540,15398.081395373683,3178.694363059269,157975.52223052498,31242.243016228203,478407.18815943634,2024-06-24 00:00:00,2024,2,6,No,No
+541,15704.73595117928,2674.739101757693,133067.36723282147,32028.76636839493,519864.0035230697,2024-06-25 00:00:00,2024,2,6,No,No
+542,14667.917955397552,3384.46321295907,142532.3005014633,30767.489558186808,516349.1673804182,2024-06-26 00:00:00,2024,2,6,No,No
+543,15114.345005889105,3189.5389261128125,136912.9634086988,30140.218096708653,449898.2046830445,2024-06-27 00:00:00,2024,2,6,No,No
+544,16295.416420857964,2318.7797754593225,138215.2209935118,32710.285704958867,465572.1007986936,2024-06-28 00:00:00,2024,2,6,No,No
+545,18165.75212048323,3003.761967989752,134484.54464989054,30921.81576916633,513512.7590746595,2024-06-29 00:00:00,2024,2,6,No,No
+546,12339.875378623436,2944.4308047380523,109477.25960453524,33037.56754792266,425805.1854148741,2024-06-30 00:00:00,2024,2,6,No,No
diff --git a/docs/source/example_notebooks/gcm_falsify_dag.ipynb b/docs/source/example_notebooks/gcm_falsify_dag.ipynb
index 6c5dbc7d7..6fe9c7782 100644
--- a/docs/source/example_notebooks/gcm_falsify_dag.ipynb
+++ b/docs/source/example_notebooks/gcm_falsify_dag.ipynb
@@ -29,6 +29,8 @@
     "from dowhy.gcm.util import plot\n",
     "from dowhy.gcm.util.general import set_random_seed\n",
     "from dowhy.gcm.ml import SklearnRegressionModel\n",
+    "from dowhy.gcm.util.general import set_random_seed\n",
+    "set_random_seed(0)\n",
     "\n",
     "# Set random seed\n",
     "set_random_seed(1332)"
@@ -328,7 +330,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/example_notebooks/gcm_icc.ipynb b/docs/source/example_notebooks/gcm_icc.ipynb
index 883ada24b..e79a30a63 100644
--- a/docs/source/example_notebooks/gcm_icc.ipynb
+++ b/docs/source/example_notebooks/gcm_icc.ipynb
@@ -53,6 +53,7 @@
     "\n",
     "from dowhy import gcm\n",
     "from dowhy.utils.plotting import plot, bar_plot\n",
+    "gcm.util.general.set_random_seed(0)\n",
     "\n",
     "# Load a modified version of the Auto MPG data: Quinlan,R.. (1993). Auto MPG. UCI Machine Learning Repository. https://doi.org/10.24432/C5859H.\n",
     "auto_mpg_data = pd.read_csv(\"datasets/auto_mpg.csv\", index_col=0)\n",
diff --git a/docs/source/example_notebooks/gcm_online_shop.ipynb b/docs/source/example_notebooks/gcm_online_shop.ipynb
index 34362006d..726ecadcf 100644
--- a/docs/source/example_notebooks/gcm_online_shop.ipynb
+++ b/docs/source/example_notebooks/gcm_online_shop.ipynb
@@ -197,12 +197,13 @@
    "outputs": [],
    "source": [
     "from dowhy import gcm\n",
+    "gcm.util.general.set_random_seed(0)\n",
     "\n",
     "# Create the structural causal model object\n",
     "scm = gcm.StructuralCausalModel(causal_graph)\n",
     "\n",
     "# Automatically assign generative models to each node based on the given data\n",
-    "auto_assignment_summary = gcm.auto.assign_causal_mechanisms(scm, data_2021, override_models=True, quality=gcm.auto.AssignmentQuality.GOOD)"
+    "auto_assignment_summary = gcm.auto.assign_causal_mechanisms(scm, data_2021)"
    ]
   },
   {
@@ -274,7 +275,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "print(gcm.evaluate_causal_model(scm, data_2021, compare_mechanism_baselines=True, evaluate_invertibility_assumptions=False))"
+    "print(gcm.evaluate_causal_model(scm, data_2021, compare_mechanism_baselines=True, evaluate_invertibility_assumptions=False, evaluate_causal_structure=False))"
    ]
   },
   {
@@ -290,7 +291,7 @@
    "id": "a2e5acb0-f40e-4478-bee8-db3ff58bea21",
    "metadata": {},
    "source": [
-    "> The selection of baseline models or the p-value for graph falsification can be configured as well. For more details, take a look at the corresponding evaluate_causal_model documentation."
