From 2fa4337ac4391bf65c47ec9e8e47fb68baf5094e Mon Sep 17 00:00:00 2001
From: Rokas Puzonas <rokas.puz@gmail.com>
Date: Thu, 7 Mar 2024 02:23:42 +0200
Subject: [PATCH] initial commit

---
 .gitignore                                |      1 +
 README.md                                 |     19 +
 assets/Ice Cream Sales - temperatures.csv |    366 +
 assets/apple_quality.csv                  |   4001 +
 assets/beers.csv                          |   2411 +
 assets/ktu.png                            |    Bin 0 -> 22790 bytes
 examples/Lab1.ipynb                       |    660 +
 examples/Lab21.ipynb                      |    624 +
 examples/Lab22.ipynb                      |    260 +
 examples/Lab23.ipynb                      | 110615 +++++++++++++++++++
 examples/beers.csv                        |   2411 +
 examples/ktu.png                          |    Bin 0 -> 22790 bytes
 lab1.ipynb                                |    397 +
 lab2-tmp.py                               |    101 +
 lab2.ipynb                                |   2028 +
 requirements.txt                          |    Bin 0 -> 3096 bytes
 16 files changed, 123894 insertions(+)
 create mode 100644 .gitignore
 create mode 100644 README.md
 create mode 100644 assets/Ice Cream Sales - temperatures.csv
 create mode 100644 assets/apple_quality.csv
 create mode 100644 assets/beers.csv
 create mode 100644 assets/ktu.png
 create mode 100644 examples/Lab1.ipynb
 create mode 100644 examples/Lab21.ipynb
 create mode 100644 examples/Lab22.ipynb
 create mode 100644 examples/Lab23.ipynb
 create mode 100644 examples/beers.csv
 create mode 100644 examples/ktu.png
 create mode 100644 lab1.ipynb
 create mode 100644 lab2-tmp.py
 create mode 100644 lab2.ipynb
 create mode 100644 requirements.txt

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..f5e96db
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+venv
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..c3d5c69
--- /dev/null
+++ b/README.md
@@ -0,0 +1,19 @@
+# Lab1
+
+Ice Cream Sales: https://www.kaggle.com/datasets/raphaelmanayon/temperature-and-ice-cream-sales
+
+Apple Quality: https://www.kaggle.com/datasets/nelgiriyewithana/apple-quality
+
+## Informacija apie atsiskaitymą
+* Laboratorinių darbų atsiskaitymui 1 atlikite Lab1, Lab21, Lab22 ir Lab23 nurodytus uždavinius.
+* Neuroninių tinklų modelius, skaičiavimus, rezultatus, komentarus ir išvadas pateikite interaktyviose JupyterLab užrašų knygutėse.
+* Laboratorinio darbo pristatymo metu mokėkite paaiškinti atliekamus veiksmus ir gaunamus rezultatus.
+* Modelius, kurių apmokymas užtrunka ilgai, išsaugokite.
+* Atsiskaitymo metu mokėkite pakeisti programos kodą.
+* Gerai įsigilinkite į teorinius metodų, kuriuos taikote laboratorinių darbų uždavinių sprendimui, aspektus. Atsiskaitymo metu mokėkite juos paaiškinti.
+
+## Vertinimo kriterijai
+* Pateiktų uždavinių sprendimas ir rezultatų pateikimas JupyterLab aplinkoje - 30%.
+* Gautų rezultatų korektiškumas - 30%.
+* Praktinės užduoties atlikimas - 20%.
+* Teorinių aspektų supratimas - 20%.
\ No newline at end of file
diff --git a/assets/Ice Cream Sales - temperatures.csv b/assets/Ice Cream Sales - temperatures.csv
new file mode 100644
index 0000000..ad3b26d
--- /dev/null
+++ b/assets/Ice Cream Sales - temperatures.csv	
@@ -0,0 +1,366 @@
+Temperature,Ice Cream Profits
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\ No newline at end of file
diff --git a/assets/apple_quality.csv b/assets/apple_quality.csv
new file mode 100644
index 0000000..603d59a
--- /dev/null
+++ b/assets/apple_quality.csv
@@ -0,0 +1,4001 @@
+A_id,Size,Weight,Sweetness,Crunchiness,Juiciness,Ripeness,Acidity,Quality
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+3914,-1.240506401,-2.022992595,-2.307457318,0.047460643,2.591810106,2.526955776,1.811327489,bad
+3915,-4.140536018,0.454972464,1.667803242,-0.341601455,3.355341658,-0.622478268,-0.308598616,good
+3916,-0.369054174,2.500206275,-1.12451791,-0.332943358,-0.7107341,-0.782861671,0.473000429,good
+3917,-4.795198592,-4.052085452,0.96953572,3.12576425,-0.240486731,3.47047915,6.13896523,bad
+3918,-1.536571618,-2.783878606,-0.825930942,-0.34684832,-3.713863485,1.624956723,-3.298101639,bad
+3919,-1.10233361,-3.224131806,-0.778734464,0.872522631,0.240080297,-1.472498827,0.458892829,good
+3920,3.656656247,-1.500679609,-2.375430743,0.704744686,4.120672127,0.775149346,4.312841326,good
+3921,-4.25364938,-1.450912551,2.403216203,1.275257465,3.750488926,-0.740293913,-2.765592868,good
+3922,0.718260823,-2.947241551,1.178940271,1.107308434,-0.233513877,2.642049275,0.816681247,good
+3923,-5.616710564,5.79071359,-1.243050983,-0.505188763,0.43871925,-3.36780916,-4.45843063,good
+3924,2.663900623,-0.107396879,-3.744942402,2.244795745,-2.463627015,1.887417495,-3.998428933,bad
+3925,-1.612076618,-1.554690219,2.250267144,-0.155060237,-1.435861879,2.38875471,-0.487297287,good
+3926,-2.982400369,1.486819534,1.421919513,2.297388228,-0.506107493,-0.556296359,3.004852758,bad
+3927,-2.012365297,-0.432218919,3.053194361,-2.544461594,0.664259393,0.657216911,-2.045779422,good
+3928,-1.406267764,-1.797016283,-0.873765251,1.163186603,-0.207798434,2.364105314,0.408771462,bad
+3929,-2.459718265,-0.092113714,-2.267755132,2.287133033,-0.003068792,2.449857292,1.245359039,bad
+3930,-3.40903824,0.580091934,2.572799458,-1.432214772,-0.451346022,0.854121569,-3.128879868,good
+3931,-2.229395458,-1.386030595,2.028604439,0.189349783,1.283513446,0.609512059,-0.836107034,good
+3932,0.686717834,-3.048826162,-2.887878713,0.651054369,3.670449104,2.871668116,0.257369095,bad
+3933,-0.956866325,-3.163442359,2.469891778,2.753665738,-1.311596241,-3.500499021,1.296747816,good
+3934,-2.59817687,-2.330885838,-0.710847035,-0.256190031,-0.953030007,3.520416919,-2.139487225,bad
+3935,0.13987114,0.053432833,-0.793096645,-1.453663137,3.203361347,-1.399413951,0.086659287,good
+3936,-0.781944144,-2.145272178,0.146779721,2.40860104,-0.938134465,-1.11767877,-2.49304192,bad
+3937,-0.206441389,-0.291952423,-4.774955471,2.865700766,-1.921259374,3.387468279,-0.229714061,bad
+3938,-0.632508369,0.077479024,-0.708541813,-0.204686585,4.109259787,-1.429761252,4.13039773,bad
+3939,1.306862831,-1.877131341,2.142988121,0.4540014,0.946519912,-2.379991603,2.36743413,good
+3940,-1.46086446,0.727280302,0.943751801,0.780577842,1.824773609,-1.962976504,2.257634168,bad
+3941,0.020965273,-1.721253292,0.328115157,1.478051832,1.056150448,-0.200007025,1.165776955,bad
+3942,1.720092375,-2.285385801,0.445000382,1.092621468,0.218134453,2.803852637,0.629891589,good
+3943,-0.865684489,-4.366864964,2.599850387,1.623674175,3.183761269,1.392612319,-1.015782155,good
+3944,-3.192860647,-1.228865008,3.27076251,-0.829909344,0.230200254,1.318140663,-0.593803367,good
+3945,-2.646459792,-1.228784403,1.049095253,2.39649748,0.714771518,2.551635444,-0.873064683,bad
+3946,-2.045340309,-0.586203249,0.02598163,0.367013151,-0.393658943,-2.431758417,0.008339593,good
+3947,-1.116261444,-2.815720736,-4.858054739,-0.039825062,4.50497842,6.102587005,0.503799062,bad
+3948,-2.576074317,-0.412263888,0.423857954,1.06748333,0.149400357,1.331708104,-0.071538203,bad
+3949,-1.905623498,-3.298507776,-1.051640149,-0.507783172,-0.218541288,1.866471954,-5.384860338,bad
+3950,-1.578703304,-2.307765245,3.219000051,2.007063583,1.812183142,0.032767571,-0.410368282,good
+3951,2.487871118,-1.327570617,-1.392329575,0.868353322,1.34418394,0.040866588,2.01900265,good
+3952,-0.027798756,-1.356070438,0.597771643,1.252840455,-1.418434342,2.632351799,2.000125146,good
+3953,1.35513811,-3.377497082,0.140623017,0.60883083,3.681520499,-1.573009714,3.617288034,good
+3954,-2.403234049,-0.550331013,-4.565948071,1.007466464,-2.248935458,1.996867616,-2.506381031,bad
+3955,-4.960450671,0.699910542,2.862231639,-3.674746202,-0.028948556,0.194216569,-3.726145619,good
+3956,-0.54865355,-2.714222584,1.875525792,2.445013639,1.396514211,1.811201229,1.221697782,good
+3957,4.086331669,0.601599407,0.934811643,5.780529242,-2.627073866,-4.676170226,4.689126107,bad
+3958,-1.582480472,-2.206160865,1.475552825,1.142721272,0.381445883,1.679163334,-0.941217156,good
+3959,0.444592364,0.290373626,-1.973922628,0.400662398,2.991891798,0.367347732,-0.74790279,bad
+3960,0.488501636,-0.056977418,-2.418510821,2.305981281,-1.435253761,-0.442876781,-0.970235117,good
+3961,-0.87652,0.99529835,-1.643154699,2.657646029,1.833890126,0.65127093,-0.049725888,good
+3962,-2.546753644,0.688784855,1.029541674,1.052267455,1.738183073,-0.494162264,-0.947002551,good
+3963,-1.846693099,-0.518600727,-0.494525292,1.173846835,1.944388146,1.519325572,0.109579238,bad
+3964,3.08464853,-1.355231582,-5.219217136,0.288620659,1.996597719,0.708111332,0.430274164,bad
+3965,-2.810654903,-1.550995921,2.699335103,1.032748009,1.788076904,-0.157175323,-3.167304356,good
+3966,-0.133002619,-1.138501594,-1.023725003,1.417583542,0.866956219,0.31366528,1.262024005,bad
+3967,-1.547802391,-2.724603636,-0.974454486,0.325558956,2.628070835,1.458281263,3.321828024,bad
+3968,-0.623133721,-0.096714319,-5.22627069,-0.603652309,-0.098712083,5.29496991,-0.703213729,bad
+3969,3.300381846,-1.662605648,-1.724307506,-0.07467237,3.088414128,0.720912053,2.87016191,good
+3970,-1.103217436,-1.944868879,2.173498135,0.19277291,0.256211238,1.556441962,-0.684437591,good
+3971,-2.634620957,-0.445614779,-0.344895203,1.078072017,3.364615804,-0.408180028,-3.376490049,good
+3972,0.320644821,0.070857592,-0.364572195,0.89461858,-0.624537528,-0.725398424,-0.114319001,bad
+3973,5.865860535,-6.010559195,0.246080599,4.507715479,-1.041609382,5.309622223,3.285412981,good
+3974,-2.362143485,-0.23342443,0.981340025,0.571282283,1.007781655,0.733608538,-0.105291052,good
+3975,-3.273138685,-3.060045126,0.66678411,0.782175545,-0.363841584,0.674902534,-4.469190139,bad
+3976,-0.524414627,0.897920564,-1.3776939,1.579953894,0.994689903,-0.824029062,2.422747057,bad
+3977,-0.845025674,-0.668020824,-1.760758712,1.867992656,-1.408949543,2.3034994,-0.772829229,bad
+3978,-1.971622595,1.828699509,-1.787126015,0.963285964,-0.300505594,-2.202798075,-2.072508474,good
+3979,-4.397350002,0.066896439,-1.671907583,0.153639888,-1.314626186,2.336337795,-0.912977459,bad
+3980,-2.492582691,-2.065916565,1.08117994,1.267672885,-1.60072238,-2.831947492,0.627116568,good
+3981,0.173943536,-1.671635287,-0.023466877,0.941615074,-1.136509319,0.6872827,-1.587952145,bad
+3982,-2.434450434,0.280784851,0.426243667,0.924207541,1.439965921,0.517792846,-2.334245356,good
+3983,-3.652936196,-1.117508955,3.271792195,-1.266320362,2.360318847,0.00721203,-2.022186257,good
+3984,-0.832533197,0.463472657,-0.843983167,1.489057848,-2.205796379,-0.451074692,0.725999977,bad
+3985,-0.230550165,-0.669955966,-1.896049211,0.657545411,1.843633558,0.473194498,1.461085428,bad
+3986,1.814401033,-1.461634618,-2.514538571,2.975837713,-1.109729859,-0.631429024,-2.793807727,good
+3987,-4.035849612,-1.301354264,1.367232003,0.887992284,1.464440164,1.608556284,1.220319515,bad
+3988,-1.857834005,1.545697526,-2.825358661,-0.52653283,-0.60250533,1.338497914,-0.395376725,bad
+3989,-2.282625068,-0.225516825,-1.69852417,0.936854691,-1.385481004,3.249894187,1.047021307,bad
+3990,-1.396794076,-0.599595566,-1.931103753,1.815667553,1.670732306,1.614026677,-0.987967575,bad
+3991,-4.00776216,2.97016361,0.218167266,-0.492368963,1.65637489,-2.13389511,-4.431320563,good
+3992,1.764253493,-2.079695,-0.083382857,-0.086723532,-1.703384634,3.840101017,-0.338260538,good
+3993,1.520142496,-0.352622763,-3.206467364,1.341719009,0.67556807,0.107093121,-0.945080106,bad
+3994,1.482508009,-2.581181322,-0.306887818,1.527876814,1.05636124,2.560829007,-1.229254586,good
+3995,0.059386435,-1.067408437,-3.714548659,0.473051652,1.697986305,2.244054722,0.137784369,bad
+3996,-0.293118007,1.949252549,-0.20401993,-0.640195579,0.024522626,-1.087899732,1.854235285,good
+3997,-2.634515299,-2.13824672,-2.440461285,0.657222891,2.19970859,4.763859177,-1.334611391,bad
+3998,-4.008003744,-1.779337107,2.366396966,-0.200329367,2.161435121,0.214488384,-2.229719806,good
+3999,0.27853965,-1.715505028,0.121217251,-1.154074758,1.2666774,-0.77657147,1.599796456,good
\ No newline at end of file
diff --git a/assets/beers.csv b/assets/beers.csv
new file mode 100644
index 0000000..04b6d26
--- /dev/null
+++ b/assets/beers.csv
@@ -0,0 +1,2411 @@
+"","count.x","abv","ibu","id","beer","style","brewery_id","ounces","style2","count.y","brewery","city","state","label"
+"1",1,0.05,NA,1436,"Pub Beer","American Pale Lager",408,12,NA,409,"10 Barrel Brewing Company","Bend","OR","Pub Beer (10 Barrel Brewing Company)"
+"2",2,0.066,NA,2265,"Devil's Cup","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Devil's Cup (18th Street Brewery)"
+"3",3,0.071,NA,2264,"Rise of the Phoenix","American IPA",177,12,"American IPA",178,"18th Street Brewery","Gary","IN","Rise of the Phoenix (18th Street Brewery)"
+"4",4,0.09,NA,2263,"Sinister","American Double / Imperial IPA",177,12,"American Double / Imperial IPA",178,"18th Street Brewery","Gary","IN","Sinister (18th Street Brewery)"
+"5",5,0.075,NA,2262,"Sex and Candy","American IPA",177,12,"American IPA",178,"18th Street Brewery","Gary","IN","Sex and Candy (18th Street Brewery)"
+"6",6,0.077,NA,2261,"Black Exodus","Oatmeal Stout",177,12,NA,178,"18th Street Brewery","Gary","IN","Black Exodus (18th Street Brewery)"
+"7",7,0.045,NA,2260,"Lake Street Express","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Lake Street Express (18th Street Brewery)"
+"8",8,0.065,NA,2259,"Foreman","American Porter",177,12,NA,178,"18th Street Brewery","Gary","IN","Foreman (18th Street Brewery)"
+"9",9,0.055,NA,2258,"Jade","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Jade (18th Street Brewery)"
+"10",10,0.086,NA,2131,"Cone Crusher","American Double / Imperial IPA",177,12,"American Double / Imperial IPA",178,"18th Street Brewery","Gary","IN","Cone Crusher (18th Street Brewery)"
+"11",11,0.072,NA,2099,"Sophomoric Saison","Saison / Farmhouse Ale",177,12,NA,178,"18th Street Brewery","Gary","IN","Sophomoric Saison (18th Street Brewery)"
+"12",12,0.073,NA,2098,"Regional Ring Of Fire","Saison / Farmhouse Ale",177,12,NA,178,"18th Street Brewery","Gary","IN","Regional Ring Of Fire (18th Street Brewery)"
+"13",13,0.069,NA,2097,"Garce Selé","Saison / Farmhouse Ale",177,12,NA,178,"18th Street Brewery","Gary","IN","Garce Selé (18th Street Brewery)"
+"14",14,0.085,NA,1980,"Troll Destroyer","Belgian IPA",177,12,NA,178,"18th Street Brewery","Gary","IN","Troll Destroyer (18th Street Brewery)"
+"15",15,0.061,60,1979,"Bitter Bitch","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Bitter Bitch (18th Street Brewery)"
+"16",16,0.06,NA,2318,"Ginja Ninja","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","Ginja Ninja (2 Towns Ciderhouse)"
+"17",17,0.06,NA,2170,"Cherried Away","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","Cherried Away (2 Towns Ciderhouse)"
+"18",18,0.06,NA,2169,"Rhubarbarian","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","Rhubarbarian (2 Towns Ciderhouse)"
+"19",19,0.06,NA,1502,"BrightCider","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","BrightCider (2 Towns Ciderhouse)"
+"20",20,0.0819999999999999,NA,1593,"He Said Baltic-Style Porter","Baltic Porter",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","He Said Baltic-Style Porter (21st Amendment Brewery)"
+"21",21,0.0819999999999999,NA,1592,"He Said Belgian-Style Tripel","Tripel",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","He Said Belgian-Style Tripel (21st Amendment Brewery)"
+"22",22,0.099,92,1036,"Lower De Boom","American Barleywine",368,8.4,NA,369,"21st Amendment Brewery","San Francisco","CA","Lower De Boom (21st Amendment Brewery)"
+"23",23,0.079,45,1024,"Fireside Chat","Winter Warmer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Fireside Chat (21st Amendment Brewery)"
+"24",24,0.079,NA,976,"Marooned On Hog Island","American Stout",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Marooned On Hog Island (21st Amendment Brewery)"
+"25",25,0.044,42,876,"Bitter American","American Pale Ale (APA)",368,12,"American Pale Ale (APA)",369,"21st Amendment Brewery","San Francisco","CA","Bitter American (21st Amendment Brewery)"
+"26",26,0.049,17,802,"Hell or High Watermelon Wheat (2009)","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Hell or High Watermelon Wheat (2009) (21st Amendment Brewery)"
+"27",27,0.049,17,801,"Hell or High Watermelon Wheat (2009)","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Hell or High Watermelon Wheat (2009) (21st Amendment Brewery)"
+"28",28,0.049,17,800,"21st Amendment Watermelon Wheat Beer (2006)","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","21st Amendment Watermelon Wheat Beer (2006) (21st Amendment Brewery)"
+"29",29,0.07,70,799,"21st Amendment IPA (2006)","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","21st Amendment IPA (2006) (21st Amendment Brewery)"
+"30",30,0.07,70,797,"Brew Free! or Die IPA (2008)","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","Brew Free! or Die IPA (2008) (21st Amendment Brewery)"
+"31",31,0.07,70,796,"Brew Free! or Die IPA (2009)","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","Brew Free! or Die IPA (2009) (21st Amendment Brewery)"
+"32",32,0.085,52,531,"Special Edition: Allies Win The War!","English Strong Ale",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Special Edition: Allies Win The War! (21st Amendment Brewery)"
+"33",33,0.0969999999999999,94,432,"Hop Crisis","American Double / Imperial IPA",368,12,"American Double / Imperial IPA",369,"21st Amendment Brewery","San Francisco","CA","Hop Crisis (21st Amendment Brewery)"
+"34",34,0.044,42,353,"Bitter American (2011)","American Pale Ale (APA)",368,12,"American Pale Ale (APA)",369,"21st Amendment Brewery","San Francisco","CA","Bitter American (2011) (21st Amendment Brewery)"
+"35",35,0.079,45,321,"Fireside Chat (2010)","Winter Warmer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Fireside Chat (2010) (21st Amendment Brewery)"
+"36",36,0.068,65,173,"Back in Black","American Black Ale",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Back in Black (21st Amendment Brewery)"
+"37",37,0.083,35,11,"Monk's Blood","Belgian Dark Ale",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Monk's Blood (21st Amendment Brewery)"
+"38",38,0.07,65,10,"Brew Free! or Die IPA","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","Brew Free! or Die IPA (21st Amendment Brewery)"
+"39",39,0.049,17,9,"Hell or High Watermelon Wheat","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Hell or High Watermelon Wheat (21st Amendment Brewery)"
+"40",40,0.07,82,2519,"Bimini Twist","American IPA",67,12,"American IPA",68,"3 Daughters Brewing","St Petersburg","FL","Bimini Twist (3 Daughters Brewing)"
+"41",41,0.05,NA,2518,"Beach Blonde","American Blonde Ale",67,12,"American Blonde Ale",68,"3 Daughters Brewing","St Petersburg","FL","Beach Blonde (3 Daughters Brewing)"
+"42",42,0.059,NA,2517,"Rod Bender Red","American Amber / Red Ale",67,12,"American Amber / Red Ale",68,"3 Daughters Brewing","St Petersburg","FL","Rod Bender Red (3 Daughters Brewing)"
+"43",43,0.035,11,2545,"Passion Fruit Prussia","Berliner Weissbier",60,12,NA,61,"4 Hands Brewing Company","Saint Louis","MO","Passion Fruit Prussia (4 Hands Brewing Company)"
+"44",44,0.045,18,2544,"Send Help","American Blonde Ale",60,12,"American Blonde Ale",61,"4 Hands Brewing Company","Saint Louis","MO","Send Help (4 Hands Brewing Company)"
+"45",45,0.055,NA,2324,"Cast Iron Oatmeal Brown","American Brown Ale",60,12,NA,61,"4 Hands Brewing Company","Saint Louis","MO","Cast Iron Oatmeal Brown (4 Hands Brewing Company)"
+"46",46,0.06,NA,2288,"Reprise Centennial Red","American Amber / Red Ale",60,12,"American Amber / Red Ale",61,"4 Hands Brewing Company","Saint Louis","MO","Reprise Centennial Red (4 Hands Brewing Company)"
+"47",47,0.055,NA,2287,"Alter Ego","American Black Ale",60,12,NA,61,"4 Hands Brewing Company","Saint Louis","MO","Alter Ego (4 Hands Brewing Company)"
+"48",48,0.065,NA,2286,"Divided Sky","American IPA",60,12,"American IPA",61,"4 Hands Brewing Company","Saint Louis","MO","Divided Sky (4 Hands Brewing Company)"
+"49",49,0.065,NA,2285,"Resurrected","American IPA",60,12,"American IPA",61,"4 Hands Brewing Company","Saint Louis","MO","Resurrected (4 Hands Brewing Company)"
+"50",50,0.05,28,1870,"Contact High","American Pale Wheat Ale",60,12,"American Pale Wheat Ale",61,"4 Hands Brewing Company","Saint Louis","MO","Contact High (4 Hands Brewing Company)"
+"51",51,0.065,NA,2603,"Galaxyfest","American IPA",27,16,"American IPA",28,"450 North Brewing Company","Columbus","IN","Galaxyfest (450 North Brewing Company)"
+"52",52,0.05,45,2602,"Citrafest","American IPA",27,16,"American IPA",28,"450 North Brewing Company","Columbus","IN","Citrafest (450 North Brewing Company)"
+"53",53,0.09,NA,2220,"Barn Yeti","Belgian Strong Dark Ale",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Barn Yeti (450 North Brewing Company)"
+"54",54,0.069,65,2219,"Scarecrow","American IPA",27,16,"American IPA",28,"450 North Brewing Company","Columbus","IN","Scarecrow (450 North Brewing Company)"
+"55",55,0.09,50,2218,"Ironman","English Strong Ale",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Ironman (450 North Brewing Company)"
+"56",56,0.046,15,2217,"Honey Kolsch","Kölsch",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Honey Kolsch (450 North Brewing Company)"
+"57",57,0.052,18,2216,"Copperhead Amber","Belgian Dark Ale",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Copperhead Amber (450 North Brewing Company)"
+"58",58,0.059,75,972,"Rude Parrot IPA","American IPA",481,16,"American IPA",482,"7 Seas Brewing Company","Gig Harbor","WA","Rude Parrot IPA (7 Seas Brewing Company)"
+"59",59,0.054,30,866,"British Pale Ale (2010)","English Pale Ale",481,16,NA,482,"7 Seas Brewing Company","Gig Harbor","WA","British Pale Ale (2010) (7 Seas Brewing Company)"
+"60",60,0.054,30,48,"British Pale Ale","English Pale Ale",481,16,NA,482,"7 Seas Brewing Company","Gig Harbor","WA","British Pale Ale (7 Seas Brewing Company)"
+"61",61,0.084,82,47,"Ballz Deep Double IPA","American Double / Imperial IPA",481,16,"American Double / Imperial IPA",482,"7 Seas Brewing Company","Gig Harbor","WA","Ballz Deep Double IPA (7 Seas Brewing Company)"
+"62",62,0.038,NA,1583,"Wolfman's Berliner","Berliner Weissbier",373,12,NA,374,"7venth Sun","Dunedin","FL","Wolfman's Berliner (7venth Sun)"
+"63",63,0.055,26,1165,"Colorado Native","American Amber / Red Lager",462,12,NA,463,"AC Golden Brewing Company","Golden","CO","Colorado Native (AC Golden Brewing Company)"
+"64",64,0.055,26,431,"Colorado Native (2011)","American Amber / Red Lager",462,12,NA,463,"AC Golden Brewing Company","Golden","CO","Colorado Native (2011) (AC Golden Brewing Company)"
+"65",65,0.065,52,516,"Jockamo IPA","American IPA",533,12,"American IPA",534,"Abita Brewing Company","Abita Springs","LA","Jockamo IPA (Abita Brewing Company)"
+"66",66,0.042,13,515,"Purple Haze","Fruit / Vegetable Beer",533,12,NA,534,"Abita Brewing Company","Abita Springs","LA","Purple Haze (Abita Brewing Company)"
+"67",67,0.045,17,514,"Abita Amber","American Amber / Red Lager",533,12,NA,534,"Abita Brewing Company","Abita Springs","LA","Abita Amber (Abita Brewing Company)"
+"68",68,0.0819999999999999,68,2540,"Citra Ass Down","American IPA",62,16,"American IPA",63,"Against The Grain Brewery","Louisville","KY","Citra Ass Down (Against The Grain Brewery)"
+"69",69,0.05,20,2539,"The Brown Note","American Brown Ale",62,16,NA,63,"Against The Grain Brewery","Louisville","KY","The Brown Note (Against The Grain Brewery)"
+"70",70,0.08,68,2686,"Citra Ass Down","American Double / Imperial IPA",1,16,"American Double / Imperial IPA",2,"Against the Grain Brewery","Louisville","KY","Citra Ass Down (Against the Grain Brewery)"
+"71",71,0.125,80,2685,"London Balling","English Barleywine",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","London Balling (Against the Grain Brewery)"
+"72",72,0.077,25,2684,"35 K","Milk / Sweet Stout",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","35 K (Against the Grain Brewery)"
+"73",73,0.042,42,2683,"A Beer","American Pale Ale (APA)",1,16,"American Pale Ale (APA)",2,"Against the Grain Brewery","Louisville","KY","A Beer (Against the Grain Brewery)"
+"74",74,0.05,25,2682,"Rules are Rules","German Pilsener",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Rules are Rules (Against the Grain Brewery)"
+"75",75,0.066,21,2681,"Flesh Gourd'n","Pumpkin Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Flesh Gourd'n (Against the Grain Brewery)"
+"76",76,0.04,13,2680,"Sho'nuff","Belgian Pale Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Sho'nuff (Against the Grain Brewery)"
+"77",77,0.055,17,2679,"Bloody Show","American Pilsner",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Bloody Show (Against the Grain Brewery)"
+"78",78,0.076,68,2678,"Rico Sauvin","American Double / Imperial IPA",1,16,"American Double / Imperial IPA",2,"Against the Grain Brewery","Louisville","KY","Rico Sauvin (Against the Grain Brewery)"
+"79",79,0.051,38,2677,"Coq de la Marche","Saison / Farmhouse Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Coq de la Marche (Against the Grain Brewery)"
+"80",80,0.065,NA,2676,"Kamen Knuddeln","American Wild Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Kamen Knuddeln (Against the Grain Brewery)"
+"81",81,0.06,65,2675,"Pile of Face","American IPA",1,16,"American IPA",2,"Against the Grain Brewery","Louisville","KY","Pile of Face (Against the Grain Brewery)"
+"82",82,0.05,20,2674,"The Brown Note","English Brown Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","The Brown Note (Against the Grain Brewery)"
+"83",83,0.053,35,1594,"Maylani's Coconut Stout","American Stout",367,16,NA,368,"Airways Brewing Company","Kent","WA","Maylani's Coconut Stout (Airways Brewing Company)"
+"84",84,0.05,35,1162,"Oatmeal PSA","American Pale Ale (APA)",367,16,"American Pale Ale (APA)",368,"Airways Brewing Company","Kent","WA","Oatmeal PSA (Airways Brewing Company)"
+"85",85,0.052,33,1137,"Pre Flight Pilsner","American Pilsner",367,16,NA,368,"Airways Brewing Company","Kent","WA","Pre Flight Pilsner (Airways Brewing Company)"
+"86",86,0.04,20,2403,"P-Town Pilsner","American Pilsner",117,12,NA,118,"Alameda Brewing","Portland","OR","P-Town Pilsner (Alameda Brewing)"
+"87",87,0.053,36,2402,"Klickitat Pale Ale","American Pale Ale (APA)",117,12,"American Pale Ale (APA)",118,"Alameda Brewing","Portland","OR","Klickitat Pale Ale (Alameda Brewing)"
+"88",88,0.0819999999999999,103,2401,"Yellow Wolf Imperial IPA","American Double / Imperial IPA",117,12,"American Double / Imperial IPA",118,"Alameda Brewing","Portland","OR","Yellow Wolf Imperial IPA (Alameda Brewing)"
+"89",89,0.053,40,1921,"Freeride APA","American Pale Ale (APA)",270,12,"American Pale Ale (APA)",271,"Alaskan Brewing Company","Juneau","AK","Freeride APA (Alaskan Brewing Company)"
+"90",90,0.053,18,1920,"Alaskan Amber","Altbier",270,12,NA,271,"Alaskan Brewing Company","Juneau","AK","Alaskan Amber (Alaskan Brewing Company)"
+"91",91,0.057,NA,2501,"Hopalicious","American Pale Ale (APA)",73,12,"American Pale Ale (APA)",74,"Ale Asylum","Madison","WI","Hopalicious (Ale Asylum)"
+"92",92,0.043,NA,1535,"Kentucky Kölsch","Kölsch",388,16,NA,389,"Alltech's Lexington Brewing Company","Lexington","KY","Kentucky Kölsch (Alltech's Lexington Brewing Company)"
+"93",93,0.065,NA,1149,"Kentucky IPA","American IPA",388,16,"American IPA",389,"Alltech's Lexington Brewing Company","Lexington","KY","Kentucky IPA (Alltech's Lexington Brewing Company)"
+"94",94,0.054,NA,1474,"Dusty Trail Pale Ale","American Pale Ale (APA)",401,16,"American Pale Ale (APA)",402,"Amnesia Brewing Company","Washougal","WA","Dusty Trail Pale Ale (Amnesia Brewing Company)"
+"95",95,0.062,NA,1473,"Damnesia","American IPA",401,16,"American IPA",402,"Amnesia Brewing Company","Washougal","WA","Damnesia (Amnesia Brewing Company)"
+"96",96,0.062,43,837,"Desolation IPA","American IPA",401,16,"American IPA",402,"Amnesia Brewing Company","Washougal","WA","Desolation IPA (Amnesia Brewing Company)"
+"97",97,0.059,NA,2592,"Liberty Ale","American IPA",35,12,"American IPA",36,"Anchor Brewing Company","San Francisco","CA","Liberty Ale (Anchor Brewing Company)"
+"98",98,0.065,NA,2578,"IPA","American IPA",35,12,"American IPA",36,"Anchor Brewing Company","San Francisco","CA","IPA (Anchor Brewing Company)"
+"99",99,0.045,NA,2577,"Summer Wheat","American Pale Wheat Ale",35,12,"American Pale Wheat Ale",36,"Anchor Brewing Company","San Francisco","CA","Summer Wheat (Anchor Brewing Company)"
+"100",100,0.049,NA,2103,"California Lager","American Amber / Red Lager",35,12,NA,36,"Anchor Brewing Company","San Francisco","CA","California Lager (Anchor Brewing Company)"
+"101",101,0.0559999999999999,NA,2102,"Brotherhood Steam","California Common / Steam Beer",35,12,NA,36,"Anchor Brewing Company","San Francisco","CA","Brotherhood Steam (Anchor Brewing Company)"
+"102",102,0.042,NA,2291,"Blood Orange Gose","Gose",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Blood Orange Gose (Anderson Valley Brewing Company)"
+"103",103,0.042,NA,1818,"Keebarlin' Pale Ale","American Pale Ale (APA)",171,12,"American Pale Ale (APA)",172,"Anderson Valley Brewing Company","Boonville","CA","Keebarlin' Pale Ale (Anderson Valley Brewing Company)"
+"104",104,0.048,NA,1738,"the Kimmie, the Yink and the Holy Gose","Gose",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","the Kimmie, the Yink and the Holy Gose (Anderson Valley Brewing Company)"
+"105",105,0.06,NA,1563,"Fall Hornin'","Pumpkin Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Fall Hornin' (Anderson Valley Brewing Company)"
+"106",106,0.057,13,1520,"Barney Flats Oatmeal Stout","Oatmeal Stout",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Barney Flats Oatmeal Stout (Anderson Valley Brewing Company)"
+"107",107,0.0559999999999999,4,1350,"Summer Solstice","Cream Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Summer Solstice (Anderson Valley Brewing Company)"
+"108",108,0.07,80,1327,"Hop Ottin' IPA","American IPA",171,12,"American IPA",172,"Anderson Valley Brewing Company","Boonville","CA","Hop Ottin' IPA (Anderson Valley Brewing Company)"
+"109",109,0.0579999999999999,15,1326,"Boont Amber Ale","American Amber / Red Ale",171,12,"American Amber / Red Ale",172,"Anderson Valley Brewing Company","Boonville","CA","Boont Amber Ale (Anderson Valley Brewing Company)"
+"110",110,0.057,13,1221,"Barney Flats Oatmeal Stout","Oatmeal Stout",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Barney Flats Oatmeal Stout (Anderson Valley Brewing Company)"
+"111",111,0.055,25,1217,"El Steinber Dark Lager","Vienna Lager",171,16,NA,172,"Anderson Valley Brewing Company","Boonville","CA","El Steinber Dark Lager (Anderson Valley Brewing Company)"
+"112",112,0.0579999999999999,15,811,"Boont Amber Ale (2010)","American Amber / Red Ale",171,12,"American Amber / Red Ale",172,"Anderson Valley Brewing Company","Boonville","CA","Boont Amber Ale (2010) (Anderson Valley Brewing Company)"
+"113",113,0.0559999999999999,4,753,"Summer Solstice Cerveza Crema (2009)","Cream Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Summer Solstice Cerveza Crema (2009) (Anderson Valley Brewing Company)"
+"114",114,0.057,13,572,"Barney Flats Oatmeal Stout (2012)","Oatmeal Stout",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Barney Flats Oatmeal Stout (2012) (Anderson Valley Brewing Company)"
+"115",115,0.069,6,523,"Winter Solstice","Winter Warmer",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Winter Solstice (Anderson Valley Brewing Company)"
+"116",116,0.07,80,367,"Hop Ottin' IPA (2011)","American IPA",171,12,"American IPA",172,"Anderson Valley Brewing Company","Boonville","CA","Hop Ottin' IPA (2011) (Anderson Valley Brewing Company)"
+"117",117,0.0579999999999999,15,78,"Boont Amber Ale (2011)","American Amber / Red Ale",171,12,"American Amber / Red Ale",172,"Anderson Valley Brewing Company","Boonville","CA","Boont Amber Ale (2011) (Anderson Valley Brewing Company)"
+"118",118,0.0559999999999999,4,77,"Summer Solstice (2011)","Cream Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Summer Solstice (2011) (Anderson Valley Brewing Company)"
+"119",119,0.055,28,76,"Poleeko Gold Pale Ale (2009)","American Pale Ale (APA)",171,12,"American Pale Ale (APA)",172,"Anderson Valley Brewing Company","Boonville","CA","Poleeko Gold Pale Ale (2009) (Anderson Valley Brewing Company)"
+"120",120,0.06,NA,2337,"Charlie's Rye IPA","American IPA",146,16,"American IPA",147,"Angry Minnow","Hayward","WI","Charlie's Rye IPA (Angry Minnow)"
+"121",121,0.054,NA,410,"River Pig Pale Ale","American Pale Ale (APA)",542,16,"American Pale Ale (APA)",543,"Angry Minnow Brewing Company","Hayward","WI","River Pig Pale Ale (Angry Minnow Brewing Company)"
+"122",122,0.047,NA,409,"Oaky's Oatmeal Stout","Oatmeal Stout",542,16,NA,543,"Angry Minnow Brewing Company","Hayward","WI","Oaky's Oatmeal Stout (Angry Minnow Brewing Company)"
+"123",123,0.05,NA,1294,"Angry Orchard Apple Ginger","Cider",434,16,NA,435,"Angry Orchard Cider Company","Cincinnati","OH","Angry Orchard Apple Ginger (Angry Orchard Cider Company)"
+"124",124,0.05,NA,1293,"Angry Orchard Crisp Apple","Cider",434,16,NA,435,"Angry Orchard Cider Company","Cincinnati","OH","Angry Orchard Crisp Apple (Angry Orchard Cider Company)"
+"125",125,0.05,NA,1292,"Angry Orchard Crisp Apple","Cider",434,12,NA,435,"Angry Orchard Cider Company","Cincinnati","OH","Angry Orchard Crisp Apple (Angry Orchard Cider Company)"
+"126",126,0.068,NA,2207,"Golden One","Belgian Pale Ale",193,12,NA,194,"Anthem Brewing Company","Oklahoma City","OK","Golden One (Anthem Brewing Company)"
+"127",127,0.06,NA,2040,"Arjuna","Witbier",193,12,NA,194,"Anthem Brewing Company","Oklahoma City","OK","Arjuna (Anthem Brewing Company)"
+"128",128,0.085,NA,2039,"Uroboros","American Stout",193,12,NA,194,"Anthem Brewing Company","Oklahoma City","OK","Uroboros (Anthem Brewing Company)"
+"129",129,0.071,75,2511,"Long Leaf","American IPA",69,16,"American IPA",70,"Appalachian Mountain Brewery","Boone","NC","Long Leaf (Appalachian Mountain Brewery)"
+"130",130,0.047,19,2510,"Honey Badger Blonde","American Blonde Ale",69,16,"American Blonde Ale",70,"Appalachian Mountain Brewery","Boone","NC","Honey Badger Blonde (Appalachian Mountain Brewery)"
+"131",131,0.06,23,2509,"Porter (a/k/a Black Gold Porter)","American Porter",69,16,NA,70,"Appalachian Mountain Brewery","Boone","NC","Porter (a/k/a Black Gold Porter) (Appalachian Mountain Brewery)"
+"132",132,0.06,55,413,"Sky High Rye","American Pale Ale (APA)",541,12,"American Pale Ale (APA)",542,"Arcadia Brewing Company","Battle Creek","MI","Sky High Rye (Arcadia Brewing Company)"
+"133",133,0.062,17,390,"Whitsun","American Pale Wheat Ale",541,12,"American Pale Wheat Ale",542,"Arcadia Brewing Company","Battle Creek","MI","Whitsun (Arcadia Brewing Company)"
+"134",134,0.052,NA,735,"On-On Ale (2008)","American Pale Ale (APA)",513,12,"American Pale Ale (APA)",514,"Arctic Craft Brewery","Colorado Springs","CO","On-On Ale (2008) (Arctic Craft Brewery)"
+"135",135,0.092,50,1333,"Quakertown Stout","American Double / Imperial Stout",426,12,NA,427,"Armadillo Ale Works","Denton","TX","Quakertown Stout (Armadillo Ale Works)"
+"136",136,0.051,20,1332,"Greenbelt Farmhouse Ale","Saison / Farmhouse Ale",426,12,NA,427,"Armadillo Ale Works","Denton","TX","Greenbelt Farmhouse Ale (Armadillo Ale Works)"
+"137",137,0.052,10,1172,"Mo's Gose","Gose",461,16,NA,462,"Armstrong Brewing Company","South San Francisco","CA","Mo's Gose (Armstrong Brewing Company)"
+"138",138,0.07,45,1322,"Green Bullet Organic India Pale Ale","American IPA",429,16,"American IPA",430,"Asher Brewing Company","Boulder","CO","Green Bullet Organic India Pale Ale (Asher Brewing Company)"
+"139",139,0.032,27,550,"Rocket Girl","Kölsch",528,12,NA,529,"Asheville Brewing Company","Asheville","NC","Rocket Girl (Asheville Brewing Company)"
+"140",140,0.053,26,429,"Ninja Porter","American Porter",528,12,NA,529,"Asheville Brewing Company","Asheville","NC","Ninja Porter (Asheville Brewing Company)"
+"141",141,0.06,69,428,"Shiva IPA","American IPA",528,12,"American IPA",529,"Asheville Brewing Company","Asheville","NC","Shiva IPA (Asheville Brewing Company)"
+"142",142,0.048,NA,1640,"Aslan Kölsch","Kölsch",353,16,NA,354,"Aslan Brewing Company","Bellingham","WA","Aslan Kölsch (Aslan Brewing Company)"
+"143",143,0.077,NA,1639,"Aslan IPA","American IPA",353,16,"American IPA",354,"Aslan Brewing Company","Bellingham","WA","Aslan IPA (Aslan Brewing Company)"
+"144",144,0.077,NA,1638,"Aslan Amber","American Amber / Red Ale",353,16,"American Amber / Red Ale",354,"Aslan Brewing Company","Bellingham","WA","Aslan Amber (Aslan Brewing Company)"
+"145",145,0.0559999999999999,27,597,"This Season's Blonde","American Blonde Ale",523,12,"American Blonde Ale",524,"Aspen Brewing Company","Aspen","CO","This Season's Blonde (Aspen Brewing Company)"
+"146",146,0.07,67,596,"Independence Pass Ale","American IPA",523,12,"American IPA",524,"Aspen Brewing Company","Aspen","CO","Independence Pass Ale (Aspen Brewing Company)"
+"147",147,0.057,40,1580,"Trolley Stop Stout","American Stout",374,12,NA,375,"Astoria Brewing Company","Astoria","OR","Trolley Stop Stout (Astoria Brewing Company)"
+"148",148,0.0819999999999999,138,980,"Bitter Bitch Imperial IPA","American Double / Imperial IPA",374,12,"American Double / Imperial IPA",375,"Astoria Brewing Company","Astoria","OR","Bitter Bitch Imperial IPA (Astoria Brewing Company)"
+"149",149,0.062,35,979,"Poop Deck Porter","American Porter",374,12,NA,375,"Astoria Brewing Company","Astoria","OR","Poop Deck Porter (Astoria Brewing Company)"
+"150",150,0.06,35,978,"Old Red Beard Amber Ale","American Amber / Red Ale",374,12,"American Amber / Red Ale",375,"Astoria Brewing Company","Astoria","OR","Old Red Beard Amber Ale (Astoria Brewing Company)"
+"151",151,0.075,115,2503,"Hop A-Peel","American Double / Imperial IPA",72,16,"American Double / Imperial IPA",73,"Atwater Brewery","Detroit","MI","Hop A-Peel (Atwater Brewery)"
+"152",152,0.055,12,2502,"Vanilla Java Porter","American Porter",72,16,NA,73,"Atwater Brewery","Detroit","MI","Vanilla Java Porter (Atwater Brewery)"
+"153",153,0.052,NA,2495,"Michelada","Fruit / Vegetable Beer",72,16,NA,73,"Atwater Brewery","Detroit","MI","Michelada (Atwater Brewery)"
+"154",154,0.045,8,534,"Dirty Blonde Ale","American Blonde Ale",72,12,"American Blonde Ale",73,"Atwater Brewery","Detroit","MI","Dirty Blonde Ale (Atwater Brewery)"
+"155",155,0.05,62,528,"Grand Circus IPA","American IPA",72,12,"American IPA",73,"Atwater Brewery","Detroit","MI","Grand Circus IPA (Atwater Brewery)"
+"156",156,0.05,12,527,"Atwater's Lager","Munich Helles Lager",72,12,NA,73,"Atwater Brewery","Detroit","MI","Atwater's Lager (Atwater Brewery)"
+"157",157,0.07,NA,1409,"Heavy Machinery IPA Series #1: Heavy Fist","American Black Ale",413,16,NA,414,"Austin Beerworks","Austin","TX","Heavy Machinery IPA Series #1: Heavy Fist (Austin Beerworks)"
+"158",158,0.062,NA,343,"Fire Eagle IPA","American IPA",413,12,"American IPA",414,"Austin Beerworks","Austin","TX","Fire Eagle IPA (Austin Beerworks)"
+"159",159,0.051,NA,342,"Peacemaker","American Pale Ale (APA)",413,12,"American Pale Ale (APA)",414,"Austin Beerworks","Austin","TX","Peacemaker (Austin Beerworks)"
+"160",160,0.053,NA,341,"Pearl-Snap","German Pilsener",413,12,NA,414,"Austin Beerworks","Austin","TX","Pearl-Snap (Austin Beerworks)"
+"161",161,0.052,NA,340,"Black Thunder","Schwarzbier",413,12,NA,414,"Austin Beerworks","Austin","TX","Black Thunder (Austin Beerworks)"
+"162",162,0.08,NA,2589,"Raja","American Double / Imperial IPA",37,12,"American Double / Imperial IPA",38,"Avery Brewing Company","Boulder","CO","Raja (Avery Brewing Company)"
+"163",163,0.064,NA,2546,"Perzik Saison","Saison / Farmhouse Ale",37,12,NA,38,"Avery Brewing Company","Boulder","CO","Perzik Saison (Avery Brewing Company)"
+"164",164,0.047,42,146,"Avery Joe’s Premium American Pilsner","German Pilsener",37,12,NA,38,"Avery Brewing Company","Boulder","CO","Avery Joe’s Premium American Pilsner (Avery Brewing Company)"
+"165",165,0.0559999999999999,10,108,"White Rascal","Witbier",37,12,NA,38,"Avery Brewing Company","Boulder","CO","White Rascal (Avery Brewing Company)"
+"166",166,0.063,69,107,"Avery India Pale Ale","American IPA",37,12,"American IPA",38,"Avery Brewing Company","Boulder","CO","Avery India Pale Ale (Avery Brewing Company)"
+"167",167,0.055,17,106,"Ellie’s Brown Ale","American Brown Ale",37,12,NA,38,"Avery Brewing Company","Boulder","CO","Ellie’s Brown Ale (Avery Brewing Company)"
+"168",168,0.062,17,1620,"Pumpkin Beast","Pumpkin Ale",360,12,NA,361,"Aviator Brewing Company","Fuquay-Varina","NC","Pumpkin Beast (Aviator Brewing Company)"
+"169",169,0.072,22,1579,"OktoberBeast","Märzen / Oktoberfest",360,12,NA,361,"Aviator Brewing Company","Fuquay-Varina","NC","OktoberBeast (Aviator Brewing Company)"
+"170",170,0.048,23,1228,"Mad Beach","American Pale Wheat Ale",360,12,"American Pale Wheat Ale",361,"Aviator Brewing Company","Fuquay-Varina","NC","Mad Beach (Aviator Brewing Company)"
+"171",171,0.067,NA,705,"Hog Wild India Pale Ale","American IPA",360,12,"American IPA",361,"Aviator Brewing Company","Fuquay-Varina","NC","Hog Wild India Pale Ale (Aviator Brewing Company)"
+"172",172,0.092,5,704,"Devils Tramping Ground Tripel","Tripel",360,12,NA,361,"Aviator Brewing Company","Fuquay-Varina","NC","Devils Tramping Ground Tripel (Aviator Brewing Company)"
+"173",173,0.061,41,702,"Hot Rod Red","American Amber / Red Ale",360,12,"American Amber / Red Ale",361,"Aviator Brewing Company","Fuquay-Varina","NC","Hot Rod Red (Aviator Brewing Company)"
+"174",174,0.086,NA,2058,"Palate Mallet","American Double / Imperial IPA",235,12,"American Double / Imperial IPA",236,"Back East Brewing Company","Bloomfield","CT","Palate Mallet (Back East Brewing Company)"
+"175",175,0.06,NA,1483,"Back East Porter","American Porter",235,12,NA,236,"Back East Brewing Company","Bloomfield","CT","Back East Porter (Back East Brewing Company)"
+"176",176,0.049,NA,1426,"Back East Golden Ale","American Blonde Ale",235,12,"American Blonde Ale",236,"Back East Brewing Company","Bloomfield","CT","Back East Golden Ale (Back East Brewing Company)"
+"177",177,0.07,NA,1132,"Misty Mountain IPA","American IPA",235,12,"American IPA",236,"Back East Brewing Company","Bloomfield","CT","Misty Mountain IPA (Back East Brewing Company)"
+"178",178,0.05,NA,1131,"Back East Ale","American Amber / Red Ale",235,12,"American Amber / Red Ale",236,"Back East Brewing Company","Bloomfield","CT","Back East Ale (Back East Brewing Company)"
+"179",179,0.06,NA,1876,"Truck Stop Honey Brown Ale","English Brown Ale",286,12,NA,287,"Back Forty Beer Company","Gadsden","AL","Truck Stop Honey Brown Ale (Back Forty Beer Company)"
+"180",180,0.06,43,1875,"Naked Pig Pale Ale","American Pale Ale (APA)",286,12,"American Pale Ale (APA)",287,"Back Forty Beer Company","Gadsden","AL","Naked Pig Pale Ale (Back Forty Beer Company)"
+"181",181,0.068,70,966,"Topcutter India Pale Ale","American IPA",483,12,"American IPA",484,"Bale Breaker Brewing Company","Yakima","WA","Topcutter India Pale Ale (Bale Breaker Brewing Company)"
+"182",182,0.044,38,965,"Field 41 Pale Ale","American Pale Ale (APA)",483,12,"American Pale Ale (APA)",484,"Bale Breaker Brewing Company","Yakima","WA","Field 41 Pale Ale (Bale Breaker Brewing Company)"
+"183",183,0.07,NA,2593,"Grapefruit Sculpin","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Grapefruit Sculpin (Ballast Point Brewing Company)"
+"184",184,0.038,40,2105,"Even Keel","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Even Keel (Ballast Point Brewing Company)"
+"185",185,0.052,23,1401,"Ballast Point Pale Ale","Kölsch",34,12,NA,35,"Ballast Point Brewing Company","San Diego","CA","Ballast Point Pale Ale (Ballast Point Brewing Company)"
+"186",186,0.07,75,1400,"Big Eye India Pale Ale","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Big Eye India Pale Ale (Ballast Point Brewing Company)"
+"187",187,0.046,NA,1019,"Longfin Lager","Munich Helles Lager",34,12,NA,35,"Ballast Point Brewing Company","San Diego","CA","Longfin Lager (Ballast Point Brewing Company)"
+"188",188,0.07,70,1018,"Sculpin IPA","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Sculpin IPA (Ballast Point Brewing Company)"
+"189",189,0.045,NA,1776,"All Nighter Ale","Extra Special / Strong Bitter (ESB)",318,12,NA,319,"Banner Beer Company","Williamsburg","MA","All Nighter Ale (Banner Beer Company)"
+"190",190,0.045,20,1644,"Banner American Rye","Rye Beer",318,12,NA,319,"Banner Beer Company","Williamsburg","MA","Banner American Rye (Banner Beer Company)"
+"191",191,0.035,45,1643,"Banner American Ale","American Amber / Red Ale",318,12,"American Amber / Red Ale",319,"Banner Beer Company","Williamsburg","MA","Banner American Ale (Banner Beer Company)"
+"192",192,0.07,46,2618,"Thai.p.a","American IPA",20,16,"American IPA",21,"Bare Hands Brewery","Granger","IN","Thai.p.a (Bare Hands Brewery)"
+"193",193,0.06,60,2005,"Barrio Blanco","American IPA",251,12,"American IPA",252,"Barrio Brewing Company","Tucson","AZ","Barrio Blanco (Barrio Brewing Company)"
+"194",194,0.045,NA,1343,"Barrio Tucson Blonde","American Blonde Ale",251,12,"American Blonde Ale",252,"Barrio Brewing Company","Tucson","AZ","Barrio Tucson Blonde (Barrio Brewing Company)"
+"195",195,0.049,22,2404,"Hop in the ‘Pool Helles","American Pilsner",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","Hop in the ‘Pool Helles (Base Camp Brewing Co.)"
+"196",196,0.067,60,2323,"Ultra Gnar Gnar IPA","American IPA",116,12,"American IPA",117,"Base Camp Brewing Co.","Portland","OR","Ultra Gnar Gnar IPA (Base Camp Brewing Co.)"
+"197",197,0.068,62,2189,"In-Tents India Pale Lager","American Pale Lager",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","In-Tents India Pale Lager (Base Camp Brewing Co.)"
+"198",198,0.05,20,2188,"Lost Meridian Wit","Witbier",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","Lost Meridian Wit (Base Camp Brewing Co.)"
+"199",199,0.051,45,2187,"Celestial Meridian Cascadian Dark Lager","Euro Dark Lager",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","Celestial Meridian Cascadian Dark Lager (Base Camp Brewing Co.)"
+"200",200,0.054,55,1966,"Wagon Party","California Common / Steam Beer",258,12,NA,259,"Bauhaus Brew Labs","Minneapolis","MN","Wagon Party (Bauhaus Brew Labs)"
+"201",201,0.067,70,1965,"Sky-Five","American IPA",258,12,"American IPA",259,"Bauhaus Brew Labs","Minneapolis","MN","Sky-Five (Bauhaus Brew Labs)"
+"202",202,0.05,28,1964,"Stargrazer","Schwarzbier",258,12,NA,259,"Bauhaus Brew Labs","Minneapolis","MN","Stargrazer (Bauhaus Brew Labs)"
+"203",203,0.054,48,1963,"Wonderstuff","German Pilsener",258,12,NA,259,"Bauhaus Brew Labs","Minneapolis","MN","Wonderstuff (Bauhaus Brew Labs)"
+"204",204,0.053,NA,1855,"Tarnation California-Style Lager","California Common / Steam Beer",292,12,NA,293,"Baxter Brewing Company","Lewiston","ME","Tarnation California-Style Lager (Baxter Brewing Company)"
+"205",205,0.07,42,1778,"On the Count of 3 (2015)","Hefeweizen",292,16,NA,293,"Baxter Brewing Company","Lewiston","ME","On the Count of 3 (2015) (Baxter Brewing Company)"
+"206",206,0.047,NA,1209,"Summer Swelter","American Pale Wheat Ale",292,12,"American Pale Wheat Ale",293,"Baxter Brewing Company","Lewiston","ME","Summer Swelter (Baxter Brewing Company)"
+"207",207,0.068,NA,954,"Phantom Punch Winter Stout","Foreign / Export Stout",292,12,NA,293,"Baxter Brewing Company","Lewiston","ME","Phantom Punch Winter Stout (Baxter Brewing Company)"
+"208",208,0.066,NA,910,"Hayride Autumn Ale","Rye Beer",292,12,NA,293,"Baxter Brewing Company","Lewiston","ME","Hayride Autumn Ale (Baxter Brewing Company)"
+"209",209,0.047,NA,707,"Celsius Summer Ale (2012)","American Pale Wheat Ale",292,12,"American Pale Wheat Ale",293,"Baxter Brewing Company","Lewiston","ME","Celsius Summer Ale (2012) (Baxter Brewing Company)"
+"210",210,0.055,35,533,"Amber Road","American Amber / Red Ale",292,12,"American Amber / Red Ale",293,"Baxter Brewing Company","Lewiston","ME","Amber Road (Baxter Brewing Company)"
+"211",211,0.049,28,183,"Pamola Xtra Pale Ale","American Pale Ale (APA)",292,12,"American Pale Ale (APA)",293,"Baxter Brewing Company","Lewiston","ME","Pamola Xtra Pale Ale (Baxter Brewing Company)"
+"212",212,0.069,69,182,"Stowaway IPA","American IPA",292,12,"American IPA",293,"Baxter Brewing Company","Lewiston","ME","Stowaway IPA (Baxter Brewing Company)"
+"213",213,0.088,108,1806,"Hoptopus Double IPA","American Double / Imperial IPA",306,16,"American Double / Imperial IPA",307,"Beach Brewing Company","Virginia Beach","VA","Hoptopus Double IPA (Beach Brewing Company)"
+"214",214,0.05,10,2435,"Watermelon Ale","Fruit / Vegetable Beer",103,12,NA,104,"Beer Works Brewery","Lowell","MA","Watermelon Ale (Beer Works Brewery)"
+"215",215,0.0579999999999999,45,2423,"Fenway American Pale Ale","American Pale Ale (APA)",103,12,"American Pale Ale (APA)",104,"Beer Works Brewery","Lowell","MA","Fenway American Pale Ale (Beer Works Brewery)"
+"216",216,0.068,85,2420,"Back Bay IPA","American IPA",103,12,"American IPA",104,"Beer Works Brewery","Lowell","MA","Back Bay IPA (Beer Works Brewery)"
+"217",217,0.048,16,2419,"Bunker Hill Blueberry Ale","Other",103,12,NA,104,"Beer Works Brewery","Lowell","MA","Bunker Hill Blueberry Ale (Beer Works Brewery)"
+"218",218,0.0579999999999999,NA,2494,"Oberon","American Pale Wheat Ale",76,12,"American Pale Wheat Ale",77,"Bell's Brewery","Kalamazoo","MI","Oberon (Bell's Brewery)"
+"219",219,0.06,NA,2325,"Smitten","Rye Beer",76,16,NA,77,"Bell's Brewery","Kalamazoo","MI","Smitten (Bell's Brewery)"
+"220",220,0.05,NA,2022,"Winter White","Witbier",76,16,NA,77,"Bell's Brewery","Kalamazoo","MI","Winter White (Bell's Brewery)"
+"221",221,0.0579999999999999,NA,1989,"Oberon","American Pale Wheat Ale",76,16,"American Pale Wheat Ale",77,"Bell's Brewery","Kalamazoo","MI","Oberon (Bell's Brewery)"
+"222",222,0.07,NA,1988,"Two Hearted","American IPA",76,16,"American IPA",77,"Bell's Brewery","Kalamazoo","MI","Two Hearted (Bell's Brewery)"
+"223",223,0.0579999999999999,NA,1955,"Best Brown","American Brown Ale",76,16,NA,77,"Bell's Brewery","Kalamazoo","MI","Best Brown (Bell's Brewery)"
+"224",224,0.044,44,2558,"Moar","English India Pale Ale (IPA)",53,12,NA,54,"Bent Brewstillery","Roseville","MN","Moar (Bent Brewstillery)"
+"225",225,0.083,NA,2557,"Uber Lupin Schwarz IPA","American Double / Imperial IPA",53,16,"American Double / Imperial IPA",54,"Bent Brewstillery","Roseville","MN","Uber Lupin Schwarz IPA (Bent Brewstillery)"
+"226",226,0.057,27,2556,"Nordic Blonde","American Blonde Ale",53,12,"American Blonde Ale",54,"Bent Brewstillery","Roseville","MN","Nordic Blonde (Bent Brewstillery)"
+"227",227,0.06,NA,2496,"Cold Press","American Black Ale",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","Cold Press (Bent Paddle Brewing Company)"
+"228",228,0.072,87,2410,"Harness the Winter","American IPA",75,12,"American IPA",76,"Bent Paddle Brewing Company","Duluth","MN","Harness the Winter (Bent Paddle Brewing Company)"
+"229",229,0.0559999999999999,32,1902,"14° ESB","Extra Special / Strong Bitter (ESB)",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","14° ESB (Bent Paddle Brewing Company)"
+"230",230,0.062,68,1901,"Bent Hop Golden IPA","American IPA",75,12,"American IPA",76,"Bent Paddle Brewing Company","Duluth","MN","Bent Hop Golden IPA (Bent Paddle Brewing Company)"
+"231",231,0.06,34,1261,"Bent Paddle Black Ale","American Black Ale",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","Bent Paddle Black Ale (Bent Paddle Brewing Company)"
+"232",232,0.05,38,1253,"Venture Pils","German Pilsener",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","Venture Pils (Bent Paddle Brewing Company)"
+"233",233,0.055,40,1900,"Lost Sailor IPA","English India Pale Ale (IPA)",278,12,NA,279,"Berkshire Brewing Company","South Deerfield","MA","Lost Sailor IPA (Berkshire Brewing Company)"
+"234",234,0.053,20,1317,"Steel Rail Extra Pale Ale","American Pale Ale (APA)",278,12,"American Pale Ale (APA)",279,"Berkshire Brewing Company","South Deerfield","MA","Steel Rail Extra Pale Ale (Berkshire Brewing Company)"
+"235",235,0.078,NA,1158,"La Frontera Premium IPA","American IPA",463,12,"American IPA",464,"Big Bend Brewing Company","Alpine","TX","La Frontera Premium IPA (Big Bend Brewing Company)"
+"236",236,0.047,NA,1157,"Tejas Lager","Czech Pilsener",463,12,NA,464,"Big Bend Brewing Company","Alpine","TX","Tejas Lager (Big Bend Brewing Company)"
+"237",237,0.064,NA,1156,"Number 22 Porter","American Porter",463,12,NA,464,"Big Bend Brewing Company","Alpine","TX","Number 22 Porter (Big Bend Brewing Company)"
+"238",238,0.0559999999999999,NA,1155,"Big Bend Hefeweizen","Hefeweizen",463,12,NA,464,"Big Bend Brewing Company","Alpine","TX","Big Bend Hefeweizen (Big Bend Brewing Company)"
+"239",239,0.06,NA,1154,"Terlingua Gold","American Blonde Ale",463,12,"American Blonde Ale",464,"Big Bend Brewing Company","Alpine","TX","Terlingua Gold (Big Bend Brewing Company)"
+"240",240,0.081,17,2104,"Aprè Shred","American Strong Ale",220,16,NA,221,"Big Choice Brewing","Broomfield","CO","Aprè Shred (Big Choice Brewing)"
+"241",241,0.095,104,1762,"Hemlock Double IPA","American Double / Imperial IPA",220,12,"American Double / Imperial IPA",221,"Big Choice Brewing","Broomfield","CO","Hemlock Double IPA (Big Choice Brewing)"
+"242",242,0.0409999999999999,NA,1422,"West Portal Colorado Common Summer Ale","California Common / Steam Beer",220,16,NA,221,"Big Choice Brewing","Broomfield","CO","West Portal Colorado Common Summer Ale (Big Choice Brewing)"
+"243",243,0.067,85,1067,"Disconnected Red","American Amber / Red Ale",220,16,"American Amber / Red Ale",221,"Big Choice Brewing","Broomfield","CO","Disconnected Red (Big Choice Brewing)"
+"244",244,0.07,NA,1003,"Big Elm IPA","American IPA",477,12,"American IPA",478,"Big Elm Brewing","Sheffield","MA","Big Elm IPA (Big Elm Brewing)"
+"245",245,0.065,NA,1002,"Gerry Dog Stout","American Stout",477,12,NA,478,"Big Elm Brewing","Sheffield","MA","Gerry Dog Stout (Big Elm Brewing)"
+"246",246,0.06,NA,1001,"413 Farmhouse Ale","Saison / Farmhouse Ale",477,12,NA,478,"Big Elm Brewing","Sheffield","MA","413 Farmhouse Ale (Big Elm Brewing)"
+"247",247,0.08,54,2639,"Dark Star","American Stout",8,16,NA,9,"Big Lake Brewing","Holland","MI","Dark Star (Big Lake Brewing)"
+"248",248,0.062,NA,2469,"Ryecoe","American IPA",8,16,"American IPA",9,"Big Lake Brewing","Holland","MI","Ryecoe (Big Lake Brewing)"
+"249",249,0.06,NA,2586,"Blueberry Blonde","Fruit / Vegetable Beer",40,12,NA,41,"Big Muddy Brewing","Murphysboro","IL","Blueberry Blonde (Big Muddy Brewing)"
+"250",250,0.075,60,2585,"Galaxy IPA","American IPA",40,16,"American IPA",41,"Big Muddy Brewing","Murphysboro","IL","Galaxy IPA (Big Muddy Brewing)"
+"251",251,0.05,32,643,"Big River Pilsner","Czech Pilsener",519,12,NA,520,"Big River Brewing Company","Chattanooga","TN","Big River Pilsner (Big River Brewing Company)"
+"252",252,0.06,55,632,"House Brand IPA","American IPA",519,12,"American IPA",520,"Big River Brewing Company","Chattanooga","TN","House Brand IPA (Big River Brewing Company)"
+"253",253,0.062,65,1714,"Big Sky IPA","American IPA",336,12,"American IPA",337,"Big Sky Brewing Company","Missoula","MT","Big Sky IPA (Big Sky Brewing Company)"
+"254",254,0.05,40,1713,"Scape Goat Pale Ale","English Pale Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Scape Goat Pale Ale (Big Sky Brewing Company)"
+"255",255,0.05,35,1712,"Montana Trout Slayer Ale","American Pale Wheat Ale",336,12,"American Pale Wheat Ale",337,"Big Sky Brewing Company","Missoula","MT","Montana Trout Slayer Ale (Big Sky Brewing Company)"
+"256",256,0.051,26,1711,"Moose Drool Brown Ale","American Brown Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Moose Drool Brown Ale (Big Sky Brewing Company)"
+"257",257,0.072,60,1456,"Powder Hound Winter Ale","English Strong Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Powder Hound Winter Ale (Big Sky Brewing Company)"
+"258",258,0.051,26,767,"Moose Drool Brown Ale (2011)","American Brown Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Moose Drool Brown Ale (2011) (Big Sky Brewing Company)"
+"259",259,0.05,35,766,"Montana Trout Slayer Ale (2012)","American Pale Wheat Ale",336,12,"American Pale Wheat Ale",337,"Big Sky Brewing Company","Missoula","MT","Montana Trout Slayer Ale (2012) (Big Sky Brewing Company)"
+"260",260,0.062,65,579,"Big Sky IPA (2012)","American IPA",336,12,"American IPA",337,"Big Sky Brewing Company","Missoula","MT","Big Sky IPA (2012) (Big Sky Brewing Company)"
+"261",261,0.047,NA,168,"Summer Honey","American Blonde Ale",336,12,"American Blonde Ale",337,"Big Sky Brewing Company","Missoula","MT","Summer Honey (Big Sky Brewing Company)"
+"262",262,0.05,40,159,"Scape Goat Pale Ale (2010)","English Pale Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Scape Goat Pale Ale (2010) (Big Sky Brewing Company)"
+"263",263,0.05,35,35,"Montana Trout Slayer Ale (2009)","American Pale Wheat Ale",336,12,"American Pale Wheat Ale",337,"Big Sky Brewing Company","Missoula","MT","Montana Trout Slayer Ale (2009) (Big Sky Brewing Company)"
+"264",264,0.051,26,34,"Moose Drool Brown Ale (2009)","American Brown Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Moose Drool Brown Ale (2009) (Big Sky Brewing Company)"
+"265",265,0.069,81,2096,"Arcus IPA","American IPA",221,12,"American IPA",222,"Big Storm Brewing Company","Odessa","FL","Arcus IPA (Big Storm Brewing Company)"
+"266",266,0.0579999999999999,38,2095,"Wavemaker","American Amber / Red Ale",221,12,"American Amber / Red Ale",222,"Big Storm Brewing Company","Odessa","FL","Wavemaker (Big Storm Brewing Company)"
+"267",267,0.053,43,1257,"Jack Pine Savage","American Pale Ale (APA)",444,16,"American Pale Ale (APA)",445,"Big Wood Brewery","Vadnais Heights","MN","Jack Pine Savage (Big Wood Brewery)"
+"268",268,0.099,85,1256,"Forest Fire Imperial Smoked Rye","Rye Beer",444,16,NA,445,"Big Wood Brewery","Vadnais Heights","MN","Forest Fire Imperial Smoked Rye (Big Wood Brewery)"
+"269",269,0.098,76,1255,"Bad Axe Imperial IPA","American Double / Imperial IPA",444,16,"American Double / Imperial IPA",445,"Big Wood Brewery","Vadnais Heights","MN","Bad Axe Imperial IPA (Big Wood Brewery)"
+"270",270,0.055,35,986,"Morning Wood","Oatmeal Stout",444,16,NA,445,"Big Wood Brewery","Vadnais Heights","MN","Morning Wood (Big Wood Brewery)"
+"271",271,0.066,50,985,"Bark Bite IPA","American IPA",444,16,"American IPA",445,"Big Wood Brewery","Vadnais Heights","MN","Bark Bite IPA (Big Wood Brewery)"
+"272",272,0.055,45,2508,"Jalapeno Pale Ale","American Pale Ale (APA)",70,16,"American Pale Ale (APA)",71,"Birdsong Brewing Company","Charlotte","NC","Jalapeno Pale Ale (Birdsong Brewing Company)"
+"273",273,0.052,NA,1441,"Blown Out Brown","American Brown Ale",407,12,NA,408,"Bitter Root Brewing","Hamilton","MT","Blown Out Brown (Bitter Root Brewing)"
+"274",274,0.063,NA,1413,"Single Hop Ale","American Pale Ale (APA)",407,12,"American Pale Ale (APA)",408,"Bitter Root Brewing","Hamilton","MT","Single Hop Ale (Bitter Root Brewing)"
+"275",275,0.054,NA,1411,"Sawtooth Ale","American Blonde Ale",407,12,"American Blonde Ale",408,"Bitter Root Brewing","Hamilton","MT","Sawtooth Ale (Bitter Root Brewing)"
+"276",276,0.072,75,2620,"Saucy Intruder","Rye Beer",18,16,NA,19,"Black Acre Brewing Co.","Indianapolis","IN","Saucy Intruder (Black Acre Brewing Co.)"
