From d1229355d7c0a2d33f959ba1d8e98b47c6eb9609 Mon Sep 17 00:00:00 2001 From: Patrick Bloebaum Date: Wed, 20 Nov 2024 14:27:34 -0800 Subject: [PATCH] Revise GCM example notebooks Some smaller revisions, mostly to remove flakiness when compiling. Signed-off-by: Patrick Bloebaum --- docs/source/_static/sales_attribution.png | Bin 258413 -> 220265 bytes .../counterfactual_fairness_dowhy.ipynb | 13 +- ..._attribution.csv => sales_attribution.csv} | 1094 ++++++++--------- .../example_notebooks/gcm_falsify_dag.ipynb | 4 +- docs/source/example_notebooks/gcm_icc.ipynb | 1 + .../example_notebooks/gcm_online_shop.ipynb | 9 +- .../gcm_rca_microservice_architecture.ipynb | 5 +- .../gcm_supply_chain_dist_change.ipynb | 3 +- .../sales_attribution_intervention.ipynb | 112 +- 9 files changed, 618 insertions(+), 623 deletions(-) rename docs/source/example_notebooks/datasets/{sale_attribution.csv => sales_attribution.csv} (51%) diff --git a/docs/source/_static/sales_attribution.png b/docs/source/_static/sales_attribution.png index a80e4bf7642ead3169af0c2ea46d90f4ffb4a9f5..464fe922f7fdb6e064900962867541c1df3fbb74 100644 GIT binary patch literal 220265 zcmeFZby!>L*EZM|D4`O877Y-B7l#7D8xpKokrp_3u~Ia+Q#`@FrMQ(+Lkq>VxJz+& 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"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 4459f38a3f..a6601c4969 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 -0,11864.79939007542,2609.702788651283,54954.82315031493,26167.824598765008,75554.4067306238,2023-01-01,2023,1,1,0,0 -1,11084.057109563157,2568.5405700077863,44907.06332439528,22340.00978019588,51372.31323039973,2023-01-02,2023,1,1,0,0 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+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 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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 883ada24bc..e79a30a631 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 34362006d1..726ecadcf9 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 36d3451556..8d43818d29 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 0dda4a3358..2238a729a4 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 7ecc87fb39..6f45c08994 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." ] }, {