+    "> The selection of baseline models can be configured as well. For more details, take a look at the corresponding evaluate_causal_model documentation."
    ]
   },
   {
@@ -718,7 +719,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/example_notebooks/gcm_rca_microservice_architecture.ipynb b/docs/source/example_notebooks/gcm_rca_microservice_architecture.ipynb
index 36d345155..8d43818d2 100644
--- a/docs/source/example_notebooks/gcm_rca_microservice_architecture.ipynb
+++ b/docs/source/example_notebooks/gcm_rca_microservice_architecture.ipynb
@@ -93,6 +93,7 @@
     "import networkx as nx\n",
     "from dowhy import gcm\n",
     "from dowhy.utils import plot, bar_plot\n",
+    "gcm.util.general.set_random_seed(0)\n",
     "\n",
     "causal_graph = nx.DiGraph([('www', 'Website'),\n",
     "                           ('Auth Service', 'www'),\n",
@@ -309,7 +310,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The attributions indicate that `Caching Service` is the main driver of high latency in `Website` which is expected as we perturb the causal mechanism of `Caching Service` to generate an outlier latency in `Website` (see Appendix below). Attributions to `Customer DB` and `Product Service` can be explained by misspecification of causal models. First, some of the parent-child relationships in the causal graph are non-linear (by looking at the scatter matrix). Second, the parent child-relationship between `Caching Service` and `Product DB` seems to indicate two mechanisms. This could be due to an unobserved binary variable (e.g., Cache hit/miss) that has a multiplicative effect on `Caching Service`. An additive noise cannot capture the multiplicative effect of this unobserved variable."
+    "The attributions indicate that `Caching Service` is the main driver of high latency in `Website` which is expected as we perturb the causal mechanism of `Caching Service` to generate an outlier latency in `Website` (see Appendix below). Interestingly, `Customer DB` has a negative contribution, indicating that it was particularly fast, decreasing the outlier in the `Website`. Note that some of the attributions are also due to model misspecifications. For instance, the parent child-relationship between `Caching Service` and `Product DB` seems to indicate two mechanisms. This could be due to an unobserved binary variable (e.g., Cache hit/miss) that has a multiplicative effect on `Caching Service`. An additive noise cannot capture the multiplicative effect of this unobserved variable."
    ]
   },
   {
@@ -596,7 +597,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/example_notebooks/gcm_supply_chain_dist_change.ipynb b/docs/source/example_notebooks/gcm_supply_chain_dist_change.ipynb
index 0dda4a335..2238a729a 100644
--- a/docs/source/example_notebooks/gcm_supply_chain_dist_change.ipynb
+++ b/docs/source/example_notebooks/gcm_supply_chain_dist_change.ipynb
@@ -178,6 +178,7 @@
     "import networkx as nx\n",
     "import dowhy.gcm as gcm\n",
     "from dowhy.utils import plot\n",
+    "gcm.util.general.set_random_seed(0)\n",
     "\n",
     "causal_graph = nx.DiGraph([('demand', 'submitted'),\n",
     "                           ('constraint', 'submitted'),\n",
@@ -397,7 +398,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/example_notebooks/sales_attribution_intervention.ipynb b/docs/source/example_notebooks/sales_attribution_intervention.ipynb
index 7ecc87fb3..6f45c0899 100644
--- a/docs/source/example_notebooks/sales_attribution_intervention.ipynb
+++ b/docs/source/example_notebooks/sales_attribution_intervention.ipynb
@@ -53,6 +53,7 @@
     "from scipy import stats\n",
     "from statsmodels.stats.multitest import multipletests\n",
     "\n",
+    "gcm.util.general.set_random_seed(0)\n",
     "%matplotlib inline"
    ]
   },
@@ -75,7 +76,7 @@
    },
    "outputs": [],
    "source": [
-    "df = pd.read_csv('datasets/sale_attribution.csv', index_col=0)\n",
+    "df = pd.read_csv('datasets/sales_attribution.csv', index_col=0)\n",
     "df.head()"
    ]
   },
@@ -387,7 +388,7 @@
     "tags": []
    },
    "source": [
-    "Then we remove insignificant edges and their associated nodes, resulting a refined causal graph. "
+    "Then we remove insignificant edges and their associated nodes, resulting a refined causal graph."