+"277",277,0.045,16,2412,"Deception","American Blonde Ale",112,12,"American Blonde Ale",113,"Black Market Brewing Company","Temecula","CA","Deception (Black Market Brewing Company)"
+"278",278,0.075,35,1898,"Blackmarket Rye IPA","American IPA",112,12,"American IPA",113,"Black Market Brewing Company","Temecula","CA","Blackmarket Rye IPA (Black Market Brewing Company)"
+"279",279,0.05,8,1897,"Black Market Hefeweizen","Hefeweizen",112,12,NA,113,"Black Market Brewing Company","Temecula","CA","Black Market Hefeweizen (Black Market Brewing Company)"
+"280",280,0.0579999999999999,44,1896,"Aftermath Pale Ale","American Pale Ale (APA)",112,12,"American Pale Ale (APA)",113,"Black Market Brewing Company","Temecula","CA","Aftermath Pale Ale (Black Market Brewing Company)"
+"281",281,0.071,83,1850,"American India Red Ale","American Strong Ale",294,12,NA,295,"Black Shirt Brewing Company","Denver","CO","American India Red Ale (Black Shirt Brewing Company)"
+"282",282,0.071,45,1849,"American Red Porter","American Porter",294,12,NA,295,"Black Shirt Brewing Company","Denver","CO","American Red Porter (Black Shirt Brewing Company)"
+"283",283,0.078,34,1848,"American Red Saison","Saison / Farmhouse Ale",294,12,NA,295,"Black Shirt Brewing Company","Denver","CO","American Red Saison (Black Shirt Brewing Company)"
+"284",284,0.066,44,1847,"Colorado Red Ale","American Amber / Red Ale",294,12,"American Amber / Red Ale",295,"Black Shirt Brewing Company","Denver","CO","Colorado Red Ale (Black Shirt Brewing Company)"
+"285",285,0.048,16,2485,"Saddle Bronc Brown Ale","American Brown Ale",79,12,NA,80,"Black Tooth Brewing Company","Sheridan","WY","Saddle Bronc Brown Ale (Black Tooth Brewing Company)"
+"286",286,0.046,20,2484,"Bomber Mountain Amber Ale","American Amber / Red Ale",79,12,"American Amber / Red Ale",80,"Black Tooth Brewing Company","Sheridan","WY","Bomber Mountain Amber Ale (Black Tooth Brewing Company)"
+"287",287,0.073,NA,2449,"Flying Sailor","Rye Beer",95,12,NA,96,"Blackrocks Brewery","Marquette","MA","Flying Sailor (Blackrocks Brewery)"
+"288",288,0.048,47,2634,"Nordskye","American IPA",12,12,"American IPA",13,"Blackrocks Brewery","Marquette","MI","Nordskye (Blackrocks Brewery)"
+"289",289,0.06,30,2153,"North Third Stout","Foreign / Export Stout",12,12,NA,13,"Blackrocks Brewery","Marquette","MI","North Third Stout (Blackrocks Brewery)"
+"290",290,0.052,NA,1953,"Honey Lav","American Pale Wheat Ale",12,12,"American Pale Wheat Ale",13,"Blackrocks Brewery","Marquette","MI","Honey Lav (Blackrocks Brewery)"
+"291",291,0.068,NA,1496,"Coconut Brown Ale","American Brown Ale",12,12,NA,13,"Blackrocks Brewery","Marquette","MI","Coconut Brown Ale (Blackrocks Brewery)"
+"292",292,0.07,51,1481,"51K IPA","American IPA",12,12,"American IPA",13,"Blackrocks Brewery","Marquette","MI","51K IPA (Blackrocks Brewery)"
+"293",293,0.055,NA,1480,"Grand Rabbits","Cream Ale",12,12,NA,13,"Blackrocks Brewery","Marquette","MI","Grand Rabbits (Blackrocks Brewery)"
+"294",294,0.05,NA,1564,"1800 Big Log Wheat (2012)","American Pale Wheat Ale",380,12,"American Pale Wheat Ale",381,"Blue Blood Brewing Company","Lincoln","NE","1800 Big Log Wheat (2012) (Blue Blood Brewing Company)"
+"295",295,NA,NA,1541,"Double Play Pilsner","American Pilsner",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","Double Play Pilsner (Blue Blood Brewing Company)"
+"296",296,0.055,NA,1321,"Brewerhood Brown Ale","American Brown Ale",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","Brewerhood Brown Ale (Blue Blood Brewing Company)"
+"297",297,0.08,NA,1320,"Last Call Imperial Amber Ale","American Amber / Red Ale",380,12,"American Amber / Red Ale",381,"Blue Blood Brewing Company","Lincoln","NE","Last Call Imperial Amber Ale (Blue Blood Brewing Company)"
+"298",298,0.096,NA,1319,"Pernicious Double IPA","American Double / Imperial IPA",380,12,"American Double / Imperial IPA",381,"Blue Blood Brewing Company","Lincoln","NE","Pernicious Double IPA (Blue Blood Brewing Company)"
+"299",299,0.052,NA,1303,"6-4-3 Double Play Pilsner","German Pilsener",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","6-4-3 Double Play Pilsner (Blue Blood Brewing Company)"
+"300",300,NA,NA,1025,"N Street Drive-In 50th Anniversary IPA","American Double / Imperial IPA",380,12,"American Double / Imperial IPA",381,"Blue Blood Brewing Company","Lincoln","NE","N Street Drive-In 50th Anniversary IPA (Blue Blood Brewing Company)"
+"301",301,0.05,NA,1012,"467 Ethan's Stout","American Stout",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","467 Ethan's Stout (Blue Blood Brewing Company)"
+"302",302,0.064,NA,942,"1335 Wicked Snout","Saison / Farmhouse Ale",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1335 Wicked Snout (Blue Blood Brewing Company)"
+"303",303,0.045,NA,937,"543 Skull Creek Fresh Hopped Pale Ale","American Pale Ale (APA)",380,12,"American Pale Ale (APA)",381,"Blue Blood Brewing Company","Lincoln","NE","543 Skull Creek Fresh Hopped Pale Ale (Blue Blood Brewing Company)"
+"304",304,0.0559999999999999,37,888,"1327 Pod's ESB","Extra Special / Strong Bitter (ESB)",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1327 Pod's ESB (Blue Blood Brewing Company)"
+"305",305,0.0559999999999999,37,886,"1327 Pod's ESB","Extra Special / Strong Bitter (ESB)",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1327 Pod's ESB (Blue Blood Brewing Company)"
+"306",306,0.0559999999999999,37,612,"1327 Pod's ESB","Extra Special / Strong Bitter (ESB)",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1327 Pod's ESB (Blue Blood Brewing Company)"
+"307",307,0.046,35,611,"834 Happy As Ale","American Pale Ale (APA)",380,12,"American Pale Ale (APA)",381,"Blue Blood Brewing Company","Lincoln","NE","834 Happy As Ale (Blue Blood Brewing Company)"
+"308",308,0.059,NA,1372,"Yellow Collar","Mead",422,12,NA,423,"Blue Dog Mead","Eugene","OR","Yellow Collar (Blue Dog Mead)"
+"309",309,0.059,NA,1371,"Green Collar","Mead",422,12,NA,423,"Blue Dog Mead","Eugene","OR","Green Collar (Blue Dog Mead)"
+"310",310,0.08,80,1812,"Quarter Mile Double IPA","American Double / Imperial IPA",304,12,"American Double / Imperial IPA",305,"Blue Hills Brewery","Canton","MA","Quarter Mile Double IPA (Blue Hills Brewery)"
+"311",311,0.059,60,1547,"Full Nelson Pale Ale","American Pale Ale (APA)",382,12,"American Pale Ale (APA)",383,"Blue Mountain Brewery","Afton","VA","Full Nelson Pale Ale (Blue Mountain Brewery)"
+"312",312,0.065,30,1546,"Steel Wheels ESB","Extra Special / Strong Bitter (ESB)",382,12,NA,383,"Blue Mountain Brewery","Afton","VA","Steel Wheels ESB (Blue Mountain Brewery)"
+"313",313,0.053,22,1545,"Blue Mountain Classic Lager","Euro Pale Lager",382,12,NA,383,"Blue Mountain Brewery","Afton","VA","Blue Mountain Classic Lager (Blue Mountain Brewery)"
+"314",314,0.059,60,119,"Full Nelson Pale Ale (2010)","American Pale Ale (APA)",382,12,"American Pale Ale (APA)",383,"Blue Mountain Brewery","Afton","VA","Full Nelson Pale Ale (2010) (Blue Mountain Brewery)"
+"315",315,0.049,16,1408,"Kölsch 151","Kölsch",414,12,NA,415,"Blue Mountain Brewery","Arrington","VA","Kölsch 151 (Blue Mountain Brewery)"
+"316",316,NA,NA,2490,"Professor Black","American Stout",77,12,NA,78,"Blue Owl Brewing","Austin","TX","Professor Black (Blue Owl Brewing)"
+"317",317,NA,NA,2489,"Little Boss","American Pale Wheat Ale",77,12,"American Pale Wheat Ale",78,"Blue Owl Brewing","Austin","TX","Little Boss (Blue Owl Brewing)"
+"318",318,NA,NA,2488,"Van Dayum!","American Amber / Red Ale",77,12,"American Amber / Red Ale",78,"Blue Owl Brewing","Austin","TX","Van Dayum! (Blue Owl Brewing)"
+"319",319,NA,NA,2487,"Spirit Animal","American Pale Ale (APA)",77,12,"American Pale Ale (APA)",78,"Blue Owl Brewing","Austin","TX","Spirit Animal (Blue Owl Brewing)"
+"320",320,0.07,NA,939,"Toxic Sludge","American Black Ale",489,16,NA,490,"Blue Point Brewing Company","Patchogue","NY","Toxic Sludge (Blue Point Brewing Company)"
+"321",321,0.06,40,692,"Blue Point White IPA","American White IPA",489,12,NA,490,"Blue Point Brewing Company","Patchogue","NY","Blue Point White IPA (Blue Point Brewing Company)"
+"322",322,0.044,16,667,"Blue Point Summer Ale","American Blonde Ale",489,12,"American Blonde Ale",490,"Blue Point Brewing Company","Patchogue","NY","Blue Point Summer Ale (Blue Point Brewing Company)"
+"323",323,0.055,28,665,"Toasted Lager","Vienna Lager",489,12,NA,490,"Blue Point Brewing Company","Patchogue","NY","Toasted Lager (Blue Point Brewing Company)"
+"324",324,0.06,NA,1607,"Bohemian Export Lager","Dortmunder / Export Lager",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Bohemian Export Lager (Bohemian Brewery)"
+"325",325,0.053,NA,1597,"Altus Bohemes Altbier","Altbier",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Altus Bohemes Altbier (Bohemian Brewery)"
+"326",326,0.04,NA,344,"Cherny Bock","Schwarzbier",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Cherny Bock (Bohemian Brewery)"
+"327",327,0.05,NA,89,"Czech Pilsner","Czech Pilsener",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Czech Pilsner (Bohemian Brewery)"
+"328",328,0.05,NA,88,"Viennese Lager","Vienna Lager",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Viennese Lager (Bohemian Brewery)"
+"329",329,0.065,NA,1569,"Mad Manatee IPA","American IPA",378,12,"American IPA",379,"Bold City Brewery","Jacksonville","FL","Mad Manatee IPA (Bold City Brewery)"
+"330",330,0.055,NA,1568,"Killer Whale Cream Ale","Cream Ale",378,12,NA,379,"Bold City Brewery","Jacksonville","FL","Killer Whale Cream Ale (Bold City Brewery)"
+"331",331,0.06,NA,1188,"Duke's Cold Nose Brown Ale","American Brown Ale",378,12,NA,379,"Bold City Brewery","Jacksonville","FL","Duke's Cold Nose Brown Ale (Bold City Brewery)"
+"332",332,0.042,30,1891,"Longhop IPA","American IPA",281,16,"American IPA",282,"Bolero Snort Brewery","Ridgefield Park","NJ","Longhop IPA (Bolero Snort Brewery)"
+"333",333,0.04,34,1890,"Lucky Buck","Irish Dry Stout",281,16,NA,282,"Bolero Snort Brewery","Ridgefield Park","NJ","Lucky Buck (Bolero Snort Brewery)"
+"334",334,0.051,NA,577,"Bomb Lager (New Recipe)","Munich Helles Lager",525,12,NA,526,"Bomb Beer Company","New York","NY","Bomb Lager (New Recipe) (Bomb Beer Company)"
+"335",335,0.045,27,513,"Bomb Lager (Old Recipe)","Munich Helles Lager",525,12,NA,526,"Bomb Beer Company","New York","NY","Bomb Lager (Old Recipe) (Bomb Beer Company)"
+"336",336,0.066,72,2422,"Firestarter India Pale Ale","American IPA",107,12,"American IPA",108,"Bonfire Brewing Company","Eagle","CO","Firestarter India Pale Ale (Bonfire Brewing Company)"
+"337",337,0.075,22,1727,"Kilt Dropper Scotch Ale","Scotch Ale / Wee Heavy",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Kilt Dropper Scotch Ale (Bonfire Brewing Company)"
+"338",338,0.048,30,1614,"Wood Splitter Pilsner","Czech Pilsener",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Wood Splitter Pilsner (Bonfire Brewing Company)"
+"339",339,0.0559999999999999,26,1613,"Gyptoberfest","Märzen / Oktoberfest",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Gyptoberfest (Bonfire Brewing Company)"
+"340",340,0.07,94,1549,"Farmer Wirtz India Pale Ale","English India Pale Ale (IPA)",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Farmer Wirtz India Pale Ale (Bonfire Brewing Company)"
+"341",341,0.047,NA,1548,"Slow & Steady Golden Ale","American Blonde Ale",107,12,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Slow & Steady Golden Ale (Bonfire Brewing Company)"
+"342",342,0.068,NA,1517,"Pink-I Raspberry IPA","American IPA",107,16,"American IPA",108,"Bonfire Brewing Company","Eagle","CO","Pink-I Raspberry IPA (Bonfire Brewing Company)"
+"343",343,0.047,NA,1500,"Moe's Original Bar B Que 'Bama Brew Golden Ale","American Blonde Ale",107,12,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Moe's Original Bar B Que 'Bama Brew Golden Ale (Bonfire Brewing Company)"
+"344",344,0.047,NA,1421,"Live Local Golden Ale","American Blonde Ale",107,12,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Live Local Golden Ale (Bonfire Brewing Company)"
+"345",345,0.048,38,1360,"Screaming Eagle Special Ale ESB","Extra Special / Strong Bitter (ESB)",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Screaming Eagle Special Ale ESB (Bonfire Brewing Company)"
+"346",346,0.049,NA,1184,"Dirtbag Dunkel","Munich Dunkel Lager",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Dirtbag Dunkel (Bonfire Brewing Company)"
+"347",347,0.053,45,1183,"Kindler Pale Ale","American Pale Ale (APA)",107,12,"American Pale Ale (APA)",108,"Bonfire Brewing Company","Eagle","CO","Kindler Pale Ale (Bonfire Brewing Company)"
+"348",348,0.064,NA,1023,"Mistress Winter Wheat","Winter Warmer",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Mistress Winter Wheat (Bonfire Brewing Company)"
+"349",349,0.061,NA,998,"Tent Pole Vanilla Porter","American Porter",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Tent Pole Vanilla Porter (Bonfire Brewing Company)"
+"350",350,0.0579999999999999,NA,997,"Awry Rye Pale Ale","American Pale Ale (APA)",107,12,"American Pale Ale (APA)",108,"Bonfire Brewing Company","Eagle","CO","Awry Rye Pale Ale (Bonfire Brewing Company)"
+"351",351,0.0579999999999999,NA,996,"Demshitz Brown Ale","American Brown Ale",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Demshitz Brown Ale (Bonfire Brewing Company)"
+"352",352,0.048,NA,931,"Wood Splitter Pilsner (2012)","Czech Pilsener",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Wood Splitter Pilsner (2012) (Bonfire Brewing Company)"
+"353",353,0.048,NA,798,"Brush Creek Blonde","American Blonde Ale",107,16,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Brush Creek Blonde (Bonfire Brewing Company)"
+"354",354,0.066,72,633,"Firestarter India Pale Ale","American IPA",107,16,"American IPA",108,"Bonfire Brewing Company","Eagle","CO","Firestarter India Pale Ale (Bonfire Brewing Company)"
+"355",355,0.071,16,2062,"Noche Dulce","American Porter",231,16,NA,232,"Borderlands Brewing Company","Tucson","AZ","Noche Dulce (Borderlands Brewing Company)"
+"356",356,0.045,8,1830,"Porch Rocker","Radler",300,12,NA,301,"Boston Beer Company","Boston","MA","Porch Rocker (Boston Beer Company)"
+"357",357,0.065,45,1629,"Rebel IPA","American IPA",300,16,"American IPA",301,"Boston Beer Company","Boston","MA","Rebel IPA (Boston Beer Company)"
+"358",358,0.055,NA,1601,"Cold Snap","Witbier",300,12,NA,301,"Boston Beer Company","Boston","MA","Cold Snap (Boston Beer Company)"
+"359",359,0.0559999999999999,NA,1427,"Samuel Adams Winter Lager","Bock",300,12,NA,301,"Boston Beer Company","Boston","MA","Samuel Adams Winter Lager (Boston Beer Company)"
+"360",360,0.049,30,1349,"Boston Lager","Vienna Lager",300,16,NA,301,"Boston Beer Company","Boston","MA","Boston Lager (Boston Beer Company)"
+"361",361,0.049,30,1310,"Boston Lager","Vienna Lager",300,12,NA,301,"Boston Beer Company","Boston","MA","Boston Lager (Boston Beer Company)"
+"362",362,0.053,15,1281,"Samuel Adams Octoberfest","Märzen / Oktoberfest",300,12,NA,301,"Boston Beer Company","Boston","MA","Samuel Adams Octoberfest (Boston Beer Company)"
+"363",363,0.053,7,1144,"Samuel Adams Summer Ale","American Pale Wheat Ale",300,12,"American Pale Wheat Ale",301,"Boston Beer Company","Boston","MA","Samuel Adams Summer Ale (Boston Beer Company)"
+"364",364,0.049,30,1143,"Boston Lager","Vienna Lager",300,12,NA,301,"Boston Beer Company","Boston","MA","Boston Lager (Boston Beer Company)"
+"365",365,0.049,35,1395,"Hazed & Infused","American Pale Ale (APA)",417,12,"American Pale Ale (APA)",418,"Boulder Beer Company","Boulder","CO","Hazed & Infused (Boulder Beer Company)"
+"366",366,0.057,35,808,"Hoopla Pale Ale","American Pale Ale (APA)",417,12,"American Pale Ale (APA)",418,"Boulder Beer Company","Boulder","CO","Hoopla Pale Ale (Boulder Beer Company)"
+"367",367,0.049,35,81,"Hazed & Infused (2010)","American Pale Ale (APA)",417,12,"American Pale Ale (APA)",418,"Boulder Beer Company","Boulder","CO","Hazed & Infused (2010) (Boulder Beer Company)"
+"368",368,0.062,80,2596,"Heavy Lifting","American IPA",31,12,"American IPA",32,"Boulevard Brewing Company","Kansas City","MO","Heavy Lifting (Boulevard Brewing Company)"
+"369",369,0.065,NA,2300,"1492","American Pale Ale (APA)",167,12,"American Pale Ale (APA)",168,"Boxcar Brewing Company","West Chester","PA","1492 (Boxcar Brewing Company)"
+"370",370,0.0579999999999999,NA,2299,"Mango Ginger","American IPA",167,12,"American IPA",168,"Boxcar Brewing Company","West Chester","PA","Mango Ginger (Boxcar Brewing Company)"
+"371",371,0.047,NA,2298,"Passenger","English Dark Mild Ale",167,12,NA,168,"Boxcar Brewing Company","West Chester","PA","Passenger (Boxcar Brewing Company)"
+"372",372,0.06,52,2107,"Plum St. Porter","American Porter",219,12,NA,220,"Bozeman Brewing Company","Bozeman","MT","Plum St. Porter (Bozeman Brewing Company)"
+"373",373,0.057,52,1573,"Plum St. Porter","American Porter",219,12,NA,220,"Bozeman Brewing Company","Bozeman","MT","Plum St. Porter (Bozeman Brewing Company)"
+"374",374,0.07,80,1289,"Bozone HopZone IPA","American IPA",219,12,"American IPA",220,"Bozeman Brewing Company","Bozeman","MT","Bozone HopZone IPA (Bozeman Brewing Company)"
+"375",375,0.06,25,1288,"Bozone Hefe Weizen","Hefeweizen",219,12,NA,220,"Bozeman Brewing Company","Bozeman","MT","Bozone Hefe Weizen (Bozeman Brewing Company)"
+"376",376,0.055,NA,470,"Bozone Select Amber Ale","American Amber / Red Ale",219,12,"American Amber / Red Ale",220,"Bozeman Brewing Company","Bozeman","MT","Bozone Select Amber Ale (Bozeman Brewing Company)"
+"377",377,0.052,40,2167,"Evil Owl","American Amber / Red Ale",207,12,"American Amber / Red Ale",208,"Branchline Brewing Company","San Antonio","TX","Evil Owl (Branchline Brewing Company)"
+"378",378,0.05,NA,2204,"Post Time Kölsch","Kölsch",195,16,NA,196,"Breakside Brewery","Portland","OR","Post Time Kölsch (Breakside Brewery)"
+"379",379,0.042,9,1522,"Agave Wheat","American Pale Wheat Ale",391,12,"American Pale Wheat Ale",392,"Breckenridge Brewery","Denver","CO","Agave Wheat (Breckenridge Brewery)"
+"380",380,0.045,15,397,"SummerBright Ale","American Pale Wheat Ale",391,12,"American Pale Wheat Ale",392,"Breckenridge Brewery","Denver","CO","SummerBright Ale (Breckenridge Brewery)"
+"381",381,0.062,68,193,"Lucky U IPA","American IPA",391,12,"American IPA",392,"Breckenridge Brewery","Denver","CO","Lucky U IPA (Breckenridge Brewery)"
+"382",382,0.054,19,83,"Avalanche Ale","American Amber / Red Ale",391,12,"American Amber / Red Ale",392,"Breckenridge Brewery","Denver","CO","Avalanche Ale (Breckenridge Brewery)"
+"383",383,0.05,NA,1802,"You're My Boy, Blue","Fruit / Vegetable Beer",308,12,NA,309,"Brew Bus Brewing","Tampa","FL","You're My Boy, Blue (Brew Bus Brewing)"
+"384",384,0.072,60,1801,"Last Stop IPA","American IPA",308,12,"American IPA",309,"Brew Bus Brewing","Tampa","FL","Last Stop IPA (Brew Bus Brewing)"
+"385",385,0.05,21,1800,"Rollin Dirty Red Ale","Irish Red Ale",308,12,NA,309,"Brew Bus Brewing","Tampa","FL","Rollin Dirty Red Ale (Brew Bus Brewing)"
+"386",386,0.055,28,1799,"Are Wheat There Yet?","American Pale Wheat Ale",308,12,"American Pale Wheat Ale",309,"Brew Bus Brewing","Tampa","FL","Are Wheat There Yet? (Brew Bus Brewing)"
+"387",387,0.0579999999999999,NA,2619,"Insert Hop Reference","American Pale Ale (APA)",19,16,"American Pale Ale (APA)",20,"Brew Link Brewing","Plainfield","IN","Insert Hop Reference (Brew Link Brewing)"
+"388",388,0.053,NA,2468,"Manitou Amber","American Amber / Red Ale",85,16,"American Amber / Red Ale",86,"Brewery Terra Firma","Traverse City","MI","Manitou Amber (Brewery Terra Firma)"
+"389",389,0.067,NA,2637,"Belfort","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Belfort (Brewery Vivant)"
+"390",390,0.06,NA,2636,"Star Runner","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Star Runner (Brewery Vivant)"
+"391",391,0.098,NA,2598,"Tart Side of the Barrel","American Double / Imperial Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tart Side of the Barrel (Brewery Vivant)"
+"392",392,0.06,NA,2597,"Linnaeus Mango IPA","American IPA",10,16,"American IPA",11,"Brewery Vivant","Grand Rapids","MI","Linnaeus Mango IPA (Brewery Vivant)"
+"393",393,0.07,NA,2548,"Beasts A'Burnin'","Rauchbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Beasts A'Burnin' (Brewery Vivant)"
+"394",394,0.077,NA,2542,"Verdun","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Verdun (Brewery Vivant)"
+"395",395,0.065,NA,2541,"Barrel Aged Triomphe","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Barrel Aged Triomphe (Brewery Vivant)"
+"396",396,0.065,NA,2504,"Cherry Doppelbock","Doppelbock",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Cherry Doppelbock (Brewery Vivant)"
+"397",397,0.065,NA,2500,"Tropical Saison","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tropical Saison (Brewery Vivant)"
+"398",398,0.065,NA,2499,"Beach Patrol","Witbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Beach Patrol (Brewery Vivant)"
+"399",399,0.05,NA,2498,"Nuit Serpent","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Nuit Serpent (Brewery Vivant)"
+"400",400,0.09,NA,2481,"Paris","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Paris (Brewery Vivant)"
+"401",401,0.055,NA,2476,"The Grand Army","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","The Grand Army (Brewery Vivant)"
+"402",402,0.059,NA,2467,"Acidulated Trip","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Acidulated Trip (Brewery Vivant)"
+"403",403,0.066,NA,2466,"Root Stock","Rye Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Root Stock (Brewery Vivant)"
+"404",404,0.0409999999999999,NA,2465,"Mind Games","Dunkelweizen",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Mind Games (Brewery Vivant)"
+"405",405,0.0819999999999999,NA,2433,"Sous Chef","Belgian Strong Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Sous Chef (Brewery Vivant)"
+"406",406,0.065,NA,2418,"Dubbelicious","Dubbel",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Dubbelicious (Brewery Vivant)"
+"407",407,0.062,NA,2416,"Psychopomp","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Psychopomp (Brewery Vivant)"
+"408",408,NA,NA,2382,"Fat Paczki","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Fat Paczki (Brewery Vivant)"
+"409",409,NA,NA,2381,"Earth-Like Planets","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Earth-Like Planets (Brewery Vivant)"
+"410",410,0.061,NA,2290,"Ski Patrol","Witbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Ski Patrol (Brewery Vivant)"
+"411",411,0.063,NA,2241,"Viking Ice Hole","Oatmeal Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Viking Ice Hole (Brewery Vivant)"
+"412",412,0.0559999999999999,NA,2240,"Rye Porter","American Porter",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Rye Porter (Brewery Vivant)"
+"413",413,0.099,NA,2137,"Wizard Burial Ground","Quadrupel (Quad)",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Wizard Burial Ground (Brewery Vivant)"
+"414",414,0.051,NA,2101,"Smoky Wheat","Rauchbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Smoky Wheat (Brewery Vivant)"
+"415",415,0.062,NA,2092,"BRIPA","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","BRIPA (Brewery Vivant)"
+"416",416,0.062,NA,2091,"Mela","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Mela (Brewery Vivant)"
+"417",417,0.053,NA,2086,"W.I.P.A Snappa","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","W.I.P.A Snappa (Brewery Vivant)"
+"418",418,0.063,NA,2023,"Pepper in the Rye","Rye Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Pepper in the Rye (Brewery Vivant)"
+"419",419,0.064,NA,2006,"Moe Lasses'","American Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Moe Lasses' (Brewery Vivant)"
+"420",420,0.07,NA,1997,"Pumpkin Tart","Fruit / Vegetable Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Pumpkin Tart (Brewery Vivant)"
+"421",421,0.067,NA,1977,"Undertaker","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Undertaker (Brewery Vivant)"
+"422",422,0.067,NA,1976,"Undertaker (2014)","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Undertaker (2014) (Brewery Vivant)"
+"423",423,0.05,NA,1974,"Coq D'Or","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Coq D'Or (Brewery Vivant)"
+"424",424,0.06,NA,1973,"North French","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","North French (Brewery Vivant)"
+"425",425,0.065,NA,1959,"Agent a Deux","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Agent a Deux (Brewery Vivant)"
+"426",426,0.045,NA,1958,"Belgian Wit","Witbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Belgian Wit (Brewery Vivant)"
+"427",427,0.063,NA,1949,"Pothole Stout","American Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Pothole Stout (Brewery Vivant)"
+"428",428,0.093,NA,1947,"Tree Bucket","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tree Bucket (Brewery Vivant)"
+"429",429,0.073,NA,1785,"Le Flaneur Ale","American Wild Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Le Flaneur Ale (Brewery Vivant)"
+"430",430,0.0559999999999999,NA,1651,"Maize & Blueberry","Fruit / Vegetable Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Maize & Blueberry (Brewery Vivant)"
+"431",431,0.093,NA,1443,"Trebuchet Double IPA","American Double / Imperial IPA",10,16,"American Double / Imperial IPA",11,"Brewery Vivant","Grand Rapids","MI","Trebuchet Double IPA (Brewery Vivant)"
+"432",432,0.065,NA,1352,"Contemplation","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Contemplation (Brewery Vivant)"
+"433",433,0.05,NA,1267,"Black Rabbit","American Black Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Black Rabbit (Brewery Vivant)"
+"434",434,0.09,NA,1266,"Zaison","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Zaison (Brewery Vivant)"
+"435",435,0.0819999999999999,NA,1178,"Vivant Tripel","Tripel",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Vivant Tripel (Brewery Vivant)"
+"436",436,0.098,NA,1136,"Tart Side of the Moon","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tart Side of the Moon (Brewery Vivant)"
+"437",437,0.06,NA,1044,"Big Red Coq","American Amber / Red Ale",10,16,"American Amber / Red Ale",11,"Brewery Vivant","Grand Rapids","MI","Big Red Coq (Brewery Vivant)"
+"438",438,0.099,NA,1033,"Hubris Quadrupel Anniversary Ale","Quadrupel (Quad)",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Hubris Quadrupel Anniversary Ale (Brewery Vivant)"
+"439",439,0.095,NA,1031,"Plow Horse Belgian Style Imperial Stout","American Double / Imperial Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Plow Horse Belgian Style Imperial Stout (Brewery Vivant)"
+"440",440,0.092,NA,909,"Escoffier Bretta Ale","American Wild Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Escoffier Bretta Ale (Brewery Vivant)"
+"441",441,0.065,NA,873,"Contemplation (2012)","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Contemplation (2012) (Brewery Vivant)"
+"442",442,0.099,NA,860,"Vivant Belgian Style Imperial Stout (2012)","Russian Imperial Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Vivant Belgian Style Imperial Stout (2012) (Brewery Vivant)"
+"443",443,0.062,NA,677,"Big Red Coq (2012)","American Amber / Red Ale",10,16,"American Amber / Red Ale",11,"Brewery Vivant","Grand Rapids","MI","Big Red Coq (2012) (Brewery Vivant)"
+"444",444,0.09,NA,671,"Zaison (2012)","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Zaison (2012) (Brewery Vivant)"
+"445",445,0.092,NA,670,"Vivant Tripel (2012)","Tripel",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Vivant Tripel (2012) (Brewery Vivant)"
+"446",446,0.0969999999999999,NA,669,"Trebuchet Double IPA (2012)","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Trebuchet Double IPA (2012) (Brewery Vivant)"
+"447",447,0.085,NA,627,"Kludde","Belgian Strong Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Kludde (Brewery Vivant)"
+"448",448,0.055,NA,387,"Farm Hand","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Farm Hand (Brewery Vivant)"
+"449",449,0.06,NA,385,"Solitude","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Solitude (Brewery Vivant)"
+"450",450,0.065,NA,384,"Triomphe","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Triomphe (Brewery Vivant)"
+"451",451,NA,NA,1096,"Tampa Pale Ale","American Pale Ale (APA)",467,12,"American Pale Ale (APA)",468,"Brindle Dog Brewing Company","Tampa Bay","FL","Tampa Pale Ale (Brindle Dog Brewing Company)"
+"452",452,NA,NA,1095,"Orange Grove Wheat Ale","American Pale Wheat Ale",467,12,"American Pale Wheat Ale",468,"Brindle Dog Brewing Company","Tampa Bay","FL","Orange Grove Wheat Ale (Brindle Dog Brewing Company)"
+"453",453,0.061,NA,2456,"Broad Brook Ale","American Amber / Red Ale",89,16,"American Amber / Red Ale",90,"Broad Brook Brewing LLC","East Windsor","CT","Broad Brook Ale (Broad Brook Brewing LLC)"
+"454",454,0.05,15,921,"Northern Lights Amber Ale","American Amber / Red Ale",493,12,"American Amber / Red Ale",494,"Broken Tooth Brewing Company","Anchorage","AK","Northern Lights Amber Ale (Broken Tooth Brewing Company)"
+"455",455,0.052,17,920,"Polar Pale Ale","American Pale Ale (APA)",493,12,"American Pale Ale (APA)",494,"Broken Tooth Brewing Company","Anchorage","AK","Polar Pale Ale (Broken Tooth Brewing Company)"
+"456",456,0.048,NA,919,"Chugach Session Ale","Cream Ale",493,12,NA,494,"Broken Tooth Brewing Company","Anchorage","AK","Chugach Session Ale (Broken Tooth Brewing Company)"
+"457",457,0.061,64,648,"Fairweather IPA","American IPA",493,12,"American IPA",494,"Broken Tooth Brewing Company","Anchorage","AK","Fairweather IPA (Broken Tooth Brewing Company)"
+"458",458,0.068,47,1279,"East India Pale Ale","English India Pale Ale (IPA)",437,16,NA,438,"Brooklyn Brewery","Brooklyn","NY","East India Pale Ale (Brooklyn Brewery)"
+"459",459,0.045,NA,756,"Brooklyn Summer Ale","English Pale Mild Ale",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Summer Ale (Brooklyn Brewery)"
+"460",460,0.068,47,566,"East India Pale Ale","English India Pale Ale (IPA)",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","East India Pale Ale (Brooklyn Brewery)"
+"461",461,0.045,NA,328,"Brooklyn Summer Ale (2011)","English Pale Mild Ale",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Summer Ale (2011) (Brooklyn Brewery)"
+"462",462,0.052,NA,66,"Brooklyn Lager (16 oz.)","American Amber / Red Lager",437,16,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Lager (16 oz.) (Brooklyn Brewery)"
+"463",463,0.052,NA,65,"Brooklyn Lager (12 oz.)","American Amber / Red Lager",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Lager (12 oz.) (Brooklyn Brewery)"
+"464",464,0.08,NA,538,"Tour de Nez Belgian IPA (Current)","Belgian IPA",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Tour de Nez Belgian IPA (Current) (Buckbean Brewing Company)"
+"465",465,NA,NA,504,"Roler Bock (Current)","Maibock / Helles Bock",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Roler Bock (Current) (Buckbean Brewing Company)"
+"466",466,0.073,85,383,"Black Adder IBA (Current)","American Black Ale",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Black Adder IBA (Current) (Buckbean Brewing Company)"
+"467",467,0.099,NA,29,"Very Noddy Lager (Current)","Schwarzbier",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Very Noddy Lager (Current) (Buckbean Brewing Company)"
+"468",468,0.062,42,28,"Tule Duck Red Ale (Current)","American Amber / Red Ale",530,16,"American Amber / Red Ale",531,"Buckbean Brewing Company","Reno","NV","Tule Duck Red Ale (Current) (Buckbean Brewing Company)"
+"469",469,0.0579999999999999,35,27,"Original Orange Blossom Ale (Current)","Herbed / Spiced Beer",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Original Orange Blossom Ale (Current) (Buckbean Brewing Company)"
+"470",470,0.052,40,26,"Black Noddy Lager (Current)","Schwarzbier",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Black Noddy Lager (Current) (Buckbean Brewing Company)"
+"471",471,0.053,NA,1627,"Cleveland Beer Week 2013","Munich Helles Lager",357,16,NA,358,"Buckeye Brewing","Cleveland","OH","Cleveland Beer Week 2013 (Buckeye Brewing)"
+"472",472,0.045,NA,2552,"Painted Turtle","American Pale Ale (APA)",56,12,"American Pale Ale (APA)",57,"BuckleDown Brewing","Lyons","IL","Painted Turtle (BuckleDown Brewing)"
+"473",473,0.06,40,2125,"1836","American Blonde Ale",214,12,"American Blonde Ale",215,"Buffalo Bayou Brewing Company","Houston","TX","1836 (Buffalo Bayou Brewing Company)"
+"474",474,0.06,20,2124,"Summer's Wit","Witbier",214,12,NA,215,"Buffalo Bayou Brewing Company","Houston","TX","Summer's Wit (Buffalo Bayou Brewing Company)"
+"475",475,0.09,118,2123,"More Cowbell","American Double / Imperial IPA",214,16,"American Double / Imperial IPA",215,"Buffalo Bayou Brewing Company","Houston","TX","More Cowbell (Buffalo Bayou Brewing Company)"
+"476",476,0.065,NA,2608,"Wrath of Pele","American Brown Ale",24,16,NA,25,"Burn 'Em Brewing","Michigan City","IN","Wrath of Pele (Burn 'Em Brewing)"
+"477",477,0.068,NA,2607,"Black Beer'd","American Black Ale",24,16,NA,25,"Burn 'Em Brewing","Michigan City","IN","Black Beer'd (Burn 'Em Brewing)"
+"478",478,0.078,NA,2606,"Mr. Tea","Fruit / Vegetable Beer",24,24,NA,25,"Burn 'Em Brewing","Michigan City","IN","Mr. Tea (Burn 'Em Brewing)"
+"479",479,0.055,40,2478,"Pale Alement","American Pale Ale (APA)",24,12,"American Pale Ale (APA)",25,"Burn 'Em Brewing","Michigan City","IN","Pale Alement (Burn 'Em Brewing)"
+"480",480,0.099,115,2471,"Hopkick Dropkick","American Double / Imperial IPA",24,12,"American Double / Imperial IPA",25,"Burn 'Em Brewing","Michigan City","IN","Hopkick Dropkick (Burn 'Em Brewing)"
+"481",481,0.06,NA,2470,"Kreamed Corn","Cream Ale",24,12,NA,25,"Burn 'Em Brewing","Michigan City","IN","Kreamed Corn (Burn 'Em Brewing)"
+"482",482,0.065,NA,2464,"Coconoats","American Pale Wheat Ale",24,16,"American Pale Wheat Ale",25,"Burn 'Em Brewing","Michigan City","IN","Coconoats (Burn 'Em Brewing)"
+"483",483,0.068,16,2160,"Joey Wheat","American Pale Wheat Ale",24,16,"American Pale Wheat Ale",25,"Burn 'Em Brewing","Michigan City","IN","Joey Wheat (Burn 'Em Brewing)"
+"484",484,0.072,86,2158,"3:33 Black IPA","American IPA",24,16,"American IPA",25,"Burn 'Em Brewing","Michigan City","IN","3:33 Black IPA (Burn 'Em Brewing)"
+"485",485,0.068,NA,2072,"MCA","American IPA",24,16,"American IPA",25,"Burn 'Em Brewing","Michigan City","IN","MCA (Burn 'Em Brewing)"
+"486",486,0.055,40,2054,"Pale Alement","American Pale Ale (APA)",24,16,"American Pale Ale (APA)",25,"Burn 'Em Brewing","Michigan City","IN","Pale Alement (Burn 'Em Brewing)"
+"487",487,0.05,14,2196,"Couch Select Lager","American Pale Lager",197,12,NA,198,"Burnside Brewing Co.","Portland","OR","Couch Select Lager (Burnside Brewing Co.)"
+"488",488,0.0559999999999999,36,668,"Mucho Aloha Hawaiian Pale Ale","American Pale Ale (APA)",517,12,"American Pale Ale (APA)",518,"Butcher's Brewing","Carlsbad","CA","Mucho Aloha Hawaiian Pale Ale (Butcher's Brewing)"
+"489",489,0.049,NA,52,"Heinnieweisse Weissebier","Hefeweizen",556,12,NA,557,"Butternuts Beer and Ale","Garrattsville","NY","Heinnieweisse Weissebier (Butternuts Beer and Ale)"
+"490",490,0.068,NA,51,"Snapperhead IPA","American IPA",556,12,"American IPA",557,"Butternuts Beer and Ale","Garrattsville","NY","Snapperhead IPA (Butternuts Beer and Ale)"
+"491",491,0.049,NA,50,"Moo Thunder Stout","Milk / Sweet Stout",556,12,NA,557,"Butternuts Beer and Ale","Garrattsville","NY","Moo Thunder Stout (Butternuts Beer and Ale)"
+"492",492,0.043,NA,49,"Porkslap Pale Ale","American Pale Ale (APA)",556,12,"American Pale Ale (APA)",557,"Butternuts Beer and Ale","Garrattsville","NY","Porkslap Pale Ale (Butternuts Beer and Ale)"
+"493",493,0.093,NA,2657,"Blackbeard","American Double / Imperial Stout",5,12,NA,6,"COAST Brewing Company","Charleston","SC","Blackbeard (COAST Brewing Company)"
+"494",494,0.062,NA,2656,"Rye Knot","American Brown Ale",5,12,NA,6,"COAST Brewing Company","Charleston","SC","Rye Knot (COAST Brewing Company)"
+"495",495,0.06,NA,2655,"Dead Arm","American Pale Ale (APA)",5,12,"American Pale Ale (APA)",6,"COAST Brewing Company","Charleston","SC","Dead Arm (COAST Brewing Company)"
+"496",496,0.048,NA,2654,"32°/50° Kölsch","Kölsch",5,16,NA,6,"COAST Brewing Company","Charleston","SC","32°/50° Kölsch (COAST Brewing Company)"
+"497",497,0.077,NA,2653,"HopArt","American IPA",5,16,"American IPA",6,"COAST Brewing Company","Charleston","SC","HopArt (COAST Brewing Company)"
+"498",498,0.0969999999999999,NA,2652,"Boy King","American Double / Imperial IPA",5,16,"American Double / Imperial IPA",6,"COAST Brewing Company","Charleston","SC","Boy King (COAST Brewing Company)"
+"499",499,0.052,NA,2252,"Gran Sport","American Porter",182,16,NA,183,"COOP Ale Works","Oklahoma City","OK","Gran Sport (COOP Ale Works)"
+"500",500,0.053,25,2214,"Horny Toad Cerveza","American Blonde Ale",182,16,"American Blonde Ale",183,"COOP Ale Works","Oklahoma City","OK","Horny Toad Cerveza (COOP Ale Works)"
+"501",501,0.063,35,2213,"Native Amber","American Amber / Red Ale",182,16,"American Amber / Red Ale",183,"COOP Ale Works","Oklahoma City","OK","Native Amber (COOP Ale Works)"
+"502",502,0.068,100,1442,"F5 IPA","American IPA",182,16,"American IPA",183,"COOP Ale Works","Oklahoma City","OK","F5 IPA (COOP Ale Works)"
+"503",503,0.063,35,170,"Native Amber (2013)","American Amber / Red Ale",182,16,"American Amber / Red Ale",183,"COOP Ale Works","Oklahoma City","OK","Native Amber (2013) (COOP Ale Works)"
+"504",504,0.053,25,169,"Horny Toad Cerveza (2013)","American Blonde Ale",182,16,"American Blonde Ale",183,"COOP Ale Works","Oklahoma City","OK","Horny Toad Cerveza (2013) (COOP Ale Works)"
+"505",505,0.068,100,2315,"Hopportunity Knocks IPA","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Hopportunity Knocks IPA (Caldera Brewing Company)"
+"506",506,0.06,NA,1808,"Pilot Rock Porter","American Porter",155,12,NA,156,"Caldera Brewing Company","Ashland","OR","Pilot Rock Porter (Caldera Brewing Company)"
+"507",507,0.0559999999999999,55,1419,"Caldera Pale Ale","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (Caldera Brewing Company)"
+"508",508,0.039,16,878,"Lawnmower Lager","American Adjunct Lager",155,12,NA,156,"Caldera Brewing Company","Ashland","OR","Lawnmower Lager (Caldera Brewing Company)"
+"509",509,0.054,24,794,"Ashland Amber Ale (2009)","American Amber / Red Ale",155,12,"American Amber / Red Ale",156,"Caldera Brewing Company","Ashland","OR","Ashland Amber Ale (2009) (Caldera Brewing Company)"
+"510",510,0.061,94,793,"Caldera IPA (2009)","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Caldera IPA (2009) (Caldera Brewing Company)"
+"511",511,0.061,94,792,"Caldera IPA (2007)","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Caldera IPA (2007) (Caldera Brewing Company)"
+"512",512,0.0559999999999999,55,791,"Caldera Pale Ale (2010)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2010) (Caldera Brewing Company)"
+"513",513,0.0559999999999999,55,790,"Caldera Pale Ale (2009)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2009) (Caldera Brewing Company)"
+"514",514,0.0559999999999999,55,789,"Caldera Pale Ale (2005)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2005) (Caldera Brewing Company)"
+"515",515,0.0559999999999999,55,788,"Caldera Pale Ale (2007)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2007) (Caldera Brewing Company)"
+"516",516,0.0559999999999999,55,38,"Caldera Pale Ale (2011)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2011) (Caldera Brewing Company)"
+"517",517,0.054,24,37,"Ashland Amber Ale","American Amber / Red Ale",155,12,"American Amber / Red Ale",156,"Caldera Brewing Company","Ashland","OR","Ashland Amber Ale (Caldera Brewing Company)"
+"518",518,0.061,94,36,"Caldera IPA","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Caldera IPA (Caldera Brewing Company)"
+"519",519,0.05,NA,2257,"Remain in Light","American Pilsner",178,12,NA,179,"Cambridge Brewing Company","Cambridge","MA","Remain in Light (Cambridge Brewing Company)"
+"520",520,0.065,NA,2256,"Flower Child (2014)","American IPA",178,12,"American IPA",179,"Cambridge Brewing Company","Cambridge","MA","Flower Child (2014) (Cambridge Brewing Company)"
+"521",521,NA,NA,870,"THP White (2006)","Witbier",497,12,NA,498,"Cans Bar and Canteen","Charlotte","NC","THP White (2006) (Cans Bar and Canteen)"
+"522",522,NA,NA,869,"THP Amber (2006)","American Amber / Red Ale",497,12,"American Amber / Red Ale",498,"Cans Bar and Canteen","Charlotte","NC","THP Amber (2006) (Cans Bar and Canteen)"
+"523",523,NA,NA,868,"THP Light (2006)","American Blonde Ale",497,12,"American Blonde Ale",498,"Cans Bar and Canteen","Charlotte","NC","THP Light (2006) (Cans Bar and Canteen)"
+"524",524,NA,NA,867,"THP Dark (2006)","English Dark Mild Ale",497,12,NA,498,"Cans Bar and Canteen","Charlotte","NC","THP Dark (2006) (Cans Bar and Canteen)"
+"525",525,0.099,43,2068,"Imperial Pumpkin Stout","Pumpkin Ale",230,16,NA,231,"Cape Ann Brewing Company","Gloucester","MA","Imperial Pumpkin Stout (Cape Ann Brewing Company)"
+"526",526,0.09,130,2067,"Dead-Eye DIPA","American Double / Imperial IPA",230,16,"American Double / Imperial IPA",231,"Cape Ann Brewing Company","Gloucester","MA","Dead-Eye DIPA (Cape Ann Brewing Company)"
+"527",527,0.055,64,2066,"Fisherman's IPA","American IPA",230,12,"American IPA",231,"Cape Ann Brewing Company","Gloucester","MA","Fisherman's IPA (Cape Ann Brewing Company)"
+"528",528,0.054,35,2065,"Fisherman's Pils","German Pilsener",230,12,NA,231,"Cape Ann Brewing Company","Gloucester","MA","Fisherman's Pils (Cape Ann Brewing Company)"
+"529",529,0.055,30,2064,"Fisherman's Brew","American Amber / Red Ale",230,12,"American Amber / Red Ale",231,"Cape Ann Brewing Company","Gloucester","MA","Fisherman's Brew (Cape Ann Brewing Company)"
+"530",530,0.055,35,1928,"Cape Cod Red","American Amber / Red Ale",267,16,"American Amber / Red Ale",268,"Cape Cod Beer","Hyannis","MA","Cape Cod Red (Cape Cod Beer)"
+"531",531,0.049,10,1927,"Beach Blonde","American Blonde Ale",267,16,"American Blonde Ale",268,"Cape Cod Beer","Hyannis","MA","Beach Blonde (Cape Cod Beer)"
+"532",532,0.065,80,2227,"Dark Voyage Black IPA (2013)","American Black Ale",192,12,NA,193,"Capital Brewery","Middleton","WI","Dark Voyage Black IPA (2013) (Capital Brewery)"
+"533",533,0.052,28,2226,"Wisconsin Amber","Vienna Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Wisconsin Amber (Capital Brewery)"
+"534",534,0.046,18,2225,"Lake House","Munich Helles Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Lake House (Capital Brewery)"
+"535",535,0.0559999999999999,55,1954,"Ghost Ship White IPA","American IPA",192,12,"American IPA",193,"Capital Brewery","Middleton","WI","Ghost Ship White IPA (Capital Brewery)"
+"536",536,0.046,18,1910,"Lake House","Munich Helles Lager",192,16,NA,193,"Capital Brewery","Middleton","WI","Lake House (Capital Brewery)"
+"537",537,0.062,70,1177,"Mutiny IPA","American IPA",192,12,"American IPA",193,"Capital Brewery","Middleton","WI","Mutiny IPA (Capital Brewery)"
+"538",538,0.052,NA,840,"Wisconsin Amber (1998)","Vienna Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Wisconsin Amber (1998) (Capital Brewery)"
+"539",539,0.042,NA,180,"Island Wheat","American Pale Wheat Ale",192,12,"American Pale Wheat Ale",193,"Capital Brewery","Middleton","WI","Island Wheat (Capital Brewery)"
+"540",540,0.052,NA,63,"Wisconsin Amber (2013)","Vienna Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Wisconsin Amber (2013) (Capital Brewery)"
+"541",541,0.05,NA,62,"U.S. Pale Ale","American Pale Ale (APA)",192,12,"American Pale Ale (APA)",193,"Capital Brewery","Middleton","WI","U.S. Pale Ale (Capital Brewery)"
+"542",542,NA,NA,61,"Supper Club Lager","American Pale Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Supper Club Lager (Capital Brewery)"
+"543",543,0.04,NA,784,"Carolina Lighthouse (2007)","American Blonde Ale",504,12,"American Blonde Ale",505,"Carolina Beer & Beverage","Mooresville","NC","Carolina Lighthouse (2007) (Carolina Beer & Beverage)"
+"544",544,0.05,NA,783,"Carolina Blonde (2006)","American Blonde Ale",504,12,"American Blonde Ale",505,"Carolina Beer & Beverage","Mooresville","NC","Carolina Blonde (2006) (Carolina Beer & Beverage)"
+"545",545,0.035,NA,782,"Carolina Blonde Light (2005)","American Blonde Ale",504,12,"American Blonde Ale",505,"Carolina Beer & Beverage","Mooresville","NC","Carolina Blonde Light (2005) (Carolina Beer & Beverage)"
+"546",546,0.059,22,2255,"Santa's Secret","Winter Warmer",179,16,NA,180,"Carolina Brewery","Pittsboro","NC","Santa's Secret (Carolina Brewery)"
+"547",547,0.057,NA,530,"Flagship IPA","English India Pale Ale (IPA)",179,12,NA,180,"Carolina Brewery","Pittsboro","NC","Flagship IPA (Carolina Brewery)"
+"548",548,0.051,NA,427,"Sky Blue Golden Ale","Kölsch",179,12,NA,180,"Carolina Brewery","Pittsboro","NC","Sky Blue Golden Ale (Carolina Brewery)"
+"549",549,0.099,100,2094,"Epitome","American Black Ale",222,16,NA,223,"Carton Brewing Company","Atlantic Highlands","NJ","Epitome (Carton Brewing Company)"
+"550",550,0.039,9,1941,"Monkey Chased the Weasel","Berliner Weissbier",222,16,NA,223,"Carton Brewing Company","Atlantic Highlands","NJ","Monkey Chased the Weasel (Carton Brewing Company)"
+"551",551,0.078,80,1940,"077XX","American Double / Imperial IPA",222,16,"American Double / Imperial IPA",223,"Carton Brewing Company","Atlantic Highlands","NJ","077XX (Carton Brewing Company)"
+"552",552,0.042,35,1439,"Boat Beer","American IPA",222,12,"American IPA",223,"Carton Brewing Company","Atlantic Highlands","NJ","Boat Beer (Carton Brewing Company)"
+"553",553,0.069,NA,1465,"Granny Smith Hard Apple Cider","Cider",404,16,NA,405,"Cascadia Ciderworks United","Portland","OR","Granny Smith Hard Apple Cider (Cascadia Ciderworks United)"
+"554",554,0.069,NA,1464,"Dry Hard Apple Cider","Cider",404,16,NA,405,"Cascadia Ciderworks United","Portland","OR","Dry Hard Apple Cider (Cascadia Ciderworks United)"
+"555",555,0.0559999999999999,NA,1744,"Farmer Ted's Cream Ale","Cream Ale",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","Farmer Ted's Cream Ale (Catawba Brewing Company)"
+"556",556,0.052,NA,1743,"Firewater India Pale Ale","American IPA",331,12,"American IPA",332,"Catawba Brewing Company","Morganton","NC","Firewater India Pale Ale (Catawba Brewing Company)"
+"557",557,0.047,NA,1742,"White Zombie Ale","Witbier",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","White Zombie Ale (Catawba Brewing Company)"
+"558",558,0.07,NA,1719,"King Winterbolt Winter Ale","Winter Warmer",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","King Winterbolt Winter Ale (Catawba Brewing Company)"
+"559",559,0.047,NA,638,"White Zombie Ale","Witbier",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","White Zombie Ale (Catawba Brewing Company)"
+"560",560,0.052,NA,507,"Firewater India Pale Ale","American IPA",331,12,"American IPA",332,"Catawba Brewing Company","Morganton","NC","Firewater India Pale Ale (Catawba Brewing Company)"
+"561",561,0.0559999999999999,NA,480,"Farmer Ted's Farmhouse Cream Ale","Cream Ale",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","Farmer Ted's Farmhouse Cream Ale (Catawba Brewing Company)"
+"562",562,0.048,16,1882,"Whitecap Wit","Witbier",285,16,NA,286,"Catawba Island Brewing","Port Clinton","OH","Whitecap Wit (Catawba Island Brewing)"
+"563",563,0.078,16,1881,"Seiche Scottish Ale","Scottish Ale",285,16,NA,286,"Catawba Island Brewing","Port Clinton","OH","Seiche Scottish Ale (Catawba Island Brewing)"
+"564",564,0.0579999999999999,NA,2446,"Peanut Butter Jelly Time","American Brown Ale",96,12,NA,97,"Catawba Valley Brewing Company","Morganton","NC","Peanut Butter Jelly Time (Catawba Valley Brewing Company)"
+"565",565,0.054,NA,2106,"King Coconut","American Porter",96,12,NA,97,"Catawba Valley Brewing Company","Morganton","NC","King Coconut (Catawba Valley Brewing Company)"
+"566",566,0.085,90,2600,"Gone A-Rye","American Double / Imperial IPA",29,16,"American Double / Imperial IPA",30,"Cedar Creek Brewery","Seven Points","TX","Gone A-Rye (Cedar Creek Brewery)"
+"567",567,NA,NA,2210,"Special Release",NA,29,16,NA,30,"Cedar Creek Brewery","Seven Points","TX","Special Release (Cedar Creek Brewery)"
+"568",568,0.068,70,2052,"Dankosaurus","American IPA",29,16,"American IPA",30,"Cedar Creek Brewery","Seven Points","TX","Dankosaurus (Cedar Creek Brewery)"
+"569",569,0.051,35,1584,"Scruffy's Smoked Alt","Smoked Beer",29,16,NA,30,"Cedar Creek Brewery","Seven Points","TX","Scruffy's Smoked Alt (Cedar Creek Brewery)"
+"570",570,0.051,36,1182,"Elliott's Phoned Home Pale Ale","American Pale Ale (APA)",29,16,"American Pale Ale (APA)",30,"Cedar Creek Brewery","Seven Points","TX","Elliott's Phoned Home Pale Ale (Cedar Creek Brewery)"
+"571",571,0.05,18,1050,"The Lawn Ranger","Cream Ale",29,16,NA,30,"Cedar Creek Brewery","Seven Points","TX","The Lawn Ranger (Cedar Creek Brewery)"
+"572",572,0.05,NA,1219,"All American Blonde Ale","American Blonde Ale",452,12,"American Blonde Ale",453,"Centennial Beer Company","Edwards","CO","All American Blonde Ale (Centennial Beer Company)"
+"573",573,0.05,NA,1218,"All American Red Ale","American Amber / Red Ale",452,12,"American Amber / Red Ale",453,"Centennial Beer Company","Edwards","CO","All American Red Ale (Centennial Beer Company)"
+"574",574,0.05,40,2377,"Main St. Virginia Ale","Altbier",122,12,NA,123,"Center of the Universe Brewing C...","Ashland","VA","Main St. Virginia Ale (Center of the Universe Brewing C...)"
+"575",575,0.045,24,1839,"Chin Music Amber Lager","American Amber / Red Lager",122,12,NA,123,"Center of the Universe Brewing C...","Ashland","VA","Chin Music Amber Lager (Center of the Universe Brewing C...)"
+"576",576,0.05,40,1248,"Main St. Virginia Ale","Altbier",122,12,NA,123,"Center of the Universe Brewing C...","Ashland","VA","Main St. Virginia Ale (Center of the Universe Brewing C...)"
+"577",577,0.052,42,1247,"Ray Ray’s Pale Ale","American Pale Ale (APA)",122,12,"American Pale Ale (APA)",123,"Center of the Universe Brewing C...","Ashland","VA","Ray Ray’s Pale Ale (Center of the Universe Brewing C...)"
+"578",578,0.051,15,1649,"Chai Ale","Herbed / Spiced Beer",350,16,NA,351,"Central Coast Brewing Company","San Luis Obispo","CA","Chai Ale (Central Coast Brewing Company)"
+"579",579,0.072,85,1648,"Lucky Day IPA","American IPA",350,16,"American IPA",351,"Central Coast Brewing Company","San Luis Obispo","CA","Lucky Day IPA (Central Coast Brewing Company)"
+"580",580,0.095,99,1647,"Terrace Hill Double IPA","American Double / Imperial IPA",350,16,"American Double / Imperial IPA",351,"Central Coast Brewing Company","San Luis Obispo","CA","Terrace Hill Double IPA (Central Coast Brewing Company)"
+"581",581,0.075,77,1646,"Catch 23","American Black Ale",350,16,NA,351,"Central Coast Brewing Company","San Luis Obispo","CA","Catch 23 (Central Coast Brewing Company)"
+"582",582,0.07,NA,2057,"Stickin' In My Rye","Rye Beer",236,24,NA,237,"Champion Brewing Company","Charlottesville","VA","Stickin' In My Rye (Champion Brewing Company)"
+"583",583,0.06,45,2056,"Black Me Stout","American Stout",236,12,NA,237,"Champion Brewing Company","Charlottesville","VA","Black Me Stout (Champion Brewing Company)"
+"584",584,0.05,22,2055,"Killer Kolsch","Kölsch",236,12,NA,237,"Champion Brewing Company","Charlottesville","VA","Killer Kolsch (Champion Brewing Company)"
+"585",585,0.07,65,1933,"Missile IPA","American IPA",236,12,"American IPA",237,"Champion Brewing Company","Charlottesville","VA","Missile IPA (Champion Brewing Company)"
+"586",586,0.045,NA,2019,"Enlighten","Kölsch",250,16,NA,251,"Chapman's Brewing","Angola","IN","Enlighten (Chapman's Brewing)"
+"587",587,0.065,8,2018,"Ale Cider","Fruit / Vegetable Beer",250,16,NA,251,"Chapman's Brewing","Angola","IN","Ale Cider (Chapman's Brewing)"
+"588",588,0.055,30,2017,"Pail Ale","American Pale Ale (APA)",250,16,"American Pale Ale (APA)",251,"Chapman's Brewing","Angola","IN","Pail Ale (Chapman's Brewing)"
+"589",589,0.045,NA,2016,"Englishman","English Brown Ale",250,16,NA,251,"Chapman's Brewing","Angola","IN","Englishman (Chapman's Brewing)"
+"590",590,0.08,69,2080,"8 Barrel","American Strong Ale",226,16,NA,227,"Chatham Brewing","Chatham","NY","8 Barrel (Chatham Brewing)"
+"591",591,0.055,40,2079,"Oktoberfest","Märzen / Oktoberfest",226,16,NA,227,"Chatham Brewing","Chatham","NY","Oktoberfest (Chatham Brewing)"
+"592",592,0.057,58,2380,"IPA #11","American IPA",121,16,"American IPA",122,"Cheboygan Brewing Company","Cheboygan","MI","IPA #11 (Cheboygan Brewing Company)"
+"593",593,0.057,10,2379,"Blood Orange Honey","Fruit / Vegetable Beer",121,16,NA,122,"Cheboygan Brewing Company","Cheboygan","MI","Blood Orange Honey (Cheboygan Brewing Company)"
+"594",594,0.052,NA,2354,"Lighthouse Amber","Altbier",121,16,NA,122,"Cheboygan Brewing Company","Cheboygan","MI","Lighthouse Amber (Cheboygan Brewing Company)"
+"595",595,0.089,126,2440,"Bay of Bengal Double IPA (2014)","American Double / Imperial IPA",99,12,"American Double / Imperial IPA",100,"Christian Moerlein Brewing Company","Cincinnati","OH","Bay of Bengal Double IPA (2014) (Christian Moerlein Brewing Company)"
+"596",596,0.049,29,567,"Churchkey Pilsner Style Beer","American Pilsner",526,12,NA,527,"Churchkey Can Company","Seattle","WA","Churchkey Pilsner Style Beer (Churchkey Can Company)"
+"597",597,0.05,NA,1342,"First Press","Cider",425,12,NA,426,"Ciderboys","Stevens Point","WI","First Press (Ciderboys)"
+"598",598,0.05,NA,1341,"Magic Apple","Cider",425,12,NA,426,"Ciderboys","Stevens Point","WI","Magic Apple (Ciderboys)"
+"599",599,0.055,25,2349,"Cubano Espresso","Bock",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Cubano Espresso (Cigar City Brewing Company)"
+"600",600,0.062,65,2014,"Operation Homefront","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Operation Homefront (Cigar City Brewing Company)"
+"601",601,0.0819999999999999,65,2013,"Wandering Pelican","American Black Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Wandering Pelican (Cigar City Brewing Company)"
+"602",602,0.055,NA,2012,"Sugar Plum","American Brown Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Sugar Plum (Cigar City Brewing Company)"
+"603",603,0.055,NA,2011,"Oktoberfest","Märzen / Oktoberfest",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Oktoberfest (Cigar City Brewing Company)"
+"604",604,0.06,NA,2010,"Puppy's Breath Porter","American Porter",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Puppy's Breath Porter (Cigar City Brewing Company)"
+"605",605,0.045,NA,2009,"Happening Now","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Happening Now (Cigar City Brewing Company)"
+"606",606,0.07,60,1726,"Hopped on the High Seas (Hop #529)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Hop #529) (Cigar City Brewing Company)"
+"607",607,0.07,60,1725,"Hopped on the High Seas (Calypso)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Calypso) (Cigar City Brewing Company)"
+"608",608,0.063,NA,1695,"Wiregrass Post-Prohibition Ale","American Pale Ale (APA)",141,12,"American Pale Ale (APA)",142,"Cigar City Brewing Company","Tampa","FL","Wiregrass Post-Prohibition Ale (Cigar City Brewing Company)"
+"609",609,0.07,60,1694,"Dry-Hopped On The High Seas Caribbean-Style IPA","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Dry-Hopped On The High Seas Caribbean-Style IPA (Cigar City Brewing Company)"
+"610",610,0.07,60,1693,"Hopped on the High Seas (Citra)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Citra) (Cigar City Brewing Company)"
+"611",611,0.07,60,1692,"Hopped on the High Seas (Ahtanum)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Ahtanum) (Cigar City Brewing Company)"
+"612",612,0.055,NA,1369,"Gwar Beer","American Pale Ale (APA)",141,12,"American Pale Ale (APA)",142,"Cigar City Brewing Company","Tampa","FL","Gwar Beer (Cigar City Brewing Company)"
+"613",613,0.052,NA,1243,"Tropical Heatwave","American Pale Wheat Ale",141,16,"American Pale Wheat Ale",142,"Cigar City Brewing Company","Tampa","FL","Tropical Heatwave (Cigar City Brewing Company)"
+"614",614,0.075,70,1142,"Humidor Series India Pale Ale","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Humidor Series India Pale Ale (Cigar City Brewing Company)"
+"615",615,0.075,70,1141,"Jai Alai IPA Aged on White Oak","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Jai Alai IPA Aged on White Oak (Cigar City Brewing Company)"
+"616",616,0.08,65,1140,"José Martí American Porter","American Porter",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","José Martí American Porter (Cigar City Brewing Company)"
+"617",617,0.05,NA,1139,"Invasion Pale Ale","American Pale Ale (APA)",141,12,"American Pale Ale (APA)",142,"Cigar City Brewing Company","Tampa","FL","Invasion Pale Ale (Cigar City Brewing Company)"
+"618",618,0.055,25,1138,"Maduro Brown Ale","English Brown Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Maduro Brown Ale (Cigar City Brewing Company)"
+"619",619,0.055,25,571,"Maduro Brown Ale","American Brown Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Maduro Brown Ale (Cigar City Brewing Company)"
+"620",620,0.05,NA,570,"Hotter Than Helles Lager","Munich Helles Lager",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Hotter Than Helles Lager (Cigar City Brewing Company)"
+"621",621,0.072,75,569,"Tocobaga Red Ale","American Amber / Red Ale",141,12,"American Amber / Red Ale",142,"Cigar City Brewing Company","Tampa","FL","Tocobaga Red Ale (Cigar City Brewing Company)"
+"622",622,0.075,70,546,"Jai Alai IPA","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Jai Alai IPA (Cigar City Brewing Company)"
+"623",623,0.05,18,545,"Florida Cracker Belgian Wit","Witbier",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Florida Cracker Belgian Wit (Cigar City Brewing Company)"
+"624",624,0.048,NA,2338,"Shark Tracker Light lager","Light Lager",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Shark Tracker Light lager (Cisco Brewers)"
+"625",625,0.06,NA,1365,"Pumple Drumkin","Pumpkin Ale",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Pumple Drumkin (Cisco Brewers)"
+"626",626,0.045,NA,1094,"Grey Lady","Witbier",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Grey Lady (Cisco Brewers)"
+"627",627,0.062,NA,657,"Summer of Lager","Munich Helles Lager",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Summer of Lager (Cisco Brewers)"
+"628",628,0.065,NA,656,"Indie Pale Ale","American IPA",145,12,"American IPA",146,"Cisco Brewers","Nantucket","MA","Indie Pale Ale (Cisco Brewers)"
+"629",629,0.038,NA,359,"Sankaty Light Lager","Light Lager",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Sankaty Light Lager (Cisco Brewers)"
+"630",630,0.0559999999999999,NA,56,"Whale's Tale Pale Ale","English Pale Ale",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Whale's Tale Pale Ale (Cisco Brewers)"
+"631",631,0.067,60,1772,"Jacaranada Rye IPA","American IPA",320,16,"American IPA",321,"Claremont Craft Ales","Claremont","CA","Jacaranada Rye IPA (Claremont Craft Ales)"
+"632",632,0.06,75,1393,"Cascadian Dark Ale","American Black Ale",418,12,NA,419,"Coalition Brewing Company","Portland","OR","Cascadian Dark Ale (Coalition Brewing Company)"
+"633",633,0.044,13,893,"Wheat the People","American Pale Wheat Ale",418,16,"American Pale Wheat Ale",419,"Coalition Brewing Company","Portland","OR","Wheat the People (Coalition Brewing Company)"
+"634",634,0.047,17,1407,"Tybee Island Blonde","American Blonde Ale",415,12,"American Blonde Ale",416,"Coastal Empire Beer Company","Savannah","GA","Tybee Island Blonde (Coastal Empire Beer Company)"
+"635",635,0.062,55,1406,"Savannah Brown Ale","American Brown Ale",415,12,NA,416,"Coastal Empire Beer Company","Savannah","GA","Savannah Brown Ale (Coastal Empire Beer Company)"
+"636",636,0.046,11,2438,"Rhode Island Blueberry","Kölsch",101,12,NA,102,"Coastal Extreme Brewing Company","Newport","RI","Rhode Island Blueberry (Coastal Extreme Brewing Company)"
+"637",637,0.065,75,2437,"Newport Storm IPA","American IPA",101,12,"American IPA",102,"Coastal Extreme Brewing Company","Newport","RI","Newport Storm IPA (Coastal Extreme Brewing Company)"
+"638",638,0.052,24,751,"Hurricane Amber Ale (2004)","American Amber / Red Ale",101,12,"American Amber / Red Ale",102,"Coastal Extreme Brewing Company","Newport","RI","Hurricane Amber Ale (2004) (Coastal Extreme Brewing Company)"
+"639",639,0.052,24,120,"Hurricane Amber Ale","American Amber / Red Ale",101,12,"American Amber / Red Ale",102,"Coastal Extreme Brewing Company","Newport","RI","Hurricane Amber Ale (Coastal Extreme Brewing Company)"
+"640",640,0.0579999999999999,NA,2061,"Big Blue Van","Fruit / Vegetable Beer",232,16,NA,233,"College Street Brewhouse and Pub","Lake Havasu City","AZ","Big Blue Van (College Street Brewhouse and Pub)"
+"641",641,0.068,75,970,"Des Moines IPA","American IPA",482,16,"American IPA",483,"Confluence Brewing Company","Des Moines","IA","Des Moines IPA (Confluence Brewing Company)"
+"642",642,0.048,22,969,"Capital Gold Golden Lager","German Pilsener",482,16,NA,483,"Confluence Brewing Company","Des Moines","IA","Capital Gold Golden Lager (Confluence Brewing Company)"
+"643",643,0.0559999999999999,21,968,"Farmer John's Multi-Grain Ale","American Blonde Ale",482,16,"American Blonde Ale",483,"Confluence Brewing Company","Des Moines","IA","Farmer John's Multi-Grain Ale (Confluence Brewing Company)"
+"644",644,0.05,NA,2351,"Behemoth","American Pilsner",139,12,NA,140,"Core Brewing & Distilling Company","Springdale","AR","Behemoth (Core Brewing & Distilling Company)"
+"645",645,0.052,NA,1650,"Arkansas Red","American Amber / Red Ale",139,12,"American Amber / Red Ale",140,"Core Brewing & Distilling Company","Springdale","AR","Arkansas Red (Core Brewing & Distilling Company)"
+"646",646,0.057,NA,1337,"Core Oatmeal Stout","Oatmeal Stout",139,12,NA,140,"Core Brewing & Distilling Company","Springdale","AR","Core Oatmeal Stout (Core Brewing & Distilling Company)"
+"647",647,0.061,NA,1336,"Core ESB","Extra Special / Strong Bitter (ESB)",139,12,NA,140,"Core Brewing & Distilling Company","Springdale","AR","Core ESB (Core Brewing & Distilling Company)"
+"648",648,0.038,NA,737,"Chester's Beer (2005)","American Pale Lager",512,12,NA,513,"Cottrell Brewing","Pawcatuck","CT","Chester's Beer (2005) (Cottrell Brewing)"
+"649",649,0.05,NA,129,"Heiner Brau Kölsch","Kölsch",553,12,NA,554,"Covington Brewhouse","Covington","LA","Heiner Brau Kölsch (Covington Brewhouse)"
+"650",650,0.048,NA,716,"Trigger Blonde Ale","American Blonde Ale",515,16,"American Blonde Ale",516,"Crabtree Brewing Company","Greeley","CO","Trigger Blonde Ale (Crabtree Brewing Company)"
+"651",651,0.075,29,659,"Crabtree Oatmeal Stout","Oatmeal Stout",515,16,NA,516,"Crabtree Brewing Company","Greeley","CO","Crabtree Oatmeal Stout (Crabtree Brewing Company)"
+"652",652,0.077,71,556,"Eclipse Black IPA","American Black Ale",515,16,NA,516,"Crabtree Brewing Company","Greeley","CO","Eclipse Black IPA (Crabtree Brewing Company)"
+"653",653,0.06,46,2538,"Neomexicanus Native","American Pale Ale (APA)",63,12,"American Pale Ale (APA)",64,"Crazy Mountain Brewing Company","Edwards","CO","Neomexicanus Native (Crazy Mountain Brewing Company)"
+"654",654,0.075,25,2355,"Old Soul","Belgian Strong Pale Ale",63,12,NA,64,"Crazy Mountain Brewing Company","Edwards","CO","Old Soul (Crazy Mountain Brewing Company)"
+"655",655,0.059,NA,1689,"Snowcat Coffee Stout","American Stout",63,12,NA,64,"Crazy Mountain Brewing Company","Edwards","CO","Snowcat Coffee Stout (Crazy Mountain Brewing Company)"
+"656",656,NA,NA,1163,"WinterWonderGrass Festival Ale","American Amber / Red Ale",63,12,"American Amber / Red Ale",64,"Crazy Mountain Brewing Company","Edwards","CO","WinterWonderGrass Festival Ale (Crazy Mountain Brewing Company)"
+"657",657,NA,NA,940,"Boohai Red Ale","American Amber / Red Ale",63,12,"American Amber / Red Ale",64,"Crazy Mountain Brewing Company","Edwards","CO","Boohai Red Ale (Crazy Mountain Brewing Company)"
+"658",658,0.052,15,685,"Lava Lake Wit","Witbier",63,12,NA,64,"Crazy Mountain Brewing Company","Edwards","CO","Lava Lake Wit (Crazy Mountain Brewing Company)"
+"659",659,0.06,NA,613,"Mountain Livin' Pale Ale","American Pale Ale (APA)",63,12,"American Pale Ale (APA)",64,"Crazy Mountain Brewing Company","Edwards","CO","Mountain Livin' Pale Ale (Crazy Mountain Brewing Company)"
+"660",660,0.052,25,356,"Crazy Mountain Amber Ale","American Amber / Red Ale",63,12,"American Amber / Red Ale",64,"Crazy Mountain Brewing Company","Edwards","CO","Crazy Mountain Amber Ale (Crazy Mountain Brewing Company)"
+"661",661,0.065,65,2029,"Tropicalia","American IPA",247,12,"American IPA",248,"Creature Comforts","Athens","GA","Tropicalia (Creature Comforts)"
+"662",662,0.045,NA,2028,"Athena","Berliner Weissbier",247,12,NA,248,"Creature Comforts","Athens","GA","Athena (Creature Comforts)"
+"663",663,0.049,25,2293,"Aviator Raspberry Blonde","American Blonde Ale",169,12,"American Blonde Ale",170,"Crooked Fence Brewing Company","Garden City","ID","Aviator Raspberry Blonde (Crooked Fence Brewing Company)"
+"664",664,0.055,NA,1105,"3 Picket Porter","American Porter",169,12,NA,170,"Crooked Fence Brewing Company","Garden City","ID","3 Picket Porter (Crooked Fence Brewing Company)"
+"665",665,0.0559999999999999,NA,1104,"Rusty Nail Pale Ale","American Pale Ale (APA)",169,12,"American Pale Ale (APA)",170,"Crooked Fence Brewing Company","Garden City","ID","Rusty Nail Pale Ale (Crooked Fence Brewing Company)"
+"666",666,0.065,NA,2145,"Red Water Irish Style Red","American Amber / Red Ale",212,12,"American Amber / Red Ale",213,"Crow Peak Brewing Company","Spearfish","SD","Red Water Irish Style Red (Crow Peak Brewing Company)"