    ]
   },
   {
@@ -402,6 +403,9 @@
     "for insignificant_parent in test_causal_minimality(causal_graph, 'sale', df):\n",
     "    causal_graph.remove_edge(insignificant_parent, 'sale')\n",
     "\n",
+    "for insignificant_parent in test_causal_minimality(causal_graph, 'dpv', df):\n",
+    "    causal_graph.remove_edge(insignificant_parent, 'dpv')\n",
+    "\n",
     "cols_to_remove=[]\n",
     "cols_to_remove.extend([node for node in causal_graph.nodes if causal_graph.in_degree(node) + causal_graph.out_degree(node) == 0])"
    ]
@@ -415,10 +419,18 @@
    },
    "outputs": [],
    "source": [
-    "causal_graph.remove_nodes_from(cols_to_remove)\n",
+    "causal_graph.remove_nodes_from(set(cols_to_remove))\n",
     "plot(causal_graph)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "b165f1c3-d63b-4e3e-93f7-786da73ad60f",
+   "metadata": {},
+   "source": [
+    "Interestingly, the 'other_shopping_event' variable has no significant impact on either 'dpv' or 'sale'."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "630fed0a",
@@ -432,7 +444,7 @@
    "id": "4d7468ec",
    "metadata": {},
    "source": [
-    "Next, we need to assign functional causal models (FCMs) to each node, which describe the data generation process from x to y with an error term. The auto assignment method compares different prediction models for each node and takes the one with the smallest error. The `quality` parameter controls the set of model types that are tested, where `BETTER` indicates some of the most common regression and classification models, such as trees, support vector regression etc. You can also use 'Good' which fits fewer models to speed up, or 'Best' that is computationally heavy. After assigning the models, we can fit them to the data:"
+    "Next, we need to assign functional causal models (FCMs) to each node, which describe the data generation process from x to y with an error term. The auto assignment method compares different prediction models for each node and takes the one with the smallest error. The `quality` parameter controls the set of model types that are tested, where `BETTER` indicates some of the most common regression and classification models, such as trees, support vector regression etc. You can also use `GOOD` which fits fewer models to speed up, or `BEST` that is computationally heavy (and requres AutoGluon to be installed). After assigning the models, we can fit them to the data:"
    ]
   },
   {
@@ -496,7 +508,7 @@
    },
    "outputs": [],
    "source": [
-    "def calculate_difference_estimation(causal_model, df_old, df_new, target_column, difference_estimation_func, num_samples=2000, confidence_level=0.90, num_bootstrap_resamples=10):\n",
+    "def calculate_difference_estimation(causal_model, df_old, df_new, target_column, difference_estimation_func, num_samples=2000, confidence_level=0.90, num_bootstrap_resamples=4):\n",
     "\n",
     "    difference_contribs, uncertainty_contribs = gcm.confidence_intervals(\n",
     "        lambda : gcm.distribution_change(causal_model, \n",
@@ -504,10 +516,8 @@
     "                                          df_new, \n",
     "                                          target_column, \n",
     "                                          num_samples=num_samples,\n",
-    "                                          independence_test=lambda x, y: gcm.kernel_based(x.astype(float), y.astype(float)),\n",
-    "                                          conditional_independence_test=lambda x, y, z: gcm.kernel_based(x.astype(float), y.astype(float), z.astype(float)),\n",
     "                                          difference_estimation_func=difference_estimation_func,\n",
-    "                                          shapley_config=gcm.shapley.ShapleyConfig(approximation_method=gcm.shapley.ShapleyApproximationMethods.PERMUTATION, num_permutations=20)),\n",
+    "                                          shapley_config=gcm.shapley.ShapleyConfig(approximation_method=gcm.shapley.ShapleyApproximationMethods.PERMUTATION, num_permutations=50)),\n",
     "        confidence_level=confidence_level,\n",
     "        num_bootstrap_resamples=num_bootstrap_resamples\n",
     "    )\n",
@@ -537,6 +547,16 @@
     "gcm.util.bar_plot(median_diff_contribs, median_diff_uncertainty, 'Contribution', figure_size=(10,5))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6d9d2ba9-e78d-406d-beed-f2895aa05d65",
+   "metadata": {},
+   "source": [
+    "Here, we see that 'sp_spend' has the larges contribution to the change in the mean of 'sale', while the 'discount' and 'special_shopping_event' has little to none contribution. This aligns with the way how the data was generated.\n",
+    "\n",
+    "Taking a look at the tabular overview to look for significance based on the confidence intervals:"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -564,8 +584,6 @@
    "id": "d2ab2655-0d80-4112-8e65-1a27a3622b37",
    "metadata": {},
    "source": [
-    "Here, we see that 'sp_spend' has the larges contrigution to the change in the mean of 'sale', while the 'discount', 'other_shopping_event' and 'special_shopping_event' has little to none contribution. This aligns with the way how the data was generated.\n",
-    "\n",
     "Next, we remove all variables that have a 0 as part of their confidence interval or are negative, i.e., do not have a clear significant positive contribution:"
    ]
   },
@@ -626,7 +644,7 @@
    "id": "5908d58e-a928-4a85-9a72-2ec2a53fa3d0",
    "metadata": {},
    "source": [
-    "Section 4 above helps us to understand drivers for past growth. Now, looking forward to business planning, we conduct interventions to understand incremental contributions to KPIs. Intuitively, the spend types resulting in higher returns should be doubled down on.  "
+    "Section 4 above helps us to understand drivers for past growth. Now, looking forward to business planning, we conduct interventions to understand incremental contributions to KPIs. Intuitively, the spend types resulting in higher returns should be doubled down on. Here, we explicitly remove 'sale', 'dpv' and 'special_shopping_event' as a possible intervention targets."
    ]
   },
   {
@@ -638,7 +656,7 @@
    },
    "outputs": [],
    "source": [
-    "def intervention_influence(causal_model, target, data=None, step_size=1, non_interveneable_nodes=None, confidence_level=0.90, cap_value=None,  prints=False):\n",
+    "def intervention_influence(causal_model, target, step_size=1, non_interveneable_nodes=None, confidence_level=0.95, prints=False, threshold_insignificant=0.0001):\n",
     "    progress_bar_was_on = gcm.config.show_progress_bars\n",
     "\n",
     "    if progress_bar_was_on:\n",
@@ -665,47 +683,21 @@
     "        interventions_alternative = {node: intervention}\n",
     "        interventions_reference = {node: non_intervention}\n",
     "\n",
-    "        # Compute causal effects\n",
-    "        if data is not None:\n",
-    "            effect = gcm.confidence_intervals(\n",
-    "                gcm.fit_and_compute(gcm.average_causal_effect,\n",
-    "                                    causal_model,\n",
-    "                                    auto_assign_quality=gcm.auto.AssignmentQuality.GOOD,\n",
-    "                                    bootstrap_training_data=data,\n",
-    "                                    target_node=target,\n",
-    "                                    interventions_alternative=interventions_alternative,\n",
-    "                                    interventions_reference=interventions_reference,\n",
-    "                                    observed_data=data),\n",
-    "                n_jobs=1,\n",
-    "                num_bootstrap_resamples=10,\n",
-    "                confidence_level=confidence_level)\n",
-    "        else:\n",
-    "            effect = gcm.confidence_intervals(\n",
-    "                partial(gcm.average_causal_effect,\n",
-    "                        causal_model=causal_model,\n",
-    "                        target_node=target,\n",
-    "                        interventions_alternative=interventions_alternative,\n",
-    "                        interventions_reference=interventions_reference,\n",
-    "                        observed_data=data,\n",
-    "                        num_samples_to_draw=10000),\n",
-    "                n_jobs=-1,\n",
-    "                num_bootstrap_resamples=20,\n",
-    "                confidence_level=confidence_level)\n",
-    "\n",
+    "        effect = gcm.confidence_intervals(\n",
+    "            partial(gcm.average_causal_effect,\n",
+    "                    causal_model=causal_model,\n",
+    "                    target_node=target,\n",