+"667",667,0.066,NA,1804,"Mjöllnir","Herbed / Spiced Beer",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Mjöllnir (Crow Peak Brewing Company)"
+"668",668,0.055,NA,1602,"Bear Butte Nut Brown Ale","American Brown Ale",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Bear Butte Nut Brown Ale (Crow Peak Brewing Company)"
+"669",669,0.045,NA,1301,"Easy Livin' Summer Ale","American Blonde Ale",212,12,"American Blonde Ale",213,"Crow Peak Brewing Company","Spearfish","SD","Easy Livin' Summer Ale (Crow Peak Brewing Company)"
+"670",670,0.055,NA,542,"Canyon Cream Ale","Cream Ale",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Canyon Cream Ale (Crow Peak Brewing Company)"
+"671",671,0.069,NA,272,"Pile O'Dirt Porter","American Porter",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Pile O'Dirt Porter (Crow Peak Brewing Company)"
+"672",672,0.06,NA,271,"11th Hour IPA","American IPA",212,12,"American IPA",213,"Crow Peak Brewing Company","Spearfish","SD","11th Hour IPA (Crow Peak Brewing Company)"
+"673",673,0.06,31,1057,"South Ridge Amber Ale","American Amber / Red Ale",472,16,"American Amber / Red Ale",473,"Crystal Springs Brewing Company","Boulder","CO","South Ridge Amber Ale (Crystal Springs Brewing Company)"
+"674",674,0.052,23,681,"Summertime Ale","Kölsch",472,16,NA,473,"Crystal Springs Brewing Company","Boulder","CO","Summertime Ale (Crystal Springs Brewing Company)"
+"675",675,0.049,NA,1789,"Lost River Blonde Ale","American Blonde Ale",315,16,"American Blonde Ale",316,"Cutters Brewing Company","Avon","IN","Lost River Blonde Ale (Cutters Brewing Company)"
+"676",676,0.054,NA,1788,"Monon Wheat","Witbier",315,16,NA,316,"Cutters Brewing Company","Avon","IN","Monon Wheat (Cutters Brewing Company)"
+"677",677,0.08,NA,1787,"Floyd's Folly","Scottish Ale",315,16,NA,316,"Cutters Brewing Company","Avon","IN","Floyd's Folly (Cutters Brewing Company)"
+"678",678,0.063,NA,1786,"Half Court IPA","American IPA",315,16,"American IPA",316,"Cutters Brewing Company","Avon","IN","Half Court IPA (Cutters Brewing Company)"
+"679",679,0.045,NA,1763,"Geary's Pale Ale","English Pale Ale",323,12,NA,324,"D.L. Geary Brewing Company","Portland","ME","Geary's Pale Ale (D.L. Geary Brewing Company)"
+"680",680,0.06,NA,1311,"Geary's Summer Ale","Kölsch",323,12,NA,324,"D.L. Geary Brewing Company","Portland","ME","Geary's Summer Ale (D.L. Geary Brewing Company)"
+"681",681,0.08,NA,2078,"Stone of Arbroath","Scotch Ale / Wee Heavy",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","Stone of Arbroath (DC Brau Brewing Company)"
+"682",682,0.05,15,1809,"The Tradition","American Blonde Ale",227,12,"American Blonde Ale",228,"DC Brau Brewing Company","Washington","DC","The Tradition (DC Brau Brewing Company)"
+"683",683,0.053,11,1263,"El Hefe Speaks","Hefeweizen",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","El Hefe Speaks (DC Brau Brewing Company)"
+"684",684,0.055,NA,1092,"Penn Quarter Porter","American Porter",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","Penn Quarter Porter (DC Brau Brewing Company)"
+"685",685,0.092,115,851,"On the Wings of Armageddon","American Double / Imperial IPA",227,12,"American Double / Imperial IPA",228,"DC Brau Brewing Company","Washington","DC","On the Wings of Armageddon (DC Brau Brewing Company)"
+"686",686,0.065,80,186,"The Corruption","American IPA",227,12,"American IPA",228,"DC Brau Brewing Company","Washington","DC","The Corruption (DC Brau Brewing Company)"
+"687",687,0.07,NA,185,"The Citizen","Belgian Pale Ale",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","The Citizen (DC Brau Brewing Company)"
+"688",688,0.06,NA,184,"The Public","American Pale Ale (APA)",227,12,"American Pale Ale (APA)",228,"DC Brau Brewing Company","Washington","DC","The Public (DC Brau Brewing Company)"
+"689",689,0.065,NA,1224,"Dank IPA","American IPA",451,16,"American IPA",452,"Dad & Dude's Breweria","Aurora","CO","Dank IPA (Dad & Dude's Breweria)"
+"690",690,0.065,NA,964,"Dank IPA (2012)","American IPA",451,16,"American IPA",452,"Dad & Dude's Breweria","Aurora","CO","Dank IPA (2012) (Dad & Dude's Breweria)"
+"691",691,0.072,NA,1623,"Lift Off IPA","American IPA",358,16,"American IPA",359,"Daredevil Brewing Company","Shelbyville","IN","Lift Off IPA (Daredevil Brewing Company)"
+"692",692,0.055,NA,110,"BrewFarm Select Golden Lager","American Pale Lager",554,12,NA,555,"Dave's Brewfarm","Wilson","WI","BrewFarm Select Golden Lager (Dave's Brewfarm)"
+"693",693,0.05,NA,1735,"Sprocket Blonde Ale (2006)","American Blonde Ale",333,12,"American Blonde Ale",334,"David's Ale Works","Diamond Springs","CA","Sprocket Blonde Ale (2006) (David's Ale Works)"
+"694",694,0.05,NA,1734,"Sprocket Pale Ale (2006)","American Pale Ale (APA)",333,12,"American Pale Ale (APA)",334,"David's Ale Works","Diamond Springs","CA","Sprocket Pale Ale (2006) (David's Ale Works)"
+"695",695,0.063,37,1746,"Dead Armadillo Amber Ale","American Amber / Red Ale",330,12,"American Amber / Red Ale",331,"Dead Armadillo Craft Brewing","Tulsa","OK","Dead Armadillo Amber Ale (Dead Armadillo Craft Brewing)"
+"696",696,0.06,NA,2371,"Neato Bandito","Euro Pale Lager",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Neato Bandito (Deep Ellum Brewing Company)"
+"697",697,0.075,33,2251,"Oak Cliff Coffee Ale","American Brown Ale",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Oak Cliff Coffee Ale (Deep Ellum Brewing Company)"
+"698",698,0.085,100,2166,"Dream Crusher Double IPA","American Double / Imperial IPA",127,12,"American Double / Imperial IPA",128,"Deep Ellum Brewing Company","Dallas","TX","Dream Crusher Double IPA (Deep Ellum Brewing Company)"
+"699",699,0.06,NA,1827,"Deep Ellum Pale Ale","American Pale Ale (APA)",127,12,"American Pale Ale (APA)",128,"Deep Ellum Brewing Company","Dallas","TX","Deep Ellum Pale Ale (Deep Ellum Brewing Company)"
+"700",700,0.07,NA,1203,"Double Brown Stout","Baltic Porter",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Double Brown Stout (Deep Ellum Brewing Company)"
+"701",701,0.048,25,1202,"Farmhouse Wit","Saison / Farmhouse Ale",127,16,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Farmhouse Wit (Deep Ellum Brewing Company)"
+"702",702,0.046,NA,1161,"Rye Pils Session Lager","German Pilsener",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Rye Pils Session Lager (Deep Ellum Brewing Company)"
+"703",703,0.052,23,946,"Dallas Blonde","American Blonde Ale",127,12,"American Blonde Ale",128,"Deep Ellum Brewing Company","Dallas","TX","Dallas Blonde (Deep Ellum Brewing Company)"
+"704",704,0.07,70,943,"Deep Ellum IPA","American IPA",127,12,"American IPA",128,"Deep Ellum Brewing Company","Dallas","TX","Deep Ellum IPA (Deep Ellum Brewing Company)"
+"705",705,0.045,44,1886,"Thrasher Session India Pale Ale","American IPA",283,12,"American IPA",284,"Defiance Brewing Company","Hays","KS","Thrasher Session India Pale Ale (Defiance Brewing Company)"
+"706",706,0.05,16,1885,"Gutch English Style Mild Ale","English Pale Mild Ale",283,12,NA,284,"Defiance Brewing Company","Hays","KS","Gutch English Style Mild Ale (Defiance Brewing Company)"
+"707",707,0.059,55,1213,"Chuli Stout","Irish Dry Stout",453,12,NA,454,"Denali Brewing Company","Talkeetna","AK","Chuli Stout (Denali Brewing Company)"
+"708",708,0.0559999999999999,46,1159,"Mother Ale","American Blonde Ale",453,12,"American Blonde Ale",454,"Denali Brewing Company","Talkeetna","AK","Mother Ale (Denali Brewing Company)"
+"709",709,0.065,71,947,"Twister Creek India Pale Ale","American IPA",453,12,"American IPA",454,"Denali Brewing Company","Talkeetna","AK","Twister Creek India Pale Ale (Denali Brewing Company)"
+"710",710,0.0579999999999999,46,929,"Single Engine Red","Irish Red Ale",453,12,NA,454,"Denali Brewing Company","Talkeetna","AK","Single Engine Red (Denali Brewing Company)"
+"711",711,0.07,NA,1944,"Incredible Pedal IPA","American IPA",263,12,"American IPA",264,"Denver Beer Company","Denver","CO","Incredible Pedal IPA (Denver Beer Company)"
+"712",712,0.05,NA,1943,"Graham Cracker Porter","American Porter",263,12,NA,264,"Denver Beer Company","Denver","CO","Graham Cracker Porter (Denver Beer Company)"
+"713",713,0.05,40,1210,"Mirror Pond Pale Ale","American Pale Ale (APA)",454,12,"American Pale Ale (APA)",455,"Deschutes Brewery","Bend","OR","Mirror Pond Pale Ale (Deschutes Brewery)"
+"714",714,0.052,16,2550,"Weissenheimer","Hefeweizen",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Weissenheimer (Destihl Brewery)"
+"715",715,0.049,22,2505,"Abbey's Single (2015- )","Abbey Single Ale",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Abbey's Single (2015- ) (Destihl Brewery)"
+"716",716,0.063,76,2025,"Vertex IPA","American IPA",57,12,"American IPA",58,"Destihl Brewery","Bloomington","IL","Vertex IPA (Destihl Brewery)"
+"717",717,0.05,12,2021,"Here Gose Nothin'","Gose",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Here Gose Nothin' (Destihl Brewery)"
+"718",718,0.05,NA,2015,"Strawberry Blonde","Fruit / Vegetable Beer",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Strawberry Blonde (Destihl Brewery)"
+"719",719,0.096,85,1888,"Hoperation Overload","American Double / Imperial IPA",57,12,"American Double / Imperial IPA",58,"Destihl Brewery","Bloomington","IL","Hoperation Overload (Destihl Brewery)"
+"720",720,0.049,22,1887,"Abbey's Single Ale (Current)","Abbey Single Ale",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Abbey's Single Ale (Current) (Destihl Brewery)"
+"721",721,0.044,45,2051,"Bravo Four Point","American Pale Ale (APA)",237,12,"American Pale Ale (APA)",238,"Devil's Backbone Brewing Company","Lexington","VA","Bravo Four Point (Devil's Backbone Brewing Company)"
+"722",722,0.052,26,1201,"Striped Bass Pale Ale","American Pale Ale (APA)",237,12,"American Pale Ale (APA)",238,"Devil's Backbone Brewing Company","Lexington","VA","Striped Bass Pale Ale (Devil's Backbone Brewing Company)"
+"723",723,0.054,27,924,"Deadicated Amber","American Amber / Red Ale",491,16,"American Amber / Red Ale",492,"Devil's Canyon Brewery","Belmont","CA","Deadicated Amber (Devil's Canyon Brewery)"
+"724",724,NA,NA,731,"Kaleidoscope Collaboration 2012","American Black Ale",491,16,NA,492,"Devil's Canyon Brewery","Belmont","CA","Kaleidoscope Collaboration 2012 (Devil's Canyon Brewery)"
+"725",725,0.071,85,730,"California Sunshine Rye IPA","American IPA",491,16,"American IPA",492,"Devil's Canyon Brewery","Belmont","CA","California Sunshine Rye IPA (Devil's Canyon Brewery)"
+"726",726,0.074,12,647,"Full Boar Scotch Ale","Scotch Ale / Wee Heavy",491,16,NA,492,"Devil's Canyon Brewery","Belmont","CA","Full Boar Scotch Ale (Devil's Canyon Brewery)"
+"727",727,0.045,NA,1773,"12 Man Pale Ale","American Pale Ale (APA)",319,12,"American Pale Ale (APA)",320,"Dick's Brewing Company","Centralia","WA","12 Man Pale Ale (Dick's Brewing Company)"
+"728",728,0.065,72,1795,"Filthy Hoppin' IPA","American IPA",311,16,"American IPA",312,"Dirty Bucket Brewing Company","Woodinville","WA","Filthy Hoppin' IPA (Dirty Bucket Brewing Company)"
+"729",729,NA,NA,944,"Dock Street Amber Beer (1992)","American Amber / Red Ale",488,12,"American Amber / Red Ale",489,"Dock Street Brewery","Philadelphia","PA","Dock Street Amber Beer (1992) (Dock Street Brewery)"
+"730",730,NA,NA,524,"Dolores River Hefeweizen","Hefeweizen",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River Hefeweizen (Dolores River Brewery)"
+"731",731,NA,NA,450,"Dolores River ESB","Extra Special / Strong Bitter (ESB)",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River ESB (Dolores River Brewery)"
+"732",732,NA,NA,449,"Snaggletooth Double Pale Ale","American Double / Imperial IPA",531,16,"American Double / Imperial IPA",532,"Dolores River Brewery","Dolores","CO","Snaggletooth Double Pale Ale (Dolores River Brewery)"
+"733",733,NA,NA,448,"Dolores River Pale Ale","American Pale Ale (APA)",531,16,"American Pale Ale (APA)",532,"Dolores River Brewery","Dolores","CO","Dolores River Pale Ale (Dolores River Brewery)"
+"734",734,NA,NA,447,"Dolores River Dry Stout","Irish Dry Stout",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River Dry Stout (Dolores River Brewery)"
+"735",735,NA,NA,446,"Dolores River Mild","English Dark Mild Ale",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River Mild (Dolores River Brewery)"
+"736",736,0.049,NA,1246,"Cranberry Blend","Cider",446,12,NA,447,"Downeast Cider House","Leominster","MA","Cranberry Blend (Downeast Cider House)"
+"737",737,0.051,NA,977,"Orignal Blend","Cider",446,12,NA,447,"Downeast Cider House","Leominster","MA","Orignal Blend (Downeast Cider House)"
+"738",738,0.066,100,881,"Hop Abomination","American IPA",496,12,"American IPA",497,"Dry Dock Brewing Company","Aurora","CO","Hop Abomination (Dry Dock Brewing Company)"
+"739",739,0.051,17,880,"Apricot Blonde","Fruit / Vegetable Beer",496,12,NA,497,"Dry Dock Brewing Company","Aurora","CO","Apricot Blonde (Dry Dock Brewing Company)"
+"740",740,0.043,12,872,"Dry Dock Hefeweizen","Hefeweizen",496,12,NA,497,"Dry Dock Brewing Company","Aurora","CO","Dry Dock Hefeweizen (Dry Dock Brewing Company)"
+"741",741,0.0579999999999999,49,871,"Dry Dock Amber Ale","American Amber / Red Ale",496,12,"American Amber / Red Ale",497,"Dry Dock Brewing Company","Aurora","CO","Dry Dock Amber Ale (Dry Dock Brewing Company)"
+"742",742,0.061,64,1685,"Category 3 IPA","American IPA",340,12,"American IPA",341,"Due South Brewing Company","Boynton Beach","FL","Category 3 IPA (Due South Brewing Company)"
+"743",743,0.045,18,457,"Dundee Summer Wheat Beer","American Pale Wheat Ale",538,12,"American Pale Wheat Ale",539,"Dundee Brewing Company","Rochester","NY","Dundee Summer Wheat Beer (Dundee Brewing Company)"
+"744",744,0.05,NA,1590,"Pumpkin Patch Ale","Pumpkin Ale",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Pumpkin Patch Ale (Eddyline Brewery & Restaurant)"
+"745",745,0.078,74,1382,"Crank Yanker IPA","American IPA",369,16,"American IPA",370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Crank Yanker IPA (Eddyline Brewery & Restaurant)"
+"746",746,0.06,NA,1110,"River Runners Pale Ale","American Pale Ale (APA)",369,16,"American Pale Ale (APA)",370,"Eddyline Brewery & Restaurant","Buena Vista","CO","River Runners Pale Ale (Eddyline Brewery & Restaurant)"
+"747",747,0.05,NA,1014,"Pumpkin Patch Ale (2012)","Pumpkin Ale",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Pumpkin Patch Ale (2012) (Eddyline Brewery & Restaurant)"
+"748",748,0.055,NA,911,"Mountain Fairy Raspberry Wheat","Fruit / Vegetable Beer",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Mountain Fairy Raspberry Wheat (Eddyline Brewery & Restaurant)"
+"749",749,0.045,NA,680,"Boater Beer","German Pilsener",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Boater Beer (Eddyline Brewery & Restaurant)"
+"750",750,0.078,74,395,"Crank Yanker IPA (2011)","American IPA",369,16,"American IPA",370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Crank Yanker IPA (2011) (Eddyline Brewery & Restaurant)"
+"751",751,0.057,NA,1642,"Bleeding Buckeye Red Ale","Extra Special / Strong Bitter (ESB)",352,16,NA,353,"Elevator Brewing Company","Columbus","OH","Bleeding Buckeye Red Ale (Elevator Brewing Company)"
+"752",752,0.049,25,673,"Dottie Seattle Lager","American Amber / Red Lager",516,16,NA,517,"Emerald City Beer Company","Seattle","WA","Dottie Seattle Lager (Emerald City Beer Company)"
+"753",753,0.07,NA,1107,"Nut Sack Imperial Brown Ale","American Brown Ale",465,12,NA,466,"Engine 15 Brewing","Jacksonville Beach","FL","Nut Sack Imperial Brown Ale (Engine 15 Brewing)"
+"754",754,0.05,NA,1039,"Underachiever","American Adjunct Lager",473,16,NA,474,"Engine House 9","Tacoma","WA","Underachiever (Engine House 9)"
+"755",755,0.052,NA,2477,"Lil' Brainless Raspberries","Fruit / Vegetable Beer",81,12,NA,82,"Epic Brewing","Denver","CO","Lil' Brainless Raspberries (Epic Brewing)"
+"756",756,0.052,NA,2008,"Element 29","American Pale Ale (APA)",81,12,"American Pale Ale (APA)",82,"Epic Brewing","Denver","CO","Element 29 (Epic Brewing)"
+"757",757,0.05,NA,2004,"Hop Syndrome","American Pale Lager",81,12,NA,82,"Epic Brewing","Denver","CO","Hop Syndrome (Epic Brewing)"
+"758",758,0.062,NA,2003,"Escape to Colorado","American IPA",81,12,"American IPA",82,"Epic Brewing","Denver","CO","Escape to Colorado (Epic Brewing)"
+"759",759,0.043,60,2292,"Little Sister India Style Session Ale","American IPA",170,12,"American IPA",171,"Everybody's Brewing","White Salmon","WA","Little Sister India Style Session Ale (Everybody's Brewing)"
+"760",760,0.062,80,1504,"Country Boy IPA","American IPA",170,12,"American IPA",171,"Everybody's Brewing","White Salmon","WA","Country Boy IPA (Everybody's Brewing)"
+"761",761,0.049,23,2604,"Blonde Czich","American Blonde Ale",26,16,"American Blonde Ale",27,"Evil Czech Brewery","Mishawaka","IN","Blonde Czich (Evil Czech Brewery)"
+"762",762,0.07,61,2432,"White Reaper","Belgian IPA",26,16,NA,27,"Evil Czech Brewery","Mishawaka","IN","White Reaper (Evil Czech Brewery)"
+"763",763,0.051,NA,2431,"Bobblehead","American Pale Wheat Ale",26,16,"American Pale Wheat Ale",27,"Evil Czech Brewery","Mishawaka","IN","Bobblehead (Evil Czech Brewery)"
+"764",764,0.052,NA,2430,"Lucky Dog","American Pale Ale (APA)",26,16,"American Pale Ale (APA)",27,"Evil Czech Brewery","Mishawaka","IN","Lucky Dog (Evil Czech Brewery)"
+"765",765,0.048,NA,2429,"Voodoo","American Porter",26,16,NA,27,"Evil Czech Brewery","Mishawaka","IN","Voodoo (Evil Czech Brewery)"
+"766",766,0.054,48,1967,"General George Patton Pilsner","Czech Pilsener",26,16,NA,27,"Evil Czech Brewery","Mishawaka","IN","General George Patton Pilsner (Evil Czech Brewery)"
+"767",767,0.04,NA,2283,"Nomader Weiss","Berliner Weissbier",173,12,NA,174,"Evil Twin Brewing","Brooklyn","NY","Nomader Weiss (Evil Twin Brewing)"
+"768",768,0.085,NA,2248,"Molotov Lite","American Double / Imperial IPA",173,16,"American Double / Imperial IPA",174,"Evil Twin Brewing","Brooklyn","NY","Molotov Lite (Evil Twin Brewing)"
+"769",769,0.055,NA,1287,"Hipster Ale (Two Roads Brewing)","American Pale Ale (APA)",173,12,"American Pale Ale (APA)",174,"Evil Twin Brewing","Brooklyn","NY","Hipster Ale (Two Roads Brewing) (Evil Twin Brewing)"
+"770",770,0.027,NA,1286,"Bikini Beer","American IPA",173,12,"American IPA",174,"Evil Twin Brewing","Brooklyn","NY","Bikini Beer (Evil Twin Brewing)"
+"771",771,0.055,NA,640,"Hipster Ale (Westbrook Brewing)","American Pale Ale (APA)",173,12,"American Pale Ale (APA)",174,"Evil Twin Brewing","Brooklyn","NY","Hipster Ale (Westbrook Brewing) (Evil Twin Brewing)"
+"772",772,0.05,32,1722,"Iron Horse Pale Ale","American Pale Ale (APA)",335,12,"American Pale Ale (APA)",336,"Fargo Brewing Company","Fargo","ND","Iron Horse Pale Ale (Fargo Brewing Company)"
+"773",773,0.045,19,1435,"Stone's Throw IPA","Scottish Ale",335,12,NA,336,"Fargo Brewing Company","Fargo","ND","Stone's Throw IPA (Fargo Brewing Company)"
+"774",774,0.067,70,1434,"Wood Chipper India Pale Ale","American IPA",335,12,"American IPA",336,"Fargo Brewing Company","Fargo","ND","Wood Chipper India Pale Ale (Fargo Brewing Company)"
+"775",775,0.063,55,2089,"Trail Head","American Pale Ale (APA)",224,12,"American Pale Ale (APA)",225,"Fat Head's Brewery","Middleburg Heights","OH","Trail Head (Fat Head's Brewery)"
+"776",776,0.07,80,2088,"Hop Stalker Fresh Hop IPA","American IPA",224,16,"American IPA",225,"Fat Head's Brewery","Middleburg Heights","OH","Hop Stalker Fresh Hop IPA (Fat Head's Brewery)"
+"777",777,0.07,58,1455,"Sudice American Stout","American Stout",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Sudice American Stout (Fate Brewing Company)"
+"778",778,0.05,20,1454,"Parcae Belgian Style Pale Ale","Belgian Pale Ale",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Parcae Belgian Style Pale Ale (Fate Brewing Company)"
+"779",779,0.05,20,1453,"Norns Roggenbier","Roggenbier",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Norns Roggenbier (Fate Brewing Company)"
+"780",780,0.05,20,1452,"Laimas Kölsch Style Ale","Kölsch",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Laimas Kölsch Style Ale (Fate Brewing Company)"
+"781",781,0.07,70,1451,"Moirai India Pale Ale","American IPA",405,16,"American IPA",406,"Fate Brewing Company","Boulder","CO","Moirai India Pale Ale (Fate Brewing Company)"
+"782",782,0.075,53,2191,"Loki Red Ale","American Amber / Red Ale",201,16,"American Amber / Red Ale",202,"Fearless Brewing Company","Estacada","OR","Loki Red Ale (Fearless Brewing Company)"
+"783",783,0.046,NA,1731,"Peaches & Cream","Fruit / Vegetable Beer",201,16,NA,202,"Fearless Brewing Company","Estacada","OR","Peaches & Cream (Fearless Brewing Company)"
+"784",784,0.051,NA,1022,"Quaff India Style Session Ale","American IPA",201,16,"American IPA",202,"Fearless Brewing Company","Estacada","OR","Quaff India Style Session Ale (Fearless Brewing Company)"
+"785",785,0.075,53,895,"Loki Red Ale (2013)","American Amber / Red Ale",201,16,"American Amber / Red Ale",202,"Fearless Brewing Company","Estacada","OR","Loki Red Ale (2013) (Fearless Brewing Company)"
+"786",786,0.069,NA,682,"Mjolnir Imperial IPA","American Double / Imperial IPA",201,16,"American Double / Imperial IPA",202,"Fearless Brewing Company","Estacada","OR","Mjolnir Imperial IPA (Fearless Brewing Company)"
+"787",787,0.05,NA,112,"Fearless Scottish Ale","Scottish Ale",201,16,NA,202,"Fearless Brewing Company","Estacada","OR","Fearless Scottish Ale (Fearless Brewing Company)"
+"788",788,0.081,NA,2289,"Mastermind","American Double / Imperial IPA",172,12,"American Double / Imperial IPA",173,"Fiddlehead Brewing Company","Shelburne","VT","Mastermind (Fiddlehead Brewing Company)"
+"789",789,0.0819999999999999,NA,2027,"Hyzer Flip","American Double / Imperial IPA",172,16,"American Double / Imperial IPA",173,"Fiddlehead Brewing Company","Shelburne","VT","Hyzer Flip (Fiddlehead Brewing Company)"
+"790",790,0.0819999999999999,80,1929,"Second Fiddle","American Double / Imperial IPA",172,16,"American Double / Imperial IPA",173,"Fiddlehead Brewing Company","Shelburne","VT","Second Fiddle (Fiddlehead Brewing Company)"
+"791",791,0.055,30,1858,"Hodad Porter","American Porter",172,16,NA,173,"Fiddlehead Brewing Company","Shelburne","VT","Hodad Porter (Fiddlehead Brewing Company)"
+"792",792,0.045,NA,2591,"Weiss Weiss Baby","Kristalweizen",36,12,NA,37,"Figueroa Mountain Brewing Company","Buellton","CA","Weiss Weiss Baby (Figueroa Mountain Brewing Company)"
+"793",793,0.055,45,2590,"Czech Yo Self","Czech Pilsener",36,12,NA,37,"Figueroa Mountain Brewing Company","Buellton","CA","Czech Yo Self (Figueroa Mountain Brewing Company)"
+"794",794,0.048,20,1968,"FMB 101","Kölsch",36,12,NA,37,"Figueroa Mountain Brewing Company","Buellton","CA","FMB 101 (Figueroa Mountain Brewing Company)"
+"795",795,0.09,NA,1981,"Hardcore Chimera","American Double / Imperial IPA",256,16,"American Double / Imperial IPA",257,"Finch's Beer Company","Chicago","IL","Hardcore Chimera (Finch's Beer Company)"
+"796",796,0.08,80,1664,"Sobek & Set","American Black Ale",256,16,NA,257,"Finch's Beer Company","Chicago","IL","Sobek & Set (Finch's Beer Company)"
+"797",797,0.086,NA,1663,"Nuclear Winter","Belgian Strong Dark Ale",256,16,NA,257,"Finch's Beer Company","Chicago","IL","Nuclear Winter (Finch's Beer Company)"
+"798",798,0.05,22,1662,"Wet Hot American Wheat Ale","American Pale Wheat Ale",256,16,"American Pale Wheat Ale",257,"Finch's Beer Company","Chicago","IL","Wet Hot American Wheat Ale (Finch's Beer Company)"
+"799",799,0.053,NA,941,"Secret Stache Stout","American Stout",256,16,NA,257,"Finch's Beer Company","Chicago","IL","Secret Stache Stout (Finch's Beer Company)"
+"800",800,0.08,72,935,"Fascist Pig Ale","American Amber / Red Ale",256,16,"American Amber / Red Ale",257,"Finch's Beer Company","Chicago","IL","Fascist Pig Ale (Finch's Beer Company)"
+"801",801,0.055,NA,809,"Cut Throat Pale Ale","American Pale Ale (APA)",256,16,"American Pale Ale (APA)",257,"Finch's Beer Company","Chicago","IL","Cut Throat Pale Ale (Finch's Beer Company)"
+"802",802,0.075,NA,481,"Threadless IPA","American IPA",256,16,"American IPA",257,"Finch's Beer Company","Chicago","IL","Threadless IPA (Finch's Beer Company)"
+"803",803,0.055,NA,351,"Cut Throat Pale Ale (2011)","American Pale Ale (APA)",256,16,"American Pale Ale (APA)",257,"Finch's Beer Company","Chicago","IL","Cut Throat Pale Ale (2011) (Finch's Beer Company)"
+"804",804,0.047,NA,350,"Golden Wing Blonde Ale","American Blonde Ale",256,16,"American Blonde Ale",257,"Finch's Beer Company","Chicago","IL","Golden Wing Blonde Ale (Finch's Beer Company)"
+"805",805,0.045,47,2569,"Easy Jack","American IPA",48,12,"American IPA",49,"Firestone Walker Brewing Company","Paso Robles","CA","Easy Jack (Firestone Walker Brewing Company)"
+"806",806,0.075,75,2463,"Union Jack","American IPA",48,12,"American IPA",49,"Firestone Walker Brewing Company","Paso Robles","CA","Union Jack (Firestone Walker Brewing Company)"
+"807",807,0.053,NA,2462,"Pivo Pils","German Pilsener",48,12,NA,49,"Firestone Walker Brewing Company","Paso Robles","CA","Pivo Pils (Firestone Walker Brewing Company)"
+"808",808,0.047,NA,1957,"805 Blonde Ale","American Blonde Ale",48,12,"American Blonde Ale",49,"Firestone Walker Brewing Company","Paso Robles","CA","805 Blonde Ale (Firestone Walker Brewing Company)"
+"809",809,0.047,20,1733,"805","American Blonde Ale",48,12,"American Blonde Ale",49,"Firestone Walker Brewing Company","Paso Robles","CA","805 (Firestone Walker Brewing Company)"
+"810",810,0.065,NA,2624,"Deflator","Doppelbock",16,16,NA,17,"Flat 12 Bierwerks","Indianapolis","IN","Deflator (Flat 12 Bierwerks)"
+"811",811,0.05,27,2284,"Hinchtown Hammer Down","American Blonde Ale",16,16,"American Blonde Ale",17,"Flat 12 Bierwerks","Indianapolis","IN","Hinchtown Hammer Down (Flat 12 Bierwerks)"
+"812",812,0.06,104,1610,"Half Cycle IPA","American IPA",16,16,"American IPA",17,"Flat 12 Bierwerks","Indianapolis","IN","Half Cycle IPA (Flat 12 Bierwerks)"
+"813",813,NA,NA,520,"Inclined Plane Ale","American IPA",532,12,"American IPA",533,"Flat Rock Brewing Company","Smithton","PA","Inclined Plane Ale (Flat Rock Brewing Company)"
+"814",814,0.055,NA,2554,"Moped Traveler","American Pale Ale (APA)",54,16,"American Pale Ale (APA)",55,"Flesk Brewing Company","Lombard","IL","Moped Traveler (Flesk Brewing Company)"
+"815",815,0.071,60,608,"Snake Dog IPA","American IPA",521,12,"American IPA",522,"Flying Dog Brewery","Frederick","MD","Snake Dog IPA (Flying Dog Brewery)"
+"816",816,0.047,28,607,"Underdog Atlantic Lager","American Pale Lager",521,12,NA,522,"Flying Dog Brewery","Frederick","MD","Underdog Atlantic Lager (Flying Dog Brewery)"
+"817",817,0.04,NA,2567,"Flying Mouse 8","American Porter",50,12,NA,51,"Flying Mouse Brewery","Troutville","VA","Flying Mouse 8 (Flying Mouse Brewery)"
+"818",818,0.07,70,2566,"Flying Mouse 4","American IPA",50,12,"American IPA",51,"Flying Mouse Brewery","Troutville","VA","Flying Mouse 4 (Flying Mouse Brewery)"
+"819",819,0.078,NA,1899,"La Ferme Urbaine Farmhouse Ale","Saison / Farmhouse Ale",279,12,NA,280,"Foolproof Brewing Company","Pawtucket","RI","La Ferme Urbaine Farmhouse Ale (Foolproof Brewing Company)"
+"820",820,0.06,NA,983,"Backyahd IPA","American IPA",279,12,"American IPA",280,"Foolproof Brewing Company","Pawtucket","RI","Backyahd IPA (Foolproof Brewing Company)"
+"821",821,0.065,NA,982,"Raincloud Robust Porter","American Porter",279,12,NA,280,"Foolproof Brewing Company","Pawtucket","RI","Raincloud Robust Porter (Foolproof Brewing Company)"
+"822",822,0.045,NA,981,"Barstool American Golden Ale","American Blonde Ale",279,12,"American Blonde Ale",280,"Foolproof Brewing Company","Pawtucket","RI","Barstool American Golden Ale (Foolproof Brewing Company)"
+"823",823,0.05,18,2111,"What the Butler Saw","Witbier",217,12,NA,218,"Forgotten Boardwalk","Cherry Hill","NJ","What the Butler Saw (Forgotten Boardwalk)"
+"824",824,0.069,65,2110,"1916 Shore Shiver","American IPA",217,12,"American IPA",218,"Forgotten Boardwalk","Cherry Hill","NJ","1916 Shore Shiver (Forgotten Boardwalk)"
+"825",825,0.052,NA,2172,"Quick WIT","Belgian Pale Ale",206,12,NA,207,"Fort George Brewery","Astoria","OR","Quick WIT (Fort George Brewery)"
+"826",826,0.062,NA,2171,"The Optimist","American IPA",206,12,"American IPA",207,"Fort George Brewery","Astoria","OR","The Optimist (Fort George Brewery)"
+"827",827,0.045,NA,1911,"Suicide Squeeze IPA","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","Suicide Squeeze IPA (Fort George Brewery)"
+"828",828,0.065,NA,1803,"Java the Hop","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","Java the Hop (Fort George Brewery)"
+"829",829,0.062,NA,1566,"Next Adventure Black IPA","American Black Ale",206,16,NA,207,"Fort George Brewery","Astoria","OR","Next Adventure Black IPA (Fort George Brewery)"
+"830",830,0.067,NA,1515,"3-Way IPA (2013)","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","3-Way IPA (2013) (Fort George Brewery)"
+"831",831,0.0579999999999999,NA,1214,"Tender Loving Empire NWPA","American Pale Ale (APA)",206,16,"American Pale Ale (APA)",207,"Fort George Brewery","Astoria","OR","Tender Loving Empire NWPA (Fort George Brewery)"
+"832",832,0.052,NA,674,"Quick Wit Belgianesque Ale","Witbier",206,16,NA,207,"Fort George Brewery","Astoria","OR","Quick Wit Belgianesque Ale (Fort George Brewery)"
+"833",833,0.055,NA,562,"Sunrise Oatmeal Pale Ale","American Pale Ale (APA)",206,16,"American Pale Ale (APA)",207,"Fort George Brewery","Astoria","OR","Sunrise Oatmeal Pale Ale (Fort George Brewery)"
+"834",834,0.088,NA,552,"Cavatica Stout","American Double / Imperial Stout",206,16,NA,207,"Fort George Brewery","Astoria","OR","Cavatica Stout (Fort George Brewery)"
+"835",835,0.051,NA,319,"1811 Lager","American Amber / Red Lager",206,16,NA,207,"Fort George Brewery","Astoria","OR","1811 Lager (Fort George Brewery)"
+"836",836,0.074,97,318,"Vortex IPA","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","Vortex IPA (Fort George Brewery)"
+"837",837,NA,NA,2322,"Fort Pitt Ale","American Amber / Red Ale",151,12,"American Amber / Red Ale",152,"Fort Pitt Brewing Company","Latrobe","PA","Fort Pitt Ale (Fort Pitt Brewing Company)"
+"838",838,0.047,19,2661,"Park","American Pale Wheat Ale",4,12,"American Pale Wheat Ale",5,"Fort Point Beer Company","San Francisco","CA","Park (Fort Point Beer Company)"
+"839",839,0.0559999999999999,16,2660,"Westfalia","American Amber / Red Ale",4,12,"American Amber / Red Ale",5,"Fort Point Beer Company","San Francisco","CA","Westfalia (Fort Point Beer Company)"
+"840",840,0.046,17,2659,"KSA","Kölsch",4,12,NA,5,"Fort Point Beer Company","San Francisco","CA","KSA (Fort Point Beer Company)"
+"841",841,0.063,42,2658,"Villager","American IPA",4,12,"American IPA",5,"Fort Point Beer Company","San Francisco","CA","Villager (Fort Point Beer Company)"
+"842",842,0.085,50,2625,"Dirty Bastard","Scotch Ale / Wee Heavy",15,12,NA,16,"Founders Brewing Company","Grand Rapids","MI","Dirty Bastard (Founders Brewing Company)"
+"843",843,0.072,65,1565,"Centennial IPA","American IPA",15,12,"American IPA",16,"Founders Brewing Company","Grand Rapids","MI","Centennial IPA (Founders Brewing Company)"
+"844",844,0.047,42,1223,"All Day IPA","American IPA",15,12,"American IPA",16,"Founders Brewing Company","Grand Rapids","MI","All Day IPA (Founders Brewing Company)"
+"845",845,0.076,73,1874,"El Chingon IPA","American IPA",287,12,"American IPA",288,"Four Corners Brewing Company","Dallas","TX","El Chingon IPA (Four Corners Brewing Company)"
+"846",846,0.057,40,1873,"Block Party Robust Porter","American Porter",287,12,NA,288,"Four Corners Brewing Company","Dallas","TX","Block Party Robust Porter (Four Corners Brewing Company)"
+"847",847,0.052,20,1872,"Local Buzz","American Blonde Ale",287,12,"American Blonde Ale",288,"Four Corners Brewing Company","Dallas","TX","Local Buzz (Four Corners Brewing Company)"
+"848",848,0.055,NA,2613,"Feel Like Maplin' Love","Oatmeal Stout",22,16,NA,23,"Four Fathers Brewing","Valparaiso","IN","Feel Like Maplin' Love (Four Fathers Brewing)"
+"849",849,0.05,NA,2612,"Father's Beer","Belgian Pale Ale",22,16,NA,23,"Four Fathers Brewing","Valparaiso","IN","Father's Beer (Four Fathers Brewing)"
+"850",850,0.06,NA,2611,"The 26th","American IPA",22,16,"American IPA",23,"Four Fathers Brewing","Valparaiso","IN","The 26th (Four Fathers Brewing)"
+"851",851,0.064,90,2610,"The Gadget","American IPA",22,16,"American IPA",23,"Four Fathers Brewing","Valparaiso","IN","The Gadget (Four Fathers Brewing)"
+"852",852,0.04,NA,1657,"Leprechaun Lager","American Pale Lager",348,12,NA,349,"Four Horsemen Brewing Company","South Bend","IN","Leprechaun Lager (Four Horsemen Brewing Company)"
+"853",853,0.052,17,2309,"Sunbru Kölsch","Kölsch",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Sunbru Kölsch (Four Peaks Brewing Company)"
+"854",854,0.06,21,1635,"Kilt Lifter Scottish-Style Ale",NA,160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Kilt Lifter Scottish-Style Ale (Four Peaks Brewing Company)"
+"855",855,0.051,NA,1616,"Pumpkin Porter","American Porter",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Pumpkin Porter (Four Peaks Brewing Company)"
+"856",856,0.042,9,1585,"Four Peaks Peach Ale","Fruit / Vegetable Beer",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Four Peaks Peach Ale (Four Peaks Brewing Company)"
+"857",857,0.067,47,358,"Hop Knot IPA","American IPA",160,12,"American IPA",161,"Four Peaks Brewing Company","Tempe","AZ","Hop Knot IPA (Four Peaks Brewing Company)"
+"858",858,0.06,21,179,"Kilt Lifter Scottish-Style Ale (2009)","Scottish Ale",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Kilt Lifter Scottish-Style Ale (2009) (Four Peaks Brewing Company)"
+"859",859,0.052,NA,178,"Sunbru Kölsch","Kölsch",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Sunbru Kölsch (Four Peaks Brewing Company)"
+"860",860,0.06,NA,2428,"Four String Vanilla Porter","American Porter",105,12,NA,106,"Four String Brewing Company","Columbus","OH","Four String Vanilla Porter (Four String Brewing Company)"
+"861",861,0.05,28,2427,"Suncaster Summer Wheat","American Pale Wheat Ale",105,12,"American Pale Wheat Ale",106,"Four String Brewing Company","Columbus","OH","Suncaster Summer Wheat (Four String Brewing Company)"
+"862",862,0.057,36,2425,"Brass Knuckle Pale Ale","American Pale Ale (APA)",105,12,"American Pale Ale (APA)",106,"Four String Brewing Company","Columbus","OH","Brass Knuckle Pale Ale (Four String Brewing Company)"
+"863",863,0.07,70,2424,"Big Star White IPA","American White IPA",105,12,NA,106,"Four String Brewing Company","Columbus","OH","Big Star White IPA (Four String Brewing Company)"
+"864",864,0.0559999999999999,NA,1998,"Old Detroit","American Amber / Red Ale",253,12,"American Amber / Red Ale",254,"Frankenmuth Brewery","Frankenmuth","MI","Old Detroit (Frankenmuth Brewery)"
+"865",865,0.069,69,1556,"Batch 69 IPA","American IPA",253,12,"American IPA",254,"Frankenmuth Brewery","Frankenmuth","MI","Batch 69 IPA (Frankenmuth Brewery)"
+"866",866,0.055,18,1208,"Twisted Helles Summer Lager","Munich Helles Lager",253,12,NA,254,"Frankenmuth Brewery","Frankenmuth","MI","Twisted Helles Summer Lager (Frankenmuth Brewery)"
+"867",867,0.053,27,2527,"OktoberFiesta",NA,66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","OktoberFiesta (Freetail Brewing Company)"
+"868",868,0.065,33,2526,"Texicali","American Brown Ale",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Texicali (Freetail Brewing Company)"
+"869",869,0.06,NA,2525,"Pinata Protest","Witbier",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Pinata Protest (Freetail Brewing Company)"
+"870",870,0.042,20,2524,"Bat Outta Helles","Munich Helles Lager",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Bat Outta Helles (Freetail Brewing Company)"
+"871",871,0.068,NA,2523,"Original","American Amber / Red Ale",66,12,"American Amber / Red Ale",67,"Freetail Brewing Company","San Antonio","TX","Original (Freetail Brewing Company)"
+"872",872,0.042,10,2522,"Rye Wit","Witbier",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Rye Wit (Freetail Brewing Company)"
+"873",873,0.059,70,2521,"Soul Doubt","American IPA",66,12,"American IPA",67,"Freetail Brewing Company","San Antonio","TX","Soul Doubt (Freetail Brewing Company)"
+"874",874,0.044,5,2520,"Yo Soy Un Berliner","Berliner Weissbier",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Yo Soy Un Berliner (Freetail Brewing Company)"
+"875",875,0.04,NA,1174,"77 Fremont Select Spring Session IPA","American IPA",460,12,"American IPA",461,"Fremont Brewing Company","Seattle","WA","77 Fremont Select Spring Session IPA (Fremont Brewing Company)"
+"876",876,0.045,NA,1116,"Fremont Organic Pale Ale","American Pale Ale (APA)",460,12,"American Pale Ale (APA)",461,"Fremont Brewing Company","Seattle","WA","Fremont Organic Pale Ale (Fremont Brewing Company)"
+"877",877,0.08,NA,994,"Abominable Ale","English Strong Ale",460,12,NA,461,"Fremont Brewing Company","Seattle","WA","Abominable Ale (Fremont Brewing Company)"
+"878",878,0.065,35,901,"Harvest Ale","Saison / Farmhouse Ale",460,12,NA,461,"Fremont Brewing Company","Seattle","WA","Harvest Ale (Fremont Brewing Company)"
+"879",879,0.065,45,875,"Fremont Summer Ale","American Pale Ale (APA)",460,12,"American Pale Ale (APA)",461,"Fremont Brewing Company","Seattle","WA","Fremont Summer Ale (Fremont Brewing Company)"
+"880",880,0.0559999999999999,30,858,"Universale Pale Ale","American Pale Ale (APA)",460,12,"American Pale Ale (APA)",461,"Fremont Brewing Company","Seattle","WA","Universale Pale Ale (Fremont Brewing Company)"
+"881",881,0.065,80,857,"Interurban IPA","American IPA",460,12,"American IPA",461,"Fremont Brewing Company","Seattle","WA","Interurban IPA (Fremont Brewing Company)"
+"882",882,0.053,32,1300,"Gateway Kolsch Style Ale","Kölsch",433,12,NA,434,"French Broad Brewery","Asheville","NC","Gateway Kolsch Style Ale (French Broad Brewery)"
+"883",883,0.07,24,1260,"Wee-Heavy-Er Scotch Ale","Scotch Ale / Wee Heavy",433,12,NA,434,"French Broad Brewery","Asheville","NC","Wee-Heavy-Er Scotch Ale (French Broad Brewery)"
+"884",884,0.052,42,1259,"13 Rebels ESB","Extra Special / Strong Bitter (ESB)",433,12,NA,434,"French Broad Brewery","Asheville","NC","13 Rebels ESB (French Broad Brewery)"
+"885",885,0.07,73,2254,"Salamander Slam","American IPA",180,16,"American IPA",181,"Frog Level Brewing Company","Waynesville","NC","Salamander Slam (Frog Level Brewing Company)"
+"886",886,0.05,NA,1658,"Cack-A-Lacky","American Pale Ale (APA)",347,12,"American Pale Ale (APA)",348,"Fullsteam Brewery","Durham","NC","Cack-A-Lacky (Fullsteam Brewery)"
+"887",887,0.072,50,2077,"No Wake IPA","American IPA",228,12,"American IPA",229,"Geneva Lake Brewing Company","Lake Geneva","WI","No Wake IPA (Geneva Lake Brewing Company)"
+"888",888,0.049,15,2076,"Boathouse Blonde","American Blonde Ale",228,12,"American Blonde Ale",229,"Geneva Lake Brewing Company","Lake Geneva","WI","Boathouse Blonde (Geneva Lake Brewing Company)"
+"889",889,0.05,26,2075,"Cedar Point","American Amber / Red Ale",228,12,"American Amber / Red Ale",229,"Geneva Lake Brewing Company","Lake Geneva","WI","Cedar Point (Geneva Lake Brewing Company)"
+"890",890,0.067,70,2426,"Clean Shave IPA","American IPA",106,12,"American IPA",107,"Glabrous Brewing Company","Pineland","ME","Clean Shave IPA (Glabrous Brewing Company)"
+"891",891,0.072,75,2045,"Might As Well IPL","American Pale Lager",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Might As Well IPL (Golden Road Brewing)"
+"892",892,0.0579999999999999,35,1960,"Saison Pamplemousse","Saison / Farmhouse Ale",240,12,NA,241,"Golden Road Brewing","Los Angeles","CA","Saison Pamplemousse (Golden Road Brewing)"
+"893",893,0.074,74,1777,"2020 IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","2020 IPA (Golden Road Brewing)"
+"894",894,0.08,70,1698,"Wolf Among Weeds IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Wolf Among Weeds IPA (Golden Road Brewing)"
+"895",895,0.094,92,1641,"Better Weather IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Better Weather IPA (Golden Road Brewing)"
+"896",896,0.059,60,1490,"Point the Way IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Point the Way IPA (Golden Road Brewing)"
+"897",897,0.046,15,1489,"Golden Road Hefeweizen","Hefeweizen",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Golden Road Hefeweizen (Golden Road Brewing)"
+"898",898,0.068,65,1399,"Heal the Bay IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Heal the Bay IPA (Golden Road Brewing)"
+"899",899,0.059,60,1296,"Point the Way IPA","American IPA",240,12,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Point the Way IPA (Golden Road Brewing)"
+"900",900,0.05,NA,1034,"Cabrillo Kölsch","Kölsch",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Cabrillo Kölsch (Golden Road Brewing)"
+"901",901,0.055,20,991,"Get Up Offa That Brown","American Brown Ale",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Get Up Offa That Brown (Golden Road Brewing)"
+"902",902,0.08,70,750,"Burning Bush Smoked IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Burning Bush Smoked IPA (Golden Road Brewing)"
+"903",903,0.08,70,749,"Wolf Among Weeds IPA (2012)","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Wolf Among Weeds IPA (2012) (Golden Road Brewing)"
+"904",904,0.059,60,549,"Point the Way IPA (2012)","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Point the Way IPA (2012) (Golden Road Brewing)"
+"905",905,0.046,15,548,"Golden Road Hefeweizen (2012)","Hefeweizen",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Golden Road Hefeweizen (2012) (Golden Road Brewing)"
+"906",906,0.07,11,2587,"Vanilla Porter","American Porter",39,16,NA,40,"Gonzo's BiggDogg Brewing","Kalamazoo","MI","Vanilla Porter (Gonzo's BiggDogg Brewing)"
+"907",907,0.07,70,1109,"Descender IPA","American IPA",464,12,"American IPA",465,"Good Life Brewing Company","Bend","OR","Descender IPA (Good Life Brewing Company)"
+"908",908,0.06,18,1108,"Sweet As Pacific Ale","American Pale Wheat Ale",464,12,"American Pale Wheat Ale",465,"Good Life Brewing Company","Bend","OR","Sweet As Pacific Ale (Good Life Brewing Company)"
+"909",909,0.0559999999999999,36,1000,"Good People Pale Ale","American Pale Ale (APA)",478,12,"American Pale Ale (APA)",479,"Good People Brewing Company","Birmingham","AL","Good People Pale Ale (Good People Brewing Company)"
+"910",910,0.093,103,312,"Snake Handler Double IPA","American Double / Imperial IPA",478,12,"American Double / Imperial IPA",479,"Good People Brewing Company","Birmingham","AL","Snake Handler Double IPA (Good People Brewing Company)"
+"911",911,0.06,54,311,"Coffee Oatmeal Stout","Oatmeal Stout",478,12,NA,479,"Good People Brewing Company","Birmingham","AL","Coffee Oatmeal Stout (Good People Brewing Company)"
+"912",912,0.06,64,309,"Good People IPA","American IPA",478,12,"American IPA",479,"Good People Brewing Company","Birmingham","AL","Good People IPA (Good People Brewing Company)"
+"913",913,0.0579999999999999,36,308,"Good People American Brown Ale","American Brown Ale",478,12,NA,479,"Good People Brewing Company","Birmingham","AL","Good People American Brown Ale (Good People Brewing Company)"
+"914",914,0.055,40,2205,"Mountain Rescue Pale Ale","American Pale Ale (APA)",194,12,"American Pale Ale (APA)",195,"Goodlife Brewing Co.","Bend","OR","Mountain Rescue Pale Ale (Goodlife Brewing Co.)"
+"915",915,0.059,55,2198,"Goose Island India Pale Ale","American IPA",196,12,"American IPA",197,"Goose Island Brewery Company","Chicago","IL","Goose Island India Pale Ale (Goose Island Brewery Company)"
+"916",916,0.054,30,2457,"312 Urban Pale Ale","American Pale Ale (APA)",88,16,"American Pale Ale (APA)",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Pale Ale (Goose Island Brewing Company)"
+"917",917,0.054,30,2202,"312 Urban Pale Ale","American Pale Ale (APA)",88,12,"American Pale Ale (APA)",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Pale Ale (Goose Island Brewing Company)"
+"918",918,0.042,18,2201,"312 Urban Wheat Ale","American Pale Wheat Ale",88,16,"American Pale Wheat Ale",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Wheat Ale (Goose Island Brewing Company)"
+"919",919,0.042,18,1829,"312 Urban Wheat Ale","American Pale Wheat Ale",88,12,"American Pale Wheat Ale",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Wheat Ale (Goose Island Brewing Company)"
+"920",920,0.042,20,581,"312 Urban Wheat Ale (2012)","American Pale Wheat Ale",88,12,"American Pale Wheat Ale",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Wheat Ale (2012) (Goose Island Brewing Company)"
+"921",921,0.052,19,1383,"Beaver Logger","American Pale Lager",420,12,NA,421,"Gore Range Brewery","Edwards","CO","Beaver Logger (Gore Range Brewery)"
+"922",922,0.05,NA,477,"White Water Wheat","American Pale Wheat Ale",536,12,"American Pale Wheat Ale",537,"Grand Canyon Brewing Company","Williams","AZ","White Water Wheat (Grand Canyon Brewing Company)"
+"923",923,0.052,NA,476,"Grand Canyon American Pilsner","American Pilsner",536,12,NA,537,"Grand Canyon Brewing Company","Williams","AZ","Grand Canyon American Pilsner (Grand Canyon Brewing Company)"
+"924",924,0.054,NA,143,"Grand Canyon Sunset Amber Ale","American Amber / Red Ale",536,12,"American Amber / Red Ale",537,"Grand Canyon Brewing Company","Williams","AZ","Grand Canyon Sunset Amber Ale (Grand Canyon Brewing Company)"
+"925",925,NA,NA,142,"Black Iron India Pale Ale","American IPA",536,12,"American IPA",537,"Grand Canyon Brewing Company","Williams","AZ","Black Iron India Pale Ale (Grand Canyon Brewing Company)"
+"926",926,0.043,21,2129,"Monarch Classic American Wheat","American Pale Wheat Ale",213,12,"American Pale Wheat Ale",214,"Grapevine Craft Brewery","Farmers Branch","TX","Monarch Classic American Wheat (Grapevine Craft Brewery)"
+"927",927,0.049,21,2127,"Sir William's English Brown Ale","English Brown Ale",213,12,NA,214,"Grapevine Craft Brewery","Farmers Branch","TX","Sir William's English Brown Ale (Grapevine Craft Brewery)"
+"928",928,0.055,35,2126,"Lakefire Rye Pale Ale","American Pale Ale (APA)",213,12,"American Pale Ale (APA)",214,"Grapevine Craft Brewery","Farmers Branch","TX","Lakefire Rye Pale Ale (Grapevine Craft Brewery)"
+"929",929,0.053,22,2303,"Beer Agent Re-Ignition","American Blonde Ale",165,16,"American Blonde Ale",166,"Great Crescent Brewery","Aurora","IN","Beer Agent Re-Ignition (Great Crescent Brewery)"
+"930",930,0.057,18,1990,"Cherry Ale","Fruit / Vegetable Beer",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Cherry Ale (Great Crescent Brewery)"
+"931",931,0.0559999999999999,33,1702,"Bourbon Barrel Aged Coconut Porter","American Porter",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Bourbon Barrel Aged Coconut Porter (Great Crescent Brewery)"
+"932",932,0.062,60,1701,"Great Crescent IPA","American IPA",165,16,"American IPA",166,"Great Crescent Brewery","Aurora","IN","Great Crescent IPA (Great Crescent Brewery)"
+"933",933,0.057,27,1700,"Aurora Lager","Dortmunder / Export Lager",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Aurora Lager (Great Crescent Brewery)"
+"934",934,0.053,22,1699,"Great Crescent Blonde Ale","American Blonde Ale",165,16,"American Blonde Ale",166,"Great Crescent Brewery","Aurora","IN","Great Crescent Blonde Ale (Great Crescent Brewery)"
+"935",935,0.0559999999999999,33,1269,"Great Crescent Coconut Porter","American Porter",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Coconut Porter (Great Crescent Brewery)"
+"936",936,0.057,25,930,"Great Crescent Oktoberfest Lager","Märzen / Oktoberfest",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Oktoberfest Lager (Great Crescent Brewery)"
+"937",937,0.045,36,649,"Great Crescent Brown Ale","American Brown Ale",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Brown Ale (Great Crescent Brewery)"
+"938",938,0.057,18,639,"Cherry Ale (1)","Fruit / Vegetable Beer",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Cherry Ale (1) (Great Crescent Brewery)"
+"939",939,0.057,27,626,"Aurora Lager (2011)","Dortmunder / Export Lager",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Aurora Lager (2011) (Great Crescent Brewery)"
+"940",940,0.06,25,615,"Frosted Fields Winter Wheat","American Dark Wheat Ale",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Frosted Fields Winter Wheat (Great Crescent Brewery)"
+"941",941,0.051,13,478,"Great Crescent Belgian Style Wit","Witbier",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Belgian Style Wit (Great Crescent Brewery)"
+"942",942,0.075,65,455,"Bourbon's Barrel Stout","American Stout",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Bourbon's Barrel Stout (Great Crescent Brewery)"
+"943",943,0.08,66,442,"Great Crescent Stout","English Stout",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Stout (Great Crescent Brewery)"
+"944",944,0.0559999999999999,33,441,"Great Crescent Coconut Porter (2012)","American Porter",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Coconut Porter (2012) (Great Crescent Brewery)"
+"945",945,0.057,23,440,"Great Crescent Dark Lager","Euro Dark Lager",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Dark Lager (Great Crescent Brewery)"
+"946",946,0.042,26,439,"Great Crescent Mild Ale","English Dark Mild Ale",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Mild Ale (Great Crescent Brewery)"
+"947",947,0.062,60,436,"Great Crescent IPA (2011)","American IPA",165,16,"American IPA",166,"Great Crescent Brewery","Aurora","IN","Great Crescent IPA (2011) (Great Crescent Brewery)"
+"948",948,0.053,22,389,"Great Crescent Blonde Ale (2011)","American Blonde Ale",165,16,"American Blonde Ale",166,"Great Crescent Brewery","Aurora","IN","Great Crescent Blonde Ale (2011) (Great Crescent Brewery)"
+"949",949,0.05,NA,2650,"Denver Pale Ale (Artist Series No. 1)","American Pale Ale (APA)",6,12,"American Pale Ale (APA)",7,"Great Divide Brewing Company","Denver","CO","Denver Pale Ale (Artist Series No. 1) (Great Divide Brewing Company)"
+"950",950,0.087,NA,2649,"Hibernation Ale","Old Ale",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Hibernation Ale (Great Divide Brewing Company)"
+"951",951,0.061,NA,2648,"Whitewater","American Pale Wheat Ale",6,12,"American Pale Wheat Ale",7,"Great Divide Brewing Company","Denver","CO","Whitewater (Great Divide Brewing Company)"
+"952",952,0.071,NA,2647,"Rumble","American IPA",6,12,"American IPA",7,"Great Divide Brewing Company","Denver","CO","Rumble (Great Divide Brewing Company)"
+"953",953,0.083,NA,2646,"Orabelle","Tripel",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Orabelle (Great Divide Brewing Company)"
+"954",954,0.05,NA,2645,"Lasso","American IPA",6,12,"American IPA",7,"Great Divide Brewing Company","Denver","CO","Lasso (Great Divide Brewing Company)"
+"955",955,0.095,75,2644,"Yeti  Imperial Stout","Russian Imperial Stout",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Yeti  Imperial Stout (Great Divide Brewing Company)"
+"956",956,0.073,NA,2643,"Colette","Saison / Farmhouse Ale",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Colette (Great Divide Brewing Company)"
+"957",957,0.071,NA,2642,"Titan IPA","American IPA",6,12,"American IPA",7,"Great Divide Brewing Company","Denver","CO","Titan IPA (Great Divide Brewing Company)"
+"958",958,0.045,15,404,"Black Star Double Hopped Golden Lager (24 oz.)","American Pale Lager",543,24,NA,544,"Great Northern Brewing Company","Whitefish","MT","Black Star Double Hopped Golden Lager (24 oz.) (Great Northern Brewing Company)"
+"959",959,0.045,15,164,"Black Star Double Hopped Golden Lager (12 oz.)","American Pale Lager",543,12,NA,544,"Great Northern Brewing Company","Whitefish","MT","Black Star Double Hopped Golden Lager (12 oz.) (Great Northern Brewing Company)"
+"960",960,0.052,49,1923,"Commotion APA","American Pale Ale (APA)",269,12,"American Pale Ale (APA)",270,"Great Raft Brewing Company","Shreveport","LA","Commotion APA (Great Raft Brewing Company)"
+"961",961,0.052,NA,1922,"Southern Drawl Pale Lager","American Pale Lager",269,12,NA,270,"Great Raft Brewing Company","Shreveport","LA","Southern Drawl Pale Lager (Great Raft Brewing Company)"
+"962",962,0.05,5,1604,"Chickawawa Lemonale","Fruit / Vegetable Beer",365,12,NA,366,"Great River Brewery","Davenport","IA","Chickawawa Lemonale (Great River Brewery)"
+"963",963,0.07,22,1574,"Barrel Aged Farmer","American Brown Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Barrel Aged Farmer (Great River Brewery)"
+"964",964,0.048,NA,1446,"Great River Golden Ale","American Blonde Ale",365,12,"American Blonde Ale",366,"Great River Brewery","Davenport","IA","Great River Golden Ale (Great River Brewery)"
+"965",965,0.048,NA,1275,"Dirty Blonde Chocolate Ale","American Blonde Ale",365,12,"American Blonde Ale",366,"Great River Brewery","Davenport","IA","Dirty Blonde Chocolate Ale (Great River Brewery)"
+"966",966,0.048,20,1244,"Dos Pistolas","Vienna Lager",365,12,NA,366,"Great River Brewery","Davenport","IA","Dos Pistolas (Great River Brewery)"
+"967",967,0.05,30,1064,"Owney Irish Style Red Ale","Irish Red Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Owney Irish Style Red Ale (Great River Brewery)"
+"968",968,0.06,NA,1028,"Aaah Bock Lager","Vienna Lager",365,16,NA,366,"Great River Brewery","Davenport","IA","Aaah Bock Lager (Great River Brewery)"
+"969",969,0.055,10,865,"Widespread Wit","Witbier",365,16,NA,366,"Great River Brewery","Davenport","IA","Widespread Wit (Great River Brewery)"
+"970",970,0.054,30,864,"Roller Dam Red Ale","Irish Red Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Roller Dam Red Ale (Great River Brewery)"
+"971",971,0.053,48,863,"483 Pale Ale","American Pale Ale (APA)",365,16,"American Pale Ale (APA)",366,"Great River Brewery","Davenport","IA","483 Pale Ale (Great River Brewery)"
+"972",972,0.09,99,672,"Hop A Potamus Double Dark Rye Pale Ale","Rye Beer",365,16,NA,366,"Great River Brewery","Davenport","IA","Hop A Potamus Double Dark Rye Pale Ale (Great River Brewery)"
+"973",973,0.07,22,655,"Farmer Brown Ale","American Brown Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Farmer Brown Ale (Great River Brewery)"
+"974",974,0.07,70,540,"Big Cock IPA","American IPA",365,16,"American IPA",366,"Great River Brewery","Davenport","IA","Big Cock IPA (Great River Brewery)"
+"975",975,0.059,25,539,"Oktoberfest","Märzen / Oktoberfest",365,16,NA,366,"Great River Brewery","Davenport","IA","Oktoberfest (Great River Brewery)"
+"976",976,0.048,25,517,"40th Annual Bix Street Fest Copper Ale (Current)","American Amber / Red Ale",365,16,"American Amber / Red Ale",366,"Great River Brewery","Davenport","IA","40th Annual Bix Street Fest Copper Ale (Current) (Great River Brewery)"
+"977",977,0.06,36,371,"Redband Stout","American Stout",365,16,NA,366,"Great River Brewery","Davenport","IA","Redband Stout (Great River Brewery)"
+"978",978,0.053,48,190,"483 Pale Ale (2010)","American Pale Ale (APA)",365,16,"American Pale Ale (APA)",366,"Great River Brewery","Davenport","IA","483 Pale Ale (2010) (Great River Brewery)"
+"979",979,0.054,30,189,"Roller Dam Red Ale (2010)","Irish Red Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Roller Dam Red Ale (2010) (Great River Brewery)"
+"980",980,0.05,30,1106,"Pablo Beach Pale Ale","American Pale Ale (APA)",466,12,"American Pale Ale (APA)",467,"Green Room Brewing","Jacksonville","FL","Pablo Beach Pale Ale (Green Room Brewing)"
+"981",981,0.057,44,2314,"Wild Trail Pale Ale","American Pale Ale (APA)",156,12,"American Pale Ale (APA)",157,"Greenbrier Valley Brewing Company","Lewisburg","WV","Wild Trail Pale Ale (Greenbrier Valley Brewing Company)"
+"982",982,0.067,71,2313,"Mothman Black IPA","American Black Ale",156,12,NA,157,"Greenbrier Valley Brewing Company","Lewisburg","WV","Mothman Black IPA (Greenbrier Valley Brewing Company)"
+"983",983,0.0579999999999999,NA,2461,"Autumn Winds Fest Beer","Märzen / Oktoberfest",86,16,NA,87,"Grey Sail Brewing Company","Westerly","RI","Autumn Winds Fest Beer (Grey Sail Brewing Company)"
+"984",984,0.085,69,2044,"Captain's Daughter","American Double / Imperial IPA",86,12,"American Double / Imperial IPA",87,"Grey Sail Brewing Company","Westerly","RI","Captain's Daughter (Grey Sail Brewing Company)"
+"985",985,0.0579999999999999,NA,1567,"Autumn Winds","Märzen / Oktoberfest",379,16,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Autumn Winds (Grey Sail Brewing of Rhode Island)"
+"986",986,0.06,54,1505,"Flying Jenny Extra Pale Ale","American Pale Ale (APA)",379,12,"American Pale Ale (APA)",380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Flying Jenny Extra Pale Ale (Grey Sail Brewing of Rhode Island)"
+"987",987,0.04,20,1186,"Hazy Day Belgian-Style Wit","Witbier",379,16,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Hazy Day Belgian-Style Wit (Grey Sail Brewing of Rhode Island)"
+"988",988,0.055,NA,1185,"Bring Back the Beach Blonde Ale","American Blonde Ale",379,16,"American Blonde Ale",380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Bring Back the Beach Blonde Ale (Grey Sail Brewing of Rhode Island)"
+"989",989,0.06,34,984,"Leaning Chimney Smoked Porter","American Porter",379,16,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Leaning Chimney Smoked Porter (Grey Sail Brewing of Rhode Island)"
+"990",990,0.06,54,693,"Flying Jenny Extra Pale Ale (2012)","American Pale Ale (APA)",379,12,"American Pale Ale (APA)",380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Flying Jenny Extra Pale Ale (2012) (Grey Sail Brewing of Rhode Island)"
+"991",991,0.049,22,631,"Flagship Ale","Cream Ale",379,12,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Flagship Ale (Grey Sail Brewing of Rhode Island)"
+"992",992,0.045,6,2375,"Mr. Blue Sky","American Pale Wheat Ale",124,16,"American Pale Wheat Ale",125,"Griffin Claw Brewing Company","Birmingham","MI","Mr. Blue Sky (Griffin Claw Brewing Company)"
+"993",993,0.065,NA,2143,"3 Scrooges","Winter Warmer",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","3 Scrooges (Griffin Claw Brewing Company)"
+"994",994,0.05,25,2142,"Screamin’ Pumpkin","Pumpkin Ale",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","Screamin’ Pumpkin (Griffin Claw Brewing Company)"
+"995",995,0.05,35,2141,"Grand Trunk Bohemian Pils","Czech Pilsener",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","Grand Trunk Bohemian Pils (Griffin Claw Brewing Company)"
+"996",996,0.065,25,2140,"El Rojo","American Amber / Red Ale",124,16,"American Amber / Red Ale",125,"Griffin Claw Brewing Company","Birmingham","MI","El Rojo (Griffin Claw Brewing Company)"
+"997",997,0.075,NA,2139,"Norm's Raggedy Ass IPA","American IPA",124,16,"American IPA",125,"Griffin Claw Brewing Company","Birmingham","MI","Norm's Raggedy Ass IPA (Griffin Claw Brewing Company)"
+"998",998,0.05,35,2138,"Grind Line","American Pale Ale (APA)",124,16,"American Pale Ale (APA)",125,"Griffin Claw Brewing Company","Birmingham","MI","Grind Line (Griffin Claw Brewing Company)"
+"999",999,0.04,55,2007,"Norm's Gateway IPA","American IPA",124,12,"American IPA",125,"Griffin Claw Brewing Company","Birmingham","MI","Norm's Gateway IPA (Griffin Claw Brewing Company)"
+"1000",1000,0.09,NA,1570,"Lemon Shandy Tripel","Tripel",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","Lemon Shandy Tripel (Griffin Claw Brewing Company)"
+"1001",1001,0.063,43,2339,"Little Red Cap","Altbier",144,12,NA,145,"Grimm Brothers Brewhouse","Loveland","CO","Little Red Cap (Grimm Brothers Brewhouse)"
+"1002",1002,0.069,67,1857,"Supergoose IPA","American IPA",290,12,"American IPA",291,"Hale's Ales","Seattle","WA","Supergoose IPA (Hale's Ales)"
+"1003",1003,0.047,NA,1440,"Hale's Pale American Ale","American Pale Ale (APA)",290,12,"American Pale Ale (APA)",291,"Hale's Ales","Seattle","WA","Hale's Pale American Ale (Hale's Ales)"
+"1004",1004,0.07,NA,1753,"Heyoka IPA","American IPA",327,16,"American IPA",328,"Half Acre Beer Company","Chicago","IL","Heyoka IPA (Half Acre Beer Company)"
+"1005",1005,0.08,NA,1448,"Guest Lager","American Double / Imperial Pilsner",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Guest Lager (Half Acre Beer Company)"
+"1006",1006,0.057,NA,1134,"Pony Pilsner","German Pilsener",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Pony Pilsner (Half Acre Beer Company)"
+"1007",1007,0.055,NA,1066,"Akari Shogun American Wheat Ale","American Pale Wheat Ale",327,16,"American Pale Wheat Ale",328,"Half Acre Beer Company","Chicago","IL","Akari Shogun American Wheat Ale (Half Acre Beer Company)"
+"1008",1008,0.06,NA,849,"Meat Wave","English India Pale Ale (IPA)",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Meat Wave (Half Acre Beer Company)"
+"1009",1009,0.06,NA,352,"Over Ale","American Brown Ale",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Over Ale (Half Acre Beer Company)"
+"1010",1010,0.042,NA,149,"Gossamer Golden Ale","American Blonde Ale",327,16,"American Blonde Ale",328,"Half Acre Beer Company","Chicago","IL","Gossamer Golden Ale (Half Acre Beer Company)"
+"1011",1011,0.052,NA,148,"Daisy Cutter Pale Ale","American Pale Ale (APA)",327,16,"American Pale Ale (APA)",328,"Half Acre Beer Company","Chicago","IL","Daisy Cutter Pale Ale (Half Acre Beer Company)"
+"1012",1012,0.07,40,2026,"Pursuit","American IPA",248,12,"American IPA",249,"Half Full Brewery","Stamford","CT","Pursuit (Half Full Brewery)"
+"1013",1013,0.052,18,1361,"Half Full Bright Ale","American Blonde Ale",248,12,"American Blonde Ale",249,"Half Full Brewery","Stamford","CT","Half Full Bright Ale (Half Full Brewery)"
+"1014",1014,0.046,17,1016,"Orange Wheat","Fruit / Vegetable Beer",476,12,NA,477,"Hangar 24 Craft Brewery","Redlands","CA","Orange Wheat (Hangar 24 Craft Brewery)"
+"1015",1015,0.043,14,1015,"Hangar 24 Helles Lager","Munich Helles Lager",476,12,NA,477,"Hangar 24 Craft Brewery","Redlands","CA","Hangar 24 Helles Lager (Hangar 24 Craft Brewery)"
+"1016",1016,0.075,70,1677,"The Great Return","American IPA",343,16,"American IPA",344,"Hardywood Park Craft Brewery","Richmond","VA","The Great Return (Hardywood Park Craft Brewery)"
+"1017",1017,0.044,18,1331,"Hardywood Cream Ale","Cream Ale",343,12,NA,344,"Hardywood Park Craft Brewery","Richmond","VA","Hardywood Cream Ale (Hardywood Park Craft Brewery)"
+"1018",1018,0.0559999999999999,55,1270,"Capital Trail Pale Ale","American Pale Ale (APA)",343,12,"American Pale Ale (APA)",344,"Hardywood Park Craft Brewery","Richmond","VA","Capital Trail Pale Ale (Hardywood Park Craft Brewery)"
+"1019",1019,0.052,15,2059,"UFO Gingerland","Herbed / Spiced Beer",234,12,NA,235,"Harpoon Brewery","Boston","MA","UFO Gingerland (Harpoon Brewery)"
+"1020",1020,0.062,45,1653,"The Long Thaw White IPA","American White IPA",234,12,NA,235,"Harpoon Brewery","Boston","MA","The Long Thaw White IPA (Harpoon Brewery)"
+"1021",1021,0.048,NA,1558,"Honey Cider","Cider",234,12,NA,235,"Harpoon Brewery","Boston","MA","Honey Cider (Harpoon Brewery)"
+"1022",1022,0.05,28,1380,"Harpoon Summer Beer","Kölsch",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Summer Beer (Harpoon Brewery)"
+"1023",1023,0.059,42,1379,"Harpoon IPA","American IPA",234,12,"American IPA",235,"Harpoon Brewery","Boston","MA","Harpoon IPA (Harpoon Brewery)"
+"1024",1024,0.059,20,1340,"UFO Pumpkin","Pumpkin Ale",234,12,NA,235,"Harpoon Brewery","Boston","MA","UFO Pumpkin (Harpoon Brewery)"
+"1025",1025,0.055,30,1313,"Harpoon Octoberfest","Märzen / Oktoberfest",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Octoberfest (Harpoon Brewery)"
+"1026",1026,0.059,42,770,"Harpoon IPA (2012)","American IPA",234,12,"American IPA",235,"Harpoon Brewery","Boston","MA","Harpoon IPA (2012) (Harpoon Brewery)"
+"1027",1027,0.05,28,769,"Harpoon Summer Beer (2012)","Kölsch",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Summer Beer (2012) (Harpoon Brewery)"
+"1028",1028,0.048,10,610,"UFO White","American Pale Wheat Ale",234,12,"American Pale Wheat Ale",235,"Harpoon Brewery","Boston","MA","UFO White (Harpoon Brewery)"
+"1029",1029,0.05,28,192,"Harpoon Summer Beer (2010)","Kölsch",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Summer Beer (2010) (Harpoon Brewery)"
+"1030",1030,0.059,42,126,"Harpoon IPA (2010)","American IPA",234,12,"American IPA",235,"Harpoon Brewery","Boston","MA","Harpoon IPA (2010) (Harpoon Brewery)"
+"1031",1031,NA,NA,506,"Great Falls Select Pale Ale","American Blonde Ale",535,12,"American Blonde Ale",536,"Harvest Moon Brewing Company","Belt","MT","Great Falls Select Pale Ale (Harvest Moon Brewing Company)"
+"1032",1032,0.048,NA,181,"Beltian White","Witbier",535,12,NA,536,"Harvest Moon Brewing Company","Belt","MT","Beltian White (Harvest Moon Brewing Company)"
+"1033",1033,0.049,NA,2183,"Kaua'i Golden Ale","American Blonde Ale",204,12,"American Blonde Ale",205,"Hawai'i Nui Brewing Co.","Hilo","HI","Kaua'i Golden Ale (Hawai'i Nui Brewing Co.)"
+"1034",1034,0.054,NA,2182,"Sunset Amber","American Pale Ale (APA)",204,12,"American Pale Ale (APA)",205,"Hawai'i Nui Brewing Co.","Hilo","HI","Sunset Amber (Hawai'i Nui Brewing Co.)"
+"1035",1035,0.064,NA,2181,"Hapa Brown Ale","American Brown Ale",204,19.2,NA,205,"Hawai'i Nui Brewing Co.","Hilo","HI","Hapa Brown Ale (Hawai'i Nui Brewing Co.)"
+"1036",1036,0.064,NA,2180,"Hapa Brown Ale","American Brown Ale",204,12,NA,205,"Hawai'i Nui Brewing Co.","Hilo","HI","Hapa Brown Ale (Hawai'i Nui Brewing Co.)"
+"1037",1037,0.083,NA,2179,"Southern Cross","Flanders Red Ale",204,19.2,NA,205,"Hawai'i Nui Brewing Co.","Hilo","HI","Southern Cross (Hawai'i Nui Brewing Co.)"
+"1038",1038,0.076,65,1895,"Groupe G","Belgian IPA",280,16,NA,281,"Headlands Brewing Company","Mill Valley","CA","Groupe G (Headlands Brewing Company)"
+"1039",1039,0.062,40,1894,"Pt. Bonita Rustic Lager","American Pale Lager",280,16,NA,281,"Headlands Brewing Company","Mill Valley","CA","Pt. Bonita Rustic Lager (Headlands Brewing Company)"
+"1040",1040,0.088,77,1893,"Hill 88 Double IPA","American Double / Imperial IPA",280,16,"American Double / Imperial IPA",281,"Headlands Brewing Company","Mill Valley","CA","Hill 88 Double IPA (Headlands Brewing Company)"
+"1041",1041,0.072,45,990,"Loose Cannon","American IPA",479,12,"American IPA",480,"Heavy Seas Beer","Halethorpe","MD","Loose Cannon (Heavy Seas Beer)"
+"1042",1042,0.06,30,989,"AARGHtoberfest!","Märzen / Oktoberfest",479,12,NA,480,"Heavy Seas Beer","Halethorpe","MD","AARGHtoberfest! (Heavy Seas Beer)"
+"1043",1043,0.06,NA,988,"Davy Jones Lager","Cream Ale",479,12,NA,480,"Heavy Seas Beer","Halethorpe","MD","Davy Jones Lager (Heavy Seas Beer)"
+"1044",1044,0.063,30,1351,"Grazias","Cream Ale",423,16,NA,424,"Hess Brewing Company","San Diego","CA","Grazias (Hess Brewing Company)"
+"1045",1045,0.08,86,1346,"Habitus IPA","American IPA",423,16,"American IPA",424,"Hess Brewing Company","San Diego","CA","Habitus IPA (Hess Brewing Company)"
+"1046",1046,0.099,85,904,"Ex Umbris Rye Imperial Stout","American Double / Imperial Stout",423,16,NA,424,"Hess Brewing Company","San Diego","CA","Ex Umbris Rye Imperial Stout (Hess Brewing Company)"
+"1047",1047,0.063,21,2295,"The Golden One","American Pilsner",168,12,NA,169,"High Hops Brewery","Windsor","CO","The Golden One (High Hops Brewery)"
+"1048",1048,0.07,68,2294,"The Power of Zeus","American Pale Ale (APA)",168,12,"American Pale Ale (APA)",169,"High Hops Brewery","Windsor","CO","The Power of Zeus (High Hops Brewery)"
+"1049",1049,0.044,22,824,"Tonganoxie Honey Wheat","American Pale Wheat Ale",500,12,"American Pale Wheat Ale",501,"High Noon Saloon And Brewery","Leavenworth","KS","Tonganoxie Honey Wheat (High Noon Saloon And Brewery)"
+"1050",1050,0.045,NA,616,"Oregon Trail Unfiltered Raspberry Wheat","Fruit / Vegetable Beer",500,12,NA,501,"High Noon Saloon And Brewery","Leavenworth","KS","Oregon Trail Unfiltered Raspberry Wheat (High Noon Saloon And Brewery)"
+"1051",1051,0.055,NA,96,"Annie's Amber Ale","American Amber / Red Ale",500,12,"American Amber / Red Ale",501,"High Noon Saloon And Brewery","Leavenworth","KS","Annie's Amber Ale (High Noon Saloon And Brewery)"
+"1052",1052,0.045,32,1615,"The 12th Canâ„¢","American Pale Ale (APA)",362,16,"American Pale Ale (APA)",363,"Hilliard's Beer","Seattle","WA","The 12th Canâ„¢ (Hilliard's Beer)"
+"1053",1053,0.055,34,889,"Hilliard's Pils","Czech Pilsener",362,16,NA,363,"Hilliard's Beer","Seattle","WA","Hilliard's Pils (Hilliard's Beer)"
+"1054",1054,0.049,20,724,"Hilliard's Blonde","American Blonde Ale",362,16,"American Blonde Ale",363,"Hilliard's Beer","Seattle","WA","Hilliard's Blonde (Hilliard's Beer)"
+"1055",1055,0.055,60,497,"Hilliard's Amber Ale","American Amber / Red Ale",362,16,"American Amber / Red Ale",363,"Hilliard's Beer","Seattle","WA","Hilliard's Amber Ale (Hilliard's Beer)"
+"1056",1056,0.066,30,496,"Hilliard's Saison","Saison / Farmhouse Ale",362,16,NA,363,"Hilliard's Beer","Seattle","WA","Hilliard's Saison (Hilliard's Beer)"
+"1057",1057,0.042,NA,1652,"White Cap White IPA","American White IPA",349,16,NA,350,"Hinterland Brewery","Green Bay","WI","White Cap White IPA (Hinterland Brewery)"
+"1058",1058,0.042,25,1835,"Provision","Saison / Farmhouse Ale",297,12,NA,298,"Hop Farm Brewing Company","Pittsburgh","PA","Provision (Hop Farm Brewing Company)"
+"1059",1059,0.047,28,1834,"One Nut Brown","American Brown Ale",297,12,NA,298,"Hop Farm Brewing Company","Pittsburgh","PA","One Nut Brown (Hop Farm Brewing Company)"
+"1060",1060,0.0579999999999999,45,1833,"Hop Farm IPA","American IPA",297,12,"American IPA",298,"Hop Farm Brewing Company","Pittsburgh","PA","Hop Farm IPA (Hop Farm Brewing Company)"
+"1061",1061,0.049,20,2195,"Double D Blonde","American Blonde Ale",198,12,"American Blonde Ale",199,"Hop Valley Brewing Company","Springfield","OR","Double D Blonde (Hop Valley Brewing Company)"
+"1062",1062,0.078,60,1605,"Festeroo Winter Ale","American Strong Ale",198,12,NA,199,"Hop Valley Brewing Company","Springfield","OR","Festeroo Winter Ale (Hop Valley Brewing Company)"
+"1063",1063,0.063,70,1543,"Proxima IPA","American IPA",198,12,"American IPA",199,"Hop Valley Brewing Company","Springfield","OR","Proxima IPA (Hop Valley Brewing Company)"
+"1064",1064,0.049,20,1390,"Double D Blonde (2013)","American Blonde Ale",198,12,"American Blonde Ale",199,"Hop Valley Brewing Company","Springfield","OR","Double D Blonde (2013) (Hop Valley Brewing Company)"
+"1065",1065,0.048,13,1354,"541 American Lager","American Pale Lager",198,12,NA,199,"Hop Valley Brewing Company","Springfield","OR","541 American Lager (Hop Valley Brewing Company)"
+"1066",1066,0.065,90,1353,"Alphadelic IPA","American IPA",198,12,"American IPA",199,"Hop Valley Brewing Company","Springfield","OR","Alphadelic IPA (Hop Valley Brewing Company)"
+"1067",1067,0.065,90,499,"Alphadelic IPA (2011)","American IPA",198,12,"American IPA",199,"Hop Valley Brewing Company","Springfield","OR","Alphadelic IPA (2011) (Hop Valley Brewing Company)"
+"1068",1068,0.049,20,498,"Double D Blonde (2011)","American Blonde Ale",198,12,"American Blonde Ale",199,"Hop Valley Brewing Company","Springfield","OR","Double D Blonde (2011) (Hop Valley Brewing Company)"
+"1069",1069,0.07,NA,1501,"Green House India Pale Ale","American IPA",395,12,"American IPA",396,"Hops & Grain Brewery","Austin","TX","Green House India Pale Ale (Hops & Grain Brewery)"
+"1070",1070,0.051,NA,1004,"The One They Call Zoe","American Pale Lager",395,12,NA,396,"Hops & Grain Brewery","Austin","TX","The One They Call Zoe (Hops & Grain Brewery)"
+"1071",1071,0.051,40,502,"Alteration","Altbier",395,12,NA,396,"Hops & Grain Brewery","Austin","TX","Alteration (Hops & Grain Brewery)"
+"1072",1072,0.06,50,501,"Pale Dog","American Pale Ale (APA)",395,12,"American Pale Ale (APA)",396,"Hops & Grain Brewery","Austin","TX","Pale Dog (Hops & Grain Brewery)"
+"1073",1073,0.065,NA,2357,"Porter Culture","American Porter",136,12,NA,137,"Hops & Grains Brewing Company","Austin","TX","Porter Culture (Hops & Grains Brewing Company)"
+"1074",1074,0.068,NA,2483,"Hard Cider","Cider",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Hard Cider (Hopworks Urban Brewery)"
+"1075",1075,0.027,21,2482,"Totally Radler","Radler",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Totally Radler (Hopworks Urban Brewery)"
+"1076",1076,0.039,20,2400,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1077",1077,0.039,20,2399,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1078",1078,0.039,20,2398,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1079",1079,0.039,20,2397,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1080",1080,0.039,20,2396,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1081",1081,0.039,20,2395,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1082",1082,0.039,20,2394,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1083",1083,0.039,20,2393,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1084",1084,0.039,20,2392,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1085",1085,0.039,20,2391,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1086",1086,0.039,20,2390,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1087",1087,0.039,20,2389,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1088",1088,0.0579999999999999,60,2388,"Rise Up Red","American Amber / Red Ale",80,16,"American Amber / Red Ale",81,"Hopworks Urban Brewery","Portland","OR","Rise Up Red (Hopworks Urban Brewery)"
+"1089",1089,0.0579999999999999,35,2200,"Survival Stout","American Stout",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Survival Stout (Hopworks Urban Brewery)"
+"1090",1090,0.066,75,2199,"Hopworks IPA","American IPA",80,16,"American IPA",81,"Hopworks Urban Brewery","Portland","OR","Hopworks IPA (Hopworks Urban Brewery)"
+"1091",1091,0.073,70,2193,"Abominable Winter Ale","American Strong Ale",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Abominable Winter Ale (Hopworks Urban Brewery)"
+"1092",1092,0.06,60,1398,"Pigwar White India Pale Ale","American White IPA",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Pigwar White India Pale Ale (Hopworks Urban Brewery)"
+"1093",1093,0.0579999999999999,60,1085,"Rise-Up Red (2014)","American Amber / Red Ale",80,16,"American Amber / Red Ale",81,"Hopworks Urban Brewery","Portland","OR","Rise-Up Red (2014) (Hopworks Urban Brewery)"
+"1094",1094,0.073,70,916,"Abominable Winter Ale (2012)","American Strong Ale",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Abominable Winter Ale (2012) (Hopworks Urban Brewery)"
+"1095",1095,0.051,32,658,"HUB Lager","Czech Pilsener",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","HUB Lager (Hopworks Urban Brewery)"
+"1096",1096,0.066,75,653,"Hopworks IPA (2012)","American IPA",80,16,"American IPA",81,"Hopworks Urban Brewery","Portland","OR","Hopworks IPA (2012) (Hopworks Urban Brewery)"
+"1097",1097,0.0559999999999999,NA,2385,"Watermelon Wheat","American Pale Wheat Ale",120,12,"American Pale Wheat Ale",121,"Horny Goat Brew Pub","Milwaukee","WI","Watermelon Wheat (Horny Goat Brew Pub)"
+"1098",1098,0.051,17,2384,"Laka Laka Pineapple","Hefeweizen",120,12,NA,121,"Horny Goat Brew Pub","Milwaukee","WI","Laka Laka Pineapple (Horny Goat Brew Pub)"
+"1099",1099,0.06,NA,2383,"Oktoberfest","Märzen / Oktoberfest",120,16,NA,121,"Horny Goat Brew Pub","Milwaukee","WI","Oktoberfest (Horny Goat Brew Pub)"
+"1100",1100,0.065,NA,1251,"Trail Maker Pale Ale","American Pale Ale (APA)",445,12,"American Pale Ale (APA)",446,"Howard Brewing Company","Lenoir","NC","Trail Maker Pale Ale (Howard Brewing Company)"
+"1101",1101,0.055,NA,1250,"Action Man Lager","Vienna Lager",445,12,NA,446,"Howard Brewing Company","Lenoir","NC","Action Man Lager (Howard Brewing Company)"
+"1102",1102,0.068,90,1903,"Let It Ride IPA","American IPA",277,12,"American IPA",278,"Indeed Brewing Company","Minneapolis","MN","Let It Ride IPA (Indeed Brewing Company)"
+"1103",1103,0.065,22,1691,"Stir Crazy Winter Ale","Winter Warmer",277,12,NA,278,"Indeed Brewing Company","Minneapolis","MN","Stir Crazy Winter Ale (Indeed Brewing Company)"
+"1104",1104,0.05,10,1555,"Sweet Yamma Jamma Ale","Fruit / Vegetable Beer",277,12,NA,278,"Indeed Brewing Company","Minneapolis","MN","Sweet Yamma Jamma Ale (Indeed Brewing Company)"
+"1105",1105,0.046,27,1115,"Shenanigans Summer Ale","American Pale Wheat Ale",277,12,"American Pale Wheat Ale",278,"Indeed Brewing Company","Minneapolis","MN","Shenanigans Summer Ale (Indeed Brewing Company)"
+"1106",1106,0.065,80,729,"Midnight Ryder","American Black Ale",277,12,NA,278,"Indeed Brewing Company","Minneapolis","MN","Midnight Ryder (Indeed Brewing Company)"
+"1107",1107,0.054,45,728,"Day Tripper Pale Ale","American Pale Ale (APA)",277,12,"American Pale Ale (APA)",278,"Indeed Brewing Company","Minneapolis","MN","Day Tripper Pale Ale (Indeed Brewing Company)"
+"1108",1108,0.048,32,2350,"Oklahoma Suks","American Amber / Red Ale",140,12,"American Amber / Red Ale",141,"Independence Brewing Company","Austin","TX","Oklahoma Suks (Independence Brewing Company)"
+"1109",1109,0.055,42,2301,"Power & Light","American Pale Ale (APA)",140,12,"American Pale Ale (APA)",141,"Independence Brewing Company","Austin","TX","Power & Light (Independence Brewing Company)"
+"1110",1110,0.059,27,1904,"White Rabbit","Witbier",140,12,NA,141,"Independence Brewing Company","Austin","TX","White Rabbit (Independence Brewing Company)"
+"1111",1111,0.0579999999999999,58,2609,"Tribute","American Pale Ale (APA)",23,12,"American Pale Ale (APA)",24,"Indiana City Brewing","Indianapolis","IN","Tribute (Indiana City Brewing)"
+"1112",1112,0.07,75,2038,"Infamous IPA","American IPA",242,12,"American IPA",243,"Infamous Brewing Company","Austin","TX","Infamous IPA (Infamous Brewing Company)"
+"1113",1113,0.055,20,1774,"Hijack","Cream Ale",242,12,NA,243,"Infamous Brewing Company","Austin","TX","Hijack (Infamous Brewing Company)"
+"1114",1114,0.045,20,559,"Jon Boat Coastal Ale","American Blonde Ale",527,12,"American Blonde Ale",528,"Intuition Ale Works","Jacksonville","FL","Jon Boat Coastal Ale (Intuition Ale Works)"
+"1115",1115,0.068,55,558,"I-10 IPA","American IPA",527,12,"American IPA",528,"Intuition Ale Works","Jacksonville","FL","I-10 IPA (Intuition Ale Works)"
+"1116",1116,0.053,28,553,"People's Pale Ale","American Pale Ale (APA)",527,12,"American Pale Ale (APA)",528,"Intuition Ale Works","Jacksonville","FL","People's Pale Ale (Intuition Ale Works)"
+"1117",1117,0.049,NA,2376,"Summer Ale","American Blonde Ale",123,12,"American Blonde Ale",124,"Ipswich Ale Brewery","Ipswich","MA","Summer Ale (Ipswich Ale Brewery)"
+"1118",1118,NA,NA,1784,"Appreciation Ale","American IPA",316,16,"American IPA",317,"Iron Hill Brewery & Restaurant","Wilmington","DE","Appreciation Ale (Iron Hill Brewery & Restaurant)"
+"1119",1119,0.052,18,2673,"House Lager","Keller Bier / Zwickel Bier",2,16,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","House Lager (Jack's Abby Craft Lagers)"
+"1120",1120,0.048,15,2672,"Leisure Time","American Pale Lager",2,12,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Leisure Time (Jack's Abby Craft Lagers)"
+"1121",1121,0.072,80,2671,"Excess IPL","American India Pale Lager",2,16,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Excess IPL (Jack's Abby Craft Lagers)"
+"1122",1122,0.067,65,2670,"Hoponius Union","American India Pale Lager",2,12,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Hoponius Union (Jack's Abby Craft Lagers)"
+"1123",1123,0.049,45,2669,"Calyptra","American India Pale Lager",2,12,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Calyptra (Jack's Abby Craft Lagers)"
+"1124",1124,0.05,NA,1405,"Helen's Blend","Cider",416,12,NA,417,"Jack's Hard Cider (Hauser Estate...","Biglerville","PA","Helen's Blend (Jack's Hard Cider (Hauser Estate...)"
+"1125",1125,0.051,NA,823,"Jack's Hard Cider","Cider",416,12,NA,417,"Jack's Hard Cider (Hauser Estate...","Biglerville","PA","Jack's Hard Cider (Jack's Hard Cider (Hauser Estate...)"
+"1126",1126,0.055,37,1793,"Thunder Ann","American Pale Ale (APA)",312,12,"American Pale Ale (APA)",313,"Jackalope Brewing Company","Nashville","TN","Thunder Ann (Jackalope Brewing Company)"
+"1127",1127,0.055,NA,2453,"Razz Wheat","Fruit / Vegetable Beer",92,12,NA,93,"Jackie O's Pub & Brewery","Athens","OH","Razz Wheat (Jackie O's Pub & Brewery)"
+"1128",1128,0.065,NA,2363,"Hop Ryot","American IPA",92,12,"American IPA",93,"Jackie O's Pub & Brewery","Athens","OH","Hop Ryot (Jackie O's Pub & Brewery)"
+"1129",1129,0.07,NA,689,"Mystic Mama IPA","American IPA",92,12,"American IPA",93,"Jackie O's Pub & Brewery","Athens","OH","Mystic Mama IPA (Jackie O's Pub & Brewery)"
+"1130",1130,0.05,NA,688,"Firefly Amber Ale","American Amber / Red Ale",92,12,"American Amber / Red Ale",93,"Jackie O's Pub & Brewery","Athens","OH","Firefly Amber Ale (Jackie O's Pub & Brewery)"
+"1131",1131,0.067,NA,687,"Chomolungma Honey Nut Brown Ale","English Brown Ale",92,12,NA,93,"Jackie O's Pub & Brewery","Athens","OH","Chomolungma Honey Nut Brown Ale (Jackie O's Pub & Brewery)"
+"1132",1132,0.069,NA,2408,"Welcome to Scoville","American IPA",114,12,"American IPA",115,"Jailbreak Brewing Company","Laurel","MD","Welcome to Scoville (Jailbreak Brewing Company)"
+"1133",1133,NA,NA,2595,"Bastian","American Strong Ale",32,12,NA,33,"James Page Brewing Company","Stevens Point","WI","Bastian (James Page Brewing Company)"
+"1134",1134,0.045,NA,2480,"Healani","Hefeweizen",32,12,NA,33,"James Page Brewing Company","Stevens Point","WI","Healani (James Page Brewing Company)"
+"1135",1135,0.055,NA,1525,"Yabba Dhaba Chai Tea Porter","American Porter",32,12,NA,33,"James Page Brewing Company","Stevens Point","WI","Yabba Dhaba Chai Tea Porter (James Page Brewing Company)"
+"1136",1136,0.055,NA,1524,"A Capella Gluten Free Pale Ale","American Pale Ale (APA)",32,12,"American Pale Ale (APA)",33,"James Page Brewing Company","Stevens Point","WI","A Capella Gluten Free Pale Ale (James Page Brewing Company)"
+"1137",1137,0.06,NA,1523,"Casper White Stout","American Blonde Ale",32,12,"American Blonde Ale",33,"James Page Brewing Company","Stevens Point","WI","Casper White Stout (James Page Brewing Company)"
+"1138",1138,0.06,NA,1254,"JP's Ould Sod Irish Red IPA","American IPA",32,12,"American IPA",33,"James Page Brewing Company","Stevens Point","WI","JP's Ould Sod Irish Red IPA (James Page Brewing Company)"
+"1139",1139,0.05,15,2060,"Weize Guy","Hefeweizen",233,12,NA,234,"Joseph James Brewing Company","Henderson","NV","Weize Guy (Joseph James Brewing Company)"
+"1140",1140,0.05,50,469,"Fox Tail Gluten Free Ale","American Pale Ale (APA)",233,12,"American Pale Ale (APA)",234,"Joseph James Brewing Company","Henderson","NV","Fox Tail Gluten Free Ale (Joseph James Brewing Company)"
+"1141",1141,0.093,90,468,"Hop Box Imperial IPA","American Double / Imperial IPA",233,12,"American Double / Imperial IPA",234,"Joseph James Brewing Company","Henderson","NV","Hop Box Imperial IPA (Joseph James Brewing Company)"
+"1142",1142,0.052,15,467,"Joseph James American Lager","American Adjunct Lager",233,12,NA,234,"Joseph James Brewing Company","Henderson","NV","Joseph James American Lager (Joseph James Brewing Company)"
+"1143",1143,0.071,NA,2163,"Sucha Much IPA","American IPA",208,12,"American IPA",209,"Kalona Brewing Company","Kalona","IA","Sucha Much IPA (Kalona Brewing Company)"
+"1144",1144,0.075,24,2162,"Lewbricator Wheat Dopplebock","Doppelbock",208,12,NA,209,"Kalona Brewing Company","Kalona","IA","Lewbricator Wheat Dopplebock (Kalona Brewing Company)"
+"1145",1145,0.052,16,2374,"Weisse Versa (2012)","Hefeweizen",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Weisse Versa (2012) (Karbach Brewing Company)"
+"1146",1146,0.0579999999999999,25,1560,"Mother in Lager","Munich Dunkel Lager",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Mother in Lager (Karbach Brewing Company)"
+"1147",1147,0.055,40,1557,"Weekend Warrior Pale Ale","American Pale Ale (APA)",125,12,"American Pale Ale (APA)",126,"Karbach Brewing Company","Houston","TX","Weekend Warrior Pale Ale (Karbach Brewing Company)"
+"1148",1148,0.055,25,1458,"Karbachtoberfest","Märzen / Oktoberfest",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Karbachtoberfest (Karbach Brewing Company)"
+"1149",1149,0.047,20,1235,"Love Street Summer Seasonal (2014)","Kölsch",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Love Street Summer Seasonal (2014) (Karbach Brewing Company)"
+"1150",1150,0.066,20,1068,"Barn Burner Saison","Saison / Farmhouse Ale",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Barn Burner Saison (Karbach Brewing Company)"
+"1151",1151,0.095,85,666,"Rodeo Clown Double IPA","American Double / Imperial IPA",125,12,"American Double / Imperial IPA",126,"Karbach Brewing Company","Houston","TX","Rodeo Clown Double IPA (Karbach Brewing Company)"
+"1152",1152,0.049,45,465,"Sympathy for the Lager","American Amber / Red Lager",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Sympathy for the Lager (Karbach Brewing Company)"
+"1153",1153,0.052,15,464,"Weisse Versa","Hefeweizen",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Weisse Versa (Karbach Brewing Company)"
+"1154",1154,0.066,70,463,"Hopadillo India Pale Ale","American IPA",125,12,"American IPA",126,"Karbach Brewing Company","Houston","TX","Hopadillo India Pale Ale (Karbach Brewing Company)"
+"1155",1155,0.057,19,1678,"KelSo Nut Brown Lager","Euro Dark Lager",342,12,NA,343,"KelSo Beer Company","Brooklyn","NY","KelSo Nut Brown Lager (KelSo Beer Company)"
+"1156",1156,0.06,64,1572,"KelSo India Pale Ale","American IPA",342,12,"American IPA",343,"KelSo Beer Company","Brooklyn","NY","KelSo India Pale Ale (KelSo Beer Company)"
+"1157",1157,0.055,23,1348,"KelSo Pilsner","Czech Pilsener",342,12,NA,343,"KelSo Beer Company","Brooklyn","NY","KelSo Pilsner (KelSo Beer Company)"
+"1158",1158,0.0579999999999999,NA,1193,"Skilak Scottish Ale","Scottish Ale",458,12,NA,459,"Kenai River Brewing Company","Soldotna","AK","Skilak Scottish Ale (Kenai River Brewing Company)"
+"1159",1159,0.05,15,1187,"Peninsula Brewers Reserve (PBR)","American Blonde Ale",458,12,"American Blonde Ale",459,"Kenai River Brewing Company","Soldotna","AK","Peninsula Brewers Reserve (PBR) (Kenai River Brewing Company)"
+"1160",1160,0.068,NA,349,"Sunken Island IPA","American IPA",458,12,"American IPA",459,"Kenai River Brewing Company","Soldotna","AK","Sunken Island IPA (Kenai River Brewing Company)"
+"1161",1161,0.0579999999999999,NA,348,"Skilak Scottish Ale (2011)","Scottish Ale",458,12,NA,459,"Kenai River Brewing Company","Soldotna","AK","Skilak Scottish Ale (2011) (Kenai River Brewing Company)"
+"1162",1162,0.065,11,760,"Cold Smoke Scotch Ale (2007)","Scotch Ale / Wee Heavy",510,16,NA,511,"Kettle House Brewing Company","Missoula","MT","Cold Smoke Scotch Ale (2007) (Kettle House Brewing Company)"
+"1163",1163,0.065,65,759,"Double Haul IPA (2009)","American IPA",510,16,"American IPA",511,"Kettle House Brewing Company","Missoula","MT","Double Haul IPA (2009) (Kettle House Brewing Company)"
+"1164",1164,0.065,65,758,"Double Haul IPA (2006)","American IPA",510,16,"American IPA",511,"Kettle House Brewing Company","Missoula","MT","Double Haul IPA (2006) (Kettle House Brewing Company)"
+"1165",1165,0.055,50,87,"Eddy Out Pale Ale","American Pale Ale (APA)",510,16,"American Pale Ale (APA)",511,"Kettle House Brewing Company","Missoula","MT","Eddy Out Pale Ale (Kettle House Brewing Company)"
+"1166",1166,0.065,65,86,"Double Haul IPA","American IPA",510,16,"American IPA",511,"Kettle House Brewing Company","Missoula","MT","Double Haul IPA (Kettle House Brewing Company)"
+"1167",1167,0.065,11,85,"Cold Smoke Scotch Ale","Scotch Ale / Wee Heavy",510,16,NA,511,"Kettle House Brewing Company","Missoula","MT","Cold Smoke Scotch Ale (Kettle House Brewing Company)"
+"1168",1168,NA,NA,2472,"U. P. Witbier","Witbier",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","U. P. Witbier (Keweenaw Brewing Company)"
+"1169",1169,NA,NA,779,"November Gale Pale Ale","American Pale Ale (APA)",84,12,"American Pale Ale (APA)",85,"Keweenaw Brewing Company","Houghton","MI","November Gale Pale Ale (Keweenaw Brewing Company)"
+"1170",1170,NA,NA,364,"Olde Ore Dock Scottish Ale","Scottish Ale",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","Olde Ore Dock Scottish Ale (Keweenaw Brewing Company)"
+"1171",1171,NA,NA,60,"Widow Maker Black Ale","American Brown Ale",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","Widow Maker Black Ale (Keweenaw Brewing Company)"
+"1172",1172,NA,NA,59,"Lift Bridge Brown Ale","American Brown Ale",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","Lift Bridge Brown Ale (Keweenaw Brewing Company)"
+"1173",1173,NA,NA,58,"Pick Axe Blonde Ale","American Blonde Ale",84,12,"American Blonde Ale",85,"Keweenaw Brewing Company","Houghton","MI","Pick Axe Blonde Ale (Keweenaw Brewing Company)"
+"1174",1174,NA,NA,57,"Red Jacket Amber Ale","American Amber / Red Ale",84,12,"American Amber / Red Ale",85,"Keweenaw Brewing Company","Houghton","MI","Red Jacket Amber Ale (Keweenaw Brewing Company)"
+"1175",1175,0.051,NA,2436,"Amber Ale","American Amber / Red Ale",102,12,"American Amber / Red Ale",103,"King Street Brewing Company","Anchorage","AK","Amber Ale (King Street Brewing Company)"
+"1176",1176,0.055,NA,1706,"King Street Pilsner","Czech Pilsener",102,12,NA,103,"King Street Brewing Company","Anchorage","AK","King Street Pilsner (King Street Brewing Company)"
+"1177",1177,0.06,70,1667,"King Street IPA","American IPA",102,12,"American IPA",103,"King Street Brewing Company","Anchorage","AK","King Street IPA (King Street Brewing Company)"
+"1178",1178,0.057,10,1666,"King Street Hefeweizen","Hefeweizen",102,12,NA,103,"King Street Brewing Company","Anchorage","AK","King Street Hefeweizen (King Street Brewing Company)"
+"1179",1179,0.049,NA,1665,"King Street Blonde Ale","American Blonde Ale",102,12,"American Blonde Ale",103,"King Street Brewing Company","Anchorage","AK","King Street Blonde Ale (King Street Brewing Company)"
+"1180",1180,0.063,65,2460,"India Pale Ale","American IPA",87,16,"American IPA",88,"Kirkwood Station Brewing Company","Kirkwood","MO","India Pale Ale (Kirkwood Station Brewing Company)"
+"1181",1181,0.048,11,2459,"Blackberry Wheat","American Pale Wheat Ale",87,16,"American Pale Wheat Ale",88,"Kirkwood Station Brewing Company","Kirkwood","MO","Blackberry Wheat (Kirkwood Station Brewing Company)"
+"1182",1182,0.046,18,1274,"Longboard Island Lager","American Amber / Red Lager",439,24,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1183",1183,0.046,18,1220,"Longboard Island Lager","American Amber / Red Lager",439,16,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1184",1184,0.046,18,1070,"Longboard Island Lager","American Amber / Red Lager",439,12,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1185",1185,0.046,18,590,"Longboard Island Lager","American Amber / Red Lager",439,12,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1186",1186,0.04,9,781,"Choc Beer (2003)","American Dark Wheat Ale",505,12,NA,506,"Krebs Brewing Company (Pete's Pl...","Krebs","OK","Choc Beer (2003) (Krebs Brewing Company (Pete's Pl...)"
+"1187",1187,0.08,NA,1637,"Bellingham Beer Week 2013 Collaboration","Belgian Strong Dark Ale",354,16,NA,355,"Kulshan Brewery","Bellingham","WA","Bellingham Beer Week 2013 Collaboration (Kulshan Brewery)"
+"1188",1188,0.054,15,1741,"A Slice of Hefen","Hefeweizen",332,16,NA,333,"La Cumbre Brewing Company","Albuquerque","NM","A Slice of Hefen (La Cumbre Brewing Company)"
+"1189",1189,0.072,100,664,"Elevated IPA","American IPA",332,16,"American IPA",333,"La Cumbre Brewing Company","Albuquerque","NM","Elevated IPA (La Cumbre Brewing Company)"
+"1190",1190,0.066,30,392,"Rumspringa Golden Bock","Maibock / Helles Bock",545,12,NA,546,"Lancaster Brewing Company","Lancaster","PA","Rumspringa Golden Bock (Lancaster Brewing Company)"
+"1191",1191,0.048,28,195,"Lancaster German Style Kölsch","Kölsch",545,12,NA,546,"Lancaster Brewing Company","Lancaster","PA","Lancaster German Style Kölsch (Lancaster Brewing Company)"
+"1192",1192,0.045,NA,2547,"Beach Cruiser","Hefeweizen",59,12,NA,60,"Latitude 42 Brewing Company","Portage","MI","Beach Cruiser (Latitude 42 Brewing Company)"
+"1193",1193,0.068,NA,2493,"I.P. Eh!","American IPA",59,12,"American IPA",60,"Latitude 42 Brewing Company","Portage","MI","I.P. Eh! (Latitude 42 Brewing Company)"
+"1194",1194,0.05,NA,2492,"Schoolhouse Honey","American Amber / Red Ale",59,12,"American Amber / Red Ale",60,"Latitude 42 Brewing Company","Portage","MI","Schoolhouse Honey (Latitude 42 Brewing Company)"
+"1195",1195,0.055,NA,2491,"10 Degrees of Separation","English Brown Ale",59,12,NA,60,"Latitude 42 Brewing Company","Portage","MI","10 Degrees of Separation (Latitude 42 Brewing Company)"
+"1196",1196,0.05,12,2108,"Laughing Dog Cream Ale","Cream Ale",218,12,NA,219,"Laughing Dog Brewing Company","Ponderay","ID","Laughing Dog Cream Ale (Laughing Dog Brewing Company)"
+"1197",1197,0.048,9,1397,"Two-One Niner","American Pilsner",218,12,NA,219,"Laughing Dog Brewing Company","Ponderay","ID","Two-One Niner (Laughing Dog Brewing Company)"
+"1198",1198,0.064,66,1396,"Laughing Dog IPA","American IPA",218,12,"American IPA",219,"Laughing Dog Brewing Company","Ponderay","ID","Laughing Dog IPA (Laughing Dog Brewing Company)"
+"1199",1199,0.064,95,1675,"Madra Allta","American IPA",345,12,"American IPA",346,"Lavery Brewing Company","Erie","PA","Madra Allta (Lavery Brewing Company)"
+"1200",1200,0.0559999999999999,70,1249,"Duluchan India Pale Ale","American IPA",345,12,"American IPA",346,"Lavery Brewing Company","Erie","PA","Duluchan India Pale Ale (Lavery Brewing Company)"
+"1201",1201,0.05,NA,1445,"Lazy Monk Bohemian Pilsner","Czech Pilsener",406,16,NA,407,"Lazy Monk Brewing","Eau Claire","WI","Lazy Monk Bohemian Pilsner (Lazy Monk Brewing)"
+"1202",1202,0.051,NA,475,"Yellowstone Golden Ale","Kölsch",537,12,NA,538,"Lewis and Clark Brewing Company","Helena","MT","Yellowstone Golden Ale (Lewis and Clark Brewing Company)"
+"1203",1203,0.057,NA,474,"Tumbleweed IPA","American IPA",537,12,"American IPA",538,"Lewis and Clark Brewing Company","Helena","MT","Tumbleweed IPA (Lewis and Clark Brewing Company)"
+"1204",1204,0.05,NA,473,"Lewis & Clark Amber Ale","American Amber / Red Ale",537,12,"American Amber / Red Ale",538,"Lewis and Clark Brewing Company","Helena","MT","Lewis & Clark Amber Ale (Lewis and Clark Brewing Company)"
+"1205",1205,0.05,NA,472,"Miner's Gold Hefeweizen","Hefeweizen",537,12,NA,538,"Lewis and Clark Brewing Company","Helena","MT","Miner's Gold Hefeweizen (Lewis and Clark Brewing Company)"
+"1206",1206,0.057,NA,471,"Back Country Scottish Ale","Scottish Ale",537,12,NA,538,"Lewis and Clark Brewing Company","Helena","MT","Back Country Scottish Ale (Lewis and Clark Brewing Company)"
+"1207",1207,0.052,30,2036,"Getaway","German Pilsener",244,16,NA,245,"Lift Bridge Brewing Company","Stillwater","MN","Getaway (Lift Bridge Brewing Company)"
+"1208",1208,0.06,30,1168,"Farm Girl Saison","Saison / Farmhouse Ale",244,16,NA,245,"Lift Bridge Brewing Company","Stillwater","MN","Farm Girl Saison (Lift Bridge Brewing Company)"
+"1209",1209,0.0579999999999999,40,1832,"Adam's Stout","American Stout",298,12,NA,299,"Liquid Hero Brewery","York","PA","Adam's Stout (Liquid Hero Brewery)"
+"1210",1210,0.057,42,1688,"American Hero","American Amber / Red Ale",298,12,"American Amber / Red Ale",299,"Liquid Hero Brewery","York","PA","American Hero (Liquid Hero Brewery)"
+"1211",1211,0.052,20,1687,"Schweet Ale","Fruit / Vegetable Beer",298,12,NA,299,"Liquid Hero Brewery","York","PA","Schweet Ale (Liquid Hero Brewery)"
+"1212",1212,0.065,75,1686,"Irregardless IPA","American IPA",298,12,"American IPA",299,"Liquid Hero Brewery","York","PA","Irregardless IPA (Liquid Hero Brewery)"
+"1213",1213,0.057,40,2434,"Peach Pale Ale","American Pale Ale (APA)",104,12,"American Pale Ale (APA)",105,"Lone Tree Brewing Company","Lone Tree","CO","Peach Pale Ale (Lone Tree Brewing Company)"
+"1214",1214,0.06,NA,2332,"Deadeye Jack","American Porter",149,12,NA,150,"Lonerider Brewing Company","Raleigh","NC","Deadeye Jack (Lonerider Brewing Company)"
+"1215",1215,0.075,NA,2330,"Pistols at Dawn","American Stout",149,16,NA,150,"Lonerider Brewing Company","Raleigh","NC","Pistols at Dawn (Lonerider Brewing Company)"
+"1216",1216,0.057,47,2329,"Peacemaker Pale Ale","American Pale Ale (APA)",149,12,"American Pale Ale (APA)",150,"Lonerider Brewing Company","Raleigh","NC","Peacemaker Pale Ale (Lonerider Brewing Company)"
+"1217",1217,0.0579999999999999,11,2327,"Shotgun Betty","Hefeweizen",149,12,NA,150,"Lonerider Brewing Company","Raleigh","NC","Shotgun Betty (Lonerider Brewing Company)"
+"1218",1218,0.061,30,2326,"Sweet Josie","American Brown Ale",149,12,NA,150,"Lonerider Brewing Company","Raleigh","NC","Sweet Josie (Lonerider Brewing Company)"
+"1219",1219,0.059,42,1926,"Long Trail IPA","English India Pale Ale (IPA)",268,12,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Long Trail IPA (Long Trail Brewing Company)"
+"1220",1220,0.046,30,1924,"Long Trail Ale","American Amber / Red Ale",268,12,"American Amber / Red Ale",269,"Long Trail Brewing Company","Bridgewater Corners","VT","Long Trail Ale (Long Trail Brewing Company)"
+"1221",1221,0.072,33,1090,"Double Bag","Altbier",268,16,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Double Bag (Long Trail Brewing Company)"
+"1222",1222,0.04,8,574,"Blackbeary Wheat","Fruit / Vegetable Beer",268,12,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Blackbeary Wheat (Long Trail Brewing Company)"
+"1223",1223,0.046,30,573,"Long Trail Ale (1)","Altbier",268,12,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Long Trail Ale (1) (Long Trail Brewing Company)"
+"1224",1224,0.046,8,2584,"Gose","Gose",41,16,NA,42,"Lost Nation Brewing","East Fairfield","VT","Gose (Lost Nation Brewing)"
+"1225",1225,0.048,20,2583,"Vermont Pilsner","German Pilsener",41,16,NA,42,"Lost Nation Brewing","East Fairfield","VT","Vermont Pilsner (Lost Nation Brewing)"
+"1226",1226,0.055,NA,2582,"Mosaic Single Hop IPA","American IPA",41,16,"American IPA",42,"Lost Nation Brewing","East Fairfield","VT","Mosaic Single Hop IPA (Lost Nation Brewing)"
+"1227",1227,0.045,NA,2581,"Lost Galaxy","American IPA",41,16,"American IPA",42,"Lost Nation Brewing","East Fairfield","VT","Lost Galaxy (Lost Nation Brewing)"
+"1228",1228,0.062,65,1309,"Face Plant IPA","American IPA",430,12,"American IPA",431,"Lost Rhino Brewing Company","Ashburn","VA","Face Plant IPA (Lost Rhino Brewing Company)"
+"1229",1229,0.0559999999999999,55,1308,"Rhino Chasers Pilsner","Czech Pilsener",430,12,NA,431,"Lost Rhino Brewing Company","Ashburn","VA","Rhino Chasers Pilsner (Lost Rhino Brewing Company)"
+"1230",1230,0.052,29,1571,"Slow Hand Stout","American Stout",377,16,NA,378,"Lucette Brewing Company","Menominee","WI","Slow Hand Stout (Lucette Brewing Company)"
+"1231",1231,0.062,NA,1204,"Hips Don't Lie","Hefeweizen",456,16,NA,457,"Lucette Brewing Company","Menominie","WI","Hips Don't Lie (Lucette Brewing Company)"
+"1232",1232,0.052,NA,1122,"Ride Again Pale Ale","American Pale Ale (APA)",456,16,"American Pale Ale (APA)",457,"Lucette Brewing Company","Menominie","WI","Ride Again Pale Ale (Lucette Brewing Company)"
+"1233",1233,0.048,NA,700,"The Farmer's Daughter","American Blonde Ale",456,16,"American Blonde Ale",457,"Lucette Brewing Company","Menominie","WI","The Farmer's Daughter (Lucette Brewing Company)"
+"1234",1234,0.038,18,2033,"Pub Ale","English Dark Mild Ale",245,12,NA,246,"Lucky Town Brewing Company","Jackson","MS","Pub Ale (Lucky Town Brewing Company)"
+"1235",1235,0.051,31,2032,"Ballistic Blonde","Belgian Pale Ale",245,12,NA,246,"Lucky Town Brewing Company","Jackson","MS","Ballistic Blonde (Lucky Town Brewing Company)"
+"1236",1236,0.054,NA,2311,"Knotty Pine","American Pale Ale (APA)",158,12,"American Pale Ale (APA)",159,"Lumberyard Brewing Company","Flagstaff","AZ","Knotty Pine (Lumberyard Brewing Company)"
+"1237",1237,0.053,20,1153,"Lumberyard Pilsner","American Pilsner",158,12,NA,159,"Lumberyard Brewing Company","Flagstaff","AZ","Lumberyard Pilsner (Lumberyard Brewing Company)"
+"1238",1238,0.061,NA,355,"Lumberyard IPA","American IPA",158,12,"American IPA",159,"Lumberyard Brewing Company","Flagstaff","AZ","Lumberyard IPA (Lumberyard Brewing Company)"
+"1239",1239,0.0579999999999999,NA,125,"Lumberyard Red Ale","American Amber / Red Ale",158,12,"American Amber / Red Ale",159,"Lumberyard Brewing Company","Flagstaff","AZ","Lumberyard Red Ale (Lumberyard Brewing Company)"
+"1240",1240,0.05,NA,962,"Mac's Highlander Pale Ale (2000)","American Pale Ale (APA)",485,12,"American Pale Ale (APA)",486,"MacTarnahans Brewing Company","Portland","OR","Mac's Highlander Pale Ale (2000) (MacTarnahans Brewing Company)"
+"1241",1241,0.051,32,961,"Mac's Scottish Style Amber Ale (2000)","American Amber / Red Ale",485,12,"American Amber / Red Ale",486,"MacTarnahans Brewing Company","Portland","OR","Mac's Scottish Style Amber Ale (2000) (MacTarnahans Brewing Company)"
+"1242",1242,0.05,NA,1475,"Macon Progress Ale","American Pale Ale (APA)",400,12,"American Pale Ale (APA)",401,"Macon Beer Company","Macon","GA","Macon Progress Ale (Macon Beer Company)"
+"1243",1243,0.055,NA,1008,"Macon History Ale","American Brown Ale",400,12,NA,401,"Macon Beer Company","Macon","GA","Macon History Ale (Macon Beer Company)"
+"1244",1244,0.099,NA,2454,"Galaxy High","American Double / Imperial IPA",91,12,"American Double / Imperial IPA",92,"Madtree Brewing Company","Cincinnati","OH","Galaxy High (Madtree Brewing Company)"
+"1245",1245,0.043,18,2209,"Sol Drifter","American Blonde Ale",91,12,"American Blonde Ale",92,"Madtree Brewing Company","Cincinnati","OH","Sol Drifter (Madtree Brewing Company)"
+"1246",1246,0.085,NA,2133,"Thunder Snow","Winter Warmer",91,12,NA,92,"Madtree Brewing Company","Cincinnati","OH","Thunder Snow (Madtree Brewing Company)"
+"1247",1247,0.079,18,1994,"The Great Pumpcan","Fruit / Vegetable Beer",91,16,NA,92,"Madtree Brewing Company","Cincinnati","OH","The Great Pumpcan (Madtree Brewing Company)"
+"1248",1248,0.047,11,1816,"LIFT","Kölsch",91,12,NA,92,"Madtree Brewing Company","Cincinnati","OH","LIFT (Madtree Brewing Company)"
+"1249",1249,0.05,40,1815,"SPRYE","American Pale Ale (APA)",91,12,"American Pale Ale (APA)",92,"Madtree Brewing Company","Cincinnati","OH","SPRYE (Madtree Brewing Company)"
+"1250",1250,0.069,70,1126,"Psychopathy","American IPA",91,12,"American IPA",92,"Madtree Brewing Company","Cincinnati","OH","Psychopathy (Madtree Brewing Company)"
+"1251",1251,0.07,32,1125,"Gnarly Brown","American Brown Ale",91,12,NA,92,"Madtree Brewing Company","Cincinnati","OH","Gnarly Brown (Madtree Brewing Company)"
+"1252",1252,0.06,30,1124,"Happy Amber","American Amber / Red Ale",91,12,"American Amber / Red Ale",92,"Madtree Brewing Company","Cincinnati","OH","Happy Amber (Madtree Brewing Company)"
+"1253",1253,0.051,20,1813,"#9","Fruit / Vegetable Beer",303,16,NA,304,"Magic Hat Brewing Company","South Burlington","VT","#9 (Magic Hat Brewing Company)"
+"1254",1254,0.055,13,1113,"Elder Betty","Hefeweizen",303,12,NA,304,"Magic Hat Brewing Company","South Burlington","VT","Elder Betty (Magic Hat Brewing Company)"
+"1255",1255,0.051,20,360,"#9","Fruit / Vegetable Beer",303,12,NA,304,"Magic Hat Brewing Company","South Burlington","VT","#9 (Magic Hat Brewing Company)"
+"1256",1256,0.042,NA,511,"High Country Pilsner (Current)","German Pilsener",534,12,NA,535,"Mammoth Brewing Company","Mammoth Lakes","CA","High Country Pilsner (Current) (Mammoth Brewing Company)"
+"1257",1257,0.065,NA,75,"Epic IPA","American IPA",534,12,"American IPA",535,"Mammoth Brewing Company","Mammoth Lakes","CA","Epic IPA (Mammoth Brewing Company)"
+"1258",1258,0.042,NA,74,"Golden Trout Pilsner","German Pilsener",534,12,NA,535,"Mammoth Brewing Company","Mammoth Lakes","CA","Golden Trout Pilsner (Mammoth Brewing Company)"
+"1259",1259,0.045,NA,73,"Real McCoy Amber Ale (Current)","American Amber / Red Ale",534,12,"American Amber / Red Ale",535,"Mammoth Brewing Company","Mammoth Lakes","CA","Real McCoy Amber Ale (Current) (Mammoth Brewing Company)"
+"1260",1260,0.072,NA,1628,"Festivus (1)","Winter Warmer",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Festivus (1) (Manayunk Brewing Company)"
+"1261",1261,0.067,NA,1626,"Manayunk Oktoberfest","Märzen / Oktoberfest",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Manayunk Oktoberfest (Manayunk Brewing Company)"
+"1262",1262,0.045,21,1625,"Belgian Style Session Ale","Belgian Pale Ale",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Belgian Style Session Ale (Manayunk Brewing Company)"
+"1263",1263,0.055,NA,1624,"Manayunk IPA","American IPA",356,12,"American IPA",357,"Manayunk Brewing Company","Philadelphia","PA","Manayunk IPA (Manayunk Brewing Company)"
+"1264",1264,0.055,NA,1600,"Yunkin' Punkin'","Pumpkin Ale",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Yunkin' Punkin' (Manayunk Brewing Company)"
+"1265",1265,0.05,18,1484,"Summer Paradise","American Pale Wheat Ale",356,12,"American Pale Wheat Ale",357,"Manayunk Brewing Company","Philadelphia","PA","Summer Paradise (Manayunk Brewing Company)"
+"1266",1266,0.09,30,1356,"Monk from the 'Yunk","Tripel",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Monk from the 'Yunk (Manayunk Brewing Company)"
+"1267",1267,0.06,14,1355,"Schuylkill Punch","Fruit / Vegetable Beer",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Schuylkill Punch (Manayunk Brewing Company)"
+"1268",1268,0.085,85,1334,"Dreamin' Double IPA","American Double / Imperial IPA",356,12,"American Double / Imperial IPA",357,"Manayunk Brewing Company","Philadelphia","PA","Dreamin' Double IPA (Manayunk Brewing Company)"
+"1269",1269,0.099,93,1674,"Chaotic Double IPA","American Double / Imperial IPA",346,12,"American Double / Imperial IPA",347,"Manzanita Brewing Company","Santee","CA","Chaotic Double IPA (Manzanita Brewing Company)"
+"1270",1270,0.08,88,1673,"Manzanita IPA","American IPA",346,12,"American IPA",347,"Manzanita Brewing Company","Santee","CA","Manzanita IPA (Manzanita Brewing Company)"
+"1271",1271,0.06,25,1672,"Riverwalk Blonde Ale","American Blonde Ale",346,12,"American Blonde Ale",347,"Manzanita Brewing Company","Santee","CA","Riverwalk Blonde Ale (Manzanita Brewing Company)"
+"1272",1272,0.095,49,1671,"Gillespie Brown Ale","American Brown Ale",346,12,NA,347,"Manzanita Brewing Company","Santee","CA","Gillespie Brown Ale (Manzanita Brewing Company)"
+"1273",1273,0.066,44,1670,"Manzanita Pale Ale","American Pale Ale (APA)",346,12,"American Pale Ale (APA)",347,"Manzanita Brewing Company","Santee","CA","Manzanita Pale Ale (Manzanita Brewing Company)"
+"1274",1274,0.047,NA,1262,"Marble Pilsner","German Pilsener",443,12,NA,444,"Marble Brewery","Albuquerque","NM","Marble Pilsner (Marble Brewery)"
+"1275",1275,0.062,NA,845,"Marble India Pale Ale","American IPA",443,12,"American IPA",444,"Marble Brewery","Albuquerque","NM","Marble India Pale Ale (Marble Brewery)"
+"1276",1276,0.072,NA,1783,"Toughcats IPA","American IPA",317,16,"American IPA",318,"Marshall Wharf Brewing Company","Belfast","ME","Toughcats IPA (Marshall Wharf Brewing Company)"
+"1277",1277,0.05,NA,1717,"Tug Pale Ale","American Pale Ale (APA)",317,16,"American Pale Ale (APA)",318,"Marshall Wharf Brewing Company","Belfast","ME","Tug Pale Ale (Marshall Wharf Brewing Company)"
+"1278",1278,0.099,NA,1716,"Sexy Chaos","Russian Imperial Stout",317,16,NA,318,"Marshall Wharf Brewing Company","Belfast","ME","Sexy Chaos (Marshall Wharf Brewing Company)"
+"1279",1279,0.063,NA,1516,"Ace Hole American Pale Ale","American Pale Ale (APA)",317,16,"American Pale Ale (APA)",318,"Marshall Wharf Brewing Company","Belfast","ME","Ace Hole American Pale Ale (Marshall Wharf Brewing Company)"
+"1280",1280,0.0969999999999999,NA,725,"Cant Dog Imperial Pale Ale","American Double / Imperial IPA",317,16,"American Double / Imperial IPA",318,"Marshall Wharf Brewing Company","Belfast","ME","Cant Dog Imperial Pale Ale (Marshall Wharf Brewing Company)"
+"1281",1281,0.05,20,2308,"River House","Saison / Farmhouse Ale",161,16,NA,162,"Martin House Brewing Company","Fort Worth","TX","River House (Martin House Brewing Company)"
+"1282",1282,0.065,47,2268,"Pretzel Stout","American Stout",161,16,NA,162,"Martin House Brewing Company","Fort Worth","TX","Pretzel Stout (Martin House Brewing Company)"
+"1283",1283,0.05,35,2197,"Rubberneck Red","American Amber / Red Ale",161,16,"American Amber / Red Ale",162,"Martin House Brewing Company","Fort Worth","TX","Rubberneck Red (Martin House Brewing Company)"
+"1284",1284,0.08,NA,2120,"The Imperial Texan","American Double / Imperial IPA",161,16,"American Double / Imperial IPA",162,"Martin House Brewing Company","Fort Worth","TX","The Imperial Texan (Martin House Brewing Company)"
+"1285",1285,0.08,NA,1234,"The Imperial Texan","American Double / Imperial IPA",161,12,"American Double / Imperial IPA",162,"Martin House Brewing Company","Fort Worth","TX","The Imperial Texan (Martin House Brewing Company)"
+"1286",1286,0.05,NA,1233,"Day Break 4-Grain Breakfast Beer","Rye Beer",161,16,NA,162,"Martin House Brewing Company","Fort Worth","TX","Day Break 4-Grain Breakfast Beer (Martin House Brewing Company)"
+"1287",1287,0.05,NA,1232,"River House Saison","Saison / Farmhouse Ale",161,12,NA,162,"Martin House Brewing Company","Fort Worth","TX","River House Saison (Martin House Brewing Company)"
+"1288",1288,0.065,NA,1231,"There Will Be Stout","American Stout",161,12,NA,162,"Martin House Brewing Company","Fort Worth","TX","There Will Be Stout (Martin House Brewing Company)"
+"1289",1289,0.065,60,1831,"Our Legacy IPA","American IPA",299,12,"American IPA",300,"Matt Brewing Company","Utica","NY","Our Legacy IPA (Matt Brewing Company)"
+"1290",1290,0.042,NA,1359,"Saranac Shandy","Shandy",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Shandy (Matt Brewing Company)"
+"1291",1291,0.065,60,1135,"Our Legacy IPA","American IPA",299,16,"American IPA",300,"Matt Brewing Company","Utica","NY","Our Legacy IPA (Matt Brewing Company)"
+"1292",1292,0.051,NA,960,"Saranac Golden Pilsener (2003)","German Pilsener",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Golden Pilsener (2003) (Matt Brewing Company)"
+"1293",1293,0.045,NA,959,"Saranac Adirondack Light (2002)","Light Lager",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Adirondack Light (2002) (Matt Brewing Company)"
+"1294",1294,0.045,NA,958,"DAX Light (1998)","Light Lager",299,12,NA,300,"Matt Brewing Company","Utica","NY","DAX Light (1998) (Matt Brewing Company)"
+"1295",1295,0.048,NA,957,"Saranac Traditional Lager (2000)","American Pale Lager",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Traditional Lager (2000) (Matt Brewing Company)"
+"1296",1296,0.047,NA,956,"Pomegranate Wheat (2008)","Fruit / Vegetable Beer",299,12,NA,300,"Matt Brewing Company","Utica","NY","Pomegranate Wheat (2008) (Matt Brewing Company)"
+"1297",1297,0.05,12,773,"Blueberry Blonde Ale","American Blonde Ale",299,12,"American Blonde Ale",300,"Matt Brewing Company","Utica","NY","Blueberry Blonde Ale (Matt Brewing Company)"
+"1298",1298,0.06,NA,686,"Saranac White IPA","American IPA",299,12,"American IPA",300,"Matt Brewing Company","Utica","NY","Saranac White IPA (Matt Brewing Company)"
+"1299",1299,0.047,NA,453,"Saranac Summer Ale (2011)","American Pale Wheat Ale",299,12,"American Pale Wheat Ale",300,"Matt Brewing Company","Utica","NY","Saranac Summer Ale (2011) (Matt Brewing Company)"
+"1300",1300,0.055,NA,150,"Saranac Pale Ale (12 oz.)","English Pale Ale",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Pale Ale (12 oz.) (Matt Brewing Company)"
+"1301",1301,0.055,NA,133,"Saranac Pale Ale (16 oz.)","English Pale Ale",299,16,NA,300,"Matt Brewing Company","Utica","NY","Saranac Pale Ale (16 oz.) (Matt Brewing Company)"
+"1302",1302,0.051,20,1578,"Lahaina Town Brown","American Brown Ale",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Lahaina Town Brown (Maui Brewing Company)"
+"1303",1303,0.055,NA,1429,"Pau Hana Pilsner","Czech Pilsener",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Pau Hana Pilsner (Maui Brewing Company)"
+"1304",1304,0.05,NA,1271,"Lemongrass Saison","Saison / Farmhouse Ale",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Lemongrass Saison (Maui Brewing Company)"
+"1305",1305,0.07,NA,713,"Aloha B’ak’tun","Belgian Strong Dark Ale",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Aloha B’ak’tun (Maui Brewing Company)"
+"1306",1306,0.0819999999999999,NA,712,"Liquid Breadfruit","Fruit / Vegetable Beer",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Liquid Breadfruit (Maui Brewing Company)"
+"1307",1307,0.06,24,690,"Sobrehumano Palena'ole","American Amber / Red Ale",375,12,"American Amber / Red Ale",376,"Maui Brewing Company","Lahaina","HI","Sobrehumano Palena'ole (Maui Brewing Company)"
+"1308",1308,0.05,12,547,"La Perouse White","Witbier",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","La Perouse White (Maui Brewing Company)"
+"1309",1309,0.068,68,435,"Flyin' HI.P.Hay","American IPA",375,12,"American IPA",376,"Maui Brewing Company","Lahaina","HI","Flyin' HI.P.Hay (Maui Brewing Company)"
+"1310",1310,0.055,15,313,"Mana Wheat","American Pale Wheat Ale",375,12,"American Pale Wheat Ale",376,"Maui Brewing Company","Lahaina","HI","Mana Wheat (Maui Brewing Company)"
+"1311",1311,0.045,18,33,"Bikini Blonde Lager","Munich Helles Lager",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Bikini Blonde Lager (Maui Brewing Company)"
+"1312",1312,0.057,30,32,"CoCoNut Porter","American Porter",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","CoCoNut Porter (Maui Brewing Company)"
+"1313",1313,0.062,65,31,"Big Swell IPA","American IPA",375,12,"American IPA",376,"Maui Brewing Company","Lahaina","HI","Big Swell IPA (Maui Brewing Company)"
+"1314",1314,0.037,34,1237,"Pit Stop Chocolate Porter","American Porter",448,12,NA,449,"Mavericks Beer Company","Half Moon Bay","CA","Pit Stop Chocolate Porter (Mavericks Beer Company)"
+"1315",1315,0.037,21,1236,"Pace Setter Belgian Style Wit","Witbier",448,12,NA,449,"Mavericks Beer Company","Half Moon Bay","CA","Pace Setter Belgian Style Wit (Mavericks Beer Company)"
+"1316",1316,0.037,53,1047,"Back in the Saddle Rye Pale Ale","American Pale Ale (APA)",448,12,"American Pale Ale (APA)",449,"Mavericks Beer Company","Half Moon Bay","CA","Back in the Saddle Rye Pale Ale (Mavericks Beer Company)"
+"1317",1317,0.069,NA,1986,"Bushwhacker Cider","Cider",254,16,NA,255,"Meckley's Cidery","Somerset Center","MI","Bushwhacker Cider (Meckley's Cidery)"
+"1318",1318,0.069,NA,1985,"Weim-R-Iner","Cider",254,16,NA,255,"Meckley's Cidery","Somerset Center","MI","Weim-R-Iner (Meckley's Cidery)"
+"1319",1319,0.069,NA,1984,"Cherry Bomb","Cider",254,16,NA,255,"Meckley's Cidery","Somerset Center","MI","Cherry Bomb (Meckley's Cidery)"
+"1320",1320,0.072,75,2186,"Tsunami IPA","American IPA",203,19.2,"American IPA",204,"Mehana Brewing Co.","Hilo","HI","Tsunami IPA (Mehana Brewing Co.)"
+"1321",1321,0.072,75,2185,"Tsunami IPA","American IPA",203,12,"American IPA",204,"Mehana Brewing Co.","Hilo","HI","Tsunami IPA (Mehana Brewing Co.)"
+"1322",1322,0.042,22,2184,"Humpback Blonde Ale","American Blonde Ale",203,12,"American Blonde Ale",204,"Mehana Brewing Co.","Hilo","HI","Humpback Blonde Ale (Mehana Brewing Co.)"
+"1323",1323,0.052,27,2178,"Hawaiian Crow Porter","American Porter",203,12,NA,204,"Mehana Brewing Co.","Hilo","HI","Hawaiian Crow Porter (Mehana Brewing Co.)"
+"1324",1324,0.052,23,2177,"Volcano Red Ale","American Amber / Red Ale",203,12,"American Amber / Red Ale",204,"Mehana Brewing Co.","Hilo","HI","Volcano Red Ale (Mehana Brewing Co.)"
+"1325",1325,0.054,42,2176,"Mauna Kea Pale Ale","American Pale Ale (APA)",203,12,"American Pale Ale (APA)",204,"Mehana Brewing Co.","Hilo","HI","Mauna Kea Pale Ale (Mehana Brewing Co.)"
+"1326",1326,0.053,11,1508,"Shark Bait","Fruit / Vegetable Beer",393,12,NA,394,"Miami Brewing Company","Miami","FL","Shark Bait (Miami Brewing Company)"
+"1327",1327,0.053,30,1507,"Gator Tail Brown Ale","American Brown Ale",393,12,NA,394,"Miami Brewing Company","Miami","FL","Gator Tail Brown Ale (Miami Brewing Company)"
+"1328",1328,0.071,62,1506,"Miami Vice IPA","American IPA",393,12,"American IPA",394,"Miami Brewing Company","Miami","FL","Miami Vice IPA (Miami Brewing Company)"
+"1329",1329,0.053,16,1325,"Big Rod Coconut Ale","American Blonde Ale",393,12,"American Blonde Ale",394,"Miami Brewing Company","Miami","FL","Big Rod Coconut Ale (Miami Brewing Company)"
+"1330",1330,0.0559999999999999,NA,174,"Mickey Finn's Amber Ale","American Amber / Red Ale",552,12,"American Amber / Red Ale",553,"Mickey Finn's Brewery","Libertyville","IL","Mickey Finn's Amber Ale (Mickey Finn's Brewery)"
+"1331",1331,0.063,61,2093,"Pleasure Town","American IPA",223,12,"American IPA",224,"Midnight Sun Brewing Company","Anchorage","AK","Pleasure Town (Midnight Sun Brewing Company)"
+"1332",1332,0.063,61,1814,"Pleasure Town IPA","American IPA",223,12,"American IPA",224,"Midnight Sun Brewing Company","Anchorage","AK","Pleasure Town IPA (Midnight Sun Brewing Company)"
+"1333",1333,0.048,12,587,"Snowshoe White Ale","Witbier",223,12,NA,224,"Midnight Sun Brewing Company","Anchorage","AK","Snowshoe White Ale (Midnight Sun Brewing Company)"
+"1334",1334,0.05,24,586,"Kodiak Brown Ale","American Brown Ale",223,12,NA,224,"Midnight Sun Brewing Company","Anchorage","AK","Kodiak Brown Ale (Midnight Sun Brewing Company)"
+"1335",1335,0.057,70,434,"Sockeye Red IPA","American IPA",223,12,"American IPA",224,"Midnight Sun Brewing Company","Anchorage","AK","Sockeye Red IPA (Midnight Sun Brewing Company)"
+"1336",1336,0.08,100,2668,"Habitus (2014)","American Double / Imperial IPA",3,16,"American Double / Imperial IPA",4,"Mike Hess Brewing Company","San Diego","CA","Habitus (2014) (Mike Hess Brewing Company)"
+"1337",1337,0.075,85,2667,"Solis","American IPA",3,16,"American IPA",4,"Mike Hess Brewing Company","San Diego","CA","Solis (Mike Hess Brewing Company)"
+"1338",1338,0.06,24,2666,"Jucundus","Wheat Ale",3,16,NA,4,"Mike Hess Brewing Company","San Diego","CA","Jucundus (Mike Hess Brewing Company)"
+"1339",1339,0.08,100,2664,"Habitus","American Double / Imperial IPA",3,16,"American Double / Imperial IPA",4,"Mike Hess Brewing Company","San Diego","CA","Habitus (Mike Hess Brewing Company)"
+"1340",1340,0.063,30,2663,"Grazias","Cream Ale",3,16,NA,4,"Mike Hess Brewing Company","San Diego","CA","Grazias (Mike Hess Brewing Company)"
+"1341",1341,0.0579999999999999,28,2662,"Claritas","Kölsch",3,16,NA,4,"Mike Hess Brewing Company","San Diego","CA","Claritas (Mike Hess Brewing Company)"
+"1342",1342,0.083,NA,2535,"Vinyl Frontier","American Double / Imperial IPA",65,24,"American Double / Imperial IPA",66,"Mikerphone Brewing","Chicago","IL","Vinyl Frontier (Mikerphone Brewing)"
+"1343",1343,0.08,NA,2534,"Disco Superfly","American IPA",65,24,"American IPA",66,"Mikerphone Brewing","Chicago","IL","Disco Superfly (Mikerphone Brewing)"
+"1344",1344,0.075,NA,2533,"Misty Mountain Hop","American IPA",65,24,"American IPA",66,"Mikerphone Brewing","Chicago","IL","Misty Mountain Hop (Mikerphone Brewing)"
+"1345",1345,0.075,NA,2532,"One-Hit Wonderful","Belgian IPA",65,24,NA,66,"Mikerphone Brewing","Chicago","IL","One-Hit Wonderful (Mikerphone Brewing)"
+"1346",1346,0.065,NA,2531,"En Parfaite Harmonie","Saison / Farmhouse Ale",65,24,NA,66,"Mikerphone Brewing","Chicago","IL","En Parfaite Harmonie (Mikerphone Brewing)"
+"1347",1347,0.043,8,2530,"Daft Funk","Berliner Weissbier",65,24,NA,66,"Mikerphone Brewing","Chicago","IL","Daft Funk (Mikerphone Brewing)"
+"1348",1348,0.075,NA,2529,"Love In An Ellavator","American IPA",65,24,"American IPA",66,"Mikerphone Brewing","Chicago","IL","Love In An Ellavator (Mikerphone Brewing)"
+"1349",1349,0.053,NA,2528,"Spin Doctor","American Pale Ale (APA)",65,24,"American Pale Ale (APA)",66,"Mikerphone Brewing","Chicago","IL","Spin Doctor (Mikerphone Brewing)"
+"1350",1350,0.05,NA,1612,"Keeper (Current)","American Pilsner",363,12,NA,364,"Mikkeller","Pottstown","PA","Keeper (Current) (Mikkeller)"
+"1351",1351,0.068,NA,1611,"Better Half","American IPA",363,12,"American IPA",364,"Mikkeller","Pottstown","PA","Better Half (Mikkeller)"
+"1352",1352,0.048,NA,1273,"SNO White Ale","Witbier",440,16,NA,441,"MillKing It Productions","Royal Oak","MI","SNO White Ale (MillKing It Productions)"
+"1353",1353,0.048,NA,365,"BRIK Irish Red Ale","Irish Red Ale",440,16,NA,441,"MillKing It Productions","Royal Oak","MI","BRIK Irish Red Ale (MillKing It Productions)"
+"1354",1354,NA,NA,273,"AXL Pale Ale","American Pale Ale (APA)",440,16,"American Pale Ale (APA)",441,"MillKing It Productions","Royal Oak","MI","AXL Pale Ale (MillKing It Productions)"
+"1355",1355,0.087,80,1884,"Hop Freak","American Double / Imperial IPA",284,16,"American Double / Imperial IPA",285,"Milwaukee Brewing Company","Milwaukee","WI","Hop Freak (Milwaukee Brewing Company)"
+"1356",1356,0.051,24,1272,"Louie's Demise Amber Ale","American Amber / Red Ale",284,16,"American Amber / Red Ale",285,"Milwaukee Brewing Company","Milwaukee","WI","Louie's Demise Amber Ale (Milwaukee Brewing Company)"
+"1357",1357,0.075,51,1080,"Hop Happy","American IPA",284,16,"American IPA",285,"Milwaukee Brewing Company","Milwaukee","WI","Hop Happy (Milwaukee Brewing Company)"
+"1358",1358,0.065,20,932,"Booyah Farmhouse Ale","Saison / Farmhouse Ale",284,16,NA,285,"Milwaukee Brewing Company","Milwaukee","WI","Booyah Farmhouse Ale (Milwaukee Brewing Company)"
+"1359",1359,0.092,NA,776,"O-Gii","Witbier",284,16,NA,285,"Milwaukee Brewing Company","Milwaukee","WI","O-Gii (Milwaukee Brewing Company)"
+"1360",1360,0.048,18,172,"Flaming Damsel Lager (2010)","Vienna Lager",284,16,NA,285,"Milwaukee Brewing Company","Milwaukee","WI","Flaming Damsel Lager (2010) (Milwaukee Brewing Company)"
+"1361",1361,0.051,24,171,"Louie’s Demise Immort-Ale (2010)","American Amber / Red Ale",284,16,"American Amber / Red Ale",285,"Milwaukee Brewing Company","Milwaukee","WI","Louie’s Demise Immort-Ale (2010) (Milwaukee Brewing Company)"
+"1362",1362,0.099,NA,2361,"Axe Head Malt Liquor","American Malt Liquor",134,24,NA,135,"Minhas Craft Brewery","Monroe","WI","Axe Head Malt Liquor (Minhas Craft Brewery)"
+"1363",1363,0.054,NA,2359,"Huber Bock (2014)","Bock",134,16,NA,135,"Minhas Craft Brewery","Monroe","WI","Huber Bock (2014) (Minhas Craft Brewery)"
+"1364",1364,0.04,NA,2358,"Minhas Light (2012)","Light Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Minhas Light (2012) (Minhas Craft Brewery)"
+"1365",1365,0.05,NA,2282,"Huber","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Huber (Minhas Craft Brewery)"
+"1366",1366,0.062,NA,2281,"Clear Creek Ice","American Pale Lager",134,16,NA,135,"Minhas Craft Brewery","Monroe","WI","Clear Creek Ice (Minhas Craft Brewery)"
+"1367",1367,0.062,NA,2280,"Clear Creek Ice","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Clear Creek Ice (Minhas Craft Brewery)"
+"1368",1368,0.055,NA,2279,"Mountain Crest","American Pale Lager",134,16,NA,135,"Minhas Craft Brewery","Monroe","WI","Mountain Crest (Minhas Craft Brewery)"
+"1369",1369,0.055,NA,2278,"Mountain Crest","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Mountain Crest (Minhas Craft Brewery)"
+"1370",1370,0.055,NA,2277,"Mountain Creek (2013)","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Mountain Creek (2013) (Minhas Craft Brewery)"
+"1371",1371,0.05,NA,2276,"Boxer","American Adjunct Lager",134,24,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer (Minhas Craft Brewery)"
+"1372",1372,0.042,NA,2275,"Boxer Light","Light Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer Light (Minhas Craft Brewery)"
+"1373",1373,0.055,NA,2274,"Boxer Ice","American Adjunct Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer Ice (Minhas Craft Brewery)"
+"1374",1374,0.05,NA,2273,"Boxer","American Adjunct Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer (Minhas Craft Brewery)"
+"1375",1375,0.05,NA,2442,"Cortez Gold","Belgian Pale Ale",98,32,NA,99,"Mission Brewery","San Diego","CA","Cortez Gold (Mission Brewery)"
+"1376",1376,0.068,66,2441,"Mission IPA","American IPA",98,32,"American IPA",99,"Mission Brewery","San Diego","CA","Mission IPA (Mission Brewery)"
+"1377",1377,0.048,44,1460,"El Conquistador Extra Pale Ale","American Pale Ale (APA)",98,32,"American Pale Ale (APA)",99,"Mission Brewery","San Diego","CA","El Conquistador Extra Pale Ale (Mission Brewery)"
+"1378",1378,0.092,75,1459,"Shipwrecked Double IPA","American Double / Imperial IPA",98,32,"American Double / Imperial IPA",99,"Mission Brewery","San Diego","CA","Shipwrecked Double IPA (Mission Brewery)"
+"1379",1379,0.04,NA,1476,"Squeaky Bike Nut Brown Ale","American Brown Ale",399,16,NA,400,"Moab Brewery","Moab","UT","Squeaky Bike Nut Brown Ale (Moab Brewery)"
+"1380",1380,0.04,NA,902,"Dead Horse Amber","American Pale Wheat Ale",399,16,"American Pale Wheat Ale",400,"Moab Brewery","Moab","UT","Dead Horse Amber (Moab Brewery)"
+"1381",1381,0.04,NA,645,"Rocket Bike American Lager","California Common / Steam Beer",399,16,NA,400,"Moab Brewery","Moab","UT","Rocket Bike American Lager (Moab Brewery)"
+"1382",1382,0.04,NA,644,"Johnny's American IPA","American IPA",399,16,"American IPA",400,"Moab Brewery","Moab","UT","Johnny's American IPA (Moab Brewery)"
+"1383",1383,0.055,NA,337,"Boneshaker Brown Ale","English Brown Ale",547,24,NA,548,"Moat Mountain Smoke House & Brew...","North Conway","NH","Boneshaker Brown Ale (Moat Mountain Smoke House & Brew...)"
+"1384",1384,0.0559999999999999,NA,336,"Iron Mike Pale Ale","American Pale Ale (APA)",547,24,"American Pale Ale (APA)",548,"Moat Mountain Smoke House & Brew...","North Conway","NH","Iron Mike Pale Ale (Moat Mountain Smoke House & Brew...)"