+    "                    interventions_alternative=interventions_alternative,\n",
+    "                    interventions_reference=interventions_reference,\n",
+    "                    num_samples_to_draw=10000),\n",
+    "            n_jobs=-1,\n",
+    "            num_bootstrap_resamples=40,\n",
+    "            confidence_level=confidence_level)\n",
     "\n",
     "        causal_effects[node] = effect[0][0]\n",
     "        causal_effects_confidence_interval[node] = effect[1].squeeze()\n",
-    "        \n",
-    "        # Apply capping constraint\n",
-    "        if cap_value is not None and node.endswith('_spend'):\n",
-    "            if causal_effects[node] > cap_value:\n",
-    "                causal_effects[node] = cap_value\n",
-    "                capped_effects.append(node)\n",
-    "            elif causal_effects[node] < -cap_value:\n",
-    "                causal_effects[node] = -cap_value\n",
-    "                capped_effects.append(node)\n",
-    "\n",
-    "        # Apply non-negativity constraint\n",
+    "\n",
+    "        # Apply non-negativity constraint - Here, spend cannot be negative. However, small negative values can happen in the analysis due to misspecifications.\n",
     "        if  node.endswith('_spend') and causal_effects[node] < 0:\n",
     "            causal_effects[node] = 0\n",
     "            causal_effects_confidence_interval[node] = [np.nan, np.nan]\n",
@@ -713,10 +705,11 @@
     "    if progress_bar_was_on:\n",
     "        gcm.config.enable_progress_bars()\n",
     "\n",
+    "    print(causal_effects)\n",
     "    if prints:\n",
     "        for node in sorted(causal_effects, key=causal_effects.get, reverse=True):\n",
-    "            if causal_effects[node] == 0:\n",
-    "                print(f\"{'Increasing' if step_size > 0 else 'Decreasing'} {node} by {step_size} has no effect on {target}.\")\n",
+    "            if abs(causal_effects[node]) < threshold_insignificant:\n",
+    "                print(f\"{'Increasing' if step_size > 0 else 'Decreasing'} {node} by {step_size} has no significant effect on {target}.\")\n",
     "            else:\n",
     "                print(f\"{'Increasing' if step_size > 0 else 'Decreasing'} {node} by {step_size} {'increases' if causal_effects[node] > 0 else 'decreases'} {target} \"\n",
     "                        f\"by around {causal_effects[node]} with a confidence interval ({confidence_level * 100}%) of {causal_effects_confidence_interval[node]}.\")\n",
@@ -743,7 +736,7 @@
    },
    "outputs": [],
    "source": [
-    "interv_result = intervention_influence(causal_model=causal_model, target='sale', non_interveneable_nodes=['dpv', 'sale'], confidence_level=0.85, cap_value=20, prints=True)\n",
+    "interv_result = intervention_influence(causal_model=causal_model, target='sale', non_interveneable_nodes=['dpv', 'sale', 'special_shopping_event'], prints=True)\n",
     "interv_result"
    ]
   },
@@ -752,7 +745,7 @@
    "id": "8bce37de-ca68-42ce-aac1-6a86d7834320",
    "metadata": {},
    "source": [
-    "We similarly filter to positively significant interventions, i.e., the spending with statistically significant positive returns.  Note that with capping, 'causal effect' may not fall between lower and upper CI. The interpretation is, for each dollar spent on one type of ad, we receive X amount in return, with X indicated in the 'Causal Effect' column. "
+    "We similarly filter to positively significant interventions, i.e., the spending with statistically significant positive returns. The interpretation is, for each dollar spent on one type of ad, we receive X amount in return, with X indicated in the 'Causal Effect' column. "
    ]
   },
   {
@@ -764,8 +757,15 @@
    },
    "outputs": [],
    "source": [
-    "interv_result_v2= filter_significant_rows(interv_result, 'positive', 'Upper CI', 'Lower CI')\n",
-    "interv_result_v2"
+    "filter_significant_rows(interv_result, 'positive', 'Upper CI', 'Lower CI')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "64f11dbf-cf72-42fa-a945-4450042c8588",
+   "metadata": {},
+   "source": [
+    "This tells us that there is a clear benefit in doubling down on 'sp_spend' and 'dsp_spend'. Note that the quantitative numbers here can be off due to model misspecifications, but they nevertheless provide some helpful insights."
    ]
   },
   {