+"1385",1385,0.042,NA,2236,"Monkadelic","American Pale Ale (APA)",189,12,"American Pale Ale (APA)",190,"Modern Monks Brewery","Lincoln","NE","Monkadelic (Modern Monks Brewery)"
+"1386",1386,0.075,85,2159,"City of the Sun","American IPA",209,16,"American IPA",210,"Modern Times Beer","San Diego","CA","City of the Sun (Modern Times Beer)"
+"1387",1387,0.068,75,2157,"Booming Rollers","American IPA",209,16,"American IPA",210,"Modern Times Beer","San Diego","CA","Booming Rollers (Modern Times Beer)"
+"1388",1388,0.052,50,2156,"Oneida","American Pale Ale (APA)",209,16,"American Pale Ale (APA)",210,"Modern Times Beer","San Diego","CA","Oneida (Modern Times Beer)"
+"1389",1389,0.067,75,2154,"Aurora","American Amber / Red Ale",209,16,"American Amber / Red Ale",210,"Modern Times Beer","San Diego","CA","Aurora (Modern Times Beer)"
+"1390",1390,0.055,30,1495,"Lomaland","Saison / Farmhouse Ale",209,16,NA,210,"Modern Times Beer","San Diego","CA","Lomaland (Modern Times Beer)"
+"1391",1391,0.047,46,1494,"Fortunate Islands","American Pale Wheat Ale",209,16,"American Pale Wheat Ale",210,"Modern Times Beer","San Diego","CA","Fortunate Islands (Modern Times Beer)"
+"1392",1392,0.0579999999999999,40,1493,"Black House","American Stout",209,16,NA,210,"Modern Times Beer","San Diego","CA","Black House (Modern Times Beer)"
+"1393",1393,0.065,115,1492,"Blazing World","American Amber / Red Ale",209,16,"American Amber / Red Ale",210,"Modern Times Beer","San Diego","CA","Blazing World (Modern Times Beer)"
+"1394",1394,0.05,NA,327,"Wapiti Amber Ale","American Amber / Red Ale",549,12,"American Amber / Red Ale",550,"Mogollon Brewing Company","Flagstaff","AZ","Wapiti Amber Ale (Mogollon Brewing Company)"
+"1395",1395,0.054,NA,719,"Sweet Georgia Brown","American Brown Ale",514,16,NA,515,"Monkey Paw Pub & Brewery","San Diego","CA","Sweet Georgia Brown (Monkey Paw Pub & Brewery)"
+"1396",1396,0.087,NA,718,"Rich Man's IIPA","American Double / Imperial IPA",514,16,"American Double / Imperial IPA",515,"Monkey Paw Pub & Brewery","San Diego","CA","Rich Man's IIPA (Monkey Paw Pub & Brewery)"
+"1397",1397,0.0579999999999999,NA,717,"Monkey Paw Oatmeal Pale Ale","American Pale Ale (APA)",514,16,"American Pale Ale (APA)",515,"Monkey Paw Pub & Brewery","San Diego","CA","Monkey Paw Oatmeal Pale Ale (Monkey Paw Pub & Brewery)"
+"1398",1398,0.0559999999999999,28,1907,"Montauk Summer Ale","American Blonde Ale",276,12,"American Blonde Ale",277,"Montauk Brewing Company","Montauk","NY","Montauk Summer Ale (Montauk Brewing Company)"
+"1399",1399,0.06,49,1906,"Driftwood Ale","Extra Special / Strong Bitter (ESB)",276,12,NA,277,"Montauk Brewing Company","Montauk","NY","Driftwood Ale (Montauk Brewing Company)"
+"1400",1400,0.0559999999999999,18,1756,"When Helles Freezes Over","Munich Helles Lager",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","When Helles Freezes Over (Morgan Street Brewery)"
+"1401",1401,0.049,24,1617,"Morgan Street Oktoberfest","Märzen / Oktoberfest",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","Morgan Street Oktoberfest (Morgan Street Brewery)"
+"1402",1402,0.047,14,1052,"Honey Wheat","American Pale Wheat Ale",326,12,"American Pale Wheat Ale",327,"Morgan Street Brewery","Saint Louis","MO","Honey Wheat (Morgan Street Brewery)"
+"1403",1403,0.046,24,1051,"Black Bear Dark Lager","Schwarzbier",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","Black Bear Dark Lager (Morgan Street Brewery)"
+"1404",1404,0.05,35,1046,"Golden Pilsner","German Pilsener",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","Golden Pilsner (Morgan Street Brewery)"
+"1405",1405,0.052,21,2413,"Cali Creamin'","Cream Ale",111,12,NA,112,"Mother Earth Brew Company","Vista","CA","Cali Creamin' (Mother Earth Brew Company)"
+"1406",1406,0.05,NA,419,"Second Wind Pale Ale","American Pale Ale (APA)",540,12,"American Pale Ale (APA)",541,"Mother Earth Brewing Company","Kinston","NC","Second Wind Pale Ale (Mother Earth Brewing Company)"
+"1407",1407,0.05,NA,408,"Sunny Haze","Hefeweizen",540,12,NA,541,"Mother Earth Brewing Company","Kinston","NC","Sunny Haze (Mother Earth Brewing Company)"
+"1408",1408,0.052,21,2237,"Towhead","American Blonde Ale",188,12,"American Blonde Ale",189,"Mother's Brewing","Springfield","MO","Towhead (Mother's Brewing)"
+"1409",1409,0.07,70,2208,"Lil' Helper","American IPA",188,12,"American IPA",189,"Mother's Brewing","Springfield","MO","Lil' Helper (Mother's Brewing)"
+"1410",1410,0.0819999999999999,NA,1952,"Train Wreck","American Amber / Red Ale",260,16,"American Amber / Red Ale",261,"Mountain Town Brewing Company","Mount Pleasant","MI","Train Wreck (Mountain Town Brewing Company)"
+"1411",1411,0.085,NA,768,"Full Moon Belgian White Ale","Witbier",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Full Moon Belgian White Ale (Mudshark Brewing Company)"
+"1412",1412,0.072,NA,625,"Desert Magic IPA","American IPA",507,12,"American IPA",508,"Mudshark Brewing Company","Lake Havasu City","AZ","Desert Magic IPA (Mudshark Brewing Company)"
+"1413",1413,0.042,NA,326,"Up River Light","Light Lager",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Up River Light (Mudshark Brewing Company)"
+"1414",1414,0.085,NA,132,"Full Moon Belgian White Ale (2007)","Witbier",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Full Moon Belgian White Ale (2007) (Mudshark Brewing Company)"
+"1415",1415,0.055,NA,131,"Dry Heat Hefeweizen (2006)","Hefeweizen",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Dry Heat Hefeweizen (2006) (Mudshark Brewing Company)"
+"1416",1416,0.05,NA,1598,"Mustang Sixty-Six","American Amber / Red Lager",366,12,NA,367,"Mustang Brewing Company","Mustang","OK","Mustang Sixty-Six (Mustang Brewing Company)"
+"1417",1417,0.04,NA,862,"Mustang '33","American Pale Lager",366,12,NA,367,"Mustang Brewing Company","Mustang","OK","Mustang '33 (Mustang Brewing Company)"
+"1418",1418,0.04,NA,699,"Session '33 (2011)","American Pale Lager",366,12,NA,367,"Mustang Brewing Company","Mustang","OK","Session '33 (2011) (Mustang Brewing Company)"
+"1419",1419,0.053,10,421,"Mustang Golden Ale","American Blonde Ale",366,12,"American Blonde Ale",367,"Mustang Brewing Company","Mustang","OK","Mustang Golden Ale (Mustang Brewing Company)"
+"1420",1420,0.053,14,420,"Washita Wheat","American Pale Wheat Ale",366,12,"American Pale Wheat Ale",367,"Mustang Brewing Company","Mustang","OK","Washita Wheat (Mustang Brewing Company)"
+"1421",1421,0.037,10,2345,"Gansett Light","Light Lager",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Gansett Light (Narragansett Brewing Company)"
+"1422",1422,0.052,30,2224,"Bohemian Pils","American Pilsner",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Bohemian Pils (Narragansett Brewing Company)"
+"1423",1423,0.053,30,1775,"Autocrat Coffee Milk Stout","Milk / Sweet Stout",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Autocrat Coffee Milk Stout (Narragansett Brewing Company)"
+"1424",1424,0.086,35,1291,"Narragansett Bohemian Pilsner","German Pilsener",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Bohemian Pilsner (Narragansett Brewing Company)"
+"1425",1425,0.042,24,1093,"Narragansett Summer Ale","American Pale Wheat Ale",143,12,"American Pale Wheat Ale",144,"Narragansett Brewing Company","Providence","RI","Narragansett Summer Ale (Narragansett Brewing Company)"
+"1426",1426,0.05,22,580,"Narragansett Cream Ale","Cream Ale",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Cream Ale (Narragansett Brewing Company)"
+"1427",1427,0.042,24,403,"Narragansett Summer Ale","American Pale Wheat Ale",143,16,"American Pale Wheat Ale",144,"Narragansett Brewing Company","Providence","RI","Narragansett Summer Ale (Narragansett Brewing Company)"
+"1428",1428,0.07,22,316,"Narragansett Porter","American Porter",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Porter (Narragansett Brewing Company)"
+"1429",1429,0.065,32,315,"Narragansett Bock","Bock",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Bock (Narragansett Brewing Company)"
+"1430",1430,0.055,15,314,"Narragansett Fest Lager","Märzen / Oktoberfest",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Fest Lager (Narragansett Brewing Company)"
+"1431",1431,0.053,NA,1537,"Undun Blonde Ale","American Blonde Ale",387,16,"American Blonde Ale",388,"Natian Brewery","Portland","OR","Undun Blonde Ale (Natian Brewery)"
+"1432",1432,0.074,NA,1536,"CuDa Cascadian Dark Ale","American Black Ale",387,16,NA,388,"Natian Brewery","Portland","OR","CuDa Cascadian Dark Ale (Natian Brewery)"
+"1433",1433,0.085,86,1265,"Old Grogham Imperial India Pale Ale","American Double / Imperial IPA",387,16,"American Double / Imperial IPA",388,"Natian Brewery","Portland","OR","Old Grogham Imperial India Pale Ale (Natian Brewery)"
+"1434",1434,0.085,86,747,"Old Grogham Imperial India Pale Ale (2012)","American Double / Imperial IPA",387,16,"American Double / Imperial IPA",388,"Natian Brewery","Portland","OR","Old Grogham Imperial India Pale Ale (2012) (Natian Brewery)"
+"1435",1435,0.074,NA,746,"CuDa Cascadian Dark Ale (2012)","American Black Ale",387,16,NA,388,"Natian Brewery","Portland","OR","CuDa Cascadian Dark Ale (2012) (Natian Brewery)"
+"1436",1436,0.053,NA,654,"Undun Blonde Ale (2012)","American Blonde Ale",387,16,"American Blonde Ale",388,"Natian Brewery","Portland","OR","Undun Blonde Ale (2012) (Natian Brewery)"
+"1437",1437,0.061,11,1705,"Wick For Brains","Pumpkin Ale",337,12,NA,338,"Nebraska Brewing Company","Papillion","NE","Wick For Brains (Nebraska Brewing Company)"
+"1438",1438,0.065,65,1148,"Nebraska India Pale Ale","American IPA",337,12,"American IPA",338,"Nebraska Brewing Company","Papillion","NE","Nebraska India Pale Ale (Nebraska Brewing Company)"
+"1439",1439,0.048,10,1147,"EOS Hefeweizen","Hefeweizen",337,12,NA,338,"Nebraska Brewing Company","Papillion","NE","EOS Hefeweizen (Nebraska Brewing Company)"
+"1440",1440,0.048,15,1146,"Brunette Nut Brown Ale","English Brown Ale",337,12,NA,338,"Nebraska Brewing Company","Papillion","NE","Brunette Nut Brown Ale (Nebraska Brewing Company)"
+"1441",1441,0.057,29,1145,"Cardinal Pale Ale","American Pale Ale (APA)",337,12,"American Pale Ale (APA)",338,"Nebraska Brewing Company","Papillion","NE","Cardinal Pale Ale (Nebraska Brewing Company)"
+"1442",1442,0.066,NA,1758,"County Line IPA","American IPA",325,12,"American IPA",326,"Neshaminy Creek Brewing Company","Croydon","PA","County Line IPA (Neshaminy Creek Brewing Company)"
+"1443",1443,0.048,NA,1757,"Trauger Pilsner","German Pilsener",325,12,NA,326,"Neshaminy Creek Brewing Company","Croydon","PA","Trauger Pilsner (Neshaminy Creek Brewing Company)"
+"1444",1444,0.045,40,2475,"Slow Ride","American IPA",82,12,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Slow Ride (New Belgium Brewing Company)"
+"1445",1445,0.065,70,2230,"Ranger IPA","American IPA",82,12,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Ranger IPA (New Belgium Brewing Company)"
+"1446",1446,0.05,29,1987,"Shift","American Pale Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Shift (New Belgium Brewing Company)"
+"1447",1447,0.0559999999999999,21,1978,"1554 Black Lager","Euro Dark Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","1554 Black Lager (New Belgium Brewing Company)"
+"1448",1448,0.048,NA,1975,"Blue Paddle","Czech Pilsener",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Blue Paddle (New Belgium Brewing Company)"
+"1449",1449,0.055,NA,1737,"California Route","American Amber / Red Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","California Route (New Belgium Brewing Company)"
+"1450",1450,0.052,NA,1707,"Snapshot","American Pale Wheat Ale",82,16,"American Pale Wheat Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Snapshot (New Belgium Brewing Company)"
+"1451",1451,0.048,NA,1690,"Sunshine Wheat Beer","American Pale Wheat Ale",82,12,"American Pale Wheat Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Sunshine Wheat Beer (New Belgium Brewing Company)"
+"1452",1452,0.052,18,1586,"Fat Tire Amber Ale","American Amber / Red Ale",82,12,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (New Belgium Brewing Company)"
+"1453",1453,0.05,29,952,"Shift (1)","American Pale Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Shift (1) (New Belgium Brewing Company)"
+"1454",1454,0.052,18,748,"Fat Tire Amber Ale (2011)","American Amber / Red Ale",82,12,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (2011) (New Belgium Brewing Company)"
+"1455",1455,0.05,29,578,"Shift","American Pale Lager",82,16,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Shift (New Belgium Brewing Company)"
+"1456",1456,0.065,70,564,"Ranger IPA","American IPA",82,16,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Ranger IPA (New Belgium Brewing Company)"
+"1457",1457,0.052,18,563,"Fat Tire Amber Ale","American Amber / Red Ale",82,16,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (New Belgium Brewing Company)"
+"1458",1458,0.065,70,115,"Ranger IPA (Current)","American IPA",82,12,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Ranger IPA (Current) (New Belgium Brewing Company)"
+"1459",1459,0.048,NA,72,"Sunshine Wheat Beer (2009)","American Pale Wheat Ale",82,12,"American Pale Wheat Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Sunshine Wheat Beer (2009) (New Belgium Brewing Company)"
+"1460",1460,0.052,18,71,"Fat Tire Amber Ale (2008)","American Amber / Red Ale",82,12,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (2008) (New Belgium Brewing Company)"
+"1461",1461,0.034,6,1417,"Weiss Trash Culture","Berliner Weissbier",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","Weiss Trash Culture (New England Brewing Company)"
+"1462",1462,0.062,NA,885,"Sea Hag IPA","American IPA",410,12,"American IPA",411,"New England Brewing Company","Woodbridge","CT","Sea Hag IPA (New England Brewing Company)"
+"1463",1463,0.05,NA,884,"Elm City Pilsner","American Pilsner",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","Elm City Pilsner (New England Brewing Company)"
+"1464",1464,0.05,NA,757,"Atlantic Amber Ale (2004)","American Amber / Red Ale",410,12,"American Amber / Red Ale",411,"New England Brewing Company","Woodbridge","CT","Atlantic Amber Ale (2004) (New England Brewing Company)"
+"1465",1465,0.09,NA,568,"668 Neighbor of the Beast12 oz.","Belgian Pale Ale",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","668 Neighbor of the Beast12 oz. (New England Brewing Company)"
+"1466",1466,0.088,85,320,"Gandhi-Bot Double IPA (12 oz.)","American Double / Imperial IPA",410,12,"American Double / Imperial IPA",411,"New England Brewing Company","Woodbridge","CT","Gandhi-Bot Double IPA (12 oz.) (New England Brewing Company)"
+"1467",1467,0.09,NA,43,"668 Neighbor of the Beast (16 oz.) (2010)","Belgian Pale Ale",410,16,NA,411,"New England Brewing Company","Woodbridge","CT","668 Neighbor of the Beast (16 oz.) (2010) (New England Brewing Company)"
+"1468",1468,0.088,85,42,"Gandhi-Bot Double IPA (16 oz.) (2010)","American Double / Imperial IPA",410,16,"American Double / Imperial IPA",411,"New England Brewing Company","Woodbridge","CT","Gandhi-Bot Double IPA (16 oz.) (2010) (New England Brewing Company)"
+"1469",1469,0.05,NA,41,"Elm City Lager (2007)","American Pilsner",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","Elm City Lager (2007) (New England Brewing Company)"
+"1470",1470,0.05,NA,40,"Atlantic Amber Ale (2007)","American Amber / Red Ale",410,12,"American Amber / Red Ale",411,"New England Brewing Company","Woodbridge","CT","Atlantic Amber Ale (2007) (New England Brewing Company)"
+"1471",1471,0.062,NA,39,"Sea Hag IPA (Current)","American IPA",410,12,"American IPA",411,"New England Brewing Company","Woodbridge","CT","Sea Hag IPA (Current) (New England Brewing Company)"
+"1472",1472,0.05,NA,2272,"Rebirth Pale Ale","American Pale Ale (APA)",174,12,"American Pale Ale (APA)",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","Rebirth Pale Ale (New Orleans Lager & Ale Brewing ...)"
+"1473",1473,0.068,NA,1582,"Irish Channel Stout","American Stout",174,16,NA,175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","Irish Channel Stout (New Orleans Lager & Ale Brewing ...)"
+"1474",1474,0.088,NA,1114,"MechaHopzilla","American Double / Imperial IPA",174,16,"American Double / Imperial IPA",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","MechaHopzilla (New Orleans Lager & Ale Brewing ...)"
+"1475",1475,0.065,NA,486,"Hopitoulas IPA","American IPA",174,16,"American IPA",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","Hopitoulas IPA (New Orleans Lager & Ale Brewing ...)"
+"1476",1476,0.039,NA,485,"NOLA Brown Ale","English Dark Mild Ale",174,12,NA,175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","NOLA Brown Ale (New Orleans Lager & Ale Brewing ...)"
+"1477",1477,0.049,NA,484,"NOLA Blonde Ale","American Blonde Ale",174,12,"American Blonde Ale",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","NOLA Blonde Ale (New Orleans Lager & Ale Brewing ...)"
+"1478",1478,0.0559999999999999,20,2043,"Skylight","Dunkelweizen",241,12,NA,242,"New Republic Brewing Company","College Station","TX","Skylight (New Republic Brewing Company)"
+"1479",1479,0.0559999999999999,30,2042,"Kadigan","American Blonde Ale",241,12,"American Blonde Ale",242,"New Republic Brewing Company","College Station","TX","Kadigan (New Republic Brewing Company)"
+"1480",1480,0.052,50,2041,"Dammit Jim!","American Amber / Red Ale",241,12,"American Amber / Red Ale",242,"New Republic Brewing Company","College Station","TX","Dammit Jim! (New Republic Brewing Company)"
+"1481",1481,0.054,NA,646,"Nut Brown Ale","English Brown Ale",518,12,NA,519,"New South Brewing Company","Myrtle Beach","SC","Nut Brown Ale (New South Brewing Company)"
+"1482",1482,0.046,NA,165,"White Ale","Witbier",518,12,NA,519,"New South Brewing Company","Myrtle Beach","SC","White Ale (New South Brewing Company)"
+"1483",1483,0.042,35,2050,"Cream Ale","Cream Ale",238,12,NA,239,"Newburgh Brewing Company","Newburgh","NY","Cream Ale (Newburgh Brewing Company)"
+"1484",1484,0.072,NA,915,"Green Head IPA","American IPA",495,12,"American IPA",496,"Newburyport Brewing Company","Newburyport","MA","Green Head IPA (Newburyport Brewing Company)"
+"1485",1485,0.054,NA,914,"Plum Island Belgian White","Witbier",495,12,NA,496,"Newburyport Brewing Company","Newburyport","MA","Plum Island Belgian White (Newburyport Brewing Company)"
+"1486",1486,0.055,NA,913,"Newburyport Pale Ale","American Pale Ale (APA)",495,12,"American Pale Ale (APA)",496,"Newburyport Brewing Company","Newburyport","MA","Newburyport Pale Ale (Newburyport Brewing Company)"
+"1487",1487,0.055,NA,1811,"Marblehead","American Amber / Red Ale",305,16,"American Amber / Red Ale",306,"Night Shift Brewing","Everett","MA","Marblehead (Night Shift Brewing)"
+"1488",1488,0.051,31,1622,"Jam Session","American Pale Ale (APA)",359,16,"American Pale Ale (APA)",360,"NoDa Brewing Company","Charlotte","NC","Jam Session (NoDa Brewing Company)"
+"1489",1489,0.072,80,1621,"Hop Drop 'N Roll IPA","American IPA",359,16,"American IPA",360,"NoDa Brewing Company","Charlotte","NC","Hop Drop 'N Roll IPA (NoDa Brewing Company)"
+"1490",1490,0.06,NA,1307,"Paleo IPA","English India Pale Ale (IPA)",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Paleo IPA (North Country Brewing Company)"
+"1491",1491,0.061,NA,1306,"Buck Snort Stout","American Stout",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Buck Snort Stout (North Country Brewing Company)"
+"1492",1492,0.055,NA,1305,"Station 33 Firehouse Red","Irish Red Ale",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Station 33 Firehouse Red (North Country Brewing Company)"
+"1493",1493,0.045,NA,1304,"Slimy Pebble Pils","German Pilsener",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Slimy Pebble Pils (North Country Brewing Company)"
+"1494",1494,0.045,50,2692,"Get Together","American IPA",0,16,"American IPA",1,"NorthGate Brewing","Minneapolis","MN","Get Together (NorthGate Brewing)"
+"1495",1495,0.049,26,2691,"Maggie's Leap","Milk / Sweet Stout",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Maggie's Leap (NorthGate Brewing)"
+"1496",1496,0.048,19,2690,"Wall's End","English Brown Ale",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Wall's End (NorthGate Brewing)"
+"1497",1497,0.06,38,2689,"Pumpion","Pumpkin Ale",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Pumpion (NorthGate Brewing)"
+"1498",1498,0.06,25,2688,"Stronghold","American Porter",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Stronghold (NorthGate Brewing)"
+"1499",1499,0.0559999999999999,47,2687,"Parapet ESB","Extra Special / Strong Bitter (ESB)",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Parapet ESB (NorthGate Brewing)"
+"1500",1500,0.069,NA,1854,"Blue Boots IPA","American IPA",293,16,"American IPA",294,"Northampton Brewery","Northamtpon","MA","Blue Boots IPA (Northampton Brewery)"
+"1501",1501,0.063,NA,1227,"Hoppy Bitch IPA","American IPA",450,16,"American IPA",451,"Northwest Brewing Company","Pacific","WA","Hoppy Bitch IPA (Northwest Brewing Company)"
+"1502",1502,0.063,42,1226,"Three Skulls Ale Pale Ale","American Pale Ale (APA)",450,16,"American Pale Ale (APA)",451,"Northwest Brewing Company","Pacific","WA","Three Skulls Ale Pale Ale (Northwest Brewing Company)"
+"1503",1503,0.045,NA,541,"Walter's Premium Pilsener Beer","German Pilsener",529,12,NA,530,"Northwoods Brewpub","Eau Claire","WI","Walter's Premium Pilsener Beer (Northwoods Brewpub)"
+"1504",1504,0.045,NA,109,"Floppin' Crappie","American Pale Wheat Ale",529,12,"American Pale Wheat Ale",530,"Northwoods Brewpub","Eau Claire","WI","Floppin' Crappie (Northwoods Brewpub)"
+"1505",1505,0.043,NA,1917,"Left of the Dial IPA","American IPA",271,12,"American IPA",272,"Notch Brewing Company","Ipswich","MA","Left of the Dial IPA (Notch Brewing Company)"
+"1506",1506,0.04,NA,1190,"Notch Session Pils","Czech Pilsener",271,12,NA,272,"Notch Brewing Company","Ipswich","MA","Notch Session Pils (Notch Brewing Company)"
+"1507",1507,0.055,NA,1264,"O'Fallon Pumpkin Beer","Pumpkin Ale",442,12,NA,443,"O'Fallon Brewery","O'Fallon","MO","O'Fallon Pumpkin Beer (O'Fallon Brewery)"
+"1508",1508,0.061,66,1258,"5 Day IPA","American IPA",442,12,"American IPA",443,"O'Fallon Brewery","O'Fallon","MO","5 Day IPA (O'Fallon Brewery)"
+"1509",1509,0.051,7,128,"O'Fallon Wheach","Fruit / Vegetable Beer",442,12,NA,443,"O'Fallon Brewery","O'Fallon","MO","O'Fallon Wheach (O'Fallon Brewery)"
+"1510",1510,0.067,70,2331,"Watershed IPA","American IPA",150,12,"American IPA",151,"Oakshire Brewing","Eugene","OR","Watershed IPA (Oakshire Brewing)"
+"1511",1511,0.054,24,1669,"Oakshire Amber Ale","American Amber / Red Ale",150,12,"American Amber / Red Ale",151,"Oakshire Brewing","Eugene","OR","Oakshire Amber Ale (Oakshire Brewing)"
+"1512",1512,0.0579999999999999,27,1668,"Overcast Espresso Stout","American Stout",150,12,NA,151,"Oakshire Brewing","Eugene","OR","Overcast Espresso Stout (Oakshire Brewing)"
+"1513",1513,0.067,70,999,"Watershed IPA (2013)","American IPA",150,12,"American IPA",151,"Oakshire Brewing","Eugene","OR","Watershed IPA (2013) (Oakshire Brewing)"
+"1514",1514,0.0819999999999999,25,2247,"Lake Monster","Baltic Porter",184,16,NA,185,"Oasis Texas Brewing Company","Austin","TX","Lake Monster (Oasis Texas Brewing Company)"
+"1515",1515,0.049,27,2071,"London Homesick Ale","English Bitter",184,12,NA,185,"Oasis Texas Brewing Company","Austin","TX","London Homesick Ale (Oasis Texas Brewing Company)"
+"1516",1516,0.048,35,2070,"Luchesa Lager","Keller Bier / Zwickel Bier",184,12,NA,185,"Oasis Texas Brewing Company","Austin","TX","Luchesa Lager (Oasis Texas Brewing Company)"
+"1517",1517,0.048,35,2069,"Slow Ride","American Pale Ale (APA)",184,12,"American Pale Ale (APA)",185,"Oasis Texas Brewing Company","Austin","TX","Slow Ride (Oasis Texas Brewing Company)"
+"1518",1518,0.047,NA,2192,"Occidental Hefeweizen","American Pale Wheat Ale",200,16,"American Pale Wheat Ale",201,"Occidental Brewing Company","Portland","OR","Occidental Hefeweizen (Occidental Brewing Company)"
+"1519",1519,0.051,NA,1130,"Occidental Dunkel","Dunkelweizen",200,16,NA,201,"Occidental Brewing Company","Portland","OR","Occidental Dunkel (Occidental Brewing Company)"
+"1520",1520,0.05,NA,1129,"Occidental Altbier","Altbier",200,16,NA,201,"Occidental Brewing Company","Portland","OR","Occidental Altbier (Occidental Brewing Company)"
+"1521",1521,0.045,NA,1081,"Occidental Kölsch","Kölsch",200,16,NA,201,"Occidental Brewing Company","Portland","OR","Occidental Kölsch (Occidental Brewing Company)"
+"1522",1522,0.092,72,2335,"Perpetual Darkness","Belgian Strong Dark Ale",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Perpetual Darkness (Odyssey Beerwerks)"
+"1523",1523,0.087,29,2334,"Clan Warrior","Scotch Ale / Wee Heavy",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Clan Warrior (Odyssey Beerwerks)"
+"1524",1524,0.054,36,2333,"Psycho Penguin Vanilla Porter","American Porter",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Psycho Penguin Vanilla Porter (Odyssey Beerwerks)"
+"1525",1525,0.047,NA,1721,"Heliocentric Hefeweizen","Hefeweizen",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Heliocentric Hefeweizen (Odyssey Beerwerks)"
+"1526",1526,0.051,NA,1720,"Ghose Drifter Pale Ale","American Pale Ale (APA)",148,12,"American Pale Ale (APA)",149,"Odyssey Beerwerks","Arvada","CO","Ghose Drifter Pale Ale (Odyssey Beerwerks)"
+"1527",1527,0.051,NA,1431,"Ghost Rider Pale Ale (2013)","American Pale Ale (APA)",148,12,"American Pale Ale (APA)",149,"Odyssey Beerwerks","Arvada","CO","Ghost Rider Pale Ale (2013) (Odyssey Beerwerks)"
+"1528",1528,0.047,NA,1430,"Helios Hefeweizen (2013)","Hefeweizen",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Helios Hefeweizen (2013) (Odyssey Beerwerks)"
+"1529",1529,0.095,19,1059,"The Hole in Hadrian's Wall","Scottish Ale",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","The Hole in Hadrian's Wall (Okoboji Brewing Company)"
+"1530",1530,0.065,26,1058,"33 Select Brown Ale","American Brown Ale",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","33 Select Brown Ale (Okoboji Brewing Company)"
+"1531",1531,0.06,29,603,"Midwest Charm Farmhouse Ale","Saison / Farmhouse Ale",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","Midwest Charm Farmhouse Ale (Okoboji Brewing Company)"
+"1532",1532,0.05,45,602,"Boji Blue Pale Ale","American Pale Ale (APA)",471,16,"American Pale Ale (APA)",472,"Okoboji Brewing Company","Spirit Lake","IA","Boji Blue Pale Ale (Okoboji Brewing Company)"
+"1533",1533,0.057,26,601,"Winter Games Select #32 Stout","American Stout",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","Winter Games Select #32 Stout (Okoboji Brewing Company)"
+"1534",1534,0.05,23,600,"Boji Beach Golden Rye Ale","Rye Beer",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","Boji Beach Golden Rye Ale (Okoboji Brewing Company)"
+"1535",1535,0.06,NA,1828,"Hopsmith Pale Lager","American Pale Lager",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Hopsmith Pale Lager (Old Forge Brewing Company)"
+"1536",1536,0.065,65,1487,"Falling Down Brown Ale","American Brown Ale",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Falling Down Brown Ale (Old Forge Brewing Company)"
+"1537",1537,0.068,NA,1486,"Resolution Rye Stout","American Stout",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Resolution Rye Stout (Old Forge Brewing Company)"
+"1538",1538,0.055,NA,1485,"Plowshare Porter","American Porter",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Plowshare Porter (Old Forge Brewing Company)"
+"1539",1539,0.046,20,1394,"Old Forge Pumpkin Ale","Pumpkin Ale",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Old Forge Pumpkin Ale (Old Forge Brewing Company)"
+"1540",1540,0.045,NA,1381,"Endless Sun Ale","American Pale Wheat Ale",301,16,"American Pale Wheat Ale",302,"Old Forge Brewing Company","Danville","PA","Endless Sun Ale (Old Forge Brewing Company)"
+"1541",1541,0.065,NA,900,"Celestial Blonde Ale","American Blonde Ale",301,16,"American Blonde Ale",302,"Old Forge Brewing Company","Danville","PA","Celestial Blonde Ale (Old Forge Brewing Company)"
+"1542",1542,0.075,NA,891,"Overbite IPA","American IPA",301,16,"American IPA",302,"Old Forge Brewing Company","Danville","PA","Overbite IPA (Old Forge Brewing Company)"
+"1543",1543,0.055,NA,509,"T-Rail Pale Ale","American Pale Ale (APA)",301,16,"American Pale Ale (APA)",302,"Old Forge Brewing Company","Danville","PA","T-Rail Pale Ale (Old Forge Brewing Company)"
+"1544",1544,0.048,NA,508,"Endless Summer Ale (2011)","American Pale Wheat Ale",301,16,"American Pale Wheat Ale",302,"Old Forge Brewing Company","Danville","PA","Endless Summer Ale (2011) (Old Forge Brewing Company)"
+"1545",1545,0.053,NA,1530,"Clem's Gold","American Pale Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Clem's Gold (Orlison Brewing Company)"
+"1546",1546,0.055,NA,1529,"Lizzy's Red","American Amber / Red Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Lizzy's Red (Orlison Brewing Company)"
+"1547",1547,0.067,NA,1528,"Orlison India Pale Lager","American Pale Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Orlison India Pale Lager (Orlison Brewing Company)"
+"1548",1548,0.042,NA,1527,"Brünette","Euro Dark Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Brünette (Orlison Brewing Company)"
+"1549",1549,0.0409999999999999,NA,1526,"Havanüther","Light Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Havanüther (Orlison Brewing Company)"
+"1550",1550,0.065,NA,2113,"Lyric Ale","Saison / Farmhouse Ale",216,12,NA,217,"Orpheus Brewing","Atlanta","GA","Lyric Ale (Orpheus Brewing)"
+"1551",1551,0.053,NA,2112,"Atalanta","Saison / Farmhouse Ale",216,12,NA,217,"Orpheus Brewing","Atlanta","GA","Atalanta (Orpheus Brewing)"
+"1552",1552,0.049,35,2302,"Pinner Throwback IPA","American IPA",166,12,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","Pinner Throwback IPA (Oskar Blues Brewery)"
+"1553",1553,0.052,NA,1883,"Centennial State Pale Ale","American Pale Ale (APA)",166,19.2,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Centennial State Pale Ale (Oskar Blues Brewery)"
+"1554",1554,0.08,NA,1859,"Old Chub NITRO","Scotch Ale / Wee Heavy",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","Old Chub NITRO (Oskar Blues Brewery)"
+"1555",1555,NA,NA,1796,"The CROWLERâ„¢",NA,166,32,NA,167,"Oskar Blues Brewery","Longmont","CO","The CROWLERâ„¢ (Oskar Blues Brewery)"
+"1556",1556,NA,NA,1790,"CAN'D AID Foundation",NA,166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","CAN'D AID Foundation (Oskar Blues Brewery)"
+"1557",1557,NA,NA,1752,"Icey.P.A.","American IPA",166,16,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","Icey.P.A. (Oskar Blues Brewery)"
+"1558",1558,0.05,NA,1751,"One Nut Brown","English Brown Ale",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","One Nut Brown (Oskar Blues Brewery)"
+"1559",1559,NA,NA,1750,"Birth IPA","American IPA",166,12,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","Birth IPA (Oskar Blues Brewery)"
+"1560",1560,0.065,65,1444,"Dale's Pale Ale","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1561",1561,0.065,65,1252,"Dale's Pale Ale","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1562",1562,0.053,35,1167,"Mama's Little Yella Pils","Czech Pilsener",166,19.2,NA,167,"Oskar Blues Brewery","Longmont","CO","Mama's Little Yella Pils (Oskar Blues Brewery)"
+"1563",1563,0.085,NA,993,"oSKAr the G'Rauch","American IPA",166,19.2,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","oSKAr the G'Rauch (Oskar Blues Brewery)"
+"1564",1564,0.085,NA,992,"oSKAr the G'Rauch","American IPA",166,16,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","oSKAr the G'Rauch (Oskar Blues Brewery)"
+"1565",1565,0.065,65,955,"Dale's Pale Ale","American Pale Ale (APA)",166,19.2,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1566",1566,0.07,NA,933,"The Deuce","American Brown Ale",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","The Deuce (Oskar Blues Brewery)"
+"1567",1567,0.065,65,892,"Dale's Pale Ale (10 Year Anniversary)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (10 Year Anniversary) (Oskar Blues Brewery)"
+"1568",1568,0.065,65,828,"Dale's Pale Ale (2012)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (2012) (Oskar Blues Brewery)"
+"1569",1569,0.087,85,806,"Gordon Imperial Red (2010)","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","Gordon Imperial Red (2010) (Oskar Blues Brewery)"
+"1570",1570,0.065,65,755,"Dale's Pale Ale (2011)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (2011) (Oskar Blues Brewery)"
+"1571",1571,0.065,65,754,"Dale's Pale Ale (2010)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (2010) (Oskar Blues Brewery)"
+"1572",1572,0.087,85,726,"G'KNIGHT (16 oz.)","American Double / Imperial IPA",166,16,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","G'KNIGHT (16 oz.) (Oskar Blues Brewery)"
+"1573",1573,0.09,NA,720,"15th Anniversary Abbey Ale (2012)","Belgian Dark Ale",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","15th Anniversary Abbey Ale (2012) (Oskar Blues Brewery)"
+"1574",1574,0.08,NA,661,"Chaka","Belgian Strong Pale Ale",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","Chaka (Oskar Blues Brewery)"
+"1575",1575,0.08,70,585,"HGH (Home Grown Hops): Part Duh","American Strong Ale",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","HGH (Home Grown Hops): Part Duh (Oskar Blues Brewery)"
+"1576",1576,0.08,NA,565,"Deviant Dale's IPA","American Double / Imperial IPA",166,16,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","Deviant Dale's IPA (Oskar Blues Brewery)"
+"1577",1577,0.09,60,391,"One Hit Wonder","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","One Hit Wonder (Oskar Blues Brewery)"
+"1578",1578,0.087,85,388,"G'KNIGHT (12 oz.)","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","G'KNIGHT (12 oz.) (Oskar Blues Brewery)"
+"1579",1579,0.099,98,8,"Ten Fidy Imperial Stout","Russian Imperial Stout",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","Ten Fidy Imperial Stout (Oskar Blues Brewery)"
+"1580",1580,0.053,35,7,"Mama's Little Yella Pils","Czech Pilsener",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","Mama's Little Yella Pils (Oskar Blues Brewery)"
+"1581",1581,0.099,100,6,"GUBNA Imperial IPA","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","GUBNA Imperial IPA (Oskar Blues Brewery)"
+"1582",1582,0.08,35,5,"Old Chub","Scottish Ale",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","Old Chub (Oskar Blues Brewery)"
+"1583",1583,0.087,85,4,"Gordon Ale (2009)","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","Gordon Ale (2009) (Oskar Blues Brewery)"
+"1584",1584,0.065,65,1,"Dale's Pale Ale","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1585",1585,0.092,85,805,"Gordon (2005)","American Double / Imperial IPA",503,12,"American Double / Imperial IPA",504,"Oskar Blues Brewery","Lyons","CO","Gordon (2005) (Oskar Blues Brewery)"
+"1586",1586,0.095,98,804,"Ten Fidy Imperial Stout (2008)","Russian Imperial Stout",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Ten Fidy Imperial Stout (2008) (Oskar Blues Brewery)"
+"1587",1587,0.099,98,803,"Ten Fidy Imperial Stout (2007)","Russian Imperial Stout",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Ten Fidy Imperial Stout (2007) (Oskar Blues Brewery)"
+"1588",1588,0.08,35,787,"Old Chub (2008)","Scottish Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Old Chub (2008) (Oskar Blues Brewery)"
+"1589",1589,0.08,35,786,"Old Chub (2004)","Scottish Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Old Chub (2004) (Oskar Blues Brewery)"
+"1590",1590,0.08,35,785,"Old Chub (2003)","Scottish Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Old Chub (2003) (Oskar Blues Brewery)"
+"1591",1591,0.065,65,745,"Dale's Pale Ale (2008)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2008) (Oskar Blues Brewery)"
+"1592",1592,0.065,65,744,"Dale's Pale Ale (2006)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2006) (Oskar Blues Brewery)"
+"1593",1593,0.065,65,743,"Dale's Pale Ale (2004)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2004) (Oskar Blues Brewery)"
+"1594",1594,0.065,65,742,"Dale's Pale Ale (2003)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2003) (Oskar Blues Brewery)"
+"1595",1595,0.065,65,741,"Dale's Pale Ale (2002)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2002) (Oskar Blues Brewery)"
+"1596",1596,0.052,NA,734,"Leroy (2005)","American Brown Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Leroy (2005) (Oskar Blues Brewery)"
+"1597",1597,0.087,60,733,"Gordon Beer (2006)","American Double / Imperial IPA",503,12,"American Double / Imperial IPA",504,"Oskar Blues Brewery","Lyons","CO","Gordon Beer (2006) (Oskar Blues Brewery)"
+"1598",1598,0.087,85,1533,"G'KNIGHT","American Double / Imperial IPA",389,12,"American Double / Imperial IPA",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","G'KNIGHT (Oskar Blues Brewery (North Carol...)"
+"1599",1599,0.099,98,1532,"Ten Fidy","Russian Imperial Stout",389,12,NA,390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Ten Fidy (Oskar Blues Brewery (North Carol...)"
+"1600",1600,0.08,85,1328,"Deviant Dale's IPA","American Double / Imperial IPA",389,16,"American Double / Imperial IPA",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Deviant Dale's IPA (Oskar Blues Brewery (North Carol...)"
+"1601",1601,0.08,35,1175,"Old Chub","Scottish Ale",389,12,NA,390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Old Chub (Oskar Blues Brewery (North Carol...)"
+"1602",1602,0.065,65,1166,"Dale's Pale Ale","American Pale Ale (APA)",389,19.2,"American Pale Ale (APA)",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Dale's Pale Ale (Oskar Blues Brewery (North Carol...)"
+"1603",1603,0.065,65,1065,"Dale's Pale Ale","American Pale Ale (APA)",389,12,"American Pale Ale (APA)",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Dale's Pale Ale (Oskar Blues Brewery (North Carol...)"
+"1604",1604,0.055,45,1908,"Fresh Slice White IPA","American White IPA",275,12,NA,276,"Otter Creek Brewing","Middlebury","VT","Fresh Slice White IPA (Otter Creek Brewing)"
+"1605",1605,0.055,55,1946,"Overgrown American Pale Ale","American Pale Ale (APA)",261,12,"American Pale Ale (APA)",262,"Otter Creek Brewing","Waterbury","VT","Overgrown American Pale Ale (Otter Creek Brewing)"
+"1606",1606,0.04,39,1961,"Ozark American Pale Ale","American Pale Ale (APA)",259,12,"American Pale Ale (APA)",260,"Ozark Beer Company","Rogers","AR","Ozark American Pale Ale (Ozark Beer Company)"
+"1607",1607,0.048,NA,1684,"Hula Hoppie Session IPA","American IPA",341,12,"American IPA",342,"Palisade Brewing Company","Palisade","CO","Hula Hoppie Session IPA (Palisade Brewing Company)"
+"1608",1608,0.053,NA,927,"Dirty Hippie Dark Wheat","American Dark Wheat Ale",341,12,NA,342,"Palisade Brewing Company","Palisade","CO","Dirty Hippie Dark Wheat (Palisade Brewing Company)"
+"1609",1609,0.052,23,1268,"Rustic Red","Irish Red Ale",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Rustic Red (Pateros Creek Brewing Company)"
+"1610",1610,0.053,48,697,"Stimulator Pale Ale","American Pale Ale (APA)",441,16,"American Pale Ale (APA)",442,"Pateros Creek Brewing Company","Fort Collins","CO","Stimulator Pale Ale (Pateros Creek Brewing Company)"
+"1611",1611,0.045,22,696,"Old Town Ale","Kölsch",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Old Town Ale (Pateros Creek Brewing Company)"
+"1612",1612,0.044,28,695,"Car 21","English Bitter",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Car 21 (Pateros Creek Brewing Company)"
+"1613",1613,0.05,24,694,"Cache La Porter","American Porter",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Cache La Porter (Pateros Creek Brewing Company)"
+"1614",1614,0.042,35,1805,"Rodeo Rye Pale Ale","American Pale Ale (APA)",307,12,"American Pale Ale (APA)",308,"Payette Brewing Company","Garden City","ID","Rodeo Rye Pale Ale (Payette Brewing Company)"
+"1615",1615,0.062,65,1048,"Outlaw IPA","American IPA",307,12,"American IPA",308,"Payette Brewing Company","Garden City","ID","Outlaw IPA (Payette Brewing Company)"
+"1616",1616,0.044,NA,1043,"North Fork Lager","American Pale Lager",307,12,NA,308,"Payette Brewing Company","Garden City","ID","North Fork Lager (Payette Brewing Company)"
+"1617",1617,0.048,35,890,"Payette Pale Ale","American Pale Ale (APA)",307,12,"American Pale Ale (APA)",308,"Payette Brewing Company","Garden City","ID","Payette Pale Ale (Payette Brewing Company)"
+"1618",1618,0.055,25,775,"Mutton Buster","American Brown Ale",307,12,NA,308,"Payette Brewing Company","Garden City","ID","Mutton Buster (Payette Brewing Company)"
+"1619",1619,0.05,NA,1087,"Side Kick Kölsch","Kölsch",468,12,NA,469,"Peace Tree Brewing Company","Knoxville","IA","Side Kick Kölsch (Peace Tree Brewing Company)"
+"1620",1620,0.046,NA,1931,"Fresh Cut Pilsner","American Pilsner",266,12,NA,267,"Peak Organic Brewing Company","Portland","ME","Fresh Cut Pilsner (Peak Organic Brewing Company)"
+"1621",1621,0.05,61,1930,"Summer Session Ale","American Pale Wheat Ale",266,12,"American Pale Wheat Ale",267,"Peak Organic Brewing Company","Portland","ME","Summer Session Ale (Peak Organic Brewing Company)"
+"1622",1622,0.04,12,2238,"Lobo Lito","Light Lager",187,12,NA,188,"Pedernales Brewing Company","Fredericksburg","TX","Lobo Lito (Pedernales Brewing Company)"
+"1623",1623,0.05,17,2144,"Robert Earl Keen Honey Pils","American Pilsner",187,12,NA,188,"Pedernales Brewing Company","Fredericksburg","TX","Robert Earl Keen Honey Pils (Pedernales Brewing Company)"
+"1624",1624,0.065,77,2175,"Mound Builder IPA","American IPA",205,12,"American IPA",206,"People's Brewing Company","Lafayette","IN","Mound Builder IPA (People's Brewing Company)"
+"1625",1625,0.062,62,2168,"Amazon Princess IPA","American IPA",205,12,"American IPA",206,"People's Brewing Company","Lafayette","IN","Amazon Princess IPA (People's Brewing Company)"
+"1626",1626,0.042,NA,1956,"Farmer's Daughter Wheat","American Pale Wheat Ale",205,12,"American Pale Wheat Ale",206,"People's Brewing Company","Lafayette","IN","Farmer's Daughter Wheat (People's Brewing Company)"
+"1627",1627,0.045,NA,1794,"People's Pilsner","German Pilsener",205,12,NA,206,"People's Brewing Company","Lafayette","IN","People's Pilsner (People's Brewing Company)"
+"1628",1628,0.055,10,2633,"Hotbox Brown","American Brown Ale",13,12,NA,14,"Perrin Brewing Company","Comstock Park","MI","Hotbox Brown (Perrin Brewing Company)"
+"1629",1629,0.048,15,2632,"Gold","American Blonde Ale",13,12,"American Blonde Ale",14,"Perrin Brewing Company","Comstock Park","MI","Gold (Perrin Brewing Company)"
+"1630",1630,0.0579999999999999,NA,2631,"Black","American Black Ale",13,12,NA,14,"Perrin Brewing Company","Comstock Park","MI","Black (Perrin Brewing Company)"
+"1631",1631,0.065,65,2630,"98 Problems (Cuz A Hop Ain't One)","American IPA",13,12,"American IPA",14,"Perrin Brewing Company","Comstock Park","MI","98 Problems (Cuz A Hop Ain't One) (Perrin Brewing Company)"
+"1632",1632,0.05,40,2629,"Veteran’s Pale Ale (VPA)","American Pale Ale (APA)",13,12,"American Pale Ale (APA)",14,"Perrin Brewing Company","Comstock Park","MI","Veteran’s Pale Ale (VPA) (Perrin Brewing Company)"
+"1633",1633,0.05,35,2628,"Grapefruit IPA","American IPA",13,12,"American IPA",14,"Perrin Brewing Company","Comstock Park","MI","Grapefruit IPA (Perrin Brewing Company)"
+"1634",1634,0.051,NA,1062,"Pete's ESP Lager (1998)","American Pale Lager",470,12,NA,471,"Pete's Brewing Company","San Antonio","TX","Pete's ESP Lager (1998) (Pete's Brewing Company)"
+"1635",1635,0.047,NA,1061,"Pete's Wicked Summer Brew (1995)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (1995) (Pete's Brewing Company)"
+"1636",1636,0.049,NA,1060,"Pete's Wicked Bohemian Pilsner (1997)","Czech Pilsener",470,12,NA,471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Bohemian Pilsner (1997) (Pete's Brewing Company)"
+"1637",1637,NA,NA,1056,"Pete's Wicked Pale Ale (1997)","American Pale Ale (APA)",470,12,"American Pale Ale (APA)",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Pale Ale (1997) (Pete's Brewing Company)"
+"1638",1638,0.047,NA,1055,"Pete's Wicked Summer Brew (2002)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (2002) (Pete's Brewing Company)"
+"1639",1639,0.047,NA,1054,"Pete's Wicked Summer Brew (1997)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (1997) (Pete's Brewing Company)"
+"1640",1640,0.047,NA,1053,"Pete's Wicked Summer Brew (1996)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (1996) (Pete's Brewing Company)"
+"1641",1641,0.0409999999999999,12,2635,"Sparkle","American Pale Lager",11,16,NA,12,"Petoskey Brewing","Petoskey","MI","Sparkle (Petoskey Brewing)"
+"1642",1642,0.059,25,1404,"North 45 Amber Ale","American Amber / Red Ale",11,16,"American Amber / Red Ale",12,"Petoskey Brewing","Petoskey","MI","North 45 Amber Ale (Petoskey Brewing)"
+"1643",1643,0.069,20,1403,"Horny Monk","Dubbel",11,16,NA,12,"Petoskey Brewing","Petoskey","MI","Horny Monk (Petoskey Brewing)"
+"1644",1644,0.067,74,1402,"Mind's Eye PA","American IPA",11,16,"American IPA",12,"Petoskey Brewing","Petoskey","MI","Mind's Eye PA (Petoskey Brewing)"
+"1645",1645,0.061,60,2312,"Camelback","American IPA",157,12,"American IPA",158,"Phoenix Ale Brewery","Phoenix","AZ","Camelback (Phoenix Ale Brewery)"
+"1646",1646,0.0559999999999999,NA,1636,"Local 5 Pale Ale","American Pale Ale (APA)",355,16,"American Pale Ale (APA)",356,"Pikes Peak Brewing Company","Monument","CO","Local 5 Pale Ale (Pikes Peak Brewing Company)"
+"1647",1647,0.073,NA,1518,"Devils Head Red Ale","American Amber / Red Ale",355,16,"American Amber / Red Ale",356,"Pikes Peak Brewing Company","Monument","CO","Devils Head Red Ale (Pikes Peak Brewing Company)"
+"1648",1648,0.07,75,1384,"Elephant Rock IPA","American IPA",355,12,"American IPA",356,"Pikes Peak Brewing Company","Monument","CO","Elephant Rock IPA (Pikes Peak Brewing Company)"
+"1649",1649,0.05,NA,1797,"Black Bay Milk Stout","Milk / Sweet Stout",310,12,NA,311,"Pine Street Brewery","San Francisco","CA","Black Bay Milk Stout (Pine Street Brewery)"
+"1650",1650,0.05,NA,1437,"Atom Splitter Pale Ale","American Pale Ale (APA)",310,12,"American Pale Ale (APA)",311,"Pine Street Brewery","San Francisco","CA","Atom Splitter Pale Ale (Pine Street Brewery)"
+"1651",1651,0.06,20,1791,"Hot Date Ale","Chile Beer",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Hot Date Ale (Piney River Brewing Company)"
+"1652",1652,0.07,NA,1540,"Masked Bandit IPA","American Black Ale",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Masked Bandit IPA (Piney River Brewing Company)"
+"1653",1653,0.06,24,1491,"Sweet Potato Ale","Fruit / Vegetable Beer",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Sweet Potato Ale (Piney River Brewing Company)"
+"1654",1654,0.045,18,1335,"Float Trip Ale","American Blonde Ale",314,16,"American Blonde Ale",315,"Piney River Brewing Company","Bucryus","MO","Float Trip Ale (Piney River Brewing Company)"
+"1655",1655,0.055,25,847,"Old Tom Porter","American Porter",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Old Tom Porter (Piney River Brewing Company)"
+"1656",1656,0.045,18,846,"Black Walnut Wheat","American Dark Wheat Ale",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Black Walnut Wheat (Piney River Brewing Company)"
+"1657",1657,0.055,20,521,"McKinney Eddy Amber Ale","American Amber / Red Ale",314,16,"American Amber / Red Ale",315,"Piney River Brewing Company","Bucryus","MO","McKinney Eddy Amber Ale (Piney River Brewing Company)"
+"1658",1658,0.07,70,479,"Missouri Mule India Pale Ale","American IPA",314,16,"American IPA",315,"Piney River Brewing Company","Bucryus","MO","Missouri Mule India Pale Ale (Piney River Brewing Company)"
+"1659",1659,0.065,NA,2559,"Blood of the Unicorn","American Amber / Red Ale",52,16,"American Amber / Red Ale",53,"Pipeworks Brewing Company","Chicago","IL","Blood of the Unicorn (Pipeworks Brewing Company)"
+"1660",1660,0.069,51,1760,"GreyBeardâ„¢ IPA","American IPA",324,12,"American IPA",325,"Pisgah Brewing Company","Black Mountain","NC","GreyBeardâ„¢ IPA (Pisgah Brewing Company)"
+"1661",1661,0.057,31,1759,"Pisgah Pale Ale","American Pale Ale (APA)",324,12,"American Pale Ale (APA)",325,"Pisgah Brewing Company","Black Mountain","NC","Pisgah Pale Ale (Pisgah Brewing Company)"
+"1662",1662,0.045,NA,1589,"PONTO S.I.P.A.","American IPA",370,16,"American IPA",371,"Pizza Port Brewing Company","Carlsbad","CA","PONTO S.I.P.A. (Pizza Port Brewing Company)"
+"1663",1663,0.049,NA,1457,"Chronic Ale","American Amber / Red Ale",370,16,"American Amber / Red Ale",371,"Pizza Port Brewing Company","Carlsbad","CA","Chronic Ale (Pizza Port Brewing Company)"
+"1664",1664,0.068,NA,1191,"Swami's India Pale Ale","American IPA",370,16,"American IPA",371,"Pizza Port Brewing Company","Carlsbad","CA","Swami's India Pale Ale (Pizza Port Brewing Company)"
+"1665",1665,0.05,NA,2336,"New Cleveland Palesner","American Pilsner",147,12,NA,148,"Platform Beer Company","Cleveland","OH","New Cleveland Palesner (Platform Beer Company)"
+"1666",1666,0.054,45,2553,"Mazzie","American Pale Ale (APA)",55,12,"American Pale Ale (APA)",56,"Pollyanna Brewing Company","Lemont","IL","Mazzie (Pollyanna Brewing Company)"
+"1667",1667,0.099,NA,1909,"Big Chuck Barleywine","American Barleywine",274,12,NA,275,"Portside Brewery","Cleveland","OH","Big Chuck Barleywine (Portside Brewery)"
+"1668",1668,NA,NA,335,"Ponderosa IPA","American IPA",548,12,"American IPA",549,"Prescott Brewing Company","Prescott","AZ","Ponderosa IPA (Prescott Brewing Company)"
+"1669",1669,NA,NA,64,"Liquid Amber Ale","American Amber / Red Ale",548,12,"American Amber / Red Ale",549,"Prescott Brewing Company","Prescott","AZ","Liquid Amber Ale (Prescott Brewing Company)"
+"1670",1670,0.059,14,2360,"Morning Wood Wheat (Current)","American Pale Wheat Ale",135,12,"American Pale Wheat Ale",136,"Pug Ryan's Brewery","Dillon","CO","Morning Wood Wheat (Current) (Pug Ryan's Brewery)"
+"1671",1671,0.069,17,1463,"Hideout Helles","Munich Helles Lager",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Hideout Helles (Pug Ryan's Brewery)"
+"1672",1672,0.06,15,1462,"Dead Eye Dunkel","Munich Dunkel Lager",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Dead Eye Dunkel (Pug Ryan's Brewery)"
+"1673",1673,0.0579999999999999,21,1461,"Peacemaker Pilsner","Czech Pilsener",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Peacemaker Pilsner (Pug Ryan's Brewery)"
+"1674",1674,0.057,68,711,"Over the Rail Pale Ale","American Pale Ale (APA)",135,12,"American Pale Ale (APA)",136,"Pug Ryan's Brewery","Dillon","CO","Over the Rail Pale Ale (Pug Ryan's Brewery)"
+"1675",1675,0.0579999999999999,21,188,"Pallavicini Pilsner (2009)","Czech Pilsener",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Pallavicini Pilsner (2009) (Pug Ryan's Brewery)"
+"1676",1676,0.059,14,130,"Morning Wood Wheat (Current)","American Pale Wheat Ale",135,12,"American Pale Wheat Ale",136,"Pug Ryan's Brewery","Dillon","CO","Morning Wood Wheat (Current) (Pug Ryan's Brewery)"
+"1677",1677,0.052,18,399,"Pyramid Hefeweizen (2011)","Hefeweizen",544,12,NA,545,"Pyramid Breweries","Seattle","WA","Pyramid Hefeweizen (2011) (Pyramid Breweries)"
+"1678",1678,0.052,18,82,"Haywire Hefeweizen (2010)","Hefeweizen",544,16,NA,545,"Pyramid Breweries","Seattle","WA","Haywire Hefeweizen (2010) (Pyramid Breweries)"
+"1679",1679,0.045,35,2031,"Golden Fleece","Belgian Pale Ale",246,12,NA,247,"Quest Brewing Company","Greenville","SC","Golden Fleece (Quest Brewing Company)"
+"1680",1680,0.055,30,2030,"Smoking Mirror","American Porter",246,12,NA,247,"Quest Brewing Company","Greenville","SC","Smoking Mirror (Quest Brewing Company)"
+"1681",1681,0.046,NA,2269,"Rahr's Blonde","Munich Helles Lager",176,12,NA,177,"Rahr & Sons Brewing Company","Fort Worth","TX","Rahr's Blonde (Rahr & Sons Brewing Company)"
+"1682",1682,0.0579999999999999,60,2229,"Pride of Texas Pale Ale","American Pale Ale (APA)",176,12,"American Pale Ale (APA)",177,"Rahr & Sons Brewing Company","Fort Worth","TX","Pride of Texas Pale Ale (Rahr & Sons Brewing Company)"
+"1683",1683,0.044,5,2370,"18th Anniversary Gose","Gose",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","18th Anniversary Gose (Real Ale Brewing Company)"
+"1684",1684,0.046,25,2211,"White (2015)","Witbier",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","White (2015) (Real Ale Brewing Company)"
+"1685",1685,0.099,85,1861,"BLAKKR","American Black Ale",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","BLAKKR (Real Ale Brewing Company)"
+"1686",1686,0.051,21,1718,"Firemans #4 Blonde Ale (2013)","American Blonde Ale",128,12,"American Blonde Ale",129,"Real Ale Brewing Company","Blanco","TX","Firemans #4 Blonde Ale (2013) (Real Ale Brewing Company)"
+"1687",1687,0.059,NA,1290,"The Sword Iron Swan Ale","English Pale Ale",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","The Sword Iron Swan Ale (Real Ale Brewing Company)"
+"1688",1688,0.053,52,1091,"Hans' Pils (2015)","German Pilsener",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","Hans' Pils (2015) (Real Ale Brewing Company)"
+"1689",1689,0.06,50,1086,"Four Squared (2015)","American Blonde Ale",128,12,"American Blonde Ale",129,"Real Ale Brewing Company","Blanco","TX","Four Squared (2015) (Real Ale Brewing Company)"
+"1690",1690,0.051,21,830,"Firemans #4 Blonde Ale (2015)","American Blonde Ale",128,12,"American Blonde Ale",129,"Real Ale Brewing Company","Blanco","TX","Firemans #4 Blonde Ale (2015) (Real Ale Brewing Company)"
+"1691",1691,0.072,55,1021,"Watership Brown Ale","American Brown Ale",475,12,NA,476,"Red Hare Brewing Company","Marietta","GA","Watership Brown Ale (Red Hare Brewing Company)"
+"1692",1692,0.062,55,938,"Gangway IPA","American IPA",475,12,"American IPA",476,"Red Hare Brewing Company","Marietta","GA","Gangway IPA (Red Hare Brewing Company)"
+"1693",1693,0.049,NA,715,"Long Day Lager","Czech Pilsener",475,12,NA,476,"Red Hare Brewing Company","Marietta","GA","Long Day Lager (Red Hare Brewing Company)"
+"1694",1694,0.051,17,2516,"Farmer's Daughter Blonde","American Blonde Ale",68,16,"American Blonde Ale",69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Farmer's Daughter Blonde (Red Shedman Farm Brewery and Hop...)"
+"1695",1695,0.055,45,2515,"Pump House IPA","American IPA",68,16,"American IPA",69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Pump House IPA (Red Shedman Farm Brewery and Hop...)"
+"1696",1696,0.07,NA,2514,"Suicide Blonde IPA","Belgian IPA",68,16,NA,69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Suicide Blonde IPA (Red Shedman Farm Brewery and Hop...)"
+"1697",1697,0.047,25,2513,"Vanilla Porter","American Porter",68,16,NA,69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Vanilla Porter (Red Shedman Farm Brewery and Hop...)"
+"1698",1698,0.0579999999999999,18,2512,"Honey Rye","Rye Beer",68,16,NA,69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Honey Rye (Red Shedman Farm Brewery and Hop...)"
+"1699",1699,0.055,NA,1467,"Happy Cider","Cider",403,16,NA,404,"Red Tank Cider Company","Bend","OR","Happy Cider (Red Tank Cider Company)"
+"1700",1700,0.065,44,945,"Long Hammer IPA","American IPA",487,16,"American IPA",488,"Redhook Brewery","Woodinville","WA","Long Hammer IPA (Redhook Brewery)"
+"1701",1701,0.065,44,583,"Long Hammer IPA","American IPA",487,12,"American IPA",488,"Redhook Brewery","Woodinville","WA","Long Hammer IPA (Redhook Brewery)"
+"1702",1702,0.0579999999999999,27,339,"Copper Hook (2011)","American Amber / Red Ale",487,12,"American Amber / Red Ale",488,"Redhook Brewery","Woodinville","WA","Copper Hook (2011) (Redhook Brewery)"
+"1703",1703,0.08,NA,1375,"Nectar of the Hops","Mead",421,16,NA,422,"Redstone Meadery","Boulder","CO","Nectar of the Hops (Redstone Meadery)"
+"1704",1704,0.08,NA,1374,"Sunshine Nectar","Mead",421,16,NA,422,"Redstone Meadery","Boulder","CO","Sunshine Nectar (Redstone Meadery)"
+"1705",1705,0.08,NA,1373,"Black Raspberry Nectar","Mead",421,16,NA,422,"Redstone Meadery","Boulder","CO","Black Raspberry Nectar (Redstone Meadery)"
+"1706",1706,0.05,16,2087,"Blood Orange Wit","Witbier",225,16,NA,226,"Refuge Brewery","Temecula","CA","Blood Orange Wit (Refuge Brewery)"
+"1707",1707,0.05,40,2414,"Consilium","American Pale Ale (APA)",110,12,"American Pale Ale (APA)",111,"Renegade Brewing Company","Denver","CO","Consilium (Renegade Brewing Company)"
+"1708",1708,0.09,60,1581,"Hammer & Sickle","Russian Imperial Stout",110,12,NA,111,"Renegade Brewing Company","Denver","CO","Hammer & Sickle (Renegade Brewing Company)"
+"1709",1709,0.07,100,1176,"Redacted Rye IPA","American IPA",110,16,"American IPA",111,"Renegade Brewing Company","Denver","CO","Redacted Rye IPA (Renegade Brewing Company)"
+"1710",1710,0.099,100,1006,"Elevation Triple India Pale Ale","American Double / Imperial IPA",110,12,"American Double / Imperial IPA",111,"Renegade Brewing Company","Denver","CO","Elevation Triple India Pale Ale (Renegade Brewing Company)"
+"1711",1711,0.05,25,1005,"5:00 O'Clock Afternoon Ale","American Blonde Ale",110,16,"American Blonde Ale",111,"Renegade Brewing Company","Denver","CO","5:00 O'Clock Afternoon Ale (Renegade Brewing Company)"
+"1712",1712,0.07,100,636,"Ryeteous Rye IPA (2012)","American IPA",110,16,"American IPA",111,"Renegade Brewing Company","Denver","CO","Ryeteous Rye IPA (2012) (Renegade Brewing Company)"
+"1713",1713,0.064,NA,1538,"Stout Ol' Friend","American Stout",386,16,NA,387,"Revolution Brewing","Paonia","CO","Stout Ol' Friend (Revolution Brewing)"
+"1714",1714,0.064,NA,1075,"Stout Ol' Friend (2012)","American Stout",386,16,NA,387,"Revolution Brewing","Paonia","CO","Stout Ol' Friend (2012) (Revolution Brewing)"
+"1715",1715,NA,NA,710,"Rye Porter","American Porter",386,16,NA,387,"Revolution Brewing","Paonia","CO","Rye Porter (Revolution Brewing)"
+"1716",1716,0.05,NA,709,"Miner's Gold","American Blonde Ale",386,16,"American Blonde Ale",387,"Revolution Brewing","Paonia","CO","Miner's Gold (Revolution Brewing)"
+"1717",1717,0.046,NA,708,"Vienna Lager","Vienna Lager",386,16,NA,387,"Revolution Brewing","Paonia","CO","Vienna Lager (Revolution Brewing)"
+"1718",1718,0.0559999999999999,NA,706,"Jessie's Garage","American Pale Ale (APA)",386,16,"American Pale Ale (APA)",387,"Revolution Brewing","Paonia","CO","Jessie's Garage (Revolution Brewing)"
+"1719",1719,0.062,NA,220,"Colorado Red Ale","American Amber / Red Ale",386,12,"American Amber / Red Ale",387,"Revolution Brewing","Paonia","CO","Colorado Red Ale (Revolution Brewing)"
+"1720",1720,NA,NA,219,"Miner's Gold","American Blonde Ale",386,12,"American Blonde Ale",387,"Revolution Brewing","Paonia","CO","Miner's Gold (Revolution Brewing)"
+"1721",1721,0.055,40,2576,"Fist City","American Pale Ale (APA)",44,12,"American Pale Ale (APA)",45,"Revolution Brewing Company","Chicago","IL","Fist City (Revolution Brewing Company)"
+"1722",1722,0.068,NA,1133,"A Little Crazy","Belgian Pale Ale",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","A Little Crazy (Revolution Brewing Company)"
+"1723",1723,0.0579999999999999,15,609,"Rosa Hibiscus Ale","Herbed / Spiced Beer",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Rosa Hibiscus Ale (Revolution Brewing Company)"
+"1724",1724,0.061,31,418,"Fistmas Ale","Herbed / Spiced Beer",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Fistmas Ale (Revolution Brewing Company)"
+"1725",1725,0.057,25,417,"Oktoberfest Revolution","Märzen / Oktoberfest",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Oktoberfest Revolution (Revolution Brewing Company)"
+"1726",1726,0.068,28,416,"Eugene Porter","American Porter",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Eugene Porter (Revolution Brewing Company)"
+"1727",1727,0.065,70,415,"Anti-Hero IPA","American IPA",44,12,"American IPA",45,"Revolution Brewing Company","Chicago","IL","Anti-Hero IPA (Revolution Brewing Company)"
+"1728",1728,0.05,14,414,"Bottom Up Belgian Wit","Witbier",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Bottom Up Belgian Wit (Revolution Brewing Company)"
+"1729",1729,0.057,42,2452,"Hustle","American Amber / Red Ale",93,12,"American Amber / Red Ale",94,"Rhinegeist Brewery","Cincinnati","OH","Hustle (Rhinegeist Brewery)"
+"1730",1730,0.055,42,2451,"Pure Fury","American Pale Ale (APA)",93,12,"American Pale Ale (APA)",94,"Rhinegeist Brewery","Cincinnati","OH","Pure Fury (Rhinegeist Brewery)"
+"1731",1731,0.06,60,2132,"Dad","American Amber / Red Ale",93,12,"American Amber / Red Ale",94,"Rhinegeist Brewery","Cincinnati","OH","Dad (Rhinegeist Brewery)"
+"1732",1732,0.0579999999999999,35,1993,"Panther","American Porter",93,12,NA,94,"Rhinegeist Brewery","Cincinnati","OH","Panther (Rhinegeist Brewery)"
+"1733",1733,0.052,21,1992,"Franz","Märzen / Oktoberfest",93,12,NA,94,"Rhinegeist Brewery","Cincinnati","OH","Franz (Rhinegeist Brewery)"
+"1734",1734,0.043,45,1935,"Zen","American Pale Ale (APA)",93,12,"American Pale Ale (APA)",94,"Rhinegeist Brewery","Cincinnati","OH","Zen (Rhinegeist Brewery)"
+"1735",1735,0.072,75,1852,"Truth","American IPA",93,12,"American IPA",94,"Rhinegeist Brewery","Cincinnati","OH","Truth (Rhinegeist Brewery)"
+"1736",1736,0.048,25,1851,"Cougar","American Blonde Ale",93,12,"American Blonde Ale",94,"Rhinegeist Brewery","Cincinnati","OH","Cougar (Rhinegeist Brewery)"
+"1737",1737,0.038,NA,2307,"Smooth Operator","Cream Ale",162,16,NA,163,"Right Brain Brewery","Traverse City","MI","Smooth Operator (Right Brain Brewery)"
+"1738",1738,0.035,NA,2580,"Gose","Gose",42,16,NA,43,"Rising Tide Brewing Company","Portland","ME","Gose (Rising Tide Brewing Company)"
+"1739",1739,0.043,NA,1807,"Maine Island Trail Ale","American Pale Ale (APA)",42,16,"American Pale Ale (APA)",43,"Rising Tide Brewing Company","Portland","ME","Maine Island Trail Ale (Rising Tide Brewing Company)"
+"1740",1740,0.05,NA,1180,"River North White Ale","Witbier",459,16,NA,460,"River North Brewery","Denver","CO","River North White Ale (River North Brewery)"
+"1741",1741,0.05,NA,1179,"River North Ale","American Amber / Red Ale",459,16,"American Amber / Red Ale",460,"River North Brewery","Denver","CO","River North Ale (River North Brewery)"
+"1742",1742,0.05,55,1771,"Lil SIPA","American IPA",321,16,"American IPA",322,"Rivertown Brewing Company","Lockland","OH","Lil SIPA (Rivertown Brewing Company)"
+"1743",1743,0.055,60,1654,"Hop Bomber Rye Pale Ale","American Pale Ale (APA)",321,16,"American Pale Ale (APA)",322,"Rivertown Brewing Company","Lockland","OH","Hop Bomber Rye Pale Ale (Rivertown Brewing Company)"
+"1744",1744,0.05,100,2579,"Jah Mon","American IPA",43,12,"American IPA",44,"Rivertowne Brewing Company","Export","PA","Jah Mon (Rivertowne Brewing Company)"
+"1745",1745,0.062,NA,2373,"Oktoberfest","Märzen / Oktoberfest",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Oktoberfest (Rivertowne Brewing Company)"
+"1746",1746,0.08,NA,2049,"Headless Wylie","Pumpkin Ale",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Headless Wylie (Rivertowne Brewing Company)"
+"1747",1747,0.05,NA,2048,"Dayman IPA","American IPA",43,12,"American IPA",44,"Rivertowne Brewing Company","Export","PA","Dayman IPA (Rivertowne Brewing Company)"
+"1748",1748,0.071,NA,1880,"All Aboard! Anniversary Stout","Oatmeal Stout",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","All Aboard! Anniversary Stout (Rivertowne Brewing Company)"
+"1749",1749,0.062,NA,1879,"Hop Lace","American White IPA",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Hop Lace (Rivertowne Brewing Company)"
+"1750",1750,0.048,NA,1878,"OH-PA Session Pale Ale","American Pale Ale (APA)",43,12,"American Pale Ale (APA)",44,"Rivertowne Brewing Company","Export","PA","OH-PA Session Pale Ale (Rivertowne Brewing Company)"
+"1751",1751,0.08,NA,1877,"Patrick's Poison","American Amber / Red Ale",43,12,"American Amber / Red Ale",44,"Rivertowne Brewing Company","Export","PA","Patrick's Poison (Rivertowne Brewing Company)"
+"1752",1752,0.081,NA,1764,"Rudolph's Red","American Amber / Red Ale",43,12,"American Amber / Red Ale",44,"Rivertowne Brewing Company","Export","PA","Rudolph's Red (Rivertowne Brewing Company)"
+"1753",1753,0.053,NA,1103,"Babbling Blonde","American Blonde Ale",43,12,"American Blonde Ale",44,"Rivertowne Brewing Company","Export","PA","Babbling Blonde (Rivertowne Brewing Company)"
+"1754",1754,0.051,NA,1102,"Maxwell's Scottish Ale","Scottish Ale",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Maxwell's Scottish Ale (Rivertowne Brewing Company)"
+"1755",1755,0.061,NA,1101,"Grateful White","Witbier",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Grateful White (Rivertowne Brewing Company)"
+"1756",1756,0.055,NA,1100,"RT Lager","American Amber / Red Lager",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","RT Lager (Rivertowne Brewing Company)"
+"1757",1757,0.062,NA,1099,"Old Wylie's IPA","American IPA",43,12,"American IPA",44,"Rivertowne Brewing Company","Export","PA","Old Wylie's IPA (Rivertowne Brewing Company)"
+"1758",1758,0.048,NA,1098,"Hala Kahiki Pineapple Beer","Fruit / Vegetable Beer",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Hala Kahiki Pineapple Beer (Rivertowne Brewing Company)"
+"1759",1759,0.045,NA,1330,"Track 1 Amber Lager","American Amber / Red Lager",427,16,NA,428,"Roanoke Railhouse Brewery","Roanoke","VA","Track 1 Amber Lager (Roanoke Railhouse Brewery)"
+"1760",1760,0.053,NA,2074,"Pine Knob Pilsner","Czech Pilsener",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Pine Knob Pilsner (Rochester Mills Brewing Company)"
+"1761",1761,NA,NA,1724,"Cal and Co. Black Cherry Porter","American Porter",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Cal and Co. Black Cherry Porter (Rochester Mills Brewing Company)"
+"1762",1762,0.055,NA,1280,"Lazy Daze Lager","American Adjunct Lager",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Lazy Daze Lager (Rochester Mills Brewing Company)"
+"1763",1763,0.059,NA,899,"Rochester Red Ale","American Amber / Red Ale",229,16,"American Amber / Red Ale",230,"Rochester Mills Brewing Company","Rochester","MI","Rochester Red Ale (Rochester Mills Brewing Company)"
+"1764",1764,0.05,NA,363,"Milkshake Stout","Milk / Sweet Stout",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Milkshake Stout (Rochester Mills Brewing Company)"
+"1765",1765,0.07,NA,158,"Cornerstone IPA","American IPA",229,16,"American IPA",230,"Rochester Mills Brewing Company","Rochester","MI","Cornerstone IPA (Rochester Mills Brewing Company)"
+"1766",1766,0.055,NA,97,"Lazy Daze Lager","American Adjunct Lager",229,12,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Lazy Daze Lager (Rochester Mills Brewing Company)"
+"1767",1767,0.051,NA,1860,"Rogue American Amber Ale","American Amber / Red Ale",289,16,"American Amber / Red Ale",290,"Rogue Ales","Newport","OR","Rogue American Amber Ale (Rogue Ales)"
+"1768",1768,0.076,78,1577,"12th Round","American Strong Ale",376,16,NA,377,"RoughTail Brewing Company","Midwest City","OK","12th Round (RoughTail Brewing Company)"
+"1769",1769,0.07,80,1576,"RoughTail IPA","American IPA",376,16,"American IPA",377,"RoughTail Brewing Company","Midwest City","OK","RoughTail IPA (RoughTail Brewing Company)"
+"1770",1770,0.08,NA,1575,"Polar Night Stout","American Stout",376,16,NA,377,"RoughTail Brewing Company","Midwest City","OK","Polar Night Stout (RoughTail Brewing Company)"
+"1771",1771,0.071,36,2304,"Sundown","Saison / Farmhouse Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Sundown (Round Guys Brewing)"
+"1772",1772,0.099,NA,2249,"Sanctified","Belgian Strong Pale Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Sanctified (Round Guys Brewing)"
+"1773",1773,0.051,NA,2053,"Fear of a Brett Planet","American Pale Ale (APA)",164,12,"American Pale Ale (APA)",165,"Round Guys Brewing","Lansdale","PA","Fear of a Brett Planet (Round Guys Brewing)"
+"1774",1774,0.0559999999999999,40,1842,"Original Slacker Ale","English Brown Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Original Slacker Ale (Round Guys Brewing)"
+"1775",1775,0.072,NA,1841,"Alpha Blackback","American Black Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Alpha Blackback (Round Guys Brewing)"
+"1776",1776,0.063,NA,1782,"Kiss Off IPA","American IPA",164,12,"American IPA",165,"Round Guys Brewing","Lansdale","PA","Kiss Off IPA (Round Guys Brewing)"
+"1777",1777,0.045,28,1552,"Dog Days Summer Ale","Kölsch",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Dog Days Summer Ale (Round Guys Brewing)"
+"1778",1778,0.0559999999999999,35,1479,"1881 California Red","American Amber / Red Ale",397,12,"American Amber / Red Ale",398,"Ruhstaller Beer Company","Sacramento","CA","1881 California Red (Ruhstaller Beer Company)"
+"1779",1779,0.073,55,1478,"CAPT Black IPA","American Black Ale",397,12,NA,398,"Ruhstaller Beer Company","Sacramento","CA","CAPT Black IPA (Ruhstaller Beer Company)"
+"1780",1780,0.048,42,1370,"Ruhstaller's Gilt Edge Lager Beer","American Amber / Red Lager",397,12,NA,398,"Ruhstaller Beer Company","Sacramento","CA","Ruhstaller's Gilt Edge Lager Beer (Ruhstaller Beer Company)"
+"1781",1781,0.073,55,883,"CAPT Black IPA","American Black Ale",397,16,NA,398,"Ruhstaller Beer Company","Sacramento","CA","CAPT Black IPA (Ruhstaller Beer Company)"
+"1782",1782,0.0559999999999999,35,882,"1881 California Red Ale","American Amber / Red Ale",397,16,"American Amber / Red Ale",398,"Ruhstaller Beer Company","Sacramento","CA","1881 California Red Ale (Ruhstaller Beer Company)"
+"1783",1783,0.05,15,1868,"Saint Archer White Ale","Witbier",288,12,NA,289,"Saint Archer Brewery","San Diego","CA","Saint Archer White Ale (Saint Archer Brewery)"
+"1784",1784,0.068,66,1867,"Saint Archer IPA","American IPA",288,12,"American IPA",289,"Saint Archer Brewery","San Diego","CA","Saint Archer IPA (Saint Archer Brewery)"
+"1785",1785,0.052,40,1865,"Saint Archer Pale Ale","American Pale Ale (APA)",288,12,"American Pale Ale (APA)",289,"Saint Archer Brewery","San Diego","CA","Saint Archer Pale Ale (Saint Archer Brewery)"
+"1786",1786,0.048,22,1864,"Saint Archer Blonde","Kölsch",288,12,NA,289,"Saint Archer Brewery","San Diego","CA","Saint Archer Blonde (Saint Archer Brewery)"
+"1787",1787,0.069,20,2599,"Sex Panther","American Porter",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Sex Panther (SanTan Brewing Company)"
+"1788",1788,0.095,25,2073,"Winter Warmer (Vault Series)","Winter Warmer",30,16,NA,31,"SanTan Brewing Company","Chandler","AZ","Winter Warmer (Vault Series) (SanTan Brewing Company)"
+"1789",1789,0.091,99,2063,"Count Hopula (Vault Series)","American Double / Imperial IPA",30,16,"American Double / Imperial IPA",31,"SanTan Brewing Company","Chandler","AZ","Count Hopula (Vault Series) (SanTan Brewing Company)"
+"1790",1790,0.055,NA,1995,"Oktoberfest","Märzen / Oktoberfest",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Oktoberfest (SanTan Brewing Company)"
+"1791",1791,0.05,15,1934,"SunSpot Golden Ale","American Blonde Ale",30,12,"American Blonde Ale",31,"SanTan Brewing Company","Chandler","AZ","SunSpot Golden Ale (SanTan Brewing Company)"
+"1792",1792,0.06,NA,1329,"I.W.A. (2011)","American Pale Wheat Ale",30,12,"American Pale Wheat Ale",31,"SanTan Brewing Company","Chandler","AZ","I.W.A. (2011) (SanTan Brewing Company)"
+"1793",1793,0.065,NA,1299,"Supermonk I.P.A.","Belgian IPA",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Supermonk I.P.A. (SanTan Brewing Company)"
+"1794",1794,0.055,20,1073,"Epicenter Amber Ale","American Amber / Red Ale",30,12,"American Amber / Red Ale",31,"SanTan Brewing Company","Chandler","AZ","Epicenter Amber Ale (SanTan Brewing Company)"
+"1795",1795,0.05,15,1072,"SanTan HefeWeizen","Hefeweizen",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","SanTan HefeWeizen (SanTan Brewing Company)"
+"1796",1796,0.07,85,1071,"Hop Shock IPA","American IPA",30,12,"American IPA",31,"SanTan Brewing Company","Chandler","AZ","Hop Shock IPA (SanTan Brewing Company)"
+"1797",1797,0.069,20,852,"Sex Panther (2014)","American Porter",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Sex Panther (2014) (SanTan Brewing Company)"
+"1798",1798,0.055,45,850,"Devil’s Ale","American Pale Ale (APA)",30,12,"American Pale Ale (APA)",31,"SanTan Brewing Company","Chandler","AZ","Devil’s Ale (SanTan Brewing Company)"
+"1799",1799,0.081,NA,839,"Rail Slide Imperial Spiced Ale","Herbed / Spiced Beer",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Rail Slide Imperial Spiced Ale (SanTan Brewing Company)"
+"1800",1800,0.05,20,777,"Mr. Pineapple","Fruit / Vegetable Beer",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Mr. Pineapple (SanTan Brewing Company)"
+"1801",1801,0.055,45,764,"American Idiot Ale (2012)","American Pale Ale (APA)",30,12,"American Pale Ale (APA)",31,"SanTan Brewing Company","Chandler","AZ","American Idiot Ale (2012) (SanTan Brewing Company)"
+"1802",1802,0.07,85,317,"Hop Shock IPA (2010)","American IPA",30,12,"American IPA",31,"SanTan Brewing Company","Chandler","AZ","Hop Shock IPA (2010) (SanTan Brewing Company)"
+"1803",1803,0.05,15,286,"SanTan HefeWeizen (2010)","Hefeweizen",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","SanTan HefeWeizen (2010) (SanTan Brewing Company)"
+"1804",1804,0.055,45,285,"Devil’s Ale (2010)","American Pale Ale (APA)",30,12,"American Pale Ale (APA)",31,"SanTan Brewing Company","Chandler","AZ","Devil’s Ale (2010) (SanTan Brewing Company)"
+"1805",1805,0.055,20,124,"Epicenter Amber Ale (2010)","American Amber / Red Ale",30,12,"American Amber / Red Ale",31,"SanTan Brewing Company","Chandler","AZ","Epicenter Amber Ale (2010) (SanTan Brewing Company)"
+"1806",1806,0.0579999999999999,20,1392,"Sanitas Saison Ale","Saison / Farmhouse Ale",419,12,NA,420,"Sanitas Brewing Company","Boulder","CO","Sanitas Saison Ale (Sanitas Brewing Company)"
+"1807",1807,0.068,65,1391,"Sanitas Black IPA","American Black Ale",419,12,NA,420,"Sanitas Brewing Company","Boulder","CO","Sanitas Black IPA (Sanitas Brewing Company)"
+"1808",1808,0.089,88,2002,"Giant DIPA","American Double / Imperial IPA",252,16,"American Double / Imperial IPA",253,"Santa Cruz Mountain Brewing","Santa Cruz","CA","Giant DIPA (Santa Cruz Mountain Brewing)"
+"1809",1809,0.054,NA,1683,"Dread Brown Ale","American Brown Ale",252,12,NA,253,"Santa Cruz Mountain Brewing","Santa Cruz","CA","Dread Brown Ale (Santa Cruz Mountain Brewing)"
+"1810",1810,0.07,NA,1362,"Casinos IPA","English India Pale Ale (IPA)",252,16,NA,253,"Santa Cruz Mountain Brewing","Santa Cruz","CA","Casinos IPA (Santa Cruz Mountain Brewing)"
+"1811",1811,0.055,30,1519,"Saison 88","Saison / Farmhouse Ale",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Saison 88 (Santa Fe Brewing Company)"
+"1812",1812,0.071,95,967,"Black IPA","American Black Ale",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Black IPA (Santa Fe Brewing Company)"
+"1813",1813,0.045,NA,599,"Santa Fe Irish Red Ale","Irish Red Ale",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Santa Fe Irish Red Ale (Santa Fe Brewing Company)"
+"1814",1814,NA,NA,307,"Santa Fe Oktoberfest","Märzen / Oktoberfest",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Santa Fe Oktoberfest (Santa Fe Brewing Company)"
+"1815",1815,0.08,NA,305,"Imperial Java Stout","Russian Imperial Stout",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Imperial Java Stout (Santa Fe Brewing Company)"
+"1816",1816,0.055,NA,304,"Freestyle Pilsner","German Pilsener",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Freestyle Pilsner (Santa Fe Brewing Company)"
+"1817",1817,0.066,NA,217,"Happy Camper IPA","American IPA",392,12,"American IPA",393,"Santa Fe Brewing Company","Santa Fe","NM","Happy Camper IPA (Santa Fe Brewing Company)"
+"1818",1818,0.05,11,1477,"Oval Beach Blonde Ale","American Blonde Ale",398,16,"American Blonde Ale",399,"Saugatuck Brewing Company","Douglas","MI","Oval Beach Blonde Ale (Saugatuck Brewing Company)"
+"1819",1819,0.065,NA,1503,"Oak Aged Cider","Cider",394,12,NA,395,"Schilling & Company","Seattle","WA","Oak Aged Cider (Schilling & Company)"
+"1820",1820,0.065,NA,1466,"Ginger Cider","Cider",394,12,NA,395,"Schilling & Company","Seattle","WA","Ginger Cider (Schilling & Company)"
+"1821",1821,0.065,NA,1245,"Schilling Hard Cider","Cider",394,12,NA,395,"Schilling & Company","Seattle","WA","Schilling Hard Cider (Schilling & Company)"
+"1822",1822,0.05,45,1324,"Schlafly Yakima Wheat Ale","American Pale Wheat Ale",428,12,"American Pale Wheat Ale",429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Yakima Wheat Ale (Schlafly Brewing Company)"
+"1823",1823,0.05,NA,1323,"Schlafly Black Lager","Schwarzbier",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Black Lager (Schlafly Brewing Company)"
+"1824",1824,0.045,30,1078,"Schlafly IPA","American IPA",428,12,"American IPA",429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly IPA (Schlafly Brewing Company)"
+"1825",1825,0.05,30,1077,"Schlafly American Brown Ale","American Brown Ale",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly American Brown Ale (Schlafly Brewing Company)"
+"1826",1826,0.0409999999999999,16,588,"Schlafly Hefeweizen","Hefeweizen",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Hefeweizen (Schlafly Brewing Company)"
+"1827",1827,0.045,17,53,"Schlafly Summer Lager","Munich Helles Lager",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Summer Lager (Schlafly Brewing Company)"
+"1828",1828,0.047,NA,815,"Sea Dog Wild Blueberry Wheat Ale","Fruit / Vegetable Beer",502,12,NA,503,"Sea Dog Brewing Company","Portland","ME","Sea Dog Wild Blueberry Wheat Ale (Sea Dog Brewing Company)"
+"1829",1829,0.074,60,1302,"Blur India Pale Ale","American IPA",432,12,"American IPA",433,"Seabright Brewery","Santa Cruz","CA","Blur India Pale Ale (Seabright Brewery)"
+"1830",1830,0.065,NA,1416,"Dry Cider","Cider",411,16,NA,412,"Seattle Cider Company","Seattle","WA","Dry Cider (Seattle Cider Company)"
+"1831",1831,0.065,NA,1415,"Dry Hard Cider","Cider",411,16,NA,412,"Seattle Cider Company","Seattle","WA","Dry Hard Cider (Seattle Cider Company)"
+"1832",1832,0.07,105,918,"Frankenlou's IPA","American IPA",494,16,"American IPA",495,"Seven Brides Brewery","Silverton","OR","Frankenlou's IPA (Seven Brides Brewery)"
+"1833",1833,0.07,55,917,"Becky's Black Cat Porter","American Porter",494,16,NA,495,"Seven Brides Brewery","Silverton","OR","Becky's Black Cat Porter (Seven Brides Brewery)"
+"1834",1834,0.077,40,2250,"Seventh Son of a Seventh Son","American Strong Ale",183,16,NA,184,"Seventh Son Brewing Company","Columbus","OH","Seventh Son of a Seventh Son (Seventh Son Brewing Company)"
+"1835",1835,0.053,20,1768,"Stone Fort Brown Ale","English Brown Ale",183,16,NA,184,"Seventh Son Brewing Company","Columbus","OH","Stone Fort Brown Ale (Seventh Son Brewing Company)"
+"1836",1836,0.077,40,1767,"Seventh Son Hopped Red Ale","American Amber / Red Ale",183,16,"American Amber / Red Ale",184,"Seventh Son Brewing Company","Columbus","OH","Seventh Son Hopped Red Ale (Seventh Son Brewing Company)"
+"1837",1837,0.06,53,1766,"Humulus Nimbus Super Pale Ale","American Pale Ale (APA)",183,16,"American Pale Ale (APA)",184,"Seventh Son Brewing Company","Columbus","OH","Humulus Nimbus Super Pale Ale (Seventh Son Brewing Company)"
+"1838",1838,0.07,68,1765,"Golden Ratio IPA","American IPA",183,16,"American IPA",184,"Seventh Son Brewing Company","Columbus","OH","Golden Ratio IPA (Seventh Son Brewing Company)"
+"1839",1839,0.068,NA,2368,"Black Hop IPA","American Black Ale",130,12,NA,131,"Shebeen Brewing Company","Wolcott","CT","Black Hop IPA (Shebeen Brewing Company)"
+"1840",1840,0.05,NA,738,"Archer's Ale (2004)","English Pale Ale",511,12,NA,512,"Sherwood Forest Brewers","Marlborough","MA","Archer's Ale (2004) (Sherwood Forest Brewers)"
+"1841",1841,0.069,65,1539,"Monkey Fist IPA","American IPA",385,12,"American IPA",386,"Shipyard Brewing Company","Portland","ME","Monkey Fist IPA (Shipyard Brewing Company)"
+"1842",1842,0.051,NA,975,"Shipyard Summer Ale","American Pale Wheat Ale",385,12,"American Pale Wheat Ale",386,"Shipyard Brewing Company","Portland","ME","Shipyard Summer Ale (Shipyard Brewing Company)"
+"1843",1843,0.047,NA,814,"Pumpkinhead Ale","Pumpkin Ale",385,12,NA,386,"Shipyard Brewing Company","Portland","ME","Pumpkinhead Ale (Shipyard Brewing Company)"
+"1844",1844,0.051,NA,727,"Shipyard Export","American Blonde Ale",385,12,"American Blonde Ale",386,"Shipyard Brewing Company","Portland","ME","Shipyard Export (Shipyard Brewing Company)"
+"1845",1845,0.052,NA,2474,"Nooner","German Pilsener",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","Nooner (Sierra Nevada Brewing Company)"
+"1846",1846,0.072,65,2239,"Torpedo","American IPA",83,12,"American IPA",84,"Sierra Nevada Brewing Company","Chico","CA","Torpedo (Sierra Nevada Brewing Company)"
+"1847",1847,0.06,NA,1919,"Yonder Bock","Maibock / Helles Bock",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","Yonder Bock (Sierra Nevada Brewing Company)"
+"1848",1848,0.06,NA,1918,"CANfusion Rye Bock","Rye Beer",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","CANfusion Rye Bock (Sierra Nevada Brewing Company)"
+"1849",1849,0.0559999999999999,37,1905,"Sierra Nevada Pale Ale","American Pale Ale (APA)",83,16,"American Pale Ale (APA)",84,"Sierra Nevada Brewing Company","Chico","CA","Sierra Nevada Pale Ale (Sierra Nevada Brewing Company)"
+"1850",1850,0.048,26,1338,"Old Chico Crystal Wheat","American Pale Wheat Ale",83,12,"American Pale Wheat Ale",84,"Sierra Nevada Brewing Company","Chico","CA","Old Chico Crystal Wheat (Sierra Nevada Brewing Company)"
+"1851",1851,0.05,28,1295,"Summerfest","Czech Pilsener",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","Summerfest (Sierra Nevada Brewing Company)"
+"1852",1852,0.072,65,426,"Torpedo","American IPA",83,16,"American IPA",84,"Sierra Nevada Brewing Company","Chico","CA","Torpedo (Sierra Nevada Brewing Company)"
+"1853",1853,0.0559999999999999,37,400,"Sierra Nevada Pale Ale","American Pale Ale (APA)",83,12,"American Pale Ale (APA)",84,"Sierra Nevada Brewing Company","Chico","CA","Sierra Nevada Pale Ale (Sierra Nevada Brewing Company)"
+"1854",1854,0.069,NA,2353,"Sietsema Red Label","Cider",137,16,NA,138,"Sietsema Orchards and Cider Mill","Ada","MI","Sietsema Red Label (Sietsema Orchards and Cider Mill)"
+"1855",1855,0.042,NA,212,"Bear Ass Brown","American Brown Ale",551,12,NA,552,"Silverton Brewery","Silverton","CO","Bear Ass Brown (Silverton Brewery)"
+"1856",1856,0.06,NA,161,"Red Mountain Ale","American Amber / Red Ale",551,12,"American Amber / Red Ale",552,"Silverton Brewery","Silverton","CO","Red Mountain Ale (Silverton Brewery)"
+"1857",1857,0.068,NA,160,"Ice Pick Ale","American IPA",551,12,"American IPA",552,"Silverton Brewery","Silverton","CO","Ice Pick Ale (Silverton Brewery)"
+"1858",1858,0.1,52,2574,"4Beans","Baltic Porter",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","4Beans (Sixpoint Craft Ales)"
+"1859",1859,0.042,16,2479,"Jammer","Gose",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Jammer (Sixpoint Craft Ales)"
+"1860",1860,0.08,NA,2443,"Abigale","Belgian Pale Ale",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Abigale (Sixpoint Craft Ales)"
+"1861",1861,0.032,7,2266,"Rad","Fruit / Vegetable Beer",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Rad (Sixpoint Craft Ales)"
+"1862",1862,0.065,62,2090,"Bengali","American IPA",46,24,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Bengali (Sixpoint Craft Ales)"
+"1863",1863,0.047,50,1962,"Sensi Harvest","American Pale Ale (APA)",46,12,"American Pale Ale (APA)",47,"Sixpoint Craft Ales","Brooklyn","NY","Sensi Harvest (Sixpoint Craft Ales)"
+"1864",1864,0.099,111,1696,"Hi-Res","American Double / Imperial IPA",46,12,"American Double / Imperial IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Hi-Res (Sixpoint Craft Ales)"
+"1865",1865,0.07,70,1608,"Global Warmer","American Strong Ale",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Global Warmer (Sixpoint Craft Ales)"
+"1866",1866,0.067,74,1591,"Autumnation (2013)","American IPA",46,16,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Autumnation (2013) (Sixpoint Craft Ales)"
+"1867",1867,0.054,42,1388,"The Crisp","German Pilsener",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","The Crisp (Sixpoint Craft Ales)"
+"1868",1868,0.052,34,1387,"Sweet Action","Cream Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Sweet Action (Sixpoint Craft Ales)"
+"1869",1869,0.063,57,1386,"Righteous Ale","Rye Beer",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Righteous Ale (Sixpoint Craft Ales)"
+"1870",1870,0.064,62,1385,"Bengali Tiger","American IPA",46,16,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Bengali Tiger (Sixpoint Craft Ales)"
+"1871",1871,0.099,85,1020,"3Beans","Baltic Porter",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","3Beans (Sixpoint Craft Ales)"
+"1872",1872,0.059,47,778,"Brownstone","American Brown Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Brownstone (Sixpoint Craft Ales)"
+"1873",1873,0.052,11,630,"Apollo","American Pale Wheat Ale",46,16,"American Pale Wheat Ale",47,"Sixpoint Craft Ales","Brooklyn","NY","Apollo (Sixpoint Craft Ales)"
+"1874",1874,0.049,35,629,"Harbinger","Saison / Farmhouse Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Harbinger (Sixpoint Craft Ales)"
+"1875",1875,0.091,103,628,"Resin","American Double / Imperial IPA",46,12,"American Double / Imperial IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Resin (Sixpoint Craft Ales)"
+"1876",1876,0.063,69,525,"Diesel","American Stout",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Diesel (Sixpoint Craft Ales)"
+"1877",1877,0.06,48,512,"Autumnation (2011-12) (2011)","Pumpkin Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Autumnation (2011-12) (2011) (Sixpoint Craft Ales)"
+"1878",1878,0.054,42,425,"The Crisp (2011)","German Pilsener",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","The Crisp (2011) (Sixpoint Craft Ales)"
+"1879",1879,0.052,34,424,"Sweet Action (2011)","Cream Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Sweet Action (2011) (Sixpoint Craft Ales)"
+"1880",1880,0.063,57,423,"Righteous Ale (2011)","Rye Beer",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Righteous Ale (2011) (Sixpoint Craft Ales)"
+"1881",1881,0.064,62,422,"Bengali Tiger (2011)","American IPA",46,16,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Bengali Tiger (2011) (Sixpoint Craft Ales)"
+"1882",1882,0.045,NA,1942,"Rudie Session IPA","American IPA",264,12,"American IPA",265,"Ska Brewing Company","Durango","CO","Rudie Session IPA (Ska Brewing Company)"
+"1883",1883,0.074,NA,1708,"Taster's Choice","Doppelbock",264,12,NA,265,"Ska Brewing Company","Durango","CO","Taster's Choice (Ska Brewing Company)"
+"1884",1884,0.068,65,1521,"Modus Hoperandi","American IPA",264,12,"American IPA",265,"Ska Brewing Company","Durango","CO","Modus Hoperandi (Ska Brewing Company)"
+"1885",1885,0.0579999999999999,15,1297,"Estival Cream Stout","American Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Estival Cream Stout (Ska Brewing Company)"
+"1886",1886,0.0579999999999999,NA,1192,"Vernal Minthe Stout","American Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Vernal Minthe Stout (Ska Brewing Company)"
+"1887",1887,0.08,NA,1013,"Hibernal Vinifera Stout","Foreign / Export Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Hibernal Vinifera Stout (Ska Brewing Company)"
+"1888",1888,NA,NA,774,"Autumnal Molé Stout","American Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Autumnal Molé Stout (Ska Brewing Company)"
+"1889",1889,0.042,18,386,"Mexican Logger","American Pale Lager",264,12,NA,265,"Ska Brewing Company","Durango","CO","Mexican Logger (Ska Brewing Company)"
+"1890",1890,0.053,NA,70,"True Blonde Ale","American Blonde Ale",264,12,"American Blonde Ale",265,"Ska Brewing Company","Durango","CO","True Blonde Ale (Ska Brewing Company)"
+"1891",1891,0.061,NA,69,"Euphoria Pale Ale","American Pale Ale (APA)",264,12,"American Pale Ale (APA)",265,"Ska Brewing Company","Durango","CO","Euphoria Pale Ale (Ska Brewing Company)"
+"1892",1892,0.057,58,68,"ESB Special Ale","Extra Special / Strong Bitter (ESB)",264,12,NA,265,"Ska Brewing Company","Durango","CO","ESB Special Ale (Ska Brewing Company)"
+"1893",1893,0.068,65,67,"Modus Hoperandi","American IPA",264,12,"American IPA",265,"Ska Brewing Company","Durango","CO","Modus Hoperandi (Ska Brewing Company)"
+"1894",1894,0.0579999999999999,39,1792,"Iron Butt Red Ale","American Amber / Red Ale",313,12,"American Amber / Red Ale",314,"Slanted Rock Brewing Company","Meridian","ID","Iron Butt Red Ale (Slanted Rock Brewing Company)"
+"1895",1895,0.071,92,1609,"Initial Point India Pale Ale","American IPA",313,12,"American IPA",314,"Slanted Rock Brewing Company","Meridian","ID","Initial Point India Pale Ale (Slanted Rock Brewing Company)"
+"1896",1896,0.085,NA,2537,"Monkey Dancing On A Razor Blade","Belgian IPA",64,24,NA,65,"SlapShot Brewing Company","Chicago","IL","Monkey Dancing On A Razor Blade (SlapShot Brewing Company)"
+"1897",1897,0.0819999999999999,NA,2536,"Tripel Deke","Tripel",64,24,NA,65,"SlapShot Brewing Company","Chicago","IL","Tripel Deke (SlapShot Brewing Company)"
+"1898",1898,0.049,NA,30,"Urban Wilderness Pale Ale","English Pale Ale",557,12,NA,558,"Sleeping Lady Brewing Company","Anchorage","AK","Urban Wilderness Pale Ale (Sleeping Lady Brewing Company)"
+"1899",1899,0.06,70,2305,"Homefront IPA","American IPA",163,12,"American IPA",164,"Sly Fox Brewing Company","Phoenixville","PA","Homefront IPA (Sly Fox Brewing Company)"
+"1900",1900,0.055,16,1588,"Sly Fox Christmas Ale 2013","Winter Warmer",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Sly Fox Christmas Ale 2013 (Sly Fox Brewing Company)"
+"1901",1901,0.0559999999999999,25,1363,"Grisette","Grisette",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Grisette (Sly Fox Brewing Company)"
+"1902",1902,0.062,NA,1211,"360° India Pale Ale","American IPA",371,12,"American IPA",372,"Sly Fox Brewing Company","Pottstown","PA","360° India Pale Ale (Sly Fox Brewing Company)"
+"1903",1903,0.049,18,1123,"Helles Golden Lager","Munich Helles Lager",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Helles Golden Lager (Sly Fox Brewing Company)"
+"1904",1904,0.055,16,926,"Sly Fox Christmas Ale 2012 (2012)","Winter Warmer",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Sly Fox Christmas Ale 2012 (2012) (Sly Fox Brewing Company)"
+"1905",1905,0.084,90,894,"Odyssey Imperial IPA","American Double / Imperial IPA",371,12,"American Double / Imperial IPA",372,"Sly Fox Brewing Company","Pottstown","PA","Odyssey Imperial IPA (Sly Fox Brewing Company)"
+"1906",1906,0.0579999999999999,25,166,"Oktoberfest Lager","Märzen / Oktoberfest",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Oktoberfest Lager (Sly Fox Brewing Company)"
+"1907",1907,0.07,113,24,"113 IPA","American IPA",371,12,"American IPA",372,"Sly Fox Brewing Company","Pottstown","PA","113 IPA (Sly Fox Brewing Company)"
+"1908",1908,0.053,21,23,"Dunkel Lager","Munich Dunkel Lager",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Dunkel Lager (Sly Fox Brewing Company)"
+"1909",1909,0.0559999999999999,11,22,"Royal Weisse Ale","Hefeweizen",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Royal Weisse Ale (Sly Fox Brewing Company)"
+"1910",1910,0.049,44,21,"Pikeland Pils","German Pilsener",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Pikeland Pils (Sly Fox Brewing Company)"
+"1911",1911,0.051,40,20,"Phoenix Pale Ale","American Pale Ale (APA)",371,12,"American Pale Ale (APA)",372,"Sly Fox Brewing Company","Pottstown","PA","Phoenix Pale Ale (Sly Fox Brewing Company)"
+"1912",1912,0.07,88,2407,"Rule G IPA","American IPA",115,12,"American IPA",116,"Smartmouth Brewing Company","Norfolk","VA","Rule G IPA (Smartmouth Brewing Company)"
+"1913",1913,0.0579999999999999,35,2406,"Murphy's Law","American Amber / Red Ale",115,12,"American Amber / Red Ale",116,"Smartmouth Brewing Company","Norfolk","VA","Murphy's Law (Smartmouth Brewing Company)"
+"1914",1914,0.062,33,2405,"Alter Ego","Saison / Farmhouse Ale",115,12,NA,116,"Smartmouth Brewing Company","Norfolk","VA","Alter Ego (Smartmouth Brewing Company)"
+"1915",1915,0.05,NA,2234,"Monarch Pilsner","American Pilsner",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","Monarch Pilsner (Snake River Brewing Company)"
+"1916",1916,0.06,55,1606,"Snow King Pale Ale","American Pale Ale (APA)",191,12,"American Pale Ale (APA)",192,"Snake River Brewing Company","Jackson","WY","Snow King Pale Ale (Snake River Brewing Company)"
+"1917",1917,0.054,36,617,"Zonker Stout","Foreign / Export Stout",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","Zonker Stout (Snake River Brewing Company)"
+"1918",1918,0.05,22,407,"OB-1 Organic Ale","English Brown Ale",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","OB-1 Organic Ale (Snake River Brewing Company)"
+"1919",1919,0.05,18,406,"Snake River Lager","Vienna Lager",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","Snake River Lager (Snake River Brewing Company)"
+"1920",1920,0.052,32,402,"Snake River Pale Ale","American Pale Ale (APA)",191,12,"American Pale Ale (APA)",192,"Snake River Brewing Company","Jackson","WY","Snake River Pale Ale (Snake River Brewing Company)"
+"1921",1921,0.068,60,393,"Pako’s EyePA","American IPA",191,12,"American IPA",192,"Snake River Brewing Company","Jackson","WY","Pako’s EyePA (Snake River Brewing Company)"
+"1922",1922,0.05,NA,1798,"Thanksgiving Ale","Kölsch",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Thanksgiving Ale (Sockeye Brewing Company)"
+"1923",1923,0.092,NA,1655,"Double Dagger Imperial IPA","American Double / Imperial IPA",309,12,"American Double / Imperial IPA",310,"Sockeye Brewing Company","Boise","ID","Double Dagger Imperial IPA (Sockeye Brewing Company)"
+"1924",1924,0.063,100,1596,"Dagger Falls IPA","American IPA",309,12,"American IPA",310,"Sockeye Brewing Company","Boise","ID","Dagger Falls IPA (Sockeye Brewing Company)"
+"1925",1925,0.063,100,1595,"Dagger Falls IPA","American IPA",309,12,"American IPA",310,"Sockeye Brewing Company","Boise","ID","Dagger Falls IPA (Sockeye Brewing Company)"
+"1926",1926,0.06,NA,1482,"Socktoberfest","Märzen / Oktoberfest",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Socktoberfest (Sockeye Brewing Company)"
+"1927",1927,0.079,NA,1447,"Hopnoxious Imperial IPA","American Double / Imperial IPA",309,12,"American Double / Imperial IPA",310,"Sockeye Brewing Company","Boise","ID","Hopnoxious Imperial IPA (Sockeye Brewing Company)"
+"1928",1928,0.099,NA,1425,"Barrel Aged Seven Devils Imperial Stout","American Double / Imperial Stout",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Barrel Aged Seven Devils Imperial Stout (Sockeye Brewing Company)"
+"1929",1929,0.055,NA,1424,"Boise Co-Op Two Score Ale","Saison / Farmhouse Ale",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Boise Co-Op Two Score Ale (Sockeye Brewing Company)"
+"1930",1930,0.05,NA,1298,"Sockeye Belgian Style Summer Ale","Witbier",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Sockeye Belgian Style Summer Ale (Sockeye Brewing Company)"
+"1931",1931,0.064,NA,1181,"Sockeye Maibock","Maibock / Helles Bock",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Sockeye Maibock (Sockeye Brewing Company)"
+"1932",1932,0.099,100,1160,"Old Devil's Tooth","American Barleywine",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Old Devil's Tooth (Sockeye Brewing Company)"
+"1933",1933,0.043,NA,1152,"Galena Golden","American Blonde Ale",309,12,"American Blonde Ale",310,"Sockeye Brewing Company","Boise","ID","Galena Golden (Sockeye Brewing Company)"
+"1934",1934,0.052,32,1151,"Hell-Diver Pale Ale","American Pale Ale (APA)",309,12,"American Pale Ale (APA)",310,"Sockeye Brewing Company","Boise","ID","Hell-Diver Pale Ale (Sockeye Brewing Company)"
+"1935",1935,0.046,12,1150,"Woolybugger Wheat","American Pale Wheat Ale",309,12,"American Pale Wheat Ale",310,"Sockeye Brewing Company","Boise","ID","Woolybugger Wheat (Sockeye Brewing Company)"
+"1936",1936,0.057,NA,1076,"Power House Porter","American Porter",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Power House Porter (Sockeye Brewing Company)"
+"1937",1937,0.084,90,995,"Winterfest","American Strong Ale",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Winterfest (Sockeye Brewing Company)"
+"1938",1938,0.063,100,879,"Dagger Falls IPA","American IPA",309,12,"American IPA",310,"Sockeye Brewing Company","Boise","ID","Dagger Falls IPA (Sockeye Brewing Company)"
+"1939",1939,0.07,18,1972,"LuckenBock","Bock",257,16,NA,258,"South Austin Brewery","South Austin","TX","LuckenBock (South Austin Brewery)"
+"1940",1940,0.055,40,1971,"Texas Pale Ale (TPA)","American IPA",257,16,"American IPA",258,"South Austin Brewery","South Austin","TX","Texas Pale Ale (TPA) (South Austin Brewery)"
+"1941",1941,0.08,NA,1970,"6 String Saison","Saison / Farmhouse Ale",257,16,NA,258,"South Austin Brewery","South Austin","TX","6 String Saison (South Austin Brewery)"
+"1942",1942,0.05,22,1969,"Kol' Beer","Kölsch",257,16,NA,258,"South Austin Brewery","South Austin","TX","Kol' Beer (South Austin Brewery)"
+"1943",1943,0.035,NA,2024,"Montauk Light","Light Lager",249,12,NA,250,"Southampton Publick House","Southampton","NY","Montauk Light (Southampton Publick House)"
+"1944",1944,0.048,32,1283,"Na Zdraví Pilsner","Czech Pilsener",436,16,NA,437,"Southern Oregon Brewing Company","Medford","OR","Na Zdraví Pilsner (Southern Oregon Brewing Company)"
+"1945",1945,0.055,65,1282,"Nice Rack IPA","American IPA",436,16,"American IPA",437,"Southern Oregon Brewing Company","Medford","OR","Nice Rack IPA (Southern Oregon Brewing Company)"
+"1946",1946,0.075,72,2362,"2014 IPA Cicada Series","American IPA",133,16,"American IPA",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","2014 IPA Cicada Series (Southern Prohibition Brewing Com...)"
+"1947",1947,0.077,65,2346,"Sinister Minister Black IPA","American IPA",133,16,"American IPA",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Sinister Minister Black IPA (Southern Prohibition Brewing Com...)"
+"1948",1948,0.053,45,2320,"Jack the Sipper","Extra Special / Strong Bitter (ESB)",133,12,NA,134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Jack the Sipper (Southern Prohibition Brewing Com...)"
+"1949",1949,0.0579999999999999,60,2297,"Devil's Harvest Extra Pale Ale","American Pale Ale (APA)",133,12,"American Pale Ale (APA)",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Devil's Harvest Extra Pale Ale (Southern Prohibition Brewing Com...)"
+"1950",1950,0.05,20,2296,"Suzy B Dirty Blonde Ale","American Blonde Ale",133,12,"American Blonde Ale",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Suzy B Dirty Blonde Ale (Southern Prohibition Brewing Com...)"
+"1951",1951,0.08,80,1745,"Mississippi Fire Ant","American Amber / Red Ale",133,16,"American Amber / Red Ale",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Mississippi Fire Ant (Southern Prohibition Brewing Com...)"
+"1952",1952,0.0579999999999999,40,1120,"Hipster Breakfast","Oatmeal Stout",133,16,NA,134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Hipster Breakfast (Southern Prohibition Brewing Com...)"
+"1953",1953,0.05,20,1118,"Suzy B Dirty Blonde Ale","American Blonde Ale",133,16,"American Blonde Ale",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Suzy B Dirty Blonde Ale (Southern Prohibition Brewing Com...)"
+"1954",1954,0.0579999999999999,60,1117,"Devil's Harvest Extra Pale Ale","American Pale Ale (APA)",133,16,"American Pale Ale (APA)",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Devil's Harvest Extra Pale Ale (Southern Prohibition Brewing Com...)"
+"1955",1955,0.065,45,2387,"Pine Belt Pale Ale","American Pale Ale (APA)",118,12,"American Pale Ale (APA)",119,"Southern Star Brewing Company","Conroe","TX","Pine Belt Pale Ale (Southern Star Brewing Company)"
+"1956",1956,0.055,NA,2267,"Walloon","Saison / Farmhouse Ale",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Walloon (Southern Star Brewing Company)"
+"1957",1957,0.069,23,1740,"Le Mort Vivant","Bière de Garde",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Le Mort Vivant (Southern Star Brewing Company)"
+"1958",1958,0.085,110,1728,"Red Cockaded Ale","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","Red Cockaded Ale (Southern Star Brewing Company)"
+"1959",1959,0.092,100,1497,"Valkyrie Double IPA","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","Valkyrie Double IPA (Southern Star Brewing Company)"
+"1960",1960,0.085,110,1011,"Red Cockaded Ale (2013)","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","Red Cockaded Ale (2013) (Southern Star Brewing Company)"
+"1961",1961,0.072,40,1010,"Old Potentate","Old Ale",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Old Potentate (Southern Star Brewing Company)"
+"1962",1962,0.05,20,856,"Bombshell Blonde","American Blonde Ale",118,16,"American Blonde Ale",119,"Southern Star Brewing Company","Conroe","TX","Bombshell Blonde (Southern Star Brewing Company)"
+"1963",1963,0.099,100,853,"PRO-AM (2012) (2012)","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","PRO-AM (2012) (2012) (Southern Star Brewing Company)"
+"1964",1964,0.055,NA,691,"Walloon (2014)","Saison / Farmhouse Ale",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Walloon (2014) (Southern Star Brewing Company)"
+"1965",1965,0.069,23,555,"Le Mort Vivant (2011)","Bière de Garde",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Le Mort Vivant (2011) (Southern Star Brewing Company)"
+"1966",1966,0.083,50,46,"Buried Hatchet Stout","Foreign / Export Stout",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Buried Hatchet Stout (Southern Star Brewing Company)"
+"1967",1967,0.065,45,45,"Pine Belt Pale Ale","American Pale Ale (APA)",118,16,"American Pale Ale (APA)",119,"Southern Star Brewing Company","Conroe","TX","Pine Belt Pale Ale (Southern Star Brewing Company)"
+"1968",1968,0.05,20,44,"Bombshell Blonde","American Blonde Ale",118,12,"American Blonde Ale",119,"Southern Star Brewing Company","Conroe","TX","Bombshell Blonde (Southern Star Brewing Company)"
+"1969",1969,0.047,35,2486,"Baby Daddy Session IPA","American IPA",78,12,"American IPA",79,"Speakasy Ales & Lagers","San Francisco","CA","Baby Daddy Session IPA (Speakasy Ales & Lagers)"
+"1970",1970,NA,NA,763,"Hopluia (2004)","English India Pale Ale (IPA)",508,16,NA,509,"Spilker Ales","Cortland","NE","Hopluia (2004) (Spilker Ales)"
+"1971",1971,0.0579999999999999,NA,2271,"Ball & Chain (2014)","American Pale Ale (APA)",175,16,"American Pale Ale (APA)",176,"Spiteful Brewing Company","Chicago","IL","Ball & Chain (2014) (Spiteful Brewing Company)"
+"1972",1972,0.096,NA,2206,"Bitter Biker Double IPA","American Double / Imperial IPA",175,16,"American Double / Imperial IPA",176,"Spiteful Brewing Company","Chicago","IL","Bitter Biker Double IPA (Spiteful Brewing Company)"
+"1973",1973,0.0819999999999999,NA,2136,"God Damn Pigeon Porter","American Porter",175,16,NA,176,"Spiteful Brewing Company","Chicago","IL","God Damn Pigeon Porter (Spiteful Brewing Company)"
+"1974",1974,0.079,NA,2135,"Working for the Weekend","American Double / Imperial IPA",175,16,"American Double / Imperial IPA",176,"Spiteful Brewing Company","Chicago","IL","Working for the Weekend (Spiteful Brewing Company)"
+"1975",1975,0.06,NA,2134,"Angry Adam","American Amber / Red Ale",175,16,"American Amber / Red Ale",176,"Spiteful Brewing Company","Chicago","IL","Angry Adam (Spiteful Brewing Company)"
+"1976",1976,0.055,NA,2109,"Freedom Fries","American Stout",175,16,NA,176,"Spiteful Brewing Company","Chicago","IL","Freedom Fries (Spiteful Brewing Company)"
+"1977",1977,0.096,NA,1821,"Bitter Biker Double IPA","American Double / Imperial IPA",175,12,"American Double / Imperial IPA",176,"Spiteful Brewing Company","Chicago","IL","Bitter Biker Double IPA (Spiteful Brewing Company)"
+"1978",1978,0.073,NA,1820,"Ghost Bike Pale Ale","American Pale Ale (APA)",175,16,"American Pale Ale (APA)",176,"Spiteful Brewing Company","Chicago","IL","Ghost Bike Pale Ale (Spiteful Brewing Company)"
+"1979",1979,0.062,NA,1819,"Spiteful IPA","American IPA",175,12,"American IPA",176,"Spiteful Brewing Company","Chicago","IL","Spiteful IPA (Spiteful Brewing Company)"
+"1980",1980,0.06,NA,1634,"Alley Time","American Pale Ale (APA)",175,12,"American Pale Ale (APA)",176,"Spiteful Brewing Company","Chicago","IL","Alley Time (Spiteful Brewing Company)"
+"1981",1981,0.0579999999999999,NA,1633,"Fat Badger","Irish Red Ale",175,12,NA,176,"Spiteful Brewing Company","Chicago","IL","Fat Badger (Spiteful Brewing Company)"
+"1982",1982,0.055,NA,1632,"In the Weeds","American Pale Wheat Ale",175,12,"American Pale Wheat Ale",176,"Spiteful Brewing Company","Chicago","IL","In the Weeds (Spiteful Brewing Company)"
+"1983",1983,0.05,22,855,"Special Amber","Vienna Lager",498,12,NA,499,"Sprecher Brewing Company","Glendale","WI","Special Amber (Sprecher Brewing Company)"
+"1984",1984,0.05,22,445,"Special Amber","Vienna Lager",498,12,NA,499,"Sprecher Brewing Company","Glendale","WI","Special Amber (Sprecher Brewing Company)"
+"1985",1985,0.0559999999999999,NA,1587,"Seven Gates Pale Ale","American Pale Ale (APA)",372,12,"American Pale Ale (APA)",373,"Spring House Brewing Company","Conestoga","PA","Seven Gates Pale Ale (Spring House Brewing Company)"
+"1986",1986,0.052,NA,2242,"Gunga Din","Cider",186,16,NA,187,"St. Julian Winery","Paw Paw","MI","Gunga Din (St. Julian Winery)"
+"1987",1987,0.042,20,1544,"Starr Pils","German Pilsener",383,12,NA,384,"Starr Hill Brewery","Crozet","VA","Starr Pils (Starr Hill Brewery)"
+"1988",1988,0.065,52,1205,"Northern Lights India Pale Ale","American IPA",383,16,"American IPA",384,"Starr Hill Brewery","Crozet","VA","Northern Lights India Pale Ale (Starr Hill Brewery)"
+"1989",1989,0.048,12,369,"Festie","Märzen / Oktoberfest",383,12,NA,384,"Starr Hill Brewery","Crozet","VA","Festie (Starr Hill Brewery)"
+"1990",1990,0.065,52,368,"Northern Lights India Pale Ale","American IPA",383,12,"American IPA",384,"Starr Hill Brewery","Crozet","VA","Northern Lights India Pale Ale (Starr Hill Brewery)"
+"1991",1991,0.065,65,2386,"Third Eye Enlightened Pale Ale","American Pale Ale (APA)",119,12,"American Pale Ale (APA)",120,"Steamworks Brewing Company","Durango","CO","Third Eye Enlightened Pale Ale (Steamworks Brewing Company)"
+"1992",1992,0.049,17,92,"Colorado Kölsch","Kölsch",119,12,NA,120,"Steamworks Brewing Company","Durango","CO","Colorado Kölsch (Steamworks Brewing Company)"
+"1993",1993,0.057,25,91,"Steam Engine Lager","American Amber / Red Lager",119,12,NA,120,"Steamworks Brewing Company","Durango","CO","Steam Engine Lager (Steamworks Brewing Company)"
+"1994",1994,0.065,65,90,"Third Eye Pale Ale","American IPA",119,12,"American IPA",120,"Steamworks Brewing Company","Durango","CO","Third Eye Pale Ale (Steamworks Brewing Company)"
+"1995",1995,0.047,9,2366,"Point Special (Current)","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (Current) (Stevens Point Brewery)"
+"1996",1996,0.047,9,2365,"Point Special","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (Stevens Point Brewery)"
+"1997",1997,0.054,33,2270,"Point Cascade Pale Ale (2013)","American Pale Ale (APA)",131,12,"American Pale Ale (APA)",132,"Stevens Point Brewery","Stevens Point","WI","Point Cascade Pale Ale (2013) (Stevens Point Brewery)"
+"1998",1998,0.047,9,2228,"Point Special","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (Stevens Point Brewery)"
+"1999",1999,0.052,9,2151,"Onyx Black Ale","American Black Ale",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Onyx Black Ale (Stevens Point Brewery)"
+"2000",2000,0.063,64,2150,"Beyond The Pale IPA","American IPA",131,12,"American IPA",132,"Stevens Point Brewery","Stevens Point","WI","Beyond The Pale IPA (Stevens Point Brewery)"
+"2001",2001,0.047,9,2122,"Point Special (2013)","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (2013) (Stevens Point Brewery)"
+"2002",2002,0.047,9,2121,"Point Special (2012)","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (2012) (Stevens Point Brewery)"
+"2003",2003,0.047,9,2115,"Point Special Lager","American Adjunct Lager",131,16,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special Lager (Stevens Point Brewery)"
+"2004",2004,0.062,NA,1450,"St. Benedict's Winter Ale","Winter Warmer",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","St. Benedict's Winter Ale (Stevens Point Brewery)"
+"2005",2005,0.057,15,1357,"Point Oktoberfest","Märzen / Oktoberfest",131,16,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Oktoberfest (Stevens Point Brewery)"
+"2006",2006,0.052,7,1225,"Point Nude Beach Summer Wheat","American Pale Wheat Ale",131,16,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (Stevens Point Brewery)"
+"2007",2007,0.05,7,816,"Point Nude Beach Summer Wheat","American Pale Wheat Ale",131,12,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (Stevens Point Brewery)"
+"2008",2008,0.05,7,772,"Point Nude Beach Summer Wheat (2011)","American Pale Wheat Ale",131,12,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (2011) (Stevens Point Brewery)"
+"2009",2009,0.035,NA,684,"Drop Dead Blonde","American Blonde Ale",131,12,"American Blonde Ale",132,"Stevens Point Brewery","Stevens Point","WI","Drop Dead Blonde (Stevens Point Brewery)"
+"2010",2010,0.049,13,650,"Three Kings Ale","Kölsch",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Three Kings Ale (Stevens Point Brewery)"
+"2011",2011,0.057,15,456,"Point Oktoberfest","Märzen / Oktoberfest",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Oktoberfest (Stevens Point Brewery)"
+"2012",2012,0.054,32,357,"2012 Black Ale","American Brown Ale",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","2012 Black Ale (Stevens Point Brewery)"
+"2013",2013,0.05,7,141,"Point Nude Beach Summer Wheat (2010)","American Pale Wheat Ale",131,12,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (2010) (Stevens Point Brewery)"
+"2014",2014,0.054,33,140,"Point Cascade Pale Ale","American Pale Ale (APA)",131,12,"American Pale Ale (APA)",132,"Stevens Point Brewery","Stevens Point","WI","Point Cascade Pale Ale (Stevens Point Brewery)"
+"2015",2015,0.047,14,139,"Point Amber Classic","American Amber / Red Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Amber Classic (Stevens Point Brewery)"
+"2016",2016,0.047,9,138,"Point Special Lager","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special Lager (Stevens Point Brewery)"
+"2017",2017,0.051,31,953,"Wisco Disco","American Amber / Red Ale",486,16,"American Amber / Red Ale",487,"Stillmank Beer Company","Green Bay","WI","Wisco Disco (Stillmank Beer Company)"
+"2018",2018,0.05,NA,1983,"Brontide","American Black Ale",255,12,NA,256,"Stillwater Artisanal Ales","Baltimore","MD","Brontide (Stillwater Artisanal Ales)"
+"2019",2019,0.05,NA,1631,"Brontide","American Black Ale",255,12,NA,256,"Stillwater Artisanal Ales","Baltimore","MD","Brontide (Stillwater Artisanal Ales)"
+"2020",2020,0.045,NA,1344,"Classique","Saison / Farmhouse Ale",255,12,NA,256,"Stillwater Artisanal Ales","Baltimore","MD","Classique (Stillwater Artisanal Ales)"
+"2021",2021,0.045,NA,922,"Sunsplash Golden Ale (2004)","American Blonde Ale",492,12,"American Blonde Ale",493,"Stone Coast Brewing Company","Portland","ME","Sunsplash Golden Ale (2004) (Stone Coast Brewing Company)"
+"2022",2022,0.051,25,1410,"Sand Island Lighthouse","Kölsch",412,12,NA,413,"Straight to Ale","Huntsville","AL","Sand Island Lighthouse (Straight to Ale)"
+"2023",2023,0.05,30,925,"Lily Flagg Milk Stout","Milk / Sweet Stout",412,12,NA,413,"Straight to Ale","Huntsville","AL","Lily Flagg Milk Stout (Straight to Ale)"
+"2024",2024,0.072,70,637,"Monkeynaut IPA","American IPA",412,12,"American IPA",413,"Straight to Ale","Huntsville","AL","Monkeynaut IPA (Straight to Ale)"
+"2025",2025,0.05,NA,2369,"Straub Beer (Current)","American Adjunct Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","Straub Beer (Current) (Straub Brewery)"
+"2026",2026,0.0409999999999999,8,2233,"American Lager","American Adjunct Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","American Lager (Straub Brewery)"
+"2027",2027,0.0409999999999999,8,2232,"American Amber","American Amber / Red Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","American Amber (Straub Brewery)"
+"2028",2028,0.032,13,2231,"American Light","Light Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","American Light (Straub Brewery)"
+"2029",2029,0.053,49,2352,"Extra Pale Ale","American Pale Ale (APA)",138,12,"American Pale Ale (APA)",139,"Summit Brewing Company","St Paul","MN","Extra Pale Ale (Summit Brewing Company)"
+"2030",2030,0.053,40,2549,"Make It So","Extra Special / Strong Bitter (ESB)",58,12,NA,59,"Summit Brewing Company","St. Paul","MN","Make It So (Summit Brewing Company)"
+"2031",2031,0.047,55,2473,"Hopvale Organic Ale","American Pale Ale (APA)",58,16,"American Pale Ale (APA)",59,"Summit Brewing Company","St. Paul","MN","Hopvale Organic Ale (Summit Brewing Company)"
+"2032",2032,0.083,100,2415,"Unchained #18 Hop Silo","American Double / Imperial IPA",58,16,"American Double / Imperial IPA",59,"Summit Brewing Company","St. Paul","MN","Unchained #18 Hop Silo (Summit Brewing Company)"
+"2033",2033,0.052,29,2605,"Tip Off","Altbier",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Tip Off (Sun King Brewing Company)"
+"2034",2034,0.054,NA,2215,"Java Mac","Scottish Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Java Mac (Sun King Brewing Company)"
+"2035",2035,0.054,23,2164,"Cowbell","American Porter",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Cowbell (Sun King Brewing Company)"
+"2036",2036,0.0579999999999999,20,2085,"Hop Up Offa That Brett (2014)","Belgian Pale Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Hop Up Offa That Brett (2014) (Sun King Brewing Company)"
+"2037",2037,0.083,23,2084,"PV Muckle (2013)","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","PV Muckle (2013) (Sun King Brewing Company)"
+"2038",2038,0.099,36,2083,"Bourbon Barrel Batch 666: Sympathy for the Devil","Belgian Dark Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Batch 666: Sympathy for the Devil (Sun King Brewing Company)"
+"2039",2039,0.09,30,2082,"Whip Fight","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Whip Fight (Sun King Brewing Company)"
+"2040",2040,0.053,23,2081,"Port Barrel Wee Mac","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Port Barrel Wee Mac (Sun King Brewing Company)"
+"2041",2041,0.064,75,2001,"Fistful Of Hops Red","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful Of Hops Red (Sun King Brewing Company)"
+"2042",2042,0.063,75,2000,"Fistful of Hops Orange","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful of Hops Orange (Sun King Brewing Company)"
+"2043",2043,0.064,75,1999,"Fistful Of Hops Blue","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful Of Hops Blue (Sun King Brewing Company)"
+"2044",2044,0.064,75,1996,"Fistful of Hops Green","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful of Hops Green (Sun King Brewing Company)"
+"2045",2045,NA,NA,1948,"30 Min Coma","Belgian IPA",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","30 Min Coma (Sun King Brewing Company)"
+"2046",2046,0.09,30,1656,"Wee Muckle","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Wee Muckle (Sun King Brewing Company)"
+"2047",2047,0.065,55,1599,"Royal Brat","Extra Special / Strong Bitter (ESB)",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Royal Brat (Sun King Brewing Company)"
+"2048",2048,0.075,77,1420,"Grapefruit Jungle (GFJ)","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Grapefruit Jungle (GFJ) (Sun King Brewing Company)"
+"2049",2049,0.0559999999999999,50,1389,"Osiris Pale Ale","American Pale Ale (APA)",25,16,"American Pale Ale (APA)",26,"Sun King Brewing Company","Indianapolis","IN","Osiris Pale Ale (Sun King Brewing Company)"
+"2050",2050,0.099,75,1367,"Bourbon Barrel Aged Timmie","Russian Imperial Stout",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Aged Timmie (Sun King Brewing Company)"
+"2051",2051,0.063,23,1366,"Stupid Sexy Flanders","Flanders Oud Bruin",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Stupid Sexy Flanders (Sun King Brewing Company)"
+"2052",2052,NA,NA,1347,"Bourbon Barrel Cowbell","American Porter",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Cowbell (Sun King Brewing Company)"
+"2053",2053,0.054,NA,1314,"Popcorn Pilsner","German Pilsener",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Popcorn Pilsner (Sun King Brewing Company)"
+"2054",2054,0.071,27,1128,"Ring of Dingle","Irish Dry Stout",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Ring of Dingle (Sun King Brewing Company)"
+"2055",2055,0.054,23,1127,"Bourbon Barrel Wee Mac","Scottish Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Wee Mac (Sun King Brewing Company)"
+"2056",2056,0.099,60,1049,"Bourbon Barrel Johan","English Barleywine",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Johan (Sun King Brewing Company)"
+"2057",2057,0.07,NA,934,"The Deuce","American Brown Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","The Deuce (Sun King Brewing Company)"
+"2058",2058,0.09,24,923,"The Velvet Fog","Quadrupel (Quad)",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","The Velvet Fog (Sun King Brewing Company)"
+"2059",2059,0.055,23,874,"Sun King Oktoberfest","Märzen / Oktoberfest",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Sun King Oktoberfest (Sun King Brewing Company)"
+"2060",2060,0.052,24,739,"Indianapolis Indians Lager","Dortmunder / Export Lager",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Indianapolis Indians Lager (Sun King Brewing Company)"
+"2061",2061,0.052,24,698,"Indians Victory Lager (2012)","Dortmunder / Export Lager",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Indians Victory Lager (2012) (Sun King Brewing Company)"
+"2062",2062,0.08,NA,660,"Chaka","Belgian Strong Pale Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Chaka (Sun King Brewing Company)"
+"2063",2063,0.091,91,651,"Isis","American Double / Imperial IPA",25,16,"American Double / Imperial IPA",26,"Sun King Brewing Company","Indianapolis","IN","Isis (Sun King Brewing Company)"
+"2064",2064,0.09,30,584,"Wee Muckle (2011)","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Wee Muckle (2011) (Sun King Brewing Company)"
+"2065",2065,0.075,77,532,"Grapefruit Jungle (GFJ) (2011)","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Grapefruit Jungle (GFJ) (2011) (Sun King Brewing Company)"
+"2066",2066,0.055,23,526,"Sun King Oktoberfest (2011)","Märzen / Oktoberfest",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Sun King Oktoberfest (2011) (Sun King Brewing Company)"
+"2067",2067,0.099,60,394,"Johan the Barleywine","English Barleywine",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Johan the Barleywine (Sun King Brewing Company)"
+"2068",2068,0.054,23,213,"Wee Mac Scottish-Style Ale","Scottish Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Wee Mac Scottish-Style Ale (Sun King Brewing Company)"
+"2069",2069,0.053,20,55,"Sunlight Cream Ale","Cream Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Sunlight Cream Ale (Sun King Brewing Company)"
+"2070",2070,0.0559999999999999,50,54,"Osiris Pale Ale (2010)","American Pale Ale (APA)",25,16,"American Pale Ale (APA)",26,"Sun King Brewing Company","Indianapolis","IN","Osiris Pale Ale (2010) (Sun King Brewing Company)"
+"2071",2071,0.045,NA,1207,"Dam Lager","American Amber / Red Lager",455,12,NA,456,"Sunken City Brewing Company","Hardy","VA","Dam Lager (Sunken City Brewing Company)"
+"2072",2072,0.07,NA,1206,"Red Clay IPA","American IPA",455,12,"American IPA",456,"Sunken City Brewing Company","Hardy","VA","Red Clay IPA (Sunken City Brewing Company)"
+"2073",2073,0.072,NA,2543,"Todd the Axe Man","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Todd the Axe Man (Surly Brewing Company)"
+"2074",2074,0.057,NA,2409,"Doomtree","Extra Special / Strong Bitter (ESB)",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Doomtree (Surly Brewing Company)"
+"2075",2075,0.099,85,1739,"BLAKKR","American Black Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","BLAKKR (Surly Brewing Company)"
+"2076",2076,0.073,69,1112,"Overrated! West Coast Style IPA","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Overrated! West Coast Style IPA (Surly Brewing Company)"
+"2077",2077,0.075,90,329,"WET","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","WET (Surly Brewing Company)"
+"2078",2078,0.04,37,19,"Bitter Brewer","English Bitter",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Bitter Brewer (Surly Brewing Company)"
+"2079",2079,0.055,34,18,"SurlyFest","Rye Beer",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","SurlyFest (Surly Brewing Company)"
+"2080",2080,0.051,45,17,"Coffee Bender","American Brown Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Coffee Bender (Surly Brewing Company)"
+"2081",2081,0.051,45,16,"Bender","American Brown Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Bender (Surly Brewing Company)"
+"2082",2082,0.0969999999999999,120,15,"Abrasive Ale","American Double / Imperial IPA",61,16,"American Double / Imperial IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Abrasive Ale (Surly Brewing Company)"
+"2083",2083,0.051,20,14,"Hell","Keller Bier / Zwickel Bier",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Hell (Surly Brewing Company)"
+"2084",2084,0.067,33,13,"CynicAle","Saison / Farmhouse Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","CynicAle (Surly Brewing Company)"
+"2085",2085,0.062,99,12,"Furious","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Furious (Surly Brewing Company)"
+"2086",2086,0.073,50,1242,"Big Nose","American IPA",447,12,"American IPA",448,"Swamp Head Brewery","Gainesville","FL","Big Nose (Swamp Head Brewery)"
+"2087",2087,0.05,10,1241,"Cotton Mouth","Witbier",447,12,NA,448,"Swamp Head Brewery","Gainesville","FL","Cotton Mouth (Swamp Head Brewery)"
+"2088",2088,0.0559999999999999,35,1240,"Stump Knocker Pale Ale","American Pale Ale (APA)",447,12,"American Pale Ale (APA)",448,"Swamp Head Brewery","Gainesville","FL","Stump Knocker Pale Ale (Swamp Head Brewery)"
+"2089",2089,0.05,38,1239,"Midnight Oil","Oatmeal Stout",447,12,NA,448,"Swamp Head Brewery","Gainesville","FL","Midnight Oil (Swamp Head Brewery)"
+"2090",2090,0.059,18,1238,"Wild Night","Cream Ale",447,12,NA,448,"Swamp Head Brewery","Gainesville","FL","Wild Night (Swamp Head Brewery)"
+"2091",2091,0.045,NA,1554,"Bermuda Triangle Ginger Beer","Herbed / Spiced Beer",381,12,NA,382,"Swashbuckler Brewing Company","Manheim","PA","Bermuda Triangle Ginger Beer (Swashbuckler Brewing Company)"
+"2092",2092,0.055,35,2568,"Take Two Pils","German Pilsener",49,12,NA,50,"SweetWater Brewing Company","Atlanta","GA","Take Two Pils (SweetWater Brewing Company)"
+"2093",2093,0.057,NA,2551,"Waterkeeper","Hefeweizen",49,12,NA,50,"SweetWater Brewing Company","Atlanta","GA","Waterkeeper (SweetWater Brewing Company)"
+"2094",2094,0.064,NA,1710,"SweetWater IPA","American IPA",49,12,"American IPA",50,"SweetWater Brewing Company","Atlanta","GA","SweetWater IPA (SweetWater Brewing Company)"
+"2095",2095,0.054,NA,1709,"420 Extra Pale Ale","American Pale Ale (APA)",49,12,"American Pale Ale (APA)",50,"SweetWater Brewing Company","Atlanta","GA","420 Extra Pale Ale (SweetWater Brewing Company)"
+"2096",2096,0.08,95,1229,"Dodgy Knight Imperial IPA","American Double / Imperial IPA",449,12,"American Double / Imperial IPA",450,"TailGate Beer","San Diego","CA","Dodgy Knight Imperial IPA (TailGate Beer)"
+"2097",2097,0.05,NA,1164,"TailGate Saison","Saison / Farmhouse Ale",449,12,NA,450,"TailGate Beer","San Diego","CA","TailGate Saison (TailGate Beer)"
+"2098",2098,0.05,44,663,"TailGate IPA","American IPA",449,24,"American IPA",450,"TailGate Beer","San Diego","CA","TailGate IPA (TailGate Beer)"
+"2099",2099,0.05,44,662,"TailGate IPA","American IPA",449,12,"American IPA",450,"TailGate Beer","San Diego","CA","TailGate IPA (TailGate Beer)"
+"2100",2100,0.049,28,623,"TailGate Hefeweizen","Hefeweizen",449,24,NA,450,"TailGate Beer","San Diego","CA","TailGate Hefeweizen (TailGate Beer)"
+"2101",2101,0.05,19,622,"Blacktop Blonde","American Blonde Ale",449,24,"American Blonde Ale",450,"TailGate Beer","San Diego","CA","Blacktop Blonde (TailGate Beer)"
+"2102",2102,0.05,19,362,"Blacktop Blonde","American Blonde Ale",449,12,"American Blonde Ale",450,"TailGate Beer","San Diego","CA","Blacktop Blonde (TailGate Beer)"
+"2103",2103,0.049,28,361,"TailGate Hefeweizen","Hefeweizen",449,12,NA,450,"TailGate Beer","San Diego","CA","TailGate Hefeweizen (TailGate Beer)"
+"2104",2104,0.085,34,2575,"Wooden Rooster","Tripel",45,16.9,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Wooden Rooster (Tallgrass Brewing Company)"
+"2105",2105,0.048,20,2555,"Ginger Peach Saison","Saison / Farmhouse Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Ginger Peach Saison (Tallgrass Brewing Company)"
+"2106",2106,0.062,35,1736,"Zombie Monkie","American Porter",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Zombie Monkie (Tallgrass Brewing Company)"
+"2107",2107,0.0559999999999999,20,1196,"Wild Plum Farmhouse Ale","Saison / Farmhouse Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Wild Plum Farmhouse Ale (Tallgrass Brewing Company)"
+"2108",2108,0.05,20,1063,"Vanilla Bean Buffalo Sweat","Oatmeal Stout",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Vanilla Bean Buffalo Sweat (Tallgrass Brewing Company)"
+"2109",2109,0.068,110,1017,"Ethos IPA","American IPA",45,16,"American IPA",46,"Tallgrass Brewing Company","Manhattan","KS","Ethos IPA (Tallgrass Brewing Company)"
+"2110",2110,0.044,12,1009,"Tallgrass Pub Ale","American Brown Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Tallgrass Pub Ale (Tallgrass Brewing Company)"
+"2111",2111,0.072,93,912,"Oasis","Extra Special / Strong Bitter (ESB)",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Oasis (Tallgrass Brewing Company)"
+"2112",2112,0.05,20,765,"Buffalo Sweat","Milk / Sweet Stout",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Buffalo Sweat (Tallgrass Brewing Company)"
+"2113",2113,0.05,20,676,"Halcyon Unfiltered Wheat","American Pale Wheat Ale",45,16,"American Pale Wheat Ale",46,"Tallgrass Brewing Company","Manhattan","KS","Halcyon Unfiltered Wheat (Tallgrass Brewing Company)"
+"2114",2114,0.052,NA,595,"8-Bit Pale Ale","American Pale Ale (APA)",45,16,"American Pale Ale (APA)",46,"Tallgrass Brewing Company","Manhattan","KS","8-Bit Pale Ale (Tallgrass Brewing Company)"
+"2115",2115,0.085,NA,537,"Velvet Rooster","Tripel",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Velvet Rooster (Tallgrass Brewing Company)"
+"2116",2116,0.05,20,412,"Halcyon Unfiltered Wheat","American Pale Wheat Ale",45,12,"American Pale Wheat Ale",46,"Tallgrass Brewing Company","Manhattan","KS","Halcyon Unfiltered Wheat (Tallgrass Brewing Company)"
+"2117",2117,0.05,16,105,"Köld Lager (2010)","German Pilsener",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Köld Lager (2010) (Tallgrass Brewing Company)"
+"2118",2118,0.072,93,104,"Oasis (2010)","American Double / Imperial IPA",45,16,"American Double / Imperial IPA",46,"Tallgrass Brewing Company","Manhattan","KS","Oasis (2010) (Tallgrass Brewing Company)"
+"2119",2119,0.044,22,103,"Tallgrass Ale","American Brown Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Tallgrass Ale (Tallgrass Brewing Company)"
+"2120",2120,0.05,20,102,"Buffalo Sweat (2010)","Milk / Sweet Stout",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Buffalo Sweat (2010) (Tallgrass Brewing Company)"
+"2121",2121,0.063,60,101,"Tallgrass IPA","American IPA",45,16,"American IPA",46,"Tallgrass Brewing Company","Manhattan","KS","Tallgrass IPA (Tallgrass Brewing Company)"
+"2122",2122,0.068,NA,1433,"Hat Trick Hop IPA","American IPA",409,16,"American IPA",410,"Tamarack Brewing Company","Lakeside","MT","Hat Trick Hop IPA (Tamarack Brewing Company)"
+"2123",2123,0.0559999999999999,NA,1432,"Yard Sale Amber Ale","American Amber / Red Ale",409,16,"American Amber / Red Ale",410,"Tamarack Brewing Company","Lakeside","MT","Yard Sale Amber Ale (Tamarack Brewing Company)"
+"2124",2124,0.055,NA,936,"Loafin Bräu","Altbier",490,16,NA,491,"Tampa Bay Brewing Company","Tampa","FL","Loafin Bräu (Tampa Bay Brewing Company)"
+"2125",2125,0.07,80,544,"Old Elephant Foot IPA","American IPA",490,16,"American IPA",491,"Tampa Bay Brewing Company","Tampa","FL","Old Elephant Foot IPA (Tampa Bay Brewing Company)"
+"2126",2126,0.065,35,2640,"Peck's Porter","American Porter",7,16,NA,8,"Tapistry Brewing","Bridgman","MI","Peck's Porter (Tapistry Brewing)"
+"2127",2127,0.07,NA,2448,"Reactor","American IPA",7,16,"American IPA",8,"Tapistry Brewing","Bridgman","MI","Reactor (Tapistry Brewing)"
+"2128",2128,0.057,NA,2447,"Mr. Orange","Witbier",7,16,NA,8,"Tapistry Brewing","Bridgman","MI","Mr. Orange (Tapistry Brewing)"
+"2129",2129,0.08,22,2601,"Deduction","Dubbel",28,12,NA,29,"Taxman Brewing Company","Bargersville","IN","Deduction (Taxman Brewing Company)"
+"2130",2130,0.057,NA,973,"Face Down Brown Ale","American Brown Ale",480,12,NA,481,"Telluride Brewing Company","Telluride","CO","Face Down Brown Ale (Telluride Brewing Company)"
+"2131",2131,0.064,NA,827,"Tempter IPA","American IPA",480,12,"American IPA",481,"Telluride Brewing Company","Telluride","CO","Tempter IPA (Telluride Brewing Company)"
+"2132",2132,0.055,NA,589,"Bridal Veil Rye Pale Ale","American Pale Ale (APA)",480,12,"American Pale Ale (APA)",481,"Telluride Brewing Company","Telluride","CO","Bridal Veil Rye Pale Ale (Telluride Brewing Company)"
+"2133",2133,0.048,NA,2155,"Smittytown","Extra Special / Strong Bitter (ESB)",210,12,NA,211,"Temperance Beer Company","Evanston","IL","Smittytown (Temperance Beer Company)"
+"2134",2134,0.04,NA,1982,"Greenwood Beach","Fruit / Vegetable Beer",210,12,NA,211,"Temperance Beer Company","Evanston","IL","Greenwood Beach (Temperance Beer Company)"
+"2135",2135,0.066,NA,1939,"Gatecrasher","English India Pale Ale (IPA)",210,12,NA,211,"Temperance Beer Company","Evanston","IL","Gatecrasher (Temperance Beer Company)"
+"2136",2136,0.047,42,1082,"RecreationAle","American Pale Ale (APA)",469,12,"American Pale Ale (APA)",470,"Terrapin Brewing Company","Athens","GA","RecreationAle (Terrapin Brewing Company)"
+"2137",2137,0.055,35,2119,"First Stand","Saison / Farmhouse Ale",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","First Stand (Texian Brewing Co.)"
+"2138",2138,0.063,23,2118,"Battle LIne","American Brown Ale",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","Battle LIne (Texian Brewing Co.)"
+"2139",2139,0.0559999999999999,12,2117,"Broken Bridge","Dunkelweizen",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","Broken Bridge (Texian Brewing Co.)"
+"2140",2140,0.071,69,2116,"Brutus","English India Pale Ale (IPA)",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","Brutus (Texian Brewing Co.)"
+"2141",2141,0.06,NA,1916,"Petit Mutant","American Wild Ale",272,16,NA,273,"The Alchemist","Waterbury","VT","Petit Mutant (The Alchemist)"
+"2142",2142,0.096,NA,1915,"The Crusher","American Double / Imperial IPA",272,16,"American Double / Imperial IPA",273,"The Alchemist","Waterbury","VT","The Crusher (The Alchemist)"
+"2143",2143,0.08,NA,1914,"Beelzebub","American Double / Imperial Stout",272,16,NA,273,"The Alchemist","Waterbury","VT","Beelzebub (The Alchemist)"
+"2144",2144,0.07,NA,1810,"Focal Banger","American IPA",272,16,"American IPA",273,"The Alchemist","Waterbury","VT","Focal Banger (The Alchemist)"
+"2145",2145,0.08,120,1111,"Heady Topper","American Double / Imperial IPA",272,16,"American Double / Imperial IPA",273,"The Alchemist","Waterbury","VT","Heady Topper (The Alchemist)"
+"2146",2146,0.08,120,379,"Heady Topper","American Double / Imperial IPA",272,16,"American Double / Imperial IPA",273,"The Alchemist","Waterbury","VT","Heady Topper (The Alchemist)"
+"2147",2147,0.046,20,1200,"Bomber Mountain Amber Ale (2013)","American Amber / Red Ale",457,12,"American Amber / Red Ale",458,"The Black Tooth Brewing Company","Sheridan","WY","Bomber Mountain Amber Ale (2013) (The Black Tooth Brewing Company)"
+"2148",2148,0.07,75,1199,"Indian Paintbrush IPA","American IPA",457,12,"American IPA",458,"The Black Tooth Brewing Company","Sheridan","WY","Indian Paintbrush IPA (The Black Tooth Brewing Company)"
+"2149",2149,0.048,16,1198,"Saddle Bronc Brown Ale (2013)","English Brown Ale",457,12,NA,458,"The Black Tooth Brewing Company","Sheridan","WY","Saddle Bronc Brown Ale (2013) (The Black Tooth Brewing Company)"
+"2150",2150,0.059,15,1197,"Wagon Box Wheat Beer","American Pale Wheat Ale",457,12,"American Pale Wheat Ale",458,"The Black Tooth Brewing Company","Sheridan","WY","Wagon Box Wheat Beer (The Black Tooth Brewing Company)"
+"2151",2151,0.05,NA,1945,"Birdhouse Pale Ale","Belgian Pale Ale",262,12,NA,263,"The Brewer's Art","Baltimore","MD","Birdhouse Pale Ale (The Brewer's Art)"
+"2152",2152,0.073,NA,1079,"Ozzy","Belgian Pale Ale",262,12,NA,263,"The Brewer's Art","Baltimore","MD","Ozzy (The Brewer's Art)"
+"2153",2153,0.07,NA,94,"Resurrection","Dubbel",262,12,NA,263,"The Brewer's Art","Baltimore","MD","Resurrection (The Brewer's Art)"
+"2154",2154,0.052,16,1748,"Bronx Summer Pale Ale","American Pale Ale (APA)",329,16,"American Pale Ale (APA)",330,"The Bronx Brewery","Bronx","NY","Bronx Summer Pale Ale (The Bronx Brewery)"
+"2155",2155,0.057,46,1747,"Bronx Black Pale Ale","American Black Ale",329,16,NA,330,"The Bronx Brewery","Bronx","NY","Bronx Black Pale Ale (The Bronx Brewery)"
+"2156",2156,0.063,50,1037,"Bronx Pale Ale","American Pale Ale (APA)",329,16,"American Pale Ale (APA)",330,"The Bronx Brewery","Bronx","NY","Bronx Pale Ale (The Bronx Brewery)"
+"2157",2157,0.052,35,2594,"Surfrider","American Pale Ale (APA)",33,16,"American Pale Ale (APA)",34,"The Dudes' Brewing Company","Torrance","CA","Surfrider (The Dudes' Brewing Company)"
+"2158",2158,0.055,NA,2035,"Kolschtal Eddy","Kölsch",33,16,NA,34,"The Dudes' Brewing Company","Torrance","CA","Kolschtal Eddy (The Dudes' Brewing Company)"
+"2159",2159,0.05,NA,2034,"South Bay Session IPA","American IPA",33,16,"American IPA",34,"The Dudes' Brewing Company","Torrance","CA","South Bay Session IPA (The Dudes' Brewing Company)"
+"2160",2160,0.069,34,1562,"Grandma's Pecan","English Brown Ale",33,16,NA,34,"The Dudes' Brewing Company","Torrance","CA","Grandma's Pecan (The Dudes' Brewing Company)"
+"2161",2161,0.099,101,1561,"Double Trunk","American Double / Imperial IPA",33,16,"American Double / Imperial IPA",34,"The Dudes' Brewing Company","Torrance","CA","Double Trunk (The Dudes' Brewing Company)"
+"2162",2162,0.046,45,1749,"Just IPA","American IPA",328,12,"American IPA",329,"The Just Beer Project","Burlington","VT","Just IPA (The Just Beer Project)"
+"2163",2163,0.045,NA,2455,"Lionshead","American Pilsner",90,12,NA,91,"The Lion Brewery","Wilkes-Barre","PA","Lionshead (The Lion Brewery)"
+"2164",2164,NA,NA,963,"Manhattan Gold Lager (1990)","American Amber / Red Lager",484,12,NA,485,"The Manhattan Brewing Company","New York","NY","Manhattan Gold Lager (1990) (The Manhattan Brewing Company)"
+"2165",2165,0.052,NA,2638,"G. B. Russo’s Italian Pistachio Pale Ale","American Pale Ale (APA)",9,16,"American Pale Ale (APA)",10,"The Mitten Brewing Company","Grand Rapids","MI","G. B. Russo’s Italian Pistachio Pale Ale (The Mitten Brewing Company)"
+"2166",2166,0.0579999999999999,NA,1278,"Northern Hawk Owl Amber","American Amber / Red Ale",438,12,"American Amber / Red Ale",439,"The Right Brain Brewery","Traverse City","MI","Northern Hawk Owl Amber (The Right Brain Brewery)"
+"2167",2167,0.059,NA,1277,"CEO Stout","American Stout",438,16,NA,439,"The Right Brain Brewery","Traverse City","MI","CEO Stout (The Right Brain Brewery)"
+"2168",2168,0.047,NA,1276,"Will Power Pale Ale","American Pale Ale (APA)",438,16,"American Pale Ale (APA)",439,"The Right Brain Brewery","Traverse City","MI","Will Power Pale Ale (The Right Brain Brewery)"
+"2169",2169,0.044,NA,1732,"Curious Traveler Shandy","Shandy",334,12,NA,335,"The Traveler Beer Company","Burlington","VT","Curious Traveler Shandy (The Traveler Beer Company)"
+"2170",2170,0.048,18,2347,"Hunny Do Wheat","American Pale Wheat Ale",142,12,"American Pale Wheat Ale",143,"Third Street Brewhouse","Cold Spring","MN","Hunny Do Wheat (Third Street Brewhouse)"
+"2171",2171,0.052,NA,1781,"Three Way Pale Ale","American Pale Ale (APA)",142,12,"American Pale Ale (APA)",143,"Third Street Brewhouse","Cold Spring","MN","Three Way Pale Ale (Third Street Brewhouse)"
+"2172",2172,0.0409999999999999,NA,1780,"Rise to the Top","Cream Ale",142,12,NA,143,"Third Street Brewhouse","Cold Spring","MN","Rise to the Top (Third Street Brewhouse)"
+"2173",2173,0.049,NA,1779,"Lost Trout Brown Ale","American Brown Ale",142,12,NA,143,"Third Street Brewhouse","Cold Spring","MN","Lost Trout Brown Ale (Third Street Brewhouse)"
+"2174",2174,0.051,11,2421,"Watermelon Ale","Fruit / Vegetable Beer",108,12,NA,109,"Thomas Hooker Brewing Company","Bloomfield","CT","Watermelon Ale (Thomas Hooker Brewing Company)"
+"2175",2175,0.04,18,2319,"Knotty Blonde Ale","American Blonde Ale",153,12,"American Blonde Ale",154,"Three Creeks Brewing","Sisters","OR","Knotty Blonde Ale (Three Creeks Brewing)"
+"2176",2176,0.062,40,2317,"Fivepine Chocolate Porter","American Porter",153,12,NA,154,"Three Creeks Brewing","Sisters","OR","Fivepine Chocolate Porter (Three Creeks Brewing)"
+"2177",2177,0.062,82,2316,"Hoodoo Voodoo IPA","American IPA",153,12,"American IPA",154,"Three Creeks Brewing","Sisters","OR","Hoodoo Voodoo IPA (Three Creeks Brewing)"
+"2178",2178,0.053,22,1913,"Hydraulion Red","Irish Red Ale",273,12,NA,274,"Three Notch'd Brewing Company","Charlottesville","VA","Hydraulion Red (Three Notch'd Brewing Company)"
+"2179",2179,0.06,50,1912,"40 Mile IPA","American IPA",273,12,"American IPA",274,"Three Notch'd Brewing Company","Charlottesville","VA","40 Mile IPA (Three Notch'd Brewing Company)"
+"2180",2180,0.055,64,2617,"Citra Faced","American Pale Wheat Ale",21,16,"American Pale Wheat Ale",22,"Three Pints Brewing","Martinsville","IN","Citra Faced (Three Pints Brewing)"
+"2181",2181,0.055,31,2616,"Pole Barn Stout","Oatmeal Stout",21,16,NA,22,"Three Pints Brewing","Martinsville","IN","Pole Barn Stout (Three Pints Brewing)"
+"2182",2182,0.054,37,2615,"Pale","American Pale Ale (APA)",21,16,"American Pale Ale (APA)",22,"Three Pints Brewing","Martinsville","IN","Pale (Three Pints Brewing)"
+"2183",2183,0.053,27,2614,"Yoshi's Nectar","California Common / Steam Beer",21,16,NA,22,"Three Pints Brewing","Martinsville","IN","Yoshi's Nectar (Three Pints Brewing)"
+"2184",2184,0.052,NA,1889,"Leatherhead Red","American Amber / Red Ale",282,12,"American Amber / Red Ale",283,"Thunderhead Brewing Company","Kearney","NE","Leatherhead Red (Thunderhead Brewing Company)"
+"2185",2185,0.065,NA,1222,"Cropduster Mid-American IPA","American IPA",282,12,"American IPA",283,"Thunderhead Brewing Company","Kearney","NE","Cropduster Mid-American IPA (Thunderhead Brewing Company)"
+"2186",2186,0.075,NA,122,"Golden Frau Honey Wheat","Braggot",282,12,NA,283,"Thunderhead Brewing Company","Kearney","NE","Golden Frau Honey Wheat (Thunderhead Brewing Company)"
+"2187",2187,NA,NA,121,"Cornstalker Dark Wheat","American Dark Wheat Ale",282,12,NA,283,"Thunderhead Brewing Company","Kearney","NE","Cornstalker Dark Wheat (Thunderhead Brewing Company)"
+"2188",2188,0.0579999999999999,20,2623,"Cafe Leche","American Porter",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Cafe Leche (Tin Man Brewing Company)"
+"2189",2189,0.052,12,2622,"Damascene Apricot Sour","Fruit / Vegetable Beer",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Damascene Apricot Sour (Tin Man Brewing Company)"
+"2190",2190,0.12,90,2621,"Csar","Russian Imperial Stout",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Csar (Tin Man Brewing Company)"
+"2191",2191,0.055,NA,1817,"Klingon Warnog Roggen Dunkel","Roggenbier",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Klingon Warnog Roggen Dunkel (Tin Man Brewing Company)"
+"2192",2192,0.085,115,1449,"Overlord Imperial IPA","American Double / Imperial IPA",17,16,"American Double / Imperial IPA",18,"Tin Man Brewing Company","Evansville","IN","Overlord Imperial IPA (Tin Man Brewing Company)"
+"2193",2193,0.0579999999999999,36,951,"Alloy","American IPA",17,16,"American IPA",18,"Tin Man Brewing Company","Evansville","IN","Alloy (Tin Man Brewing Company)"
+"2194",2194,0.051,22,950,"Rivet Irish Red Ale","Irish Red Ale",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Rivet Irish Red Ale (Tin Man Brewing Company)"
+"2195",2195,0.052,50,949,"3 Gear Robust Porter","American Porter",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","3 Gear Robust Porter (Tin Man Brewing Company)"
+"2196",2196,0.045,35,948,"Circuit Bohemian Pilsner","Czech Pilsener",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Circuit Bohemian Pilsner (Tin Man Brewing Company)"
+"2197",2197,0.055,NA,2321,"Turnrow Harvest Ale","American Blonde Ale",152,12,"American Blonde Ale",153,"Tin Roof Brewing Company","Baton Rouge","LA","Turnrow Harvest Ale (Tin Roof Brewing Company)"
+"2198",2198,0.07,60,1755,"Juke Joint IPA","American IPA",152,12,"American IPA",153,"Tin Roof Brewing Company","Baton Rouge","LA","Juke Joint IPA (Tin Roof Brewing Company)"
+"2199",2199,0.07,35,1754,"Parade Ground Coffee Porter","American Porter",152,12,NA,153,"Tin Roof Brewing Company","Baton Rouge","LA","Parade Ground Coffee Porter (Tin Roof Brewing Company)"
+"2200",2200,0.05,21,1428,"Tin Roof Watermelon Wheat","Fruit / Vegetable Beer",152,12,NA,153,"Tin Roof Brewing Company","Baton Rouge","LA","Tin Roof Watermelon Wheat (Tin Roof Brewing Company)"
+"2201",2201,0.045,18,529,"Tin Roof Blonde Ale","American Blonde Ale",152,12,"American Blonde Ale",153,"Tin Roof Brewing Company","Baton Rouge","LA","Tin Roof Blonde Ale (Tin Roof Brewing Company)"
+"2202",2202,0.055,37,495,"Voodoo Bengal Pale Ale","American Pale Ale (APA)",152,12,"American Pale Ale (APA)",153,"Tin Roof Brewing Company","Baton Rouge","LA","Voodoo Bengal Pale Ale (Tin Roof Brewing Company)"
+"2203",2203,0.045,28,494,"Perfect Tin Amber","American Amber / Red Ale",152,12,"American Amber / Red Ale",153,"Tin Roof Brewing Company","Baton Rouge","LA","Perfect Tin Amber (Tin Roof Brewing Company)"
+"2204",2204,0.073,87,1856,"IPA & a Half","American IPA",291,12,"American IPA",292,"Tommyknocker Brewery","Idaho Springs","CO","IPA & a Half (Tommyknocker Brewery)"
+"2205",2205,0.055,33,736,"Ornery Amber Lager (2003)","Vienna Lager",291,12,NA,292,"Tommyknocker Brewery","Idaho Springs","CO","Ornery Amber Lager (2003) (Tommyknocker Brewery)"
+"2206",2206,0.05,NA,1027,"Big Island Shandy","Shandy",474,16,NA,475,"Tonka Beer Company","Minnetonka","MN","Big Island Shandy (Tonka Beer Company)"
+"2207",2207,0.068,NA,1026,"Preservation IPA","American IPA",474,16,"American IPA",475,"Tonka Beer Company","Minnetonka","MN","Preservation IPA (Tonka Beer Company)"
+"2208",2208,0.062,72,1938,"Almanac IPA","American IPA",265,12,"American IPA",266,"Tractor Brewing Company","Albuquerque","NM","Almanac IPA (Tractor Brewing Company)"
+"2209",2209,0.065,NA,1937,"Milk Mustachio Stout","Milk / Sweet Stout",265,12,NA,266,"Tractor Brewing Company","Albuquerque","NM","Milk Mustachio Stout (Tractor Brewing Company)"
+"2210",2210,0.06,30,1936,"Farmer's Tan Red Ale","American Amber / Red Ale",265,12,"American Amber / Red Ale",266,"Tractor Brewing Company","Albuquerque","NM","Farmer's Tan Red Ale (Tractor Brewing Company)"
+"2211",2211,0.057,NA,594,"Triangle India Pale Ale","American IPA",524,12,"American IPA",525,"Triangle Brewing Company","Durham","NC","Triangle India Pale Ale (Triangle Brewing Company)"
+"2212",2212,0.05,NA,114,"Triangle White Ale","Witbier",524,12,NA,525,"Triangle Brewing Company","Durham","NC","Triangle White Ale (Triangle Brewing Company)"
+"2213",2213,0.08,NA,113,"Triangle Belgian Golden Ale","Belgian Strong Pale Ale",524,12,NA,525,"Triangle Brewing Company","Durham","NC","Triangle Belgian Golden Ale (Triangle Brewing Company)"
+"2214",2214,0.0819999999999999,NA,2445,"Troegenator","Doppelbock",97,16,NA,98,"Tröegs Brewing Company","Hershey","PA","Troegenator (Tröegs Brewing Company)"
+"2215",2215,0.075,93,2444,"Nugget Nectar","American Amber / Red Ale",97,16,"American Amber / Red Ale",98,"Tröegs Brewing Company","Hershey","PA","Nugget Nectar (Tröegs Brewing Company)"
+"2216",2216,0.045,45,2203,"Sunshine Pils","American Pilsner",97,12,NA,98,"Tröegs Brewing Company","Hershey","PA","Sunshine Pils (Tröegs Brewing Company)"
+"2217",2217,0.0819999999999999,25,1510,"Troegenator Doublebock","Doppelbock",97,16,NA,98,"Tröegs Brewing Company","Hershey","PA","Troegenator Doublebock (Tröegs Brewing Company)"
+"2218",2218,0.075,85,1509,"Perpetual IPA","American IPA",97,12,"American IPA",98,"Tröegs Brewing Company","Hershey","PA","Perpetual IPA (Tröegs Brewing Company)"
+"2219",2219,0.055,52,433,"Greenville Pale Ale","American Pale Ale (APA)",539,12,"American Pale Ale (APA)",540,"Twin Lakes Brewing Company","Greenville","DE","Greenville Pale Ale (Twin Lakes Brewing Company)"
+"2220",2220,0.062,65,641,"Hoppy Boy","American IPA",520,16,"American IPA",521,"Twisted Pine Brewing Company","Boulder","CO","Hoppy Boy (Twisted Pine Brewing Company)"
+"2221",2221,0.054,26,2588,"Cow Creek","American Amber / Red Lager",38,12,NA,39,"Twisted X Brewing Company","Dripping Springs","TX","Cow Creek (Twisted X Brewing Company)"
+"2222",2222,0.075,63,2458,"Chupahopra","American IPA",38,12,"American IPA",39,"Twisted X Brewing Company","Dripping Springs","TX","Chupahopra (Twisted X Brewing Company)"
+"2223",2223,0.051,19,2212,"Twisted X","American Adjunct Lager",38,12,NA,39,"Twisted X Brewing Company","Dripping Springs","TX","Twisted X (Twisted X Brewing Company)"
+"2224",2224,0.0409999999999999,41,2235,"Day Hike Session","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Day Hike Session (Two Beers Brewing Company)"
+"2225",2225,0.048,48,1661,"Trailhead ISA","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Trailhead ISA (Two Beers Brewing Company)"
+"2226",2226,0.052,27,1660,"Immersion Amber","American Amber / Red Ale",190,12,"American Amber / Red Ale",191,"Two Beers Brewing Company","Seattle","WA","Immersion Amber (Two Beers Brewing Company)"
+"2227",2227,0.062,70,1659,"Evo IPA","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Evo IPA (Two Beers Brewing Company)"
+"2228",2228,0.048,NA,1438,"Presidential Pils","Czech Pilsener",190,12,NA,191,"Two Beers Brewing Company","Seattle","WA","Presidential Pils (Two Beers Brewing Company)"
+"2229",2229,0.062,70,1173,"Evolutionary IPA (2012)","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Evolutionary IPA (2012) (Two Beers Brewing Company)"
+"2230",2230,0.057,36,560,"Persnickety Pale","American Pale Ale (APA)",190,12,"American Pale Ale (APA)",191,"Two Beers Brewing Company","Seattle","WA","Persnickety Pale (Two Beers Brewing Company)"
+"2231",2231,0.054,20,519,"SoDo Brown Ale","American Brown Ale",190,12,NA,191,"Two Beers Brewing Company","Seattle","WA","SoDo Brown Ale (Two Beers Brewing Company)"
+"2232",2232,0.052,27,518,"Immersion Amber Ale (2011)","American Amber / Red Ale",190,12,"American Amber / Red Ale",191,"Two Beers Brewing Company","Seattle","WA","Immersion Amber Ale (2011) (Two Beers Brewing Company)"
+"2233",2233,0.062,70,505,"Evolutionary IPA (2011)","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Evolutionary IPA (2011) (Two Beers Brewing Company)"
+"2234",2234,0.048,48,482,"Trailhead India Style Session Ale (2011)","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Trailhead India Style Session Ale (2011) (Two Beers Brewing Company)"
+"2235",2235,0.046,NA,451,"Panorama Wheat Ale","American Pale Wheat Ale",190,12,"American Pale Wheat Ale",191,"Two Beers Brewing Company","Seattle","WA","Panorama Wheat Ale (Two Beers Brewing Company)"
+"2236",2236,0.063,69,2497,"Wobble","American IPA",74,16,"American IPA",75,"Two Brothers Brewing Company","Warrenville","IL","Wobble (Two Brothers Brewing Company)"
+"2237",2237,0.0579999999999999,43,2246,"Night Cat","American Dark Wheat Ale",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Night Cat (Two Brothers Brewing Company)"
+"2238",2238,0.0579999999999999,43,1630,"Night Cat (2014)","American Dark Wheat Ale",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Night Cat (2014) (Two Brothers Brewing Company)"
+"2239",2239,0.051,17,1284,"Dog Days Lager","Dortmunder / Export Lager",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Dog Days Lager (Two Brothers Brewing Company)"
+"2240",2240,0.051,36,1121,"Sidekick Extra Pale Ale","American Pale Ale (APA)",74,12,"American Pale Ale (APA)",75,"Two Brothers Brewing Company","Warrenville","IL","Sidekick Extra Pale Ale (Two Brothers Brewing Company)"
+"2241",2241,0.077,23,1042,"Atom Smasher","Märzen / Oktoberfest",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Atom Smasher (Two Brothers Brewing Company)"
+"2242",2242,0.045,NA,1041,"Testudo","Bière de Garde",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Testudo (Two Brothers Brewing Company)"
+"2243",2243,0.065,NA,1040,"Hobnob B & B Pale Ale","American Pale Ale (APA)",74,12,"American Pale Ale (APA)",75,"Two Brothers Brewing Company","Warrenville","IL","Hobnob B & B Pale Ale (Two Brothers Brewing Company)"
+"2244",2244,0.07,68,861,"Cane and Ebel","American Strong Ale",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Cane and Ebel (Two Brothers Brewing Company)"
+"2245",2245,0.065,NA,642,"Outlaw IPA (2015)","American IPA",74,12,"American IPA",75,"Two Brothers Brewing Company","Warrenville","IL","Outlaw IPA (2015) (Two Brothers Brewing Company)"
+"2246",2246,0.045,NA,2037,"The Gilded Age","Munich Helles Lager",243,12,NA,244,"Two Henrys Brewing Company","Plant City","FL","The Gilded Age (Two Henrys Brewing Company)"
+"2247",2247,0.05,NA,1285,"No Limits Hefeweizen","Hefeweizen",435,16,NA,436,"Two Roads Brewing Company","Stratford","CT","No Limits Hefeweizen (Two Roads Brewing Company)"
+"2248",2248,0.06,NA,1189,"Honeyspot Road White IPA","American White IPA",435,12,NA,436,"Two Roads Brewing Company","Stratford","CT","Honeyspot Road White IPA (Two Roads Brewing Company)"
+"2249",2249,0.072,NA,1171,"Road 2 Ruin Double IPA","American Double / Imperial IPA",435,12,"American Double / Imperial IPA",436,"Two Roads Brewing Company","Stratford","CT","Road 2 Ruin Double IPA (Two Roads Brewing Company)"
+"2250",2250,0.048,NA,1170,"Workers Comp Saison","Saison / Farmhouse Ale",435,12,NA,436,"Two Roads Brewing Company","Stratford","CT","Workers Comp Saison (Two Roads Brewing Company)"
+"2251",2251,0.05,NA,1169,"Ol' Factory Pils","German Pilsener",435,12,NA,436,"Two Roads Brewing Company","Stratford","CT","Ol' Factory Pils (Two Roads Brewing Company)"
+"2252",2252,0.05,10,2310,"PUNK'N","Pumpkin Ale",159,12,NA,160,"Uinta Brewing Company","Salt Lake City","UT","PUNK'N (Uinta Brewing Company)"
+"2253",2253,0.04,22,2100,"Yard Sale Winter Lager","American Amber / Red Lager",159,12,NA,160,"Uinta Brewing Company","Salt Lake City","UT","Yard Sale Winter Lager (Uinta Brewing Company)"
+"2254",2254,0.04,42,1925,"Trader Session IPA","American IPA",159,12,"American IPA",160,"Uinta Brewing Company","Salt Lake City","UT","Trader Session IPA (Uinta Brewing Company)"
+"2255",2255,0.073,83,1723,"Hop Nosh IPA","American IPA",159,12,"American IPA",160,"Uinta Brewing Company","Salt Lake City","UT","Hop Nosh IPA (Uinta Brewing Company)"
+"2256",2256,0.04,17,1212,"SUM'R","American Blonde Ale",159,12,"American Blonde Ale",160,"Uinta Brewing Company","Salt Lake City","UT","SUM'R (Uinta Brewing Company)"
+"2257",2257,0.04,32,1097,"Organic Baba Black Lager","Schwarzbier",159,12,NA,160,"Uinta Brewing Company","Salt Lake City","UT","Organic Baba Black Lager (Uinta Brewing Company)"
+"2258",2258,0.073,82,1089,"Hop Notch IPA (2013)","American IPA",159,12,"American IPA",160,"Uinta Brewing Company","Salt Lake City","UT","Hop Notch IPA (2013) (Uinta Brewing Company)"
+"2259",2259,0.04,34,1088,"Cutthroat Pale Ale","American Pale Ale (APA)",159,12,"American Pale Ale (APA)",160,"Uinta Brewing Company","Salt Lake City","UT","Cutthroat Pale Ale (Uinta Brewing Company)"
+"2260",2260,0.04,29,974,"WYLD Extra Pale Ale","American Pale Ale (APA)",159,12,"American Pale Ale (APA)",160,"Uinta Brewing Company","Salt Lake City","UT","WYLD Extra Pale Ale (Uinta Brewing Company)"
+"2261",2261,0.055,NA,98,"Pilsner Ukiah","German Pilsener",555,12,NA,556,"Ukiah Brewing Company","Ukiah","CA","Pilsner Ukiah (Ukiah Brewing Company)"
+"2262",2262,0.06,75,2372,"The Green Room","American IPA",126,16,"American IPA",127,"Uncle Billy's Brewery and Smokeh...","Austin","TX","The Green Room (Uncle Billy's Brewery and Smokeh...)"
+"2263",2263,0.047,25,2367,"Humbucker Helles","Maibock / Helles Bock",126,16,NA,127,"Uncle Billy's Brewery and Smokeh...","Austin","TX","Humbucker Helles (Uncle Billy's Brewery and Smokeh...)"
+"2264",2264,0.065,NA,1704,"Uncle John's Apple Cherry Cider","Cider",338,16,NA,339,"Uncle John's Fruit House Winery","St. John's","MI","Uncle John's Apple Cherry Cider (Uncle John's Fruit House Winery)"
+"2265",2265,0.065,NA,1703,"Uncle John's Apricot Apple Cider","Cider",338,16,NA,339,"Uncle John's Fruit House Winery","St. John's","MI","Uncle John's Apricot Apple Cider (Uncle John's Fruit House Winery)"
+"2266",2266,0.065,NA,877,"Draught Hard Apple Cider","Cider",338,16,NA,339,"Uncle John's Fruit House Winery","St. John's","MI","Draught Hard Apple Cider (Uncle John's Fruit House Winery)"
+"2267",2267,0.001,NA,606,"Scotty K NA","Low Alcohol Beer",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Scotty K NA (Uncommon Brewers)"
+"2268",2268,0.068,NA,543,"Bacon Brown Ale","American Brown Ale",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Bacon Brown Ale (Uncommon Brewers)"
+"2269",2269,0.064,NA,347,"Golden State Ale","Belgian Pale Ale",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Golden State Ale (Uncommon Brewers)"
+"2270",2270,0.078,NA,346,"Baltic Porter","Baltic Porter",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Baltic Porter (Uncommon Brewers)"
+"2271",2271,0.085,NA,25,"Siamese twin","Dubbel",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Siamese twin (Uncommon Brewers)"
+"2272",2272,0.085,90,2507,"Double Duckpin","American Double / Imperial IPA",71,12,"American Double / Imperial IPA",72,"Union Craft Brewing","Baltimore","MD","Double Duckpin (Union Craft Brewing)"
+"2273",2273,0.042,10,2506,"Old Pro","Gose",71,12,NA,72,"Union Craft Brewing","Baltimore","MD","Old Pro (Union Craft Brewing)"
+"2274",2274,0.055,NA,829,"Duckpin Pale Ale","American Pale Ale (APA)",71,12,"American Pale Ale (APA)",72,"Union Craft Brewing","Baltimore","MD","Duckpin Pale Ale (Union Craft Brewing)"
+"2275",2275,0.06,NA,582,"Balt Altbier","Altbier",71,12,NA,72,"Union Craft Brewing","Baltimore","MD","Balt Altbier (Union Craft Brewing)"
+"2276",2276,0.045,50,2190,"Campside Session IPA","American IPA",202,16,"American IPA",203,"Upland Brewing Company","Bloomington","IN","Campside Session IPA (Upland Brewing Company)"
+"2277",2277,0.045,15,1951,"Upland Wheat Ale","Witbier",202,16,NA,203,"Upland Brewing Company","Bloomington","IN","Upland Wheat Ale (Upland Brewing Company)"
+"2278",2278,0.06,NA,1950,"Dragonfly IPA","American IPA",202,16,"American IPA",203,"Upland Brewing Company","Bloomington","IN","Dragonfly IPA (Upland Brewing Company)"
+"2279",2279,0.128,NA,2565,"Lee Hill Series Vol. 5 - Belgian Style Quadrupel Ale","Quadrupel (Quad)",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 5 - Belgian Style Quadrupel Ale (Upslope Brewing Company)"
+"2280",2280,0.104,NA,2564,"Lee Hill Series Vol. 4 - Manhattan Style Rye Ale","Rye Beer",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 4 - Manhattan Style Rye Ale (Upslope Brewing Company)"
+"2281",2281,0.068,24,2563,"Lee Hill Series Vol. 2 - Wild Saison","American Wild Ale",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 2 - Wild Saison (Upslope Brewing Company)"
+"2282",2282,0.099,51,2562,"Lee Hill Series Vol. 3 - Barrel Aged Imperial Stout","American Double / Imperial Stout",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 3 - Barrel Aged Imperial Stout (Upslope Brewing Company)"
+"2283",2283,0.076,NA,2561,"Lee Hill Series Vol. 1 - Barrel Aged Brown Ale","American Brown Ale",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 1 - Barrel Aged Brown Ale (Upslope Brewing Company)"
+"2284",2284,0.06,NA,2560,"Blood Orange Saison","Saison / Farmhouse Ale",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Blood Orange Saison (Upslope Brewing Company)"
+"2285",2285,0.065,33,1932,"Thai Style White IPA","American White IPA",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Thai Style White IPA (Upslope Brewing Company)"
+"2286",2286,0.075,30,1853,"Ferus Fluxus Wild Belgian Pale Ale","American Wild Ale",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Ferus Fluxus Wild Belgian Pale Ale (Upslope Brewing Company)"
+"2287",2287,0.099,90,1315,"Upslope Imperial India Pale Ale","American Double / Imperial IPA",51,19.2,"American Double / Imperial IPA",52,"Upslope Brewing Company","Boulder","CO","Upslope Imperial India Pale Ale (Upslope Brewing Company)"
+"2288",2288,0.0819999999999999,NA,907,"Upslope Christmas Ale","Winter Warmer",51,16,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Christmas Ale (Upslope Brewing Company)"
+"2289",2289,0.077,NA,906,"Upslope Pumpkin Ale","Pumpkin Ale",51,16,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Pumpkin Ale (Upslope Brewing Company)"
+"2290",2290,0.075,30,683,"Upslope Belgian Style Pale Ale","Belgian Pale Ale",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Belgian Style Pale Ale (Upslope Brewing Company)"
+"2291",2291,0.069,NA,614,"Upslope Foreign Style Stout","Foreign / Export Stout",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Foreign Style Stout (Upslope Brewing Company)"
+"2292",2292,0.048,15,466,"Top Rope Mexican-style Craft Lager","Vienna Lager",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Top Rope Mexican-style Craft Lager (Upslope Brewing Company)"
+"2293",2293,0.048,22,444,"Upslope Craft Lager","Vienna Lager",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Craft Lager (Upslope Brewing Company)"
+"2294",2294,0.067,NA,345,"Upslope Brown Ale","English Brown Ale",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Brown Ale (Upslope Brewing Company)"
+"2295",2295,0.0579999999999999,NA,80,"Upslope Pale Ale","American Pale Ale (APA)",51,12,"American Pale Ale (APA)",52,"Upslope Brewing Company","Boulder","CO","Upslope Pale Ale (Upslope Brewing Company)"
+"2296",2296,0.072,NA,79,"Upslope India Pale Ale","American IPA",51,12,"American IPA",52,"Upslope Brewing Company","Boulder","CO","Upslope India Pale Ale (Upslope Brewing Company)"
+"2297",2297,0.053,22,382,"Common Sense Kentucky Common Ale","American Brown Ale",546,16,NA,547,"Upstate Brewing Company","Elmira","NY","Common Sense Kentucky Common Ale (Upstate Brewing Company)"
+"2298",2298,0.065,70,381,"Upstate I.P.W.","American IPA",546,12,"American IPA",547,"Upstate Brewing Company","Elmira","NY","Upstate I.P.W. (Upstate Brewing Company)"
+"2299",2299,0.04,NA,1826,"Squatters Full Suspension Pale Ale","American Pale Ale (APA)",302,12,"American Pale Ale (APA)",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Full Suspension Pale Ale (Utah Brewers Cooperative)"
+"2300",2300,0.09,75,1825,"Squatters Hop Rising Double IPA","American Double / Imperial IPA",302,12,"American Double / Imperial IPA",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Hop Rising Double IPA (Utah Brewers Cooperative)"
+"2301",2301,0.08,NA,1824,"Devastator Double Bock","Doppelbock",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Devastator Double Bock (Utah Brewers Cooperative)"
+"2302",2302,0.06,NA,1823,"Wasatch Ghostrider White IPA","American White IPA",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Wasatch Ghostrider White IPA (Utah Brewers Cooperative)"
+"2303",2303,0.06,NA,1682,"Wasatch Ghostrider White IPA (2014)","American White IPA",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Wasatch Ghostrider White IPA (2014) (Utah Brewers Cooperative)"
+"2304",2304,0.04,NA,1681,"Wasatch Apricot Hefeweizen","Fruit / Vegetable Beer",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Wasatch Apricot Hefeweizen (Utah Brewers Cooperative)"
+"2305",2305,0.09,75,1680,"Squatters Hop Rising Double IPA (2014)","American Double / Imperial IPA",302,12,"American Double / Imperial IPA",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Hop Rising Double IPA (2014) (Utah Brewers Cooperative)"
+"2306",2306,0.04,NA,1679,"Squatters Full Suspension Pale Ale","American Pale Ale (APA)",302,12,"American Pale Ale (APA)",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Full Suspension Pale Ale (Utah Brewers Cooperative)"
+"2307",2307,0.068,NA,2245,"Nunica Pine","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Nunica Pine (Vander Mill Ciders)"
+"2308",2308,0.069,NA,2244,"Ginger Peach","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Ginger Peach (Vander Mill Ciders)"
+"2309",2309,0.068,NA,1378,"Totally Roasted","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Totally Roasted (Vander Mill Ciders)"
+"2310",2310,0.068,NA,1377,"Blue Gold","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Blue Gold (Vander Mill Ciders)"
+"2311",2311,0.068,NA,1376,"Hard Apple","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Hard Apple (Vander Mill Ciders)"
+"2312",2312,0.052,NA,2411,"Nitro Can Coffee Stout","American Stout",113,12,NA,114,"Vault Brewing Company","Yardley","PA","Nitro Can Coffee Stout (Vault Brewing Company)"
+"2313",2313,0.092,25,1770,"Voodoo Love Child","Tripel",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Voodoo Love Child (Voodoo Brewery)"
+"2314",2314,0.079,23,1769,"White Magick of the Sun","Witbier",322,12,NA,323,"Voodoo Brewery","Meadville","PA","White Magick of the Sun (Voodoo Brewery)"
+"2315",2315,0.075,31,1730,"Wynona's Big Brown Ale","American Brown Ale",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Wynona's Big Brown Ale (Voodoo Brewery)"
+"2316",2316,0.092,25,1729,"Gran Met","Belgian Strong Pale Ale",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Gran Met (Voodoo Brewery)"
+"2317",2317,0.073,85,1603,"Good Vibes IPA","American IPA",322,12,"American IPA",323,"Voodoo Brewery","Meadville","PA","Good Vibes IPA (Voodoo Brewery)"
+"2318",2318,0.075,85,1488,"Pilzilla","American Double / Imperial Pilsner",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Pilzilla (Voodoo Brewery)"
+"2319",2319,0.04,37,1846,"Wachusett Light IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Wachusett Light IPA (Wachusett Brewing Company)"
+"2320",2320,0.06,55,1845,"Green Monsta IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Green Monsta IPA (Wachusett Brewing Company)"
+"2321",2321,0.0559999999999999,50,1844,"Wachusett IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Wachusett IPA (Wachusett Brewing Company)"
+"2322",2322,0.047,NA,1843,"Strawberry White","Witbier",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Strawberry White (Wachusett Brewing Company)"
+"2323",2323,0.085,85,1418,"Larry Imperial IPA","American Double / Imperial IPA",295,12,"American Double / Imperial IPA",296,"Wachusett Brewing Company","Westminster","MA","Larry Imperial IPA (Wachusett Brewing Company)"
+"2324",2324,0.047,NA,1038,"Wachusett Summer","American Pale Wheat Ale",295,12,"American Pale Wheat Ale",296,"Wachusett Brewing Company","Westminster","MA","Wachusett Summer (Wachusett Brewing Company)"
+"2325",2325,0.051,17,1030,"Country Pale Ale","English Pale Ale",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Country Pale Ale (Wachusett Brewing Company)"
+"2326",2326,0.04,37,1029,"Wachusett Light IPA (2013)","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Wachusett Light IPA (2013) (Wachusett Brewing Company)"
+"2327",2327,0.052,20,908,"Pumpkan","Pumpkin Ale",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Pumpkan (Wachusett Brewing Company)"
+"2328",2328,0.045,10,619,"Wachusett Blueberry Ale","Fruit / Vegetable Beer",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Wachusett Blueberry Ale (Wachusett Brewing Company)"
+"2329",2329,0.06,55,618,"Green Monsta IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Green Monsta IPA (Wachusett Brewing Company)"
+"2330",2330,0.047,NA,780,"T-6 Red Ale (2004)","American Amber / Red Ale",506,12,"American Amber / Red Ale",507,"Warbird Brewing Company","Fort Wayne","IN","T-6 Red Ale (2004) (Warbird Brewing Company)"
+"2331",2331,0.052,67,2450,"Self Starter","American IPA",94,16,"American IPA",95,"Warped Wing Brewing Company","Dayton","OH","Self Starter (Warped Wing Brewing Company)"
+"2332",2332,0.054,20,2223,"Ermal's","Cream Ale",94,16,NA,95,"Warped Wing Brewing Company","Dayton","OH","Ermal's (Warped Wing Brewing Company)"
+"2333",2333,0.07,NA,2222,"10 Ton","Oatmeal Stout",94,16,NA,95,"Warped Wing Brewing Company","Dayton","OH","10 Ton (Warped Wing Brewing Company)"
+"2334",2334,0.07,NA,2221,"Flyin' Rye","American IPA",94,16,"American IPA",95,"Warped Wing Brewing Company","Dayton","OH","Flyin' Rye (Warped Wing Brewing Company)"
+"2335",2335,0.09,NA,2439,"Christmas Ale","Herbed / Spiced Beer",100,12,NA,101,"West Sixth Brewing","Lexington","KY","Christmas Ale (West Sixth Brewing)"
+"2336",2336,0.07,NA,2356,"Pay It Forward Cocoa Porter","American Porter",100,12,NA,101,"West Sixth Brewing","Lexington","KY","Pay It Forward Cocoa Porter (West Sixth Brewing)"
+"2337",2337,0.055,NA,1069,"West Sixth Amber Ale","American Amber / Red Ale",100,12,"American Amber / Red Ale",101,"West Sixth Brewing","Lexington","KY","West Sixth Amber Ale (West Sixth Brewing)"
+"2338",2338,NA,NA,652,"West Sixth IPA","American IPA",100,12,"American IPA",101,"West Sixth Brewing","Lexington","KY","West Sixth IPA (West Sixth Brewing)"
+"2339",2339,0.055,NA,1542,"One Claw","American Pale Ale (APA)",384,12,"American Pale Ale (APA)",385,"Westbrook Brewing Company","Mt. Pleasant","SC","One Claw (Westbrook Brewing Company)"
+"2340",2340,0.04,5,1312,"Westbrook Gose","Gose",384,12,NA,385,"Westbrook Brewing Company","Mt. Pleasant","SC","Westbrook Gose (Westbrook Brewing Company)"
+"2341",2341,0.05,16,576,"White Thai","Witbier",384,12,NA,385,"Westbrook Brewing Company","Mt. Pleasant","SC","White Thai (Westbrook Brewing Company)"
+"2342",2342,0.068,65,575,"Westbrook IPA","American IPA",384,12,"American IPA",385,"Westbrook Brewing Company","Mt. Pleasant","SC","Westbrook IPA (Westbrook Brewing Company)"
+"2343",2343,0.057,22,1645,"Westfield Octoberfest","Märzen / Oktoberfest",351,12,NA,352,"Westfield River Brewing Company","Westfield","MA","Westfield Octoberfest (Westfield River Brewing Company)"
+"2344",2344,0.052,NA,1551,"Pop's Old Fashioned Lager","American Amber / Red Lager",351,12,NA,352,"Westfield River Brewing Company","Westfield","MA","Pop's Old Fashioned Lager (Westfield River Brewing Company)"
+"2345",2345,0.0579999999999999,55,1550,"Charlie in the Rye","American IPA",351,12,"American IPA",352,"Westfield River Brewing Company","Westfield","MA","Charlie in the Rye (Westfield River Brewing Company)"
+"2346",2346,NA,NA,2364,"Royal Lager","American Pale Lager",132,16,NA,133,"Weston Brewing Company","Weston","MO","Royal Lager (Weston Brewing Company)"
+"2347",2347,0.08,NA,2348,"Rip Van Winkle (Current)","Bock",132,12,NA,133,"Weston Brewing Company","Weston","MO","Rip Van Winkle (Current) (Weston Brewing Company)"
+"2348",2348,NA,NA,2344,"O’Malley’s Stout","English Stout",132,12,NA,133,"Weston Brewing Company","Weston","MO","O’Malley’s Stout (Weston Brewing Company)"
+"2349",2349,0.075,89,2343,"O’Malley’s IPA","American IPA",132,12,"American IPA",133,"Weston Brewing Company","Weston","MO","O’Malley’s IPA (Weston Brewing Company)"
+"2350",2350,NA,NA,2342,"O’Malley’s Irish Style Cream Ale","Cream Ale",132,12,NA,133,"Weston Brewing Company","Weston","MO","O’Malley’s Irish Style Cream Ale (Weston Brewing Company)"
+"2351",2351,0.049,28,2341,"L'il Lucy's Hot Pepper Ale","Chile Beer",132,12,NA,133,"Weston Brewing Company","Weston","MO","L'il Lucy's Hot Pepper Ale (Weston Brewing Company)"
+"2352",2352,0.052,NA,2340,"Drop Kick Ale","American Amber / Red Ale",132,12,"American Amber / Red Ale",133,"Weston Brewing Company","Weston","MO","Drop Kick Ale (Weston Brewing Company)"
+"2353",2353,0.055,NA,2573,"Raspberry Berliner Weisse","Berliner Weissbier",47,12,NA,48,"White Birch Brewing","Hooksett","NH","Raspberry Berliner Weisse (White Birch Brewing)"
+"2354",2354,0.05,NA,2572,"Hop Session","American IPA",47,12,"American IPA",48,"White Birch Brewing","Hooksett","NH","Hop Session (White Birch Brewing)"
+"2355",2355,0.055,NA,2571,"Blueberry Berliner Weisse","Berliner Weissbier",47,12,NA,48,"White Birch Brewing","Hooksett","NH","Blueberry Berliner Weisse (White Birch Brewing)"
+"2356",2356,0.055,NA,2570,"Berliner Weisse","Berliner Weissbier",47,12,NA,48,"White Birch Brewing","Hooksett","NH","Berliner Weisse (White Birch Brewing)"
+"2357",2357,0.06,NA,1498,"Super G IPA","American IPA",396,16,"American IPA",397,"White Flame Brewing Company","Hudsonville","MI","Super G IPA (White Flame Brewing Company)"
+"2358",2358,0.049,30,1838,"Hefe Lemon","Radler",296,12,NA,297,"Widmer Brothers Brewing Company","Portland","OR","Hefe Lemon (Widmer Brothers Brewing Company)"
+"2359",2359,0.049,30,1837,"Hefe Black","Hefeweizen",296,12,NA,297,"Widmer Brothers Brewing Company","Portland","OR","Hefe Black (Widmer Brothers Brewing Company)"
+"2360",2360,0.049,30,1836,"Widmer Brothers Hefeweizen","Hefeweizen",296,12,NA,297,"Widmer Brothers Brewing Company","Portland","OR","Widmer Brothers Hefeweizen (Widmer Brothers Brewing Company)"
+"2361",2361,0.0819999999999999,100,1619,"Hop Slayer Double IPA","American Double / Imperial IPA",361,12,"American Double / Imperial IPA",362,"Wild Onion Brewing Company","Lake Barrington","IL","Hop Slayer Double IPA (Wild Onion Brewing Company)"
+"2362",2362,0.045,NA,1618,"Pumpkin Ale","Pumpkin Ale",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Pumpkin Ale (Wild Onion Brewing Company)"
+"2363",2363,0.05,NA,1364,"Big Bowl Blonde Ale","American Brown Ale",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Big Bowl Blonde Ale (Wild Onion Brewing Company)"
+"2364",2364,0.052,27,971,"Phat Chance","American Blonde Ale",361,12,"American Blonde Ale",362,"Wild Onion Brewing Company","Lake Barrington","IL","Phat Chance (Wild Onion Brewing Company)"
+"2365",2365,0.0819999999999999,100,740,"Hop Slayer Double IPA (2011)","American Double / Imperial IPA",361,12,"American Double / Imperial IPA",362,"Wild Onion Brewing Company","Lake Barrington","IL","Hop Slayer Double IPA (2011) (Wild Onion Brewing Company)"
+"2366",2366,0.0819999999999999,100,430,"Hop Slayer Double IPA (2011)","American Double / Imperial IPA",361,12,"American Double / Imperial IPA",362,"Wild Onion Brewing Company","Lake Barrington","IL","Hop Slayer Double IPA (2011) (Wild Onion Brewing Company)"
+"2367",2367,0.042,13,398,"Wild Onion Summer Wit","Witbier",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Wild Onion Summer Wit (Wild Onion Brewing Company)"
+"2368",2368,0.06,23,366,"Jack Stout","Oatmeal Stout",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Jack Stout (Wild Onion Brewing Company)"
+"2369",2369,0.045,NA,334,"Wild Onion Pumpkin Ale (2010)","Pumpkin Ale",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Wild Onion Pumpkin Ale (2010) (Wild Onion Brewing Company)"
+"2370",2370,0.0559999999999999,41,162,"Paddy Pale Ale","American Pale Ale (APA)",361,12,"American Pale Ale (APA)",362,"Wild Onion Brewing Company","Lake Barrington","IL","Paddy Pale Ale (Wild Onion Brewing Company)"
+"2371",2371,0.068,21,2253,"Blonde Hunny","Belgian Pale Ale",181,12,NA,182,"Wild Wolf Brewing Company","Nellysford","VA","Blonde Hunny (Wild Wolf Brewing Company)"
+"2372",2372,0.057,20,1318,"Wild Wolf Wee Heavy Scottish Style Ale","Scotch Ale / Wee Heavy",181,12,NA,182,"Wild Wolf Brewing Company","Nellysford","VA","Wild Wolf Wee Heavy Scottish Style Ale (Wild Wolf Brewing Company)"
+"2373",2373,0.045,25,1195,"Wild Wolf American Pilsner","American Pilsner",181,12,NA,182,"Wild Wolf Brewing Company","Nellysford","VA","Wild Wolf American Pilsner (Wild Wolf Brewing Company)"
+"2374",2374,0.051,45,1194,"Alpha Ale","American Pale Ale (APA)",181,12,"American Pale Ale (APA)",182,"Wild Wolf Brewing Company","Nellysford","VA","Alpha Ale (Wild Wolf Brewing Company)"
+"2375",2375,0.054,NA,826,"Mystical Stout","Irish Dry Stout",499,16,NA,500,"Wildwood Brewing Company","Stevensville","MT","Mystical Stout (Wildwood Brewing Company)"
+"2376",2376,0.075,NA,825,"Bodacious Bock","Bock",499,16,NA,500,"Wildwood Brewing Company","Stevensville","MT","Bodacious Bock (Wildwood Brewing Company)"
+"2377",2377,0.05,NA,813,"Ambitious Lager","Munich Helles Lager",499,16,NA,500,"Wildwood Brewing Company","Stevensville","MT","Ambitious Lager (Wildwood Brewing Company)"
+"2378",2378,0.072,NA,324,"Wyoming Pale Ale","American Pale Ale (APA)",550,16,"American Pale Ale (APA)",551,"Wind River Brewing Company","Pinedale","WY","Wyoming Pale Ale (Wind River Brewing Company)"
+"2379",2379,0.05,NA,323,"Wind River Blonde Ale","American Blonde Ale",550,16,"American Blonde Ale",551,"Wind River Brewing Company","Pinedale","WY","Wind River Blonde Ale (Wind River Brewing Company)"
+"2380",2380,0.074,83,762,"Ace IPA","American IPA",509,16,"American IPA",510,"Wingman Brewers","Tacoma","WA","Ace IPA (Wingman Brewers)"
+"2381",2381,0.08,31,761,"P-51 Porter","American Porter",509,16,NA,510,"Wingman Brewers","Tacoma","WA","P-51 Porter (Wingman Brewers)"
+"2382",2382,0.055,NA,2149,"#001 Golden Amber Lager","American Amber / Red Lager",211,12,NA,212,"Wisconsin Brewing Company","Verona","WI","#001 Golden Amber Lager (Wisconsin Brewing Company)"
+"2383",2383,0.071,60,2148,"#002 American I.P.A.","American IPA",211,12,"American IPA",212,"Wisconsin Brewing Company","Verona","WI","#002 American I.P.A. (Wisconsin Brewing Company)"
+"2384",2384,0.052,NA,2147,"#003 Brown & Robust Porter","American Porter",211,12,NA,212,"Wisconsin Brewing Company","Verona","WI","#003 Brown & Robust Porter (Wisconsin Brewing Company)"
+"2385",2385,0.048,38,2146,"#004 Session I.P.A.","American IPA",211,12,"American IPA",212,"Wisconsin Brewing Company","Verona","WI","#004 Session I.P.A. (Wisconsin Brewing Company)"
+"2386",2386,0.059,NA,2047,"Tarasque","Saison / Farmhouse Ale",239,12,NA,240,"Wiseacre Brewing Company","Memphis","TN","Tarasque (Wiseacre Brewing Company)"
+"2387",2387,0.062,61,1470,"Ananda India Pale Ale","American IPA",239,12,"American IPA",240,"Wiseacre Brewing Company","Memphis","TN","Ananda India Pale Ale (Wiseacre Brewing Company)"
+"2388",2388,0.045,23,1469,"Tiny Bomb","American Pilsner",239,12,NA,240,"Wiseacre Brewing Company","Memphis","TN","Tiny Bomb (Wiseacre Brewing Company)"
+"2389",2389,0.0579999999999999,72,2627,"Train Hopper","American IPA",14,12,"American IPA",15,"Witch's Hat Brewing Company","South Lyon","MI","Train Hopper (Witch's Hat Brewing Company)"
+"2390",2390,0.045,NA,2626,"Edward’s Portly Brown","American Brown Ale",14,12,NA,15,"Witch's Hat Brewing Company","South Lyon","MI","Edward’s Portly Brown (Witch's Hat Brewing Company)"
+"2391",2391,0.059,135,1676,"Troopers Alley IPA","American IPA",344,12,"American IPA",345,"Wolf Hills Brewing Company","Abingdon","VA","Troopers Alley IPA (Wolf Hills Brewing Company)"
+"2392",2392,0.047,15,1468,"Wolverine Premium Lager","American Pale Lager",402,12,NA,403,"Wolverine State Brewing Company","Ann Arbor","MI","Wolverine Premium Lager (Wolverine State Brewing Company)"
+"2393",2393,0.05,NA,822,"Woodchuck Amber Hard Cider","Cider",501,12,NA,502,"Woodchuck Hard Cider","Middlebury","VT","Woodchuck Amber Hard Cider (Woodchuck Hard Cider)"
+"2394",2394,0.065,82,2417,"4000 Footer IPA","American IPA",109,12,"American IPA",110,"Woodstock Inn, Station & Brewery","North Woodstock","NH","4000 Footer IPA (Woodstock Inn, Station & Brewery)"
+"2395",2395,0.0279999999999999,15,2306,"Summer Brew","American Pilsner",109,12,NA,110,"Woodstock Inn, Station & Brewery","North Woodstock","NH","Summer Brew (Woodstock Inn, Station & Brewery)"
+"2396",2396,0.065,69,1697,"Be Hoppy IPA","American IPA",339,16,"American IPA",340,"Wormtown Brewery","Worcester","MA","Be Hoppy IPA (Wormtown Brewery)"
+"2397",2397,0.069,69,2194,"Worthy IPA","American IPA",199,12,"American IPA",200,"Worthy Brewing Company","Bend","OR","Worthy IPA (Worthy Brewing Company)"
+"2398",2398,0.045,25,1514,"Easy Day Kolsch","Kölsch",199,12,NA,200,"Worthy Brewing Company","Bend","OR","Easy Day Kolsch (Worthy Brewing Company)"
+"2399",2399,0.077,30,1513,"Lights Out Vanilla Cream Extra Stout","American Double / Imperial IPA",199,12,"American Double / Imperial IPA",200,"Worthy Brewing Company","Bend","OR","Lights Out Vanilla Cream Extra Stout (Worthy Brewing Company)"
+"2400",2400,0.069,69,1512,"Worthy IPA (2013)","American IPA",199,12,"American IPA",200,"Worthy Brewing Company","Bend","OR","Worthy IPA (2013) (Worthy Brewing Company)"
+"2401",2401,0.06,50,1511,"Worthy Pale","American Pale Ale (APA)",199,12,"American Pale Ale (APA)",200,"Worthy Brewing Company","Bend","OR","Worthy Pale (Worthy Brewing Company)"
+"2402",2402,0.042,NA,1345,"Patty's Chile Beer","Chile Beer",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Patty's Chile Beer (Wynkoop Brewing Company)"
+"2403",2403,0.0819999999999999,NA,1316,"Colorojo Imperial Red Ale","American Strong Ale",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Colorojo Imperial Red Ale (Wynkoop Brewing Company)"
+"2404",2404,0.055,NA,1045,"Wynkoop Pumpkin Ale","Pumpkin Ale",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Wynkoop Pumpkin Ale (Wynkoop Brewing Company)"
+"2405",2405,0.075,NA,1035,"Rocky Mountain Oyster Stout","American Stout",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Rocky Mountain Oyster Stout (Wynkoop Brewing Company)"
+"2406",2406,0.067,45,928,"Belgorado","Belgian IPA",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Belgorado (Wynkoop Brewing Company)"
+"2407",2407,0.052,NA,807,"Rail Yard Ale","American Amber / Red Ale",424,12,"American Amber / Red Ale",425,"Wynkoop Brewing Company","Denver","CO","Rail Yard Ale (Wynkoop Brewing Company)"
+"2408",2408,0.055,NA,620,"B3K Black Lager","Schwarzbier",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","B3K Black Lager (Wynkoop Brewing Company)"
+"2409",2409,0.055,40,145,"Silverback Pale Ale","American Pale Ale (APA)",424,12,"American Pale Ale (APA)",425,"Wynkoop Brewing Company","Denver","CO","Silverback Pale Ale (Wynkoop Brewing Company)"
+"2410",2410,0.052,NA,84,"Rail Yard Ale (2009)","American Amber / Red Ale",424,12,"American Amber / Red Ale",425,"Wynkoop Brewing Company","Denver","CO","Rail Yard Ale (2009) (Wynkoop Brewing Company)"
diff --git a/assets/ktu.png b/assets/ktu.png
new file mode 100644
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diff --git a/examples/Lab1.ipynb b/examples/Lab1.ipynb
new file mode 100644
index 0000000..67d4b14
--- /dev/null
+++ b/examples/Lab1.ipynb
@@ -0,0 +1,660 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f304a25f-fb7b-4bd1-9bdc-a04bb593fe58",
+   "metadata": {
+    "id": "f304a25f-fb7b-4bd1-9bdc-a04bb593fe58"
+   },
+   "source": [
+    "# Lab 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4d635a4b-b113-4de2-bc6f-3d0cfb76e618",
+   "metadata": {},
+   "source": [
+    "## Vaiksmai su skaičiais\n",
+    "\n",
+    "Atlikite matematinius veiksmus su skaičiais, sugalvokite daugiau sudėtingesnių veiksmų."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "676a1e8c-6f4a-4370-94f5-8df04d859435",
+   "metadata": {
+    "id": "676a1e8c-6f4a-4370-94f5-8df04d859435",
+    "outputId": "9fe71b1e-80ae-4417-d668-736e046b32ca"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "4+5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "92a6c829-6a36-431f-aed5-b9f202005275",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30\n",
+      "7\n"
+     ]
+    }
+   ],
+   "source": [
+    "a=5\n",
+    "b=6\n",
+    "print(a*b)\n",
+    "print(a^2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "625ffb6e-0f92-4e91-8c3c-083ce07d75b8",
+   "metadata": {},
+   "source": [
+    "## Numpy bibliotekos naudojimas\n",
+    "\n",
+    "Peržvelkite dokumentaciją, atlikite kiek galite daugiau pavyzdžių:\n",
+    "\n",
+    "* https://numpy.org/doc/stable/user/index.html\n",
+    "* https://numpy.org/doc/stable/user/absolute_beginners.html\n",
+    "* https://numpy.org/doc/stable/user/quickstart.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3f5ffd90-8ef0-45f5-ad66-686c228a3f8b",
+   "metadata": {
+    "id": "3f5ffd90-8ef0-45f5-ad66-686c228a3f8b"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2a30cd5-7d6d-42fb-844b-6db83e7aa3e2",
+   "metadata": {},
+   "source": [
+    "## Skaliarinė sandauga\n",
+    "\n",
+    "Pamėginkite įsivesti naujus vektorius ir atlikti veiksmus su jais."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6c503661-6b4f-4424-a093-0a15464d84f7",
+   "metadata": {
+    "id": "6c503661-6b4f-4424-a093-0a15464d84f7"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "c= 14\n",
+      "d= [-9  2  3]\n"
+     ]
+    }
+   ],
+   "source": [
+    "a = np.array([1, 0, 3])\n",
+    "b = np.array([2, 3, 4])\n",
+    "c = np.dot(a,b)\n",
+    "d = np.cross(a,np.transpose(b))\n",
+    "\n",
+    "print (\"c=\", c)\n",
+    "print (\"d=\", d)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "108d84de-d3c6-4af6-80e9-fae4da6ea3a0",
+   "metadata": {},
+   "source": [
+    "## Veiksmai su matricomis\n",
+    "\n",
+    "Pamėginkite įsivesti naujas matricas ir atlikti veiksmus su jomis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "29bf2c27-e278-423e-b658-d69a096d0e3b",
+   "metadata": {
+    "id": "29bf2c27-e278-423e-b658-d69a096d0e3b"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "C= [[2 4]\n",
+      " [6 8]]\n",
+      "D= [[ 1  4]\n",
+      " [ 9 16]]\n",
+      "E= [[ 7 10]\n",
+      " [15 22]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "A = np.array([[1, 2], [3, 4]])\n",
+    "B = np.array([[1, 2], [3, 4]])\n",
+    "\n",
+    "C = A + B\n",
+    "D = A * B\n",
+    "E = np.matmul(A,B)\n",
+    "\n",
+    "print(\"C=\", C)\n",
+    "print(\"D=\", D)\n",
+    "print(\"E=\", E)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04127180-6fd8-4230-9b1d-98cc1b1326c6",
+   "metadata": {},
+   "source": [
+    "## MSE skaičiavimas\n",
+    "\n",
+    "Išanalizuokite žemiau pateikta MSE skaičiavimo pavyzdį."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "415c4fe5-6968-45f1-b536-61514e813e9b",
+   "metadata": {
+    "id": "415c4fe5-6968-45f1-b536-61514e813e9b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MSE= 0.012540223468521546\n"
+     ]
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.arange(0, 5.0, 0.1)\n",
+    "y = np.sin(x)\n",
+    "y2 = y + np.random.normal(0,0.1,len(y))\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "plt.plot(x, y2)\n",
+    "plt.show()\n",
+    "\n",
+    "MSE = (1/len(y))*np.sum(np.power((y-y2),2))\n",
+    "\n",
+    "print(\"MSE=\", MSE)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "96d8465c-d0f8-4d36-b4b0-f53e7cd6221c",
+   "metadata": {},
+   "source": [
+    "## Atlikite veiksmus su paveikslėliais\n",
+    "\n",
+    "Pamėginkite pritaikyti įvarias numpy, ndimage ir matplotlib funkcijas paveikslėliams.\n",
+    "\n",
+    "* https://docs.scipy.org/doc/scipy/reference/ndimage.html\n",
+    "* https://matplotlib.org/stable/tutorials/index.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "9552ce03-15e7-4381-8166-e7afcbf97e6e",
+   "metadata": {
+    "id": "9552ce03-15e7-4381-8166-e7afcbf97e6e"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[[253 253 253 255]\n",
+      "  [254 254 254 255]\n",
+      "  [254 254 254 255]\n",
+      "  ...\n",
+      "  [254 254 254 255]\n",
+      "  [254 254 254 255]\n",
+      "  [253 253 253 255]]\n",
+      "\n",
+      " [[254 254 254 255]\n",
+      "  [254 254 254 255]\n",
+      "  [254 254 254 255]\n",
+      "  ...\n",
+      "  [254 254 254 255]\n",
+      "  [254 254 254 255]\n",
+      "  [254 254 254 255]]\n",
+      "\n",
+      " [[253 253 253 255]\n",
+      "  [253 253 253 255]\n",
+      "  [254 254 254 255]\n",
+      "  ...\n",
+      "  [254 254 254 255]\n",
+      "  [253 253 253 255]\n",
+      "  [253 253 253 255]]\n",
+      "\n",
+      " ...\n",
+      "\n",
+      " [[157 159 166 255]\n",
+      "  [148 148 151 255]\n",
+      "  [135 133 134 255]\n",
+      "  ...\n",
+      "  [ 98 127 164 255]\n",
+      "  [106 134 173 255]\n",
+      "  [105 135 173 255]]\n",
+      "\n",
+      " [[ 31  27  28 255]\n",
+      "  [ 26  23  29 255]\n",
+      "  [ 16  15  25 255]\n",
+      "  ...\n",
+      "  [ 98 127 163 255]\n",
+      "  [107 135 174 255]\n",
+      "  [106 135 172 255]]\n",
+      "\n",
+      " [[  1   3  35 255]\n",
+      "  [  2   4  43 255]\n",
+      "  [  3   9  52 255]\n",
+      "  ...\n",
+      "  [100 127 163 255]\n",
+      "  [109 133 173 255]\n",
+      "  [109 135 172 255]]]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7f4a238b8d30>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import imageio.v3 as imageio\n",
+    "\n",
+    "ktu = imageio.imread('ktu.png')\n",
+    "\n",
+    "print(ktu)\n",
+    "\n",
+    "plt.imshow(ktu)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a48fc16b-cd52-45e4-8658-3054eaa4f209",
+   "metadata": {},
+   "source": [
+    "## Išvestinių skaičiavimas\n",
+    "\n",
+    "Pakeiskite žingsnio ir kitus parametrus."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "98193916-fbd8-4aab-8ee5-310d37b921c5",
+   "metadata": {
+    "id": "98193916-fbd8-4aab-8ee5-310d37b921c5",
+    "outputId": "8df86f53-5fa0-40aa-e703-15511b1c09eb"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "delta_x = 0.2\n",
+    "\n",
+    "x = np.arange(0, 5.0, delta_x)\n",
+    "y = np.cos(x)+np.cos(6*x)\n",
+    "\n",
+    "dydx = np.diff(y)/delta_x\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "plt.plot(x[1:]-delta_x/2, dydx)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d30dd171-0b0d-4055-ab57-dc79ed0f2b7b",
+   "metadata": {},
+   "source": [
+    "## Išvestinės skaičiavimas su np.gradient\n",
+    "\n",
+    "* Kodėl dydx_numerical ir dydx_analytical reikšmės nesutampa?\n",
+    "* Pakeiskite y=f(x) funkciją ir braižomus parametrus."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f40c9063-49db-4b8e-b178-bbf9f647b844",
+   "metadata": {
+    "id": "f40c9063-49db-4b8e-b178-bbf9f647b844",
+    "outputId": "da0643a5-2adf-4ce0-c570-ef5e28d9be3a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x = np.linspace(-5,5,20)\n",
+    "dx = x[1]-x[0]\n",
+    "y = np.sin(x)+np.cos(2*x)\n",
+    "dydx_numerical = np.gradient(y, dx)\n",
+    "dydx_analytical = np.cos(x)-2*np.sin(2*x)\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "plt.plot(x, dydx_numerical)\n",
+    "plt.plot(x, dydx_analytical)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c41f521b-3e8f-4c00-98a1-06aeed9b8bc2",
+   "metadata": {},
+   "source": [
+    "## Gradientinio lauko radimas\n",
+    "\n",
+    "Išanalizuokite žemiau pateiktą kodą. Pamėginkite atvaizduoti kitas $z(x,y)$ funkcijas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "04c515ab-3961-4e5e-99cb-1570eb85cdb3",
+   "metadata": {
+    "id": "04c515ab-3961-4e5e-99cb-1570eb85cdb3",
+    "outputId": "fb7d7a1a-03a1-452f-d23b-51d941117857"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x7f4a21ec3e20>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feature_x = np.arange(-2, 2, 0.1)\n",
+    "feature_y = np.arange(-2, 2, 0.1)\n",
+    "\n",
+    "x, y = np.meshgrid(feature_x, feature_y)\n",
+    "z = x * np.exp(-(x**2 + y**2))\n",
+    "u = 1*np.exp(-(x**2 + y**2))+x*np.exp(-(x**2 + y**2))*(-2*x)\n",
+    "v = x*np.exp(-(x**2 + y**2))*(-2*y)\n",
+    "\n",
+    "norm = np.linalg.norm(np.array((u, v)), axis=0)\n",
+    "u = u / norm\n",
+    "v = v / norm\n",
+    "\n",
+    "fig, ax = plt.subplots(1, 1)\n",
+    "ax.set_aspect(1)\n",
+    "ax.quiver(x, y, u, v, units='xy', scale=10, color='gray')\n",
+    "ax.contour(x, y, z, 10, cmap='jet')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3fb179d7-7295-4339-9b8e-0aaee69af5ac",
+   "metadata": {},
+   "source": [
+    "## MNIST duomenų bazė\n",
+    "\n",
+    "Pamėginkite išsiaiškinti duomenų tipą ir juos atvaizduoti."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "acafd255-fe26-4de4-b2e4-77758d9d1aae",
+   "metadata": {
+    "id": "acafd255-fe26-4de4-b2e4-77758d9d1aae",
+    "outputId": "563624f0-ca0b-4ef5-fa9c-75312eaa7c7c"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2023-06-25 18:47:35.461935: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F AVX512_VNNI FMA\n",
+      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TensorFlow version: 2.11.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "import tensorflow as tf\n",
+    "print(\"TensorFlow version:\", tf.__version__)\n",
+    "\n",
+    "mnist = tf.keras.datasets.mnist\n",
+    "\n",
+    "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
+    "x_train, x_test = x_train / 255.0, x_test / 255.0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e61e99cf-7584-4bd2-8cbe-31b5738328d3",
+   "metadata": {},
+   "source": [
+    "## Pandas biblioteka\n",
+    "\n",
+    "Išanalizuokite žemiau pateiktą kodą, pamėginkite rasti įvairių duomenų rinkinių internete ir jiems pritaikyti žemiau esantį kodą. Atlikite duomenų filtravimą, atvaizdavimą ir pritaikykite įvairiais Pandas bibliotekos funkcijas.\n",
+    "\n",
+    "* https://pandas.pydata.org/docs/user_guide/10min.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a68ba2e0-65e4-4496-9ab7-b2c5eec6e610",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 486,
+     "status": "ok",
+     "timestamp": 1687705797157,
+     "user": {
+      "displayName": "Paulius Palevičius",
+      "userId": "12080217309158757175"
+     },
+     "user_tz": -180
+    },
+    "id": "a68ba2e0-65e4-4496-9ab7-b2c5eec6e610",
+    "outputId": "ad4a316a-f189-4347-9abe-59e9a6efd8b1"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     A          B    C  D      E    F\n",
+      "0  1.0 2013-01-02  1.0  3   test  foo\n",
+      "1  1.0 2013-01-02  1.0  3  train  foo\n",
+      "2  1.0 2013-01-02  1.0  3   test  foo\n",
+      "3  1.0 2013-01-02  1.0  3  train  foo\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "df1 = pd.DataFrame({\n",
+    "    \"A\": 1.0,\n",
+    "    \"B\": pd.Timestamp(\"20130102\"),\n",
+    "    \"C\": pd.Series(1, index=list(range(4)), dtype=\"float32\"),\n",
+    "    \"D\": np.array([3] * 4, dtype=\"int32\"),\n",
+    "    \"E\": pd.Categorical([\"test\", \"train\", \"test\", \"train\"]),\n",
+    "    \"F\": \"foo\",\n",
+    "})\n",
+    "\n",
+    "print(df1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "Pvp-0PSpGa0W",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 313
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "error",
+     "timestamp": 1687705801232,
+     "user": {
+      "displayName": "Paulius Palevičius",
+      "userId": "12080217309158757175"
+     },
+     "user_tz": -180
+    },
+    "id": "Pvp-0PSpGa0W",
+    "outputId": "d6a32d1c-ec3a-4b1c-b8c0-1acc39173c03"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "21                 Lower De Boom (21st Amendment Brewery)\n",
+      "32                    Hop Crisis (21st Amendment Brewery)\n",
+      "70             London Balling (Against the Grain Brewery)\n",
+      "134                Quakertown Stout (Armadillo Ale Works)\n",
+      "171     Devils Tramping Ground Tripel (Aviator Brewing...\n",
+      "                              ...                        \n",
+      "2279    Lee Hill Series Vol. 4 - Manhattan Style Rye A...\n",
+      "2281    Lee Hill Series Vol. 3 - Barrel Aged Imperial ...\n",
+      "2286    Upslope Imperial India Pale Ale (Upslope Brewi...\n",
+      "2312                   Voodoo Love Child (Voodoo Brewery)\n",
+      "2315                            Gran Met (Voodoo Brewery)\n",
+      "Name: label, Length: 84, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "df2 = pd.read_csv('beers.csv')\n",
+    "\n",
+    "print(df2[df2.abv>0.09].label)"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/Lab21.ipynb b/examples/Lab21.ipynb
new file mode 100644
index 0000000..5954f0a
--- /dev/null
+++ b/examples/Lab21.ipynb
@@ -0,0 +1,624 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5ece52ab-b4d0-4408-8065-17ac6098b85e",
+   "metadata": {},
+   "source": [
+    "# Vienasluoksniai tinklai\n",
+    "\n",
+    "Mašininio mokymosi ir giliojo mokymosi srityse dažnai susiduriama su dviejų rūšių problemomis - regresija ir klasifikacija. Regresijos uždaviniuose prognozuojate funkcijos reikšmes, o klasifikavimo uždaviniuose prognozuojate skirtingas objektų klases."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "89d78f8a-6bd6-4e33-99a4-09ed5a6a524a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7522d8d6-5394-4e91-b175-09ce1bed015e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_samples = 1000\n",
+    "\n",
+    "X0 = np.random.normal(loc=[-1,4], scale=[1,0.5], size=(int(n_samples/2), 2))\n",
+    "X1 = np.random.normal(loc=[2,4], scale=[0.5,2], size=(int(n_samples/2), 2))\n",
+    "y0 = np.zeros((int(n_samples/2),1))\n",
+    "y1 = np.ones((int(n_samples/2),1))\n",
+    "X = np.vstack([X0, X1])\n",
+    "yhat = np.vstack([y0, y1])\n",
+    "\n",
+    "X = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "yhat = np.array([[0],[1],[1],[1]])\n",
+    "\n",
+    "plt.scatter(*X[yhat[:,0]==0].T, label='0', alpha=0.4); \n",
+    "plt.scatter(*X[yhat[:,0]==1].T, label='1', alpha=0.4);\n",
+    "plt.legend();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd43d0a2-39c0-4829-8bbb-e130e5be224a",
+   "metadata": {},
+   "source": [
+    "Naudosime sigmoidinę aktyvacijos funkciją:\n",
+    "\n",
+    "$$ f(z) = \\frac{1}{1+e^{-z}} $$\n",
+    "\n",
+    "$$ \\frac{\\mathrm{d}f}{\\mathrm{d}z} = f(z) \\cdot (1-f(z)) $$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "93cb4f7c-c9e4-407d-9af0-29b2fc3473e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def f(z):\n",
+    "    return 1 / (1 + np.exp(-z))\n",
+    "\n",
+    "def dfdz(z):\n",
+    "    return f(z) * (1 - f(z))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "0dafd9a9-c75b-4509-be46-bd8ef36991bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "z = np.linspace(-5,5)\n",
+    "plt.plot(z, f(z), label='$f(z)$'); \n",
+    "plt.plot(z, dfdz(z), label='$df\\, /\\,dz$'); \n",
+    "plt.legend();\n",
+    "plt.title('Sigmoidinė funkcija');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33ff2ff9-34d4-4223-8c5c-525fe998a325",
+   "metadata": {},
+   "source": [
+    "## Tinklo struktūra\n",
+    "\n",
+    "Neuronas susijęs su įvesties duomenų masyvu $x_i$ per svorio vektorių $w_i$. Atliekame skaliarinę $w$ ir $x$ sandaugą ir pritaikius šiam skaičiui aktyvacijos funkciją $f$, gauname neurono išvestį $y$:\n",
+    "\n",
+    "$$ \\mathrm{output} = f(w \\cdot x + b) \\equiv f(z) $$\n",
+    "čia apibrėžiame, kad $z = w\\cdot x$+b.\n",
+    "\n",
+    "Jei turime daug sluoksnių, ši išvestis perduodama kaip įvestis kitam neuronų sluoksniui. Šiame pavyzdyje naudosime sigmoidinę funkciją. \n",
+    "\n",
+    "Mūsų neuroninis tinklas turės tik vieną išvestį - $y$. Išvesties reikšmė yra tarp 0 ir 1, nes tai yra sigmoidinės funkcijos rezultatas. Tikrosios reikšmės bus žymimos $\\hat y$.\n",
+    "\n",
+    "* Išvestis: $y$, $0<y<1$\n",
+    "* Tikroji reikšmė: $\\hat y$ (1 arba 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1324728f-bb43-4440-9d4a-9f5e887f8617",
+   "metadata": {},
+   "source": [
+    "## Nuostolių funkcija\n",
+    "\n",
+    "Neuroninio tinklo apmokymo metu minimizuosime kryžminės entropijos nuostolių funkciją:\n",
+    "\n",
+    "$$ J(y, \\hat y) = −(\\hat y\\log(y) + (1−\\hat y)\\log(1−y)) $$\n",
+    "\n",
+    "$$ \\frac{\\partial J}{\\partial y} = \\frac{1-\\hat y}{1-y} -\\frac{\\hat y}{y} $$\n",
+    "\n",
+    "Atkreipkite dėmesį į tai, kad čia skaičiuojamas neuroninio tinklo išvesties logaritmas bei dalyba iš jo. Tikėtina, kad ši reikšmė bus lygi arba artimos 0 arba 1 reikšmėms. Jei priartėsime prie dalybos iš 0 arba logaritmo iš 0, mūsų algoritme gali atsirasti skaitiniai nestabilumai. Dėl šios priežasties, pridedame nedidelę konstantą `eps`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "6b25b250-30e7-4578-b34b-4f742fa9283a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def J(y, yhat):\n",
+    "    eps = 1e-8\n",
+    "    return -(yhat * np.log(y+eps) + (1-yhat) * np.log(1-y+eps))\n",
+    "\n",
+    "def dJdy(y, yhat):\n",
+    "    eps = 1e-8\n",
+    "    return (1-yhat)/(1-y+eps) - yhat/(y+eps)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b7267bb7-edf5-4f22-b2c2-29a49727dfab",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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06VL079+/wSCtI0eOYPLkybjhhhvw5JNPOvpLaBNry0lQUBBGjhx5yf1jY2Px0EMP4aGHHkJeXh4GDBiA+fPnNzlAMDIyEoGBgTCZTM16/eZqaXOwtZn58OHDGDFihN1jhw8ftmuGBqRAdOLECVsrBSB9HwG0aGXS+u9bvwXEaDQiKyurwTFJTU1Famoq5s6di61bt+Lyyy/HBx98gBdffLHZ79kUa8vPhbNRLmwZaOmxSk5Oxt///nf8/e9/x9GjR9GvXz+8+eab+OKLLwA0/b1KTExstKXw0KFDdnU0R3O/tpaq/7r1B/c6ojXl4YcfRpcuXfDMM88gODgYTzzxhO0x68/Kvn372vw+y5cvR+fOnbFy5Uq778W8efPa/NrUdmyx8FJXX301vvrqKxw7dgxjxoyxTU1sjrFjxyIiIgKvvvoqNm7c2KC1oqKiAjfeeCM6dOiAJUuWOHwZ4rZKS0tDcnIy3njjDVRUVDR43Dqd1mQyNWg2jYqKQlxcHAwGQ5Ov7+Pjg5tvvhkrVqxo9I9kY9N1m8Pf379FzbgDBw5EVFQUPvjgA7t616xZg4MHDzaYZgwA77zzju22EALvvPMOVCoVrr766ma/78iRI6FWq/Gvf/3L7r/WxYsXo7S01Pa+ZWVlqK2ttXtuamoqlErlRY9vS1hD5KZNm2zbTCYTPvzwQ7v9mnus9Ho9qqurG7xHYGCg3fP8/f0bfOADwLXXXovt27dj27Zttm2VlZX48MMPkZSUhF69ejX7awsKCkJERITd1wZI03zborFjVllZiSVLlrTpda2efvpp/OMf/8CcOXPw/vvv27ZHRkbiyiuvxMcff4xTp07ZPaclLXdAXStK/ef98ccfdsed5MMWCy924403YtGiRbj33ntx/fXXY+3atQ0WP2qMSqXC7bffjnfeeQc+Pj6444477B5/7rnncODAAcydOxfff/+93WPJyckYMmSIQ7+OllIqlfjoo48wduxYpKSkYOrUqejQoQPOnj2LX3/9FUFBQfjhhx9QXl6O+Ph43HLLLejbty8CAgKwbt067NixA2+++eZF3+OVV17Br7/+ioyMDNx///3o1asXioqKsHv3bqxbt67BmhzNkZaWhq+//hqzZ8/GoEGDEBAQgPHjxze5v0qlwquvvoqpU6di2LBhuOOOO2xTKJOSkvDoo4/a7W9d1n3y5MnIyMjAmjVrsGrVKjz55JMtatGKjIzEnDlz8Nxzz2HMmDG4/vrrcfjwYbz33nsYNGiQLYj+8ssvmDlzJm699VZ069YNtbW1+Pzzz23BzBFSUlIwePBgzJkzB0VFRQgLC8OyZcsaBJrmHqsjR47g6quvxsSJE9GrVy/4+vri22+/RW5uLm6//Xbb66WlpeH999/Hiy++iC5duiAqKgojRozAE088ga+++gpjx47FI488grCwMCxZsgRZWVlYsWJFixc0u++++/DKK6/gvvvuw8CBA7Fp0yZbK1NrjRo1Ch07dsS0adPw2GOPwcfHBx9//DEiIyMbfOC31uuvv47S0lLMmDEDgYGBtp+Jf/3rX7jiiiswYMAAPPDAA+jUqRNOnjyJVatWYc+ePc1+/euuuw4rV67EjTfeiHHjxiErKwsffPABevXq1eg/E+RiMs1GIQe72JK6b7zxhgAgrrvuOlFTUyMmT54s/P39L/p627dvFwDEqFGjGjxmnbrY2GXy5MlCiLqpchdO27NOA7xwCmJj9Tc13fTC5zY1LS8zM1PcdNNNIjw8XGg0GpGYmCgmTpwo1q9fL4SQpi8+9thjom/fviIwMFD4+/uLvn37ivfee++ix8YqNzdXzJgxQyQkJAiVSiViYmLE1VdfLT788MNW1VxRUSHuvPNOERISYps6fLHXsPr6669F//79hUajEWFhYWLSpEnizJkzdvtYv+fHjx8Xo0aNEjqdTkRHR4t58+bZTRkV4tLTTa3eeecd0aNHD6FSqUR0dLSYPn26KC4utj1+4sQJce+994rk5GSh1WpFWFiYuOqqq8S6desucWSl731KSkqD7ZMnT24wJff48eNi5MiRQqPRiOjoaPHkk0+Kn3/+udEp0pc6VgUFBWLGjBmiR48ewt/fXwQHB4uMjAzxzTff2L1OTk6OGDdunAgMDBQA7H5Ojx8/Lm655RYREhIitFqtSE9PFz/++KPd85sz3VQIaYr0tGnTRHBwsAgMDBQTJ04UeXl5bZpuKoQQu3btEhkZGUKtVouOHTuKt956q8nppuPGjWvw/At/Nxv7/TWZTOKOO+4Qvr6+dtPf9+3bJ2688Ubb8enevbt4+umnG7zWxaabms1m8dJLL4nExESh0WhE//79xY8//tjozwe5nkKIFrZBUbvw559/ol+/fvjss89w9913y10OtdGUKVOwfPnyVv03t3jxYtx33304ffp0ozOJyPUuu+wyvPbaa3bTWr3Z0KFDodFoWjQtmuTDMRbUqEWLFiEgIAA33XST3KWQzM6fPw+FQsGz17qJbdu2oaioqN2ECkD6GYyIiJC7DGomjrEgOz/88AMOHDiADz/8EDNnzmzxicnIe+Tm5mL58uX44IMPMGTIEOh0OrlLIkgfsnq9HsePH0dlZSX69Okjd0lOs3XrVqxcuRLHjx/H448/Lnc51EwMFmTn4YcfRm5uLq699lo899xzcpdDMjp48CAee+wxpKenY9GiRXKXQxbXXHMNkpKSkJKSgnvuuafBDBhvsmjRIqxZswazZs2yLT5H7o9jLIiIiMhhOMaCiIiIHIbBgoiIiByGwYKIiIgcxuWDN81mM86dO4fAwEC3WwqaiIiIGieEQHl5OeLi4i66iqzLg8W5c+canDKbiIiIPMOlFstzebAIDAwEIBUWFBTk6rcnIiKiVigrK0NCQoLtc7wpLg8W1u6PoKAgBgsiIiIPc6lhDBy8SURERA7DYEFEREQOw2BBREREDsNzhRC5MZPJhJqaGrnL8Go+Pj7w9fXl9HciB2GwIHJTFRUVOHPmDHg6H+fT6XSIjY2FWq2WuxQij8dgQeSGTCYTzpw5A51Oh8jISP437SRCCBiNRuTn5yMrKwtdu3a96MI/RHRpDBZEbqimpgZCCERGRsLPz0/ucryan58fVCoVsrOzYTQaodVq5S6JyKMxmhO5MbZUuAZbKYgch79NRERE5DAMFkREROQwDBZERETkMAwWROQyhYWFiIqKwsmTJ13yfrfffjvefPNNl7wXEUm8J1j8+jLw42ygIk/uSojIIiMjA9OnT7fdnz9/PiZMmICkpCSHvce7776LpKQkaLVaZGRkYPv27bbH5s6di/nz56O0tNRh70fkzp79737MX3UApXr5FtbznmCx61Ng52KgIlfuSogI0loce/fuxYABAwAAer0eixcvxrRp0xz2Hl9//TVmz56NefPmYffu3ejbty9Gjx6NvDzpH4zevXsjOTkZX3zxhcPek8hdCSGwZNtJLNqcBaPJLFsd3hMs1P7StbFS3jqICABw6NAhVFVVoX///gCA1atXQ6PRYPDgwbZ94uPj8d5779k9b+vWrdDpdMjOzr7ke7z11lu4//77MXXqVPTq1QsffPABdDodPv74Y9s+48ePx7Jlyxz0VRG5r+oaM6wL9fprfGSrw3sWyLIFiwp56yByAiEEqmpMsry3n8qnVetpZGZmwtfXF6mpqQCAzZs3Iy0tzW6fjIwM7Nixw3ZfCIFZs2bh0UcfRWJi4kVf32g0YteuXZgzZ45tm1KpxMiRI7Ft2zbbtvT0dMyfPx8GgwEajabFXweRp6g01gIAFApA68tg0XbqAOmaLRbkhapqTOj1zE+yvPeB50dDp275n4rMzEz06tXL9mGenZ2NuLg4u30GDx6MJUuW2O5//vnnOH36tF1YaEpBQQFMJhOio6PttkdHR+PQoUO2+3FxcTAajcjJyblkWCHyZHqD9M+HTuUDpVK+xfW8ryvEwBYLIneQmZlp6wYBgKqqqgbLZQ8ePBgHDx5ERUUFKisr8eSTT+LFF19EQECAw+qwLomu1+sd9ppE7qjCILVY6DTythl4UYsFx1iQ9/JT+eDA86Nle+/W2LNnDyZMmGC7HxERgeLiYrt90tLSoFQqsXv3bqxbtw6RkZGYOnVqs14/IiICPj4+yM21H7Cdm5uLmJgY2/2ioiIAQGRkZKu+DiJPobd0hfir5esGAbwqWFi7QthiQd5HoVC0qjtCLidPnkRxcbFdi0X//v0bzM7Q6XRITU3FihUrsGjRIqxevbrZ5+1Qq9VIS0vD+vXrccMNNwAAzGYz1q9fj5kzZ9r227dvH+Lj4xEREdH2L4zIjVUaLV0hMv+t8J6uEA3HWBC5i8zMTCgUCvTr18+2bfTo0di/f3+DVovBgwdj4cKFGD16NIYPH96i95k9ezYWLVqEJUuW4ODBg5g+fToqKyvtWj02b96MUaNGteXLIfIIektXSIDMXSHeEyzYFULkNnbt2oUuXbogKCjIti01NRUDBgzAN998Y7dv3759oVKp8Prrrzd4nU8//fSiM1Juu+02vPHGG3jmmWfQr18/7NmzB2vXrrUN6KyursZ3332H+++/30FfGZH7srVYyDjVFPDKYMGuECK5rV27FiNHjmyw/ZlnnsHbb78Ns7lu8Z5ly5Zh5syZ6NKlS4P9s7KyMGzYsIu+18yZM5GdnQ2DwYA//vgDGRkZtsc++eQTpKen262dQeSt6sZYcPCmY3C6KZGshBDIzs7G559/jn379uHzzz9vsM+4ceNw9OhRnD59GlqtFosXL8bRo0fx/fffN/qaa9aswTvvvNPqmlQqFRYuXNjq5xN5kkrrdFMO3nQQtlgQyWrfvn0YPHgw+vTpg59++gk9e/ZsdL9Zs2Zhw4YNGDFiBHr06IEVK1bYdZnUV/+8H61x3333ten5RJ6k0jLGwp/TTR2EYyyIZJWamorKyub9/g0fPtyuO4SI2s668qbcLRZeNMaC002JiKj9sq68KXeLhRcGC7ZYEBFR+1PpJgtkeVGwYFcIERG1X3rbdFO2WDgGgwUREbVjtsGbXHnTQeqPsbCekJ6IiKid0HOBLAeztlgIM1BbLW8tRERELlbpJgtkeU+wUOnqbvPU6URE1M5Yu0I43dRRlEpAxUWyiIiofeJ0U2fgAE4iImqHhBCcbuoUPHU6ERG1Q4ZaM8yWeQtssXAkni+EyK0VFhYiKioKJ0+edMn73X777XjzzTdd8l5EcrKOrwAAPxVbLByHq28SuZWMjAxMnz7ddn/+/PmYMGECkpKSHPL6mzZtwvjx4xEXFweFQoHvvvvO7vG5c+di/vz5KC0tdcj7Ebkr21RTtQ+USoWstXhZsOAYCyJ3YTKZsHfvXgwYMAAAoNfrsXjxYkybNs1h71FZWYm+ffvi3XffbfTx3r17Izk5GV988YXD3pPIHdWdgEz+c4t6abBgVwiR3A4dOoSqqir0798fALB69WpoNBoMHjzYtk98fDzee+89u+dt3boVOp0O2dnZl3yPsWPH4sUXX8SNN97Y5D7jx4/HsmXLWvlVEHmGulOmy9sNAnjTadMBnuGUvJcQQI1envdW6QBFy5tWMzMz4evri9TUVADA5s2bkZaWZrdPRkYGduzYYbsvhMCsWbPw6KOPIjExsW11W6Snp2P+/PkwGAzQaDQOeU0id1NpsHaFyP+xLn8FjsSuEPJWNXrgpTh53vvJc3W/Wy2QmZmJXr162T7Ms7OzERdn/zUMHjwYS5Yssd3//PPPcfr0acyZM6dtNdcTFxcHo9GInJwch4UVInejd5OppoDXdoUwWBDJLTMz09YNAgBVVVXQarV2+wwePBgHDx5ERUUFKisr8eSTT+LFF19EQECAw+rw8/MDII3xIPJWthYLmaeaAl7XYsGuEPJSKp3UciDXe7fCnj17MGHCBNv9iIgIFBcX2+2TlpYGpVKJ3bt3Y926dYiMjMTUqVPbVO6FioqKAACRkZEOfV0id2JtsQjgGAsH43RT8lYKRau6I+Ry8uRJFBcX27VY9O/fv8HsDJ1Oh9TUVKxYsQKLFi3C6tWroVQ6tiF13759iI+PR0REhENfl8idVBrdZ4wFu0KIyOEyMzOhUCjQr18/27bRo0dj//79DVotBg8ejIULF2L06NEYPnx4i96noqICe/bswZ49ewAAWVlZ2LNnD06dOmXbZ/PmzRg1alRrvxQij6A3cIyFczBYELmFXbt2oUuXLggKCrJtS01NxYABA/DNN9/Y7du3b1+oVCq8/vrrDV7n008/heIiM1J27tyJ/v3721pGZs+ejf79++OZZ54BAFRXV+O7777D/fff74gvi8ht2Vos3GCMhZcFC0tXiKFc3jqI2rm1a9di5MiRDbY/88wzePvtt2E2m23bli1bhpkzZ6JLly4N9s/KysKwYcOafJ/hw4dDCNHg8umnnwIAPvnkE6Snp9utnUHkjSrdqMVC/mjjSGyxIJKNEALZ2dn4/PPPsW/fPnz++ecN9hk3bhyOHj2K06dPQ6vVYvHixTh69Ci+//77Rl9zzZo1eOedd1pdk0qlwsKFC1v9fCJP4U5jLOSvwJEYLIhks2/fPgwePBh9+vTBTz/9hJ49eza636xZs7BhwwaMGDECPXr0wIoVK+y6TOrbvn17m2q677772vR8Ik+h58qbTsJZIUSySU1NRWVl8373hg8fbtcdQkRtw3OFOIum3joWQshbCxERkYtYz24awMGbDmbtChEmoNYgby1EREQuYh28qXODwZstChYmkwlPP/00OnXqBD8/PyQnJ+OFF16AcJfWgforBLI7hIiI2glri4W/G7RYtKiCV199Fe+//z6WLFmClJQU7Ny5E1OnTkVwcDAeeeQRZ9XYfEofKVzU6AFjOeAfLndFRERETlfhRi0WLQoWW7duxYQJEzBu3DgAQFJSEr766qs2j9x2KLW/JViwxYI8n9u0Bno5HmfyZEIIt2qxaFFXyGWXXYb169fjyJEjAIA///wTW7ZswdixY51SXKtwyil5AR8f6b8Oo9EocyXtg/XMpyqVSuZKiFrOUGuGySyFY49rsXjiiSdQVlaGHj16wMfHByaTCfPnz8ekSZOafI7BYIDBUDeQsqysrPXVNgfPcEpewNfXFzqdDvn5+VCpVA4/MRdJhBDQ6/XIy8tDSEiILdAReRJrawXgHtNNW1TBN998g6VLl+LLL79ESkoK9uzZg1mzZiEuLg6TJ09u9Dkvv/wynnvuOYcU2yxcy4K8gEKhQGxsLLKyspCdnS13OV4vJCQEMTExcpdB1CrWGSF+Kh/4KJs+t46rtChYPPbYY3jiiSdw++23A5AWxMnOzsbLL7/cZLCYM2cOZs+ebbtfVlaGhISENpR8CewKIS+hVqvRtWtXdoc4mUqlYksFebS68RXu8XPcomCh1+sbNMn6+PhcdAU9jUYDjUbTuupawxYs2BVCnk+pVEKr1cpdBhG5MXdadRNoYbAYP3485s+fj44dOyIlJQWZmZl46623cO+99zqrvpZjVwgREbUjeoP1BGQe2GKxcOFCPP3003jooYeQl5eHuLg4PPjgg3jmmWecVV/LWVssDGyxICIi71dhOwGZB7ZYBAYGYsGCBViwYIGTynEAjrEgIqJ2RG90n8WxAG87VwjA6aZERNSuVFoHb7rJGAsvDBZssSAiovZDb13O201mhXhfsNBw8CYREbUflW50ynTAG4MFp5sSEVE7YmuxYFeIk3C6KRERtSN1YyzYFeIcbLEgIqJ2pNI2xoItFs7BwZtERNSOWKebssXCWTjdlIiI2pFK68qbbLFwkvotFkLIWwsREZGTscXC2azBwlwLmHhWSCIi8m7WwZucFeIs1q4QgOMsiIjI61mnm3IdC2dR+gC+ftJtjrMgIiIvZ2ux4MqbTsSZIURE1E7UjbFgi4Xz8NTpRETUDhhqTagxSRMV2GLhTJxySkRE7YDeMtUUAHQqBgvnYVcIERG1A5WWbhCNrxK+Pu7xke4eVTgagwUREbUDeut5QtxkRgjg9cGCXSFEROS9bOcJcZPFsQBvDRaaQOmaLRZEROTFrC0W7rKGBeCtwYJdIURE1A6wxcJV2BVCRETtgHXwJsdYOBunmxIRUTtgO7MpWyycjF0hRETUDrjbqpsAgwUREZHHsrVYuMmqm4DXBgt2hRARkfdji4Wr2IIFWyyIiMh7VXKBLBdhVwgREbUDek43dREGCyIiagfYYuEq1q4QQ7m8dRARETkRF8hyFbZYEBFRO2BrseDgTSezBgtzDVBrlLcWIiIiJ7GNseB0UyezBguAU06JiMhr6dli4SI+KsBHI91mdwgREXmpunOFsMXC+TRcy4KIiLyb3sBZIa7DAZxEROTFjLVmGE1mAICOXSEuYFt9k1NOiYjI+1iX8wY43dQ12GJBRERezDrVVO2rhMrHfT7O3acSR2OwICIiL2adaurvRq0VgFcHC57hlIiIvJe1xcKdxlcAXh0s2GJBRETey9Zi4UZTTQEGCyIiIo/EFgtXY1cIERF5MeuskAA3WsMCaBfBgi0WRETkfSoN1hYLdoW4hrUrxMAWCyIi8j6VtjEWbLFwDY6xICIiL2Y9TwhbLFyFYyyIiMiL2c5syhYLF2GLBREReTFrVwhbLFyFwYKIiLyYrcWC001dhLNCiIjIi9laLLhAlotoOMaCiIi8l7XFgutYuIqtK4TBgoiIvE+FbYwFg4VrWIOFyQjUGuWthYiIyMGsK2/y7KauovKvu13DcRZERORdbCtvsivERXzVgI9aus0BnERE5GXYYiEHTjklIiIvZTu7KVssXIirbxIRkReqMZlhrDUDYIuFa3EtCyIi8kLWqaYAZ4W4Fs9wSkREXsi6OJbaRwm1r3t9lLtXNY7GMRZEROSFrAM33W3VTcDrgwXHWBARkfexTjV1t/OEAF4fLNhiQURE3qfS6J5nNgUYLIiIiDyO3k0XxwJaESzOnj2Lu+66C+Hh4fDz80Nqaip27tzpjNrajucLISIiL1TppotjAUCLok5xcTEuv/xyXHXVVVizZg0iIyNx9OhRhIaGOqu+tuF0UyIi8kLW6abuNtUUaGGwePXVV5GQkIBPPvnEtq1Tp04OL8phNAwWRETkfazTTQM8fVbIf//7XwwcOBC33noroqKi0L9/fyxatMhZtbUdu0KIiMgLuesJyIAWBosTJ07g/fffR9euXfHTTz9h+vTpeOSRR7BkyZImn2MwGFBWVmZ3cRlONyUiIi/kricgA1rYFWI2mzFw4EC89NJLAID+/ftj3759+OCDDzB58uRGn/Pyyy/jueeea3ulrcFZIURE5IXqppt6eItFbGwsevXqZbetZ8+eOHXqVJPPmTNnDkpLS22X06dPt67S1mCwICIiL2SdburvhmMsWhR1Lr/8chw+fNhu25EjR5CYmNjkczQaDTQaTeuqayt2hRARkRfymhaLRx99FL///jteeuklHDt2DF9++SU+/PBDzJgxw1n1tQ1bLIiIyAtZp5u6Y4tFi4LFoEGD8O233+Krr75C79698cILL2DBggWYNGmSs+prGwYLIiLyQtbppu7YYtHiiq677jpcd911zqjF8axdIbXVgKkW8HG/bwAREVFLWaebBnj6dFOPYw0WAMdZEBGR1+BJyOTiqwaUKuk2u0OIiMhL1I2xYIuF63GcBREReZm6MRZssXA9TjklIiIvUmsyw1BrBgD4u+HgzXYQLNhiQURE3kNfY7Ld1nn6dFOPxGBBRERexLrqpq9SAbWP+32Mu19FjsYznBIRkRepPyNEoVDIXE1D3h8sNIHSNYMFERF5AevATXdcwwJoD8GCXSFERORFrItj6RgsZMJgQUREXkRv6Qrxd8OppkC7CBacbkpERN6j0rI4ljueJwRoF8GCLRZEROQ99JYxFu54ZlOAwYKIiMijsMVCbpxuSkREXoQtFnJTW6abGhgsiIjI81XYBm+yxUIe7AohIiIvoud0U5kxWBARkRep5HRTmXG6KREReRG2WMiNLRZERORF2GIhNwYLIiLyInpON5WZtSuktgowmy6+LxERkZur5HRTmVlbLAC2WhARkcdji4XcfDWA0nLwOYCTiIg8HE+bLjeFguMsiIjIa1gHb+o4eFNGnHJKRERewGQWqK4xAwD82WIhI7ZYEBGRF9BbWisAtljIi8GCiIi8gHXgpo9SAY2ve36Eu2dVjsauECIi8gLWgZs6tQ8UCoXM1TSunQQLtlgQEZHns7ZYuOuZTYH2Fix46nQiIvJgFdYWCzddHAtoN8HC2hXCFgsiIvJc1sGb7rqGBdDuggVbLIiIyHNVWs9s6qYzQoB2Eyw4xoKIiDyf3nZmU7ZYyIvBgoiIvICtxYJdITKzBQt2hRARkeeqa7FgV4i8OHiTiIi8QKWbn9kUaDfBgl0hRETk+fSW6ab+nG4qM3aFEBGRF6gwsMXCPWgCpWsGCyIi8mB161iwxUJe7AohIiIvwDEW7oLBgoiIvADHWLgL66yQGj1gNslbCxERUSuxxcJdWFssAClcEBEReSDbOhZssZCZrxZQWL5UdocQEZGHquSsEDehUNR1h/DU6URE5KEqDTxXiPvgGU6JiMiDmcwCVTVSiwW7QtwBZ4YQEZEHs4YKAPDnScjcAIMFERF5MOtUU6UC0Pi678e3+1bmaOwKISIiD2adauqv9oVCoZC5mqa1o2DBFgsiIvJc1oGbOjceXwEwWBAREXkEfb0WC3fWDoMFu0KIiMjzVBrZYuFeOMaCiIg8mK0rhC0WbkJjDRbsCiEiIs+jt6y6GeDGU02B9hQsOMaCiIg8mK0rRM2uEPfArhAiIvJgHLzpbthiQUREHozTTd0NgwUREXkwtli4G043JSIiD8YWC3fD06YTEZEHsw7eZIuFu2BXCBERebBKy3RTzgpxF2quY0FERJ5Lb2mx8Op1LF555RUoFArMmjXLQeU4kTVY1FQCZrO8tRAREbWQrcXCW4PFjh078O9//xt9+vRxZD3OY+0KAYAavXx1EBERtYLeNsbCC7tCKioqMGnSJCxatAihoaGOrsk5VH4ALOevZ3cIERF5mEqjdYyFF7ZYzJgxA+PGjcPIkSMdXY/zKBRcfZOIiDyW3jLd1N/Np5u2OPYsW7YMu3fvxo4dO5q1v8FggMFgsN0vKytr6Vs6jtofMJazxYKIiDyK2Sygr/HCFovTp0/j//7v/7B06VJotdpmPefll19GcHCw7ZKQkNCqQh2Ci2QREZEHqqoxQQjptru3WLQoWOzatQt5eXkYMGAAfH194evri40bN+Jf//oXfH19YTKZGjxnzpw5KC0ttV1Onz7tsOJbjGtZEBGRB7IujqVQAH4q9w4WLWpPufrqq7F37167bVOnTkWPHj3w+OOPw8en4Rer0Wig0WjaVqWjaAKla7ZYEBGRB9Eb6s4TolAoZK7m4loULAIDA9G7d2+7bf7+/ggPD2+w3S1ZB29W5MlbBxERUQvkV0hjFd29GwRoTytvAkDiEOl6/3eylkFERNQSq/46DwAYlBQmcyWX1uahpRs2bHBAGS6SOhFY9xxwaitQnA2EJspdERER0UXVmMz44c9zAICbB8TLXM2lta8Wi+AOQKcrpdt/fSNvLURERM2w+Wg+CiuNiAhQY2jXCLnLuaT2FSwAoO8d0vWfX8E2d4eIiMhNrdh9FgBwfd8O8PVx/49t96/Q0XqOB1Q6oOg4cHaX3NUQERE1qbSqBj8fyAUA3DSgg8zVNE/7CxaaAClcAFKrBRERkZtas/c8jLVmdIsOQEpckNzlNEv7CxYA0Oc26XrfCqDWKG8tRERETViZKXWD3Ng/3u3Xr7Bqn8Gi83AgIAaoKgaO/k/uaoiIiBo4XaTH9qwiKBTADf3j5C6n2dpnsFD6AH1ulW7/tUzeWoiIiBrxnaW14rLkcMQG+8lcTfO1z2AB1M0OObwW0BfJWwsREVE9QghbN8hN/d1/7Yr62m+wiE4BolMBcw2w/1u5qyEiIrLZc7oEWQWV8FP5YEzvGLnLaZH2GywAoO/t0vWf7A4hIiL3sdKydsWY3jHw17R5kWyXat/BIvUWQKEEzmwHCo/LXQ0RERGMtWb88Je0hPeN/T1j7Yr62newCIwBkkdIt//6Wt5aiIiIAPx6OA8l+hpEBWpweRf3X8L7Qu07WABAn3rdIVzim4iIZPatpRvkhv4d4KP0jLUr6mOw6DEOUAcAJdnAqd/lroaIiNqxEr0R6w951hLeF2KwUOuAXhOk21zTgoiIZPTjX+dRYxLoGRuEHjGesYT3hRgsgLrZIfu+BWqq5a2FiIjarZW7zwAAbvbQ1gqAwUKSeAUQFA8YSoEja+WuhoiI2qGTBZXYfaoESgVwfV/PWcL7QgwWAKBUAn0mSre5pgUREcnAutLm0K6RiArSylxN6zFYWFm7Q479DFQWyFsLERG1K0IIfJspdYN46qBNKwYLq8juQFx/wFwrnU6diIjIRXZmF+N0URX81T4Y1cuzlvC+EINFfX24xDcREbmedQnvsamx8FP7yFxN2zBY1Nf7ZkDpC5zbDeQfkbsaIiJqB6prTPjRsoS3p3eDAAwW9gIigS4jpds7F8tbCxERtQs//HkO5dW1iAvWYnCncLnLaTMGiwulPyBdb18E5OyVtxYiIvJqpfoavLr2EADgriGJUHrgEt4XYrC4UJerpZU4hQn4YRZgNsldERERealX1h5CQYURXaICcN8VneUuxyEYLBoz5lVAHQic3Qns/FjuaoiIyAvtPFmEr7afAgDMv6E31L7e8ZHsHV+FowXFAiPnSbfXPw+U58hbDxEReZUakxlPfbsPAHDbwARkdPb8sRVWDBZNGXgvEDcAMJQBa5+QuxoiIvIiizafwOHccoT5q/HE2B5yl+NQDBZNUfoA498GFD7A/m+Boz/LXREREXmBU4V6/Gv9UQDA3HE9Eeqvlrkix2KwuJjYPsDg6dLtVbMBo17eeoiIyKMJITD3+32orjHjsuRw3Njf89etuBCDxaUMnyOd+bTkFLDxVbmrISIiD/bjX+ex6Ug+1D5KvHhDbygUnj+99EIMFpeiCQDGvSHd3vYOkLtf3nqIiMgjlVbV4PkfDwAAZlzVBZ0jA2SuyDkYLJqj+1igx3XSCcp+mAWYzXJXREREHub1nw4hv9yAzpH++Ntw71izojEMFs019jVAHQCc2Q7sXiJ3NURE5EF2nyrG0j+sa1akQuPr2ScauxgGi+YK7gCMmCvdXjcPqMiTtx4iIvIINSYznly5F0IANw+Ix5Bk71mzojEMFi2R/gAQ2w+oLgV+elLuaoiIyAN88lsWDuWUI1SnwlPjespdjtMxWLSE0gcYvwBQKIG9/wGOrZe7IiIicmOni/T458/SmhVPXtsTYV62ZkVjGCxaKq4/kP6gdPu76dI0VCIiogvojbWY+eVuVNWYkNEpDLekxctdkkswWLTGiKeAqF5ARS7wxS1AVbHcFRERkRupNZnxyFeZ+PNMKUJ1Krx6cx+vXLOiMQwWraEJBCb9BwiMAwoOA8vuAmoNcldFRERuQAiBZ3/Yj3UH86DxVeKjyQORFOEvd1kuw2DRWsHxUrhQBwLZW4DvHuL6FkREhH9vOoEvfj8FhQJ4+/Z+SEsMk7skl2KwaIuY3sBtnwFKX2DfcmD9c3JXREREMvp+z1m8suYQAODpcb0wpneszBW5HoNFWyWPAK5fKN3+bQGw4yNZyyEiInn8fqIQj/3nLwDAvZd3wr1XdJK5InkwWDhCvzuB4ZZ1LVY/BhxaLW89RETkUkdzy/HAZzthNJkxtncM5raD9SqawmDhKMP+H9D/bkCYgeX3Amd2yV0RERG5QG5ZNaZ8sgNl1bVISwzFP2/rB6WyfcwAaQyDhaMoFMB1/wSSrwZqq4AvJwJFWXJXRURETlRhqMW9n+7A2ZIqdIrwx6J7BkKr8t7zgDQHg4Uj+aiAiUuAmD6AvgBYegugL5K7KiIicoIakxkzlu7G/nNlCPdX49Opg9rFypqXwmDhaJpA4M5vgOAEoPAYsPRWhgsiIi9TYzLjsf/8iY1H8qFVKbF4yiAkhreftSouhsHCGYJipTUutMHA2Z3A4lFAcbbcVRERkQNYuz++23MOSgWw8I4B6JcQIndZboPBwlmiegJT1wJBHYDCo8Dia4Bze+SuioiI2iCvrBoTP9iGzUcL4KfywUeTB+KaXtFyl+VWGCycKboXcN86ICpFOq/Ip+OAY+vkroqIiFrhWF45bnxvKw6cl8ZULHtgMEb0YKi4EIOFswXFAfeuATpdCRgrgKUTgcwv5K6KiIhaYHtWEW5+f5tt9sfKhy5DX3Z/NIrBwhW0wcCkFUDqRECYgO9nABteBYSQuzIiIrqEVX+dx12L/0BpVQ36dwzBiumXcaDmRTBYuIqvGrjpQ+CK2dL9DS8BPzwCmGrlrYuIiJq0eEsWZn61G8ZaM0b1isaX9w3mlNJLYLBwJYUCGDkPGPcmoFACuz8Dlt0BGCrkroyIiOoxmwVe+PEAXvjxAIQA7hmSiPfvSoOfun0vftUcDBZyGHQfcNsXgK8fcPR/wKfXAsUn5a6KiIgAlFbV4KGlu7F4i7R68hNje+C561Pg046X6W4JBgu59BgHTP4B0IUD5/8EPhgK7F0ud1VERO3aruwiXPv2ZqzdnwOVjwJv394PfxuWDIWCoaK5GCzklDAIeGADkJABGMqAFdOAb6cDhnK5KyMialdMZoF/rT+Kif/+HWdLqpAQ5oevHxyCCf06yF2ax2GwkFtIR2DKamDY49K4iz+/BP59JXB2t9yVERG1C+dKqnDHot/x1s9HYDILTOgXh1WPDMWAjqFyl+aRGCzcgY8vcNWTwJRVQFA8UHRCWqnzt7cBs1nu6oiIvNbafecx9u3N2J5VBH+1D96a2Bdv394fQVqV3KV5LAYLd5J4GTB9C9DzesBcC/z8DPDFjUB5jtyVERF5lSqjCXNW7sXfvtiN0qoa9I0PxqpHhuKmAfFyl+bxGCzcjV8oMPEzYPy/pFkjJzYA718GHF4rd2VERF7hwLkyjH9nC77afgoKBTB9eDL+87fLkBTBRa8coUXB4uWXX8agQYMQGBiIqKgo3HDDDTh8+LCzamu/FAogbTLw4CYgJhXQFwJf3QasfBCoyJO7OiIij1RlNOGNnw5jwrtbcCyvAlGBGnwxLQOPj+kBtS//z3aUFh3JjRs3YsaMGfj999/x888/o6amBqNGjUJlZaWz6mvfIrsB960HBs8AoAD+Wga8MxDY8RFgNsldHRGRx/jlUC6u+edGvPPrMdSYBK7pFY21s67E5V0i5C7N6yiEaP0JK/Lz8xEVFYWNGzfiyiuvbNZzysrKEBwcjNLSUgQFBbX2rdufM7uAVY9Ka14AQNwA4Lq3gLj+8tZFROTGzpZU4bn/7sf/DuQCAOKCtZh3fQpG9Yrm2hQt1NzPb9+2vElpaSkAICwsrC0vQ80Rnwbc/yuw82Ng/fPAud3Ah1dJq3iOmAv4hchdIRGR26gxmbF4SxbeXncUVTUm+CoVmDa0Ex4Z0RX+mjZ99NEltLrFwmw24/rrr0dJSQm2bNnS5H4GgwEGg8F2v6ysDAkJCWyxaIvyXOB/c4G930j3/aOA0fOB1Ful8RlERO3YHycKMfe7fTiaJ52HKb1TGF68oTe6RQfKXJlna26LRauDxfTp07FmzRps2bIF8fFNT8959tln8dxzzzXYzmDhAFmbgFV/BwqOSPeThgJjXgFiestbFxGRDHJKq/HaT4ewcvdZAEC4vxpPXtsTNw3owG4PB3BqsJg5cya+//57bNq0CZ06dbrovmyxcLJaI7BtIbDxdaC2CoBCarm46kkg7OLfGyIib1BcacT7G49jydaTMNSaoVAAd6Z3xP8b3QPBOi505ShOCRZCCDz88MP49ttvsWHDBnTt2tVphVELFWcD654F9q+U7it9gbQpwJWPAYExclZGROQUlYZafLwlCx9uOoFyQy0AID0pDE+O64l+CSHyFueFnBIsHnroIXz55Zf4/vvv0b17d9v24OBg+Pn5ObQwaqXzf0qDO4+tk+77+gGD/wZc/n/S4ltERB7OUGvCV3+cwju/HkNBhREA0DM2CP9vTHcM7xbJbg8ncUqwaOqb9cknn2DKlCkOLYza6OQWYN1zwJnt0n1tMHD5LCDjb4BaJ2tpREStYTILfJd5Fm/9fARnS6oAAInhOsy+phvG94mDUslA4UxOH7zZWgwWLiQEcHgN8MsLQN4BaVtANHDFbGDA3YCay9cSkfurNZmxZl8OFv5yFEdypZkeUYEa/N/Irpg4MAEqH66a6QoMFlTHbAL2Lgd+fREoOSVt8wsDMh4E0h8AdFyHhIjcT3WNCct3ncGHm07gVJEeABCk9cVDV3XB5CFJ8FP7yFxh+8JgQQ3VGoHMz4Gt/wKKT0rbVDpgwGRgyAwgJEHW8oiIAKC0qgZf/J6NT347iYIKaVZhiE6FyUOScO/lnTjTQyYMFtQ0Uy1w8HtgywIg5y9pm9JXmqZ6+f8BUT1lLY+I2qfcsmp8vCULS/84hQrLLI8OIX64b2gn3DYoATo1V8yUE4MFXZoQwPFfgN8WSIttWXUbC1z+CNBxCFfyJCKnO5ZXgY82n8DK3WdhNJkBAN2jA/HgsM4Y3zeOYyjcBIMFtczZXVILxsEfAFh+JKJ7S+ciSb0V0ATIWR0ReZlakxnrDubis23Z2Hq80LZ9UFIopg9PxlXdozht1M0wWFDrFBwFti4E/vrGspInAE0Q0O9OKWREtHxRNCIiq/xyA5ZtP4Uvt5/C+dJqAIBSAVzdMxoPXtkZA5M4mNxdMVhQ21QVA5lLgZ2LgaITdds7DwcG3Q90GwP4sL+TiC5NCIFd2cX4bFs21uw7jxqT9LET7q/GbYMScGdGR8SHcn0dd8dgQY5hNgMnfgG2fwQcWQtbN0lQPDBwCtD3TiC4g5wVEpGbKq2qwY9/ncMXv5/CwfNltu39O4bgniGJuDY1FhpfThn1FAwW5HjF2cDOj4HdnwFVRdI2hRLofBXQfxLQfRyg0spbIxHJymQW2Hq8AP/ZeQY/7c+BoVYajKnxVWJCvzjcMyQJvTsEy1wltQaDBTlPTTWw/1spYJzaWrddGwz0vkUKGXEDOKOEqB05WVCJFbvPYMWuMzhnGTsBAN2iAzBxYAJuSYtHiE4tY4XUVgwW5BqFx4E/vwL2fAWUnanbHtlTGvDZ5zYgMFq++ojIaSoMtVi99zyW7zyD7SeLbNuDtL6Y0K8DbkmLR5/4YM7u8BIMFuRaZjOQtRHYs1Saslpr+Y9F4QN0Hgb0vhnocR3gFyJrmUTUNtU1Jmw8ko8f/jyH9QfzUFVjAiDN7BjaNRK3DozHyJ7R0Ko4dsLbMFiQfKpLgX0rgT1f1p1dFQB81ECXa4DeNwHdx/IkaEQeosZkxtbjhfjhz3P4aV8Oyi2rYgJA5wh/3DIwHjf1j0dMMMdYeTMGC3IPhceB/SuBvSuA/IN121U6acpq75uBLiM56JPIzZjNAttPFuGHP89hzb4cFFUabY/FBmtxXZ9YXN+3A3p3CGJXRzvBYEHuJ/cAsG8FsG953UnQAGkBrm5jgJ7XSSGDLRlEsqgxmbE9qwg/7c/BT/tzkFtmsD0W7q/GtamxuL5fHNI6hkKpZJhobxgsyH0JAZzbLXWX7FsJlJ+re8xXCyRfLYWMbmN4SnciJ6uuMWHTkXz8tD8X6w7morSqxvZYoNYXY1JiML5vHC5LDocvz9nRrjFYkGcwm4HTfwCHfpQGfZZk1z2m8AGSrgB6jgd6jAOC4uSrk8iLlFbV4NdDeVi7Lwcbj+TbBmACQJi/GiN7RmF0Sgyu6BrBBazIhsGCPI8QQO4+KWAc/BHI22//eFx/oOtooNsoILY/oOR/T0TNdSK/Ar8cysMvh/Kw42SRbVltQDo1+aiUaIxOicHAxFC2TFCjGCzI8xUeBw6tkoJG/dklAOAfBXQdJYWMzlcBWv4sEdVnqDVhe1YRfjmUh18P5eFkod7u8a5RARidEoPRKTEcgEnNwmBB3qU8Fzj2s3S+kuMbAGN53WNKFZA4RGrN6DpKOgMr/0hSO5RTWo2NR6RWiS1HC1BprOviUPkokNEpHFf1iMKIHlHoFMFB0tQyDBbkvWqN0lLiR/4HHP0JKDxm/3hwApB8FZA8Aug0jANAyWtVGU34I6sQm48WYPPRfBzJrbB7PDJQgxHdo3BVjyhc0TUCARqekZhaj8GC2o/C48DR/0mtGdnbAJOh3oMKoMMAKWQkjwDiBwE+KtlKJWoLs1ngYE6ZLUjsyCqG0WS2Pa5QAH3iQzCiu9QqkRIXxGmh5DAMFtQ+GfVSa8bxX4HjvwB5B+wfVwcASUOBTlcCnYYCUSkcBEpuSwiB00VV2Hq8ANtOFOK3YwUoqDDa7RMXrMWV3SIxtGskLu8SzhN9kdMwWBABQNm5upBx4ldAX2j/uF+YNKW105XSJaIbx2eQrM6XVmHrsUJsO1GIbccLcbakyu5xndoHQzqHY2jXCAztFonOEf4ceEkuwWBBdCGzGcj5E8jaJF2ytwE1lfb7BERbWjSGAolXAOHJDBrkVDml1dh+sgjbjhdi2/GCBrM3fJUK9EsIwWXJ4RiSHIG0xFCofdnKRq7HYEF0KaYa4Oxu4KQlaJzeXndWViv/KGnGScfLgMTLgOgUQMkFg6h1hBDILtRje1YRtp8swvasIpwqsg8SSgWQGh+CIZ3DcVlyOAYmhUKn5qBLkh+DBVFL1VQDZ3dKIePkFuDMzgsGggLQBAMdM4COQ4DEy4G4foCvRpZyyf2ZzAKHc8qx42RdkMgvt/+ZUiqAXnFByOgkBYlBncIQpOUAY3I/DBZEbVVrkFo0Tm0FsrcCp/6wXz8DkE4FH9cfSEgHEjKkS0CUPPWS7Mqqa7DnVAl2ZRdj96liZJ4qQUW9U4wDgNpHib4JwUjvFIZBSWFISwxFIIMEeQAGCyJHM9VKS46f2gZk/yaN0dAXNNwvNMkSMixhI6oXu0+8kLVbY1d2MXadKsbu7GIczi3HhX9R/dU+GJAYigxLkOibEAKtij8P5HkYLIicTQig6IQ0NuP0H9J13gEAF/xKqfylVo34NKDDQCB+IE+o5oFK9EbsOV1iu/x5ugTF+poG+3UM0yEtMRQDEkOR1jEU3WMC4cO1JMgLMFgQyaG6VBqbYQ0bZ3Y27D4BgMBYoEOaFDI6DJTGamgCXV4uNc5Qa8LB8+X4s16QyCqobLCf2keJ1PhgKUh0DMWAxBBEBWplqJjI+RgsiNyB2QTkHwbO7pIGhp7ZJZ21VZgv2FEhraER17/uEpMKqHWylN2e1JjMOJJbjr1nSvHX2VLsPVOKQzlldmf/tOoU4Y++8cHolxCCfh1D0TM2kKcVp3aDwYLIXRkrgXN77MNG2ZmG+ymUQGRPS9DoB8QNAKJ7ASo/V1fsNWpNZhzLr8DeM6XYe7YUf50pxYHzZTDWXhj0gFCdCn0TQqQQYblwVUtqzxgsiDxJRZ4UNs5lWi67gYrchvspfIDI7kBMHyC2LxDbR2rZ0Aa7vGR3V11jwuGccuw7V4r958qw/2wpDuWUw9BIiAjU+qJPfDBSO4RYroMRH+rHFS2J6mGwIPJ0Zeftg8a5PY3PQgGA0E51QSM6VQobgTHtZtXQUn0NDpwvw4HzZdh/rhQHzpXhaF4FTOaGf94CNL7oFReEvvHBSI0PQZ8OwegYpuPJuogugcGCyNsIAZSfB87/BZz/E8ixXJeebnx/XTgQ3VsKGTGp0u2IboCv5zbnm80C2UV6HDxfhgPnynDwvHQ5V1rd6P5h/mqkxAWhd4dg6TqOIYKotRgsiNoLfZF90MjZBxQebWSAKAClCojsIS1NHt1LOrtrdC9ploqbtW6U6I04lFOOwznlOJRTZrutN5oa3T8+1A89Y4NsASKlQxBigrTsziByEAYLovaspgrIOygt6JWzVwobufsAQ1nj+2tDLGEjRVrQKzpFCiBa5/+OVteYcDy/AofOl+NwbrklQJQht8zQ6P4aXyW6xwSiZ0wQesUFoWdsEHrEBnIZbCInY7AgIntCACWnpICRe0C6zjsAFB5rvHUDAILigageQFRPaYZKVA8pcKj9W/z2xlozThRU4EhuBY7mluNIbjmO5FYgu7ASjQyFACC1QvSICUT3mEB0jwlCr9hAJIX7w9eHZ/ckcjUGCyJqnppqoOCwFDby9gO5+6XbFTlNPyeko33QiOgORHYDNIGorjEhq6ASR/MqcCyvAsfypC6Mk4X6RgdTAkCwnwrdYwJtIaJHTCC6RQfyHBpEboTBgojaRl8kLe6VfxDIO2S5PghU5jf5lDxFOA6b4nDU3AHHRAccM8fhqOiAYki/64EaX3SNDkC36EB0jQ5E9+hAdIsOQGSghmMhiNxccz+/fV1YExF5El0YzAmDcT64H04EV+B4cAWOB1ciL+csFAWHEFGVha6KM+iiOIeuyrOIUpQgShQiSlmIocq9di9VowmFCO8KVVQ3KCK7SbNTIroBISGAD/8MEXkT/kYTEcqra5BVUImsgkqcyK/EiYJKnMivwIn8SlTVNDYLowuALogI0KBrVAC6RAUgJcyMFNV5JIozCCw7DkXBEanFo/QUVIZi4Nx26VKfUgWEdQYiugLhXequw7tI02XZikHkcRgsiNoJQ60Jp4v0yCrQI6ugAlkFlTieL4WJ/PLGZ2AAgK9SgaQIf3SO8EdyVACSIwPQOdIfyREBCNZdOAaiT8MXMFYChceBgiPSQNGCI5bLMaC2ShrfUXC44fO0IXUhI7wLENEFCEuWgogmoE3Hgoich8GCyIsYa804XaxHdmElsgr0OFlQiZOFUng4V1LV5OwLAIgI0KBzhD86R/ojKcIfyZEBSI70R0KYDqq2zMJQ+0srgsZeEDrMZqDsrCVkHJVCh/VSehqoLpHOpXJ2Z8PXDIgBwi0hIzxZChzhydIKpDxxG5GsOHiTyMNUGU04VSSFh+xCPbKLLNeFepwtqWpy5gUA+Kt9kBThj04R/ugcGYDOltudIv3dax2Imiqg6ISlheOo1OJRaLmuKrr4cwPjgLBOlktnKWyEdZbu85wqRK3GwZtEHkoIgaJKI04V6aVLoXSdbbmdU9b48tVWfipreNAhKdxfukT4IylCh8gAD5l9ofKrW7DrQlXFQOEJKXgUHZfChvW6ugQoPyddsn9r+FxduCVodJKuQ5Mst5OkVhAl18cgaisGCyIZGGpNOFtchVNFepwursJpS2jILtLjdJEeFYbaiz4/SOuLpAh/dAyTwkPHcOk6MVyHKG+fuukXCsSnSZcL6YssgSNLui7OqrtfmQfoC6VLY90rvlogJFEKGXaXRGk7x3UQNQuDBZETmMwCuWXVOGMNDUV6nC7W40yRFCZyy6txqU7I2GAtEsJ06BimQ2KYDh3DdUgM90dSuA4hOs89kZhT6cKkS/zAho8ZyoHik3VBo/ik5ZIFlJwGaqubHkgKALoIKWSEJlkCiPV2R2mFUg8+uRuRIzFYELWC2SyQV27AmWK9LTycKa7CmRLp+lxJFWpMF08OOrUPEkJ1SAjzQ0K98NAxzB/xoX7Qqnxc9NW0E5rAujO9XshUKw0YtQYNW+jIlq6rS6RT1usLgLO7Gj5foZTGdoR0bHgJTQSCOgA+bjSGhciJGCyIGlFjMuN8STXOlOhxtrgKZ0uqcKa4ynb7fOmlg4OvUoHYEC06huksAcJyCfVDxzAdwvzV3t1l4Ul8fOsGfOKqho9Xl9aFjJJs+9slp6TWjrIz0uXU1obPVyilM8gGJwAhCVLgsN4O7ihdq/yc/EUSuQaDBbVLpVU1OFcitSyctVzOlVRL94urmtVV4aNUIC5Ei/gQHeJD/RBvaX2ID5XuRwdp4aNkcPAK2uDGp8wC0sndKvOlgGENGsWWa+vFZJCm1padBU7/3vh76CIsQSNeCh3B1tvxUhDhgmHkIRgsyOsYak3IKa2WWhZKqnG+tApnLdfnLNvKLzE4EgDUvkrEh/ihQ6gfOoT4IT7UeluHDqF+iA7U8CybJH3YB0RJl8bGdpjNUvAoPV0XNEpPS+M6rNuMFXVdLecyG38fX60UMoI61AWOC29zgCm5AQYL8ijGWjNyy6pxvlQKCudLq5FTKrU0WLcVVBib9Vph/mrEhWgRF1wXHuJsFy0i/DVQssWB2kqpBAKjpUtjwUMIaQpt6Zl6l1P298tzpO4W6wJiTdGGWEJGnCV0dJCubZc4LiBGTsdgQW6jusZkCw05pdbrKuSUWcJDaTUKKgyX7KIAAK1KKQWEYD/EBmttYSEuxA+xwVKI8FNzcCS5AYWibjZLY10tAFBrrOtKqR84bPfPAoZSaZBpdQmQu6/p9/MLqwsZ1gBiu225aAKd8ZVSO8FgQU4nhECJvkYKCGXVyC21XFsCQ06ZATmlVSjW1zTr9dQ+SsQEa22BISZYi7hgLWIsIaJDiB9CdCoOjCTv4auuN7i0CdVldUGj7CxQdk4KHLZAchaoqZRWLq0qAnL3Nv1amiApYATG1ruOlWa+WK/9I7mgGDWKwYLapMootTLkWkJDXplBul9usAsQhlpzs15Pq1IiLlga+BgbrLUFiOiguhARztkURA1pg6RLVM/GHxdCmt1iDRnl56TwceHFUAoYyoD8MiD/UNPvp/SVVisNipWCR2AsEBhTL4RY7muCOOi0nWGwoEZV15iQXy6FhDzLdW6ZAXl296tRVn3pQZBWYf5qRAdpEROkQYwlLMQEaRFtCQ+xQX4I8vNlaCByBoUC8AuRLo0tlW5lqADKz1vGdpyXwkb5eaDsvCWMnAcqcgFzbd0U24tR+dcFjsBo+wASUO8+B556DQaLdqbCUGsLB3nlUlDIt94ul1oc8soNKK1qXrcEIJ2bIiZYi6hAjRQWLLfrh4eoIA00vhzTQOT2NAGApisQ0bXpfUy1UrgoP18vdNS/5EjbDKVS90uR5XwuF6MOsASNmItf+4WyBcTNMVh4gVqTGUWVRuSVG5BfYUB+mXSdV1Yt3bcEh/xyA/RGU7NfV+2rRHSQBtGBUkCItASH6CDpOipQg+hgLQI1bGUgald8fKUZJ8EdLr6fsVIKGeU5dYGj3NLiUX+bsUK6FFVcOoD4qKWAYb0ERjd+3z+Ky6zLhMHCTZnNAqVVNcivMKDAGhjqX1suBRUGFFYamzVTwspf7YMoS1CICtQgKlBqUbjwdrAfB0ASURuo/YHwZOlyMYZyoDwXqLCEEGvwuPC6ugQwGaX1P0pPX/r9/UItISOyXviIslxH1gUQ/whAyRZVR2GwcCGTWaBEb0RBhREFFQbLxXLbEhoKLMGhsMKIWnPz04JSAYT5S4HAGhjqrqWwEBkgbfPX8NtORG5EEyhdIrpcfL+aauksteW5UtioyAEq8izBw7otV9pmrpHWB6kqvvggVEBacl0XLoUM62Jn/pGW6ygphPhbtvlH8Lwvl9CqT5h3330Xr7/+OnJyctC3b18sXLgQ6enpjq7NIxhqTSi0hINCW2AworCirjVBalkwoqjSgBZkBQBAiE6FiAANIgLUiAzU2sKB7WK5H+av5vLRROTdVNq6k7tdjNkstW5YQ4ft2no7B6jIl0JKZQEgLKujVuYDefsvXYdfWL3gEWm5bbmuH0ACoqRWm3amxcHi66+/xuzZs/HBBx8gIyMDCxYswOjRo3H48GFERUU5o0aXqjWZUayvQVGlJRxUGlFkCQjWwFBUaZTulxuatTT0hUJ1KoRbwoIUGupCQkSgGpEBWkQEqhHur4Hal/PEiYhaRKmsW3QsqsfF9zXVAvpCKWRUWC52ty2BoyJPWnJdmOvWAik4fOlaVLq6oFH/WhfRcLsuwivGhSiEaEnvPJCRkYFBgwbhnXfeAQCYzWYkJCTg4YcfxhNPPHHJ55eVlSE4OBilpaUICgpqXdUtYBcUKqVQUGQJCUWVUitDoWVbYYUBJVU1LRqvAAAqHwXC/TUID1DbBYZwf/v71pYFFc8vQUTkecwmQF9kCRt59Vo9LOGjssASRgqk7bXVLX8PTTDgH14vfERcEEbC67brwgFfjeO/ziY09/O7RS0WRqMRu3btwpw5c2zblEolRo4ciW3btjX6HIPBAIPBYFeYM/zz5yPIK69GYYXRFh4KK40tmjZppVAAIX5Sq0K4vyUkBEgtCGEBakT4qxHmr0ZEoAYR/hquvUBE1B4ofSyDPiMB9Lr4vkJIs2KsAURfYAkc+fWuLbetjwmTZYGyUqDoRPNqUgdeEDYs4eOy/5OuZdCiYFFQUACTyYTo6Gi77dHR0Th0qPHBMS+//DKee+651lfYTEv/OIWCCkOjj1mDQpglENhaF6z367UuhPmrEapT8ayVRETUegqFZU2QACCs86X3t44LsYYOvTV8FNa7XWDptrFcCxNgLJcuxSftX2/wDGd8Vc3i9OkBc+bMwezZs233y8rKkJCQ4PD3mXJZImrNwhIWNJbAIAWHED8GBSIicmP1x4VEdrv0/tYgYgsaBXXX+iLpdWTSomAREREBHx8f5Obm2m3Pzc1FTExMo8/RaDTQaJzfBzRzxEVWiSMiIvIm9YPIxVZJlUGL/o1Xq9VIS0vD+vXrbdvMZjPWr1+PIUOGOLw4IiIi8iwt7gqZPXs2Jk+ejIEDByI9PR0LFixAZWUlpk6d6oz6iIiIyIO0OFjcdtttyM/PxzPPPIOcnBz069cPa9eubTCgk4iIiNqfFq9j0VauXseCiIiI2q65n9+cKkFEREQOw2BBREREDsNgQURERA7DYEFEREQOw2BBREREDsNgQURERA7DYEFEREQOw2BBREREDsNgQURERA7j9NOmX8i60GdZWZmr35qIiIhayfq5fakFu10eLMrLywEACQkJrn5rIiIiaqPy8nIEBwc3+bjLzxViNptx7tw5BAYGQqFQOOx1y8rKkJCQgNOnT/McJE7E4+waPM6uw2PtGjzOruHM4yyEQHl5OeLi4qBUNj2SwuUtFkqlEvHx8U57/aCgIP7QugCPs2vwOLsOj7Vr8Di7hrOO88VaKqw4eJOIiIgchsGCiIiIHMZrgoVGo8G8efOg0WjkLsWr8Ti7Bo+z6/BYuwaPs2u4w3F2+eBNIiIi8l5e02JBRERE8mOwICIiIodhsCAiIiKHYbAgIiIih/GoYPHuu+8iKSkJWq0WGRkZ2L59+0X3/89//oMePXpAq9UiNTUVq1evdlGlnq0lx3nRokUYOnQoQkNDERoaipEjR17y+0KSlv48Wy1btgwKhQI33HCDcwv0Ii091iUlJZgxYwZiY2Oh0WjQrVs3/v1ohpYe5wULFqB79+7w8/NDQkICHn30UVRXV7uoWs+0adMmjB8/HnFxcVAoFPjuu+8u+ZwNGzZgwIAB0Gg06NKlCz799FPnFik8xLJly4RarRYff/yx2L9/v7j//vtFSEiIyM3NbXT/3377Tfj4+IjXXntNHDhwQMydO1eoVCqxd+9eF1fuWVp6nO+8807x7rvviszMTHHw4EExZcoUERwcLM6cOePiyj1LS4+zVVZWlujQoYMYOnSomDBhgmuK9XAtPdYGg0EMHDhQXHvttWLLli0iKytLbNiwQezZs8fFlXuWlh7npUuXCo1GI5YuXSqysrLETz/9JGJjY8Wjjz7q4so9y+rVq8VTTz0lVq5cKQCIb7/99qL7nzhxQuh0OjF79mxx4MABsXDhQuHj4yPWrl3rtBo9Jlikp6eLGTNm2O6bTCYRFxcnXn755Ub3nzhxohg3bpzdtoyMDPHggw86tU5P19LjfKHa2loRGBgolixZ4qwSvUJrjnNtba247LLLxEcffSQmT57MYNFMLT3W77//vujcubMwGo2uKtErtPQ4z5gxQ4wYMcJu2+zZs8Xll1/u1Dq9SXOCxf/7f/9PpKSk2G277bbbxOjRo51Wl0d0hRiNRuzatQsjR460bVMqlRg5ciS2bdvW6HO2bdtmtz8AjB49usn9qXXH+UJ6vR41NTUICwtzVpker7XH+fnnn0dUVBSmTZvmijK9QmuO9X//+18MGTIEM2bMQHR0NHr37o2XXnoJJpPJVWV7nNYc58suuwy7du2ydZecOHECq1evxrXXXuuSmtsLOT4LXX4SstYoKCiAyWRCdHS03fbo6GgcOnSo0efk5OQ0un9OTo7T6vR0rTnOF3r88ccRFxfX4AeZ6rTmOG/ZsgWLFy/Gnj17XFCh92jNsT5x4gR++eUXTJo0CatXr8axY8fw0EMPoaamBvPmzXNF2R6nNcf5zjvvREFBAa644goIIVBbW4u//e1vePLJJ11RcrvR1GdhWVkZqqqq4Ofn5/D39IgWC/IMr7zyCpYtW4Zvv/0WWq1W7nK8Rnl5Oe6++24sWrQIERERcpfj9cxmM6KiovDhhx8iLS0Nt912G5566il88MEHcpfmVTZs2ICXXnoJ7733Hnbv3o2VK1di1apVeOGFF+QujdrII1osIiIi4OPjg9zcXLvtubm5iImJafQ5MTExLdqfWnecrd544w288sorWLduHfr06ePMMj1eS4/z8ePHcfLkSYwfP962zWw2AwB8fX1x+PBhJCcnO7doD9Wan+nY2FioVCr4+PjYtvXs2RM5OTkwGo1Qq9VOrdkTteY4P/3007j77rtx3333AQBSU1NRWVmJBx54AE899RSUSv7f6whNfRYGBQU5pbUC8JAWC7VajbS0NKxfv962zWw2Y/369RgyZEijzxkyZIjd/gDw888/N7k/te44A8Brr72GF154AWvXrsXAgQNdUapHa+lx7tGjB/bu3Ys9e/bYLtdffz2uuuoq7NmzBwkJCa4s36O05mf68ssvx7Fjx2zhDQCOHDmC2NhYhoomtOY46/X6BuHBGuYET2HlMLJ8FjptWKiDLVu2TGg0GvHpp5+KAwcOiAceeECEhISInJwcIYQQd999t3jiiSds+//222/C19dXvPHGG+LgwYNi3rx5nG7aDC09zq+88opQq9Vi+fLl4vz587ZLeXm5XF+CR2jpcb4QZ4U0X0uP9alTp0RgYKCYOXOmOHz4sPjxxx9FVFSUePHFF+X6EjxCS4/zvHnzRGBgoPjqq6/EiRMnxP/+9z+RnJwsJk6cKNeX4BHKy8tFZmamyMzMFADEW2+9JTIzM0V2drYQQognnnhC3H333bb9rdNNH3vsMXHw4EHx7rvvcrppfQsXLhQdO3YUarVapKeni99//9322LBhw8TkyZPt9v/mm29Et27dhFqtFikpKWLVqlUurtgzteQ4JyYmCgANLvPmzXN94R6mpT/P9TFYtExLj/XWrVtFRkaG0Gg0onPnzmL+/PmitrbWxVV7npYc55qaGvHss8+K5ORkodVqRUJCgnjooYdEcXGx6wv3IL/++mujf3Otx3by5Mli2LBhDZ7Tr18/oVarRefOncUnn3zi1Bp52nQiIiJyGI8YY0FERESegcGCiIiIHIbBgoiIiByGwYKIiIgchsGCiIiIHIbBgoiIiByGwYKIiIgchsGCiIiIHIbBgoiIiByGwYKIiIgchsGCiIiIHIbBgoiIiBzm/wMUEEkSTcT7/wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "y = np.linspace(0.0001,0.9999)\n",
+    "plt.plot(y, J(y,0), label='$J(y,0)$'); \n",
+    "plt.plot(y, J(y,1), label='$J(y,1)$'); \n",
+    "plt.legend();\n",
+    "plt.title('Kryžminės entropijos nuostolių funkcija');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "695e3638-82b0-422c-9f2e-cedc21c72ca2",
+   "metadata": {},
+   "source": [
+    "## Prognozavimas\n",
+    "\n",
+    "* Įvestis $x_i$ ($i=0,...,n$)\n",
+    "* Svoriai $w_{i}$ ($i=0,...,n$) ir $b$\n",
+    "* Išvestis $y$\n",
+    "\n",
+    "$$y = f\\left(\\sum_i w_i x_i + b\\right) = f(w \\cdot x + b)$$\n",
+    "\n",
+    "Išvesties skaičiavimas atliekant prognozę pagal įėjimų ir svorių rinkinį vadinamas tiesioginės sklaidos perdavimu."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1259,
+   "id": "70663f08-a53e-4491-bb2e-7d72c27f110a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def forward(x, w, b):\n",
+    "    return f(np.matmul(x,w)+b)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09da4f79-fda5-4dff-a68b-8a2b9d1386ae",
+   "metadata": {},
+   "source": [
+    "## Tinklo apmokymas\n",
+    "\n",
+    "Norėdami išsiaiškinti, kokie turėtų būti svoriai, juos atnaujinsime stochastinio gradientinio nusileidimo metodu (po vieną žingsnį kiekvienam duomenų rinkinio elementui) naudodami kryžminės entropijos nuostolių funkciją. Šiuo atveju, reikia judėti priešinga gradiento kryptimi žemyn kiekvieno svorio $w_i$ ir $b$ kryptimis, darydami $\\alpha$ dydžio žingsnius. Atnaujinimo taisyklė atrodo taip:\n",
+    "\n",
+    "$$ w_i \\rightarrow w_i - \\alpha \\frac{\\partial J}{\\partial w_i}$$\n",
+    "\n",
+    "\\begin{align*}\n",
+    "\\frac{\\partial J}{\\partial w_i} &= \\frac{\\partial J(y, \\hat y)}{\\partial y} \\frac{\\partial y(z)}{\\partial w_i}\\\\\n",
+    " &= \\frac{\\partial J(y, \\hat y)}{\\partial y} \\frac{\\partial y(z)}{\\partial z} \\frac{ \\partial z(w,x)}{\\partial w_i} \n",
+    "\\end{align*}\n",
+    "\n",
+    "\n",
+    "Kadangi $z = \\sum x_i w_i+b$, gauname $\\partial z / \\partial w_i = x_i$. Taip pat, $y(z) = f(z)$. Gauname:\n",
+    "\n",
+    "\n",
+    "\\begin{align*}\n",
+    "\\frac{\\partial J}{\\partial w_i} &= \\left[\\frac{1-\\hat y}{1-y(z)} - \\frac{\\hat y}{y(z)} \\right]\\left[ y(z)(1-y(z)) \\right]\\left[ x_i \\right]\\\\\n",
+    "&= \\left(y(1-\\hat y) - \\hat y(1-y) \\right)x_i\n",
+    "\\end{align*}\n",
+    "\n",
+    "Tuomet atnaujinimo taisyklė:\n",
+    "\n",
+    "$$ w_i \\rightarrow w_i - \\alpha \\left(y(1-\\hat y) - \\hat y(1-y) \\right)x_i $$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1260,
+   "id": "e4f730e8-2356-47ea-a2ad-cae537caa184",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Option one: use the given derivatives (clearer)\n",
+    "def backward1(x, w, b, y, yhat, alpha):\n",
+    "    z = np.dot(x, w)\n",
+    "    delta = dJdy(y, yhat) * dfdz(z) \n",
+    "    \n",
+    "    dw = np.reshape(delta*x, (2, -1))\n",
+    "    db = delta\n",
+    "    \n",
+    "    w -= alpha*dw\n",
+    "    b -= alpha*db\n",
+    "    \n",
+    "    return w, b\n",
+    "\n",
+    "## Option two: use the explicit calculted form (faster)\n",
+    "def backward2(x, w, b, y, yhat, alpha):  # w not needed for this form\n",
+    "    delta = ( y*(1-yhat) - yhat*(1-y) ) \n",
+    "    \n",
+    "    dw = np.reshape(delta*x, (2, -1))\n",
+    "    db = delta\n",
+    "    \n",
+    "    w -= alpha*dw\n",
+    "    b -= alpha*db\n",
+    "    \n",
+    "    return w, b\n",
+    "\n",
+    "def backward3(X, w, b, y, yhat, alpha):  # w not needed for this form\n",
+    "    delta = ( y*(1-yhat) - yhat*(1-y) ) \n",
+    "\n",
+    "    dw = np.reshape(np.mean(delta * X, axis=0), (2, -1))\n",
+    "    db = np.mean(delta)\n",
+    "    \n",
+    "    w -= alpha*dw\n",
+    "    b -= alpha*db\n",
+    "    \n",
+    "    return w, b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b06e8738-1f04-4dce-91fb-167319378f2f",
+   "metadata": {},
+   "source": [
+    "Neuroninio tinklo apmokymo eiga:\n",
+    "\n",
+    "1. Kiekvienam imties elementui $x$ sudarome $y$ prognozę.\n",
+    "2. Apskaičiuojame svorių $w$ ir $b$ atnaujinimo žingsnius (atgalinis ėjimas) ir svorius atnaujiname\n",
+    "\n",
+    "Keletą kartų pereiname per mokymo aibę, kiekvienam pavyzdžiui atlikdami nedidelius $w$ ir $b$ atnaujinimus. Kiekvienas atskiras pilnas ciklas kurio metu pilnai pereinama mokymo aibė vadinamas epocha."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1281,
+   "id": "cf8a0bac-af71-4087-9b93-b1711e6130e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def train(X, yhat, n_epoch, alpha):\n",
+    "    costs = np.zeros(shape=(n_epoch,))\n",
+    "\n",
+    "    np.random.seed(1)\n",
+    "    w = np.random.normal(0, 0.01, size=(X.shape[1],1)) \n",
+    "    b = np.random.normal(0, 0.01)\n",
+    "\n",
+    "    for epoch in range(n_epoch):\n",
+    "        \n",
+    "        #y = forward(X, w, b)\n",
+    "        #w, b = backward3(X, w, b, y, yhat, alpha)\n",
+    "        \n",
+    "        for i, x in enumerate(X):\n",
+    "            y = forward(x, w, b)  # prediction for one sample\n",
+    "            w, b = backward2(x, w, b, y, yhat[i], alpha)  # take step\n",
+    "            \n",
+    "        # Calculate total cost after epoch\n",
+    "        predictions = forward(X, w, b)  # predictions for entire set\n",
+    "        costs[epoch] = np.mean(J(predictions, yhat))  # mean cost per sample\n",
+    "\n",
+    "        # report progress\n",
+    "        if ((epoch % 10) == 0) or (epoch == (n_epoch - 1)):\n",
+    "            accuracy = np.mean(predictions.round() == yhat)  # current accuracy on entire set\n",
+    "            print('Training accuracy after epoch {}: {:.4%}'.format(epoch, accuracy))\n",
+    "            \n",
+    "    return w, b, costs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1285,
+   "id": "df66636b-9f59-40fd-ac22-f4c93814f6b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training accuracy after epoch 0: 75.0000%\n",
+      "Training accuracy after epoch 10: 75.0000%\n",
+      "Training accuracy after epoch 20: 75.0000%\n",
+      "Training accuracy after epoch 30: 75.0000%\n",
+      "Training accuracy after epoch 40: 100.0000%\n",
+      "Training accuracy after epoch 50: 100.0000%\n",
+      "Training accuracy after epoch 60: 100.0000%\n",
+      "Training accuracy after epoch 70: 100.0000%\n",
+      "Training accuracy after epoch 80: 100.0000%\n",
+      "Training accuracy after epoch 90: 100.0000%\n",
+      "Training accuracy after epoch 100: 100.0000%\n",
+      "Training accuracy after epoch 110: 100.0000%\n",
+      "Training accuracy after epoch 120: 100.0000%\n",
+      "Training accuracy after epoch 130: 100.0000%\n",
+      "Training accuracy after epoch 140: 100.0000%\n",
+      "Training accuracy after epoch 150: 100.0000%\n",
+      "Training accuracy after epoch 160: 100.0000%\n",
+      "Training accuracy after epoch 170: 100.0000%\n",
+      "Training accuracy after epoch 180: 100.0000%\n",
+      "Training accuracy after epoch 190: 100.0000%\n",
+      "Training accuracy after epoch 200: 100.0000%\n",
+      "Training accuracy after epoch 210: 100.0000%\n",
+      "Training accuracy after epoch 220: 100.0000%\n",
+      "Training accuracy after epoch 230: 100.0000%\n",
+      "Training accuracy after epoch 240: 100.0000%\n",
+      "Training accuracy after epoch 250: 100.0000%\n",
+      "Training accuracy after epoch 260: 100.0000%\n",
+      "Training accuracy after epoch 270: 100.0000%\n",
+      "Training accuracy after epoch 280: 100.0000%\n",
+      "Training accuracy after epoch 290: 100.0000%\n",
+      "Training accuracy after epoch 300: 100.0000%\n",
+      "Training accuracy after epoch 310: 100.0000%\n",
+      "Training accuracy after epoch 320: 100.0000%\n",
+      "Training accuracy after epoch 330: 100.0000%\n",
+      "Training accuracy after epoch 340: 100.0000%\n",
+      "Training accuracy after epoch 350: 100.0000%\n",
+      "Training accuracy after epoch 360: 100.0000%\n",
+      "Training accuracy after epoch 370: 100.0000%\n",
+      "Training accuracy after epoch 380: 100.0000%\n",
+      "Training accuracy after epoch 390: 100.0000%\n",
+      "Training accuracy after epoch 399: 100.0000%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "w, b, costs = train(X, yhat, 400, 0.1)   \n",
+    "\n",
+    "plt.plot(costs); \n",
+    "plt.title('Vidutinės nuostolių funkcijos reikšmės kiekvienai epochai');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c3e5a398-26a7-4f63-8aac-80149edbbc70",
+   "metadata": {},
+   "source": [
+    "Kadangi dirbame 2D erdvėje, funkciją, kurią išmoko mūsų neuroninis tinklas, galime pavaizduoti grafike."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1286,
+   "id": "94a0ea27-aa70-4c62-aca7-ef5fbd004efc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x1 = np.linspace(-6,6,250)\n",
+    "x2 = np.flip(np.linspace(-6,12,250))\n",
+    "\n",
+    "fun_map = np.empty((x1.size, x2.size))\n",
+    "for n,i in enumerate(x1):\n",
+    "    for m,j in enumerate(x2):\n",
+    "        val = forward([i,j], w, b)\n",
+    "        fun_map[m,n] = val\n",
+    "\n",
+    "plt.figure(figsize=(10,5))\n",
+    "plt.imshow(fun_map, extent=[x1.min(),x1.max(),x2.min(),x2.max()], vmin=0, vmax=1, aspect='auto')\n",
+    "plt.colorbar()\n",
+    "plt.scatter(*X[yhat[:,0]==0].T, label='0', alpha=0.4); \n",
+    "plt.scatter(*X[yhat[:,0]==1].T, label='1', alpha=0.4);\n",
+    "plt.legend();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "90747560-f9a3-4ad7-af93-982198e682b0",
+   "metadata": {},
+   "source": [
+    "## Netiesinė sprendimo riba\n",
+    "\n",
+    "Matome, kad mūsų tinklo išmokta riba yra tik linija. Tai nestebina, nes iš esmės atliekame tik logistinę regresiją. Kas nutiks su sudėtingesniu duomenų rinkiniu?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1278,
+   "id": "6636ca49-dcc8-4a74-b60b-8b2f04f7da54",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_samples = 1000\n",
+    "X0 = np.random.normal(loc=[0,0], scale=[2,0.5], size=(int(n_samples/2), 2))\n",
+    "X11 = np.random.normal(loc=[0,3.5], scale=[0.5,1], size=(int(n_samples/4), 2))\n",
+    "X12 = np.random.normal(loc=[0,-3.5], scale=[0.5,1], size=(int(n_samples/4), 2))\n",
+    "X1 = np.vstack([X11, X12])\n",
+    "y0 = np.zeros(shape=(int(n_samples/2), 1))\n",
+    "y1 = np.ones(shape=(int(n_samples/2), 1))\n",
+    "X = np.vstack([X0, X1])\n",
+    "yhat = np.vstack([y0, y1])\n",
+    "\n",
+    "plt.scatter(*X[yhat[:,0]==0].T, label='0', alpha=0.4); \n",
+    "plt.scatter(*X[yhat[:,0]==1].T, label='1', alpha=0.4);\n",
+    "plt.legend();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1282,
+   "id": "6081045c-6261-4595-8b31-8fe773e67fc1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training accuracy after epoch 0: 64.9000%\n",
+      "Training accuracy after epoch 10: 63.7000%\n",
+      "Training accuracy after epoch 20: 63.7000%\n",
+      "Training accuracy after epoch 30: 63.7000%\n",
+      "Training accuracy after epoch 40: 63.7000%\n",
+      "Training accuracy after epoch 50: 63.7000%\n",
+      "Training accuracy after epoch 60: 63.7000%\n",
+      "Training accuracy after epoch 70: 63.7000%\n",
+      "Training accuracy after epoch 80: 63.7000%\n",
+      "Training accuracy after epoch 90: 63.7000%\n",
+      "Training accuracy after epoch 100: 63.7000%\n",
+      "Training accuracy after epoch 110: 63.7000%\n",
+      "Training accuracy after epoch 120: 63.7000%\n",
+      "Training accuracy after epoch 130: 63.7000%\n",
+      "Training accuracy after epoch 140: 63.7000%\n",
+      "Training accuracy after epoch 150: 63.7000%\n",
+      "Training accuracy after epoch 160: 63.7000%\n",
+      "Training accuracy after epoch 170: 63.7000%\n",
+      "Training accuracy after epoch 180: 63.7000%\n",
+      "Training accuracy after epoch 190: 63.7000%\n",
+      "Training accuracy after epoch 200: 63.7000%\n",
+      "Training accuracy after epoch 210: 63.7000%\n",
+      "Training accuracy after epoch 220: 63.7000%\n",
+      "Training accuracy after epoch 230: 63.7000%\n",
+      "Training accuracy after epoch 240: 63.7000%\n",
+      "Training accuracy after epoch 249: 63.7000%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "w, b, costs = train(X, yhat, 250, 0.01)    \n",
+    "\n",
+    "plt.plot(costs); \n",
+    "plt.title('Vidutinės nuostolių funkcijos reikšmės kiekvienai epochai');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1283,
+   "id": "f2860ddc-a852-4b6c-b1f7-ce494fa05309",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f2ca5f44b50>"
+      ]
+     },
+     "execution_count": 1283,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x1 = np.linspace(-8,8,250)\n",
+    "x2 = np.flip(np.linspace(-10,10,250))\n",
+    "fun_map = np.empty((x1.size, x2.size))\n",
+    "for n,i in enumerate(x1):\n",
+    "    for m,j in enumerate(x2):\n",
+    "        fun_map[m,n] = forward([i,j], w, b)\n",
+    "\n",
+    "plt.figure(figsize=(10,5))\n",
+    "plt.imshow(fun_map, extent=[x1.min(),x1.max(),x2.min(),x2.max()], vmin=0, vmax=1, aspect='auto')\n",
+    "plt.colorbar()\n",
+    "plt.scatter(*X[yhat[:,0]==0].T, label='0', alpha=0.4); \n",
+    "plt.scatter(*X[yhat[:,0]==1].T, label='1', alpha=0.4);\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fcec77e4-e3f6-4770-beba-f656b0271c92",
+   "metadata": {},
+   "source": [
+    "Matome, kad rezultatai yra blogi (kartais net blogesni nei atsitiktinio spėjimo), o mokymas beveik iš karto sustoja. Be to, išmoktos funkcijos gradientas yra labai nedidelis. Tai galime suprasti kaip modelio netikrumą dėl to, ką ji turėtų išvesti."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/Lab22.ipynb b/examples/Lab22.ipynb
new file mode 100644
index 0000000..2c2f52d
--- /dev/null
+++ b/examples/Lab22.ipynb
@@ -0,0 +1,260 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c123b4de-9116-4150-8de9-8b171666d8b9",
+   "metadata": {},
+   "source": [
+    "# Vienasluoksniai tinklai - tiesinės regresijos uždavinys\n",
+    "\n",
+    "Tiesinės lygties pritaikymas duotam duomenų rinkiniui n-matėje erdvėje vadinamas tiesine regresija. Toliau pateiktame paveikslėlyje parodytas tiesinės regresijos pavyzdys. Paprastai tariant, bandoma rasti geriausias $w$ ir $b$ parametrų reikšmes, kurios geriausiai atitiktų duomenų rinkinį. Tuomet, gavę geriausią įmanomą įvertį, galime prognozuoti $y$ reikšmes, turėdami $x$.\n",
+    "\n",
+    "![Tiesinė regresija](linear-regression.gif)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4171cf08-31ca-4608-b187-f2ac40a6009b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.pylab import rcParams\n",
+    "from sklearn.datasets import make_regression\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import r2_score \n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "73eef68e-fb6c-4129-b87c-c3e268a7de76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_graph(X, y, pred_line=None, losses=None):\n",
+    "    \n",
+    "    plots = 2 if losses!=None else 1\n",
+    "    \n",
+    "    fig = plt.figure(figsize=(8 * plots, 6))\n",
+    "        \n",
+    "    ax1 = fig.add_subplot(1, plots, 1)\n",
+    "    ax1.scatter(X, y, alpha=0.8)                                # Plot the original set of datapoints\n",
+    "    \n",
+    "    if(pred_line != None):\n",
+    "        x_line, y_line = pred_line['x_line'], pred_line['y_line']\n",
+    "        ax1.plot(x_line, y_line, linewidth=2, markersize=12, color='red', alpha=0.8)      # Plot the randomly generated line\n",
+    "        ax1.set_title('Predicted Line on set of Datapoints')\n",
+    "    else:\n",
+    "        ax1.set_title('Plot of Datapoints generated')\n",
+    "   \n",
+    "    ax1.set_xlabel('x')\n",
+    "    ax1.set_ylabel('y')\n",
+    "    \n",
+    "    if(losses!=None):\n",
+    "        ax2 = fig.add_subplot(1, plots, 2)\n",
+    "        ax2.plot(np.arange(len(losses)), losses, marker='o')\n",
+    "        \n",
+    "        ax2.set_xlabel('Epoch')\n",
+    "        ax2.set_ylabel('Loss')\n",
+    "        ax2.set_title('Loss')\n",
+    "\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "64294a9a-2018-4a37-8dbf-2b7a242fa72c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_pred_line(X, y, w, b,losses=None):\n",
+    "    # Generate a set of datapoints on x for creating a line.\n",
+    "    # We shall consider the range of X_train for generating the line so that the line superposes the datapoints.\n",
+    "    x_line = np.linspace(np.min(X), np.max(X), 10)             \n",
+    "    \n",
+    "    # Calculate the corresponding y with the parameter values of m & b\n",
+    "    y_line = w * x_line + b                                                \n",
+    "    \n",
+    "    plot_graph(X, y, pred_line={'x_line': x_line, 'y_line':y_line}, losses=losses)\n",
+    "    \n",
+    "    return "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ac81d49e-6e39-4dd1-97cc-49d850877744",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def forward_prop(X, w, b):\n",
+    "    #y_pred = w * X + b\n",
+    "    y_pred = np.reshape(np.sum(w*X,1),(X.shape[0],1)) + b\n",
+    "    return y_pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "3f35616b-0a5c-41be-811b-6f15d436a10c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def compute_loss(y, y_pred):\n",
+    "    loss = np.mean((y_pred - y)**2)\n",
+    "    \n",
+    "    return loss"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "06a40434-da8f-4176-96d5-ab162bc843e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def grad_desc(w, b, X_train, y_train, y_pred):\n",
+    "    dw = np.mean(2*(y_pred - y_train) * X_train)\n",
+    "    db = np.mean(2*(y_pred - y_train))\n",
+    "    \n",
+    "    return dw, db"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "31386096-b418-4041-83f6-d689a87da77d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def back_prop(X_train, y_train, y_pred, w, b, l_r):\n",
+    "    dw, db = grad_desc(w, b, X_train, y_train, y_pred)\n",
+    "    \n",
+    "    w -= l_r * dw\n",
+    "    b -= l_r * db\n",
+    "    \n",
+    "    return w, b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8fe4faa0-96c3-40f9-b025-6f81002ba483",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'make_regression' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 13\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[38;5;66;03m# Number of iterations for updates - Define during explanation\u001b[39;00m\n\u001b[1;32m     11\u001b[0m epochs \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m300\u001b[39m\n\u001b[0;32m---> 13\u001b[0m X, y \u001b[38;5;241m=\u001b[39m \u001b[43mmake_regression\u001b[49m(n_samples\u001b[38;5;241m=\u001b[39mM, n_features\u001b[38;5;241m=\u001b[39mn, n_informative\u001b[38;5;241m=\u001b[39mn, n_targets\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m42\u001b[39m, noise\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m)\n\u001b[1;32m     14\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mreshape(y,(y\u001b[38;5;241m.\u001b[39msize, \u001b[38;5;241m1\u001b[39m))\n\u001b[1;32m     16\u001b[0m m \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mnormal(scale\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'make_regression' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# Sample size\n",
+    "M = 200\n",
+    "\n",
+    "# No. of input features\n",
+    "n = 1\n",
+    "\n",
+    "# Learning Rate - Define during explanation\n",
+    "l_r = 0.01\n",
+    "\n",
+    "# Number of iterations for updates - Define during explanation\n",
+    "epochs = 300\n",
+    "\n",
+    "X, y = make_regression(n_samples=M, n_features=n, n_informative=n, n_targets=1, random_state=42, noise=10)\n",
+    "y = np.reshape(y,(y.size, 1))\n",
+    "\n",
+    "m = np.random.normal(scale=10)\n",
+    "b = np.random.normal(scale=10)\n",
+    "w = np.random.normal(scale=10, size=(X.shape[1],)) \n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
+    "\n",
+    "losses = []\n",
+    "\n",
+    "for i in range(epochs):\n",
+    "    y_pred = forward_prop(X_train, w, b)\n",
+    "    \n",
+    "    #print(y_pred)\n",
+    "    \n",
+    "    loss = compute_loss(y_train, y_pred)\n",
+    "    losses.append(loss)\n",
+    "\n",
+    "    m, b = back_prop(X_train, y_train, y_pred, w, b, l_r)\n",
+    "\n",
+    "    if(i%10==0):\n",
+    "        print('Epoch: ', i)\n",
+    "        print('Loss = ', loss)\n",
+    "        plot_pred_line(X_train, y_train, w, b, losses)\n",
+    "\n",
+    "del losses[:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b7966eca-eba4-420d-90e3-4ffdda5b44cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Prediction: \n",
+      "Loss =  111.2313597749226\n",
+      "R2 = 0.9746%\n",
+      "\n",
+      "w =  [87.50631143]\n",
+      "b =  2.1422612255336815\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Prediction: ')\n",
+    "y_pred = forward_prop(X_test, w, b)\n",
+    "loss = compute_loss(y_test, y_pred)\n",
+    "#print(np.hstack([y_test,y_pred]))\n",
+    "print('Loss = ', loss)\n",
+    "r2 = r2_score(y_pred, y_test)\n",
+    "print('R2 = {}%'.format(round(r2, 4)))\n",
+    "\n",
+    "print('\\nw = ', w)\n",
+    "print('b = ', b)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/Lab23.ipynb b/examples/Lab23.ipynb
new file mode 100644
index 0000000..35412f9
--- /dev/null
+++ b/examples/Lab23.ipynb
@@ -0,0 +1,110615 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d0c63a3b-da4d-4aa5-b244-fc33f54f7031",
+   "metadata": {},
+   "source": [
+    "# Daugiasluoksniai tiesioginės sklaidos neuroniniai tinklai"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "bf564568-d327-4f17-a1cb-5f4f6575f871",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# https://github.com/SkalskiP/ILearnDeepLearning.py/blob/master/01_mysteries_of_neural_networks/03_numpy_neural_net/Numpy%20deep%20neural%20network.ipynb\n",
+    "\n",
+    "import numpy as np\n",
+    "from IPython.display import Image\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.datasets import make_moons\n",
+    "\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib import cm\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8ecfbeae-8b23-4eb2-a9c6-f65388637c80",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def init_layers(nn_architecture, seed = 99):\n",
+    "    # random seed initiation\n",
+    "    np.random.seed(seed)\n",
+    "    # number of layers in our neural network\n",
+    "    number_of_layers = len(nn_architecture)\n",
+    "    # parameters storage initiation\n",
+    "    params_values = {}\n",
+    "\n",
+    "    # iteration over network layers\n",
+    "    for idx, layer in enumerate(nn_architecture):\n",
+    "        # we number network layers from 1\n",
+    "        layer_idx = idx + 1\n",
+    "\n",
+    "        # extracting the number of units in layers\n",
+    "        layer_input_size = layer[\"input_dim\"]\n",
+    "        layer_output_size = layer[\"output_dim\"]\n",
+    "\n",
+    "        # initiating the values of the W matrix\n",
+    "        # and vector b for subsequent layers\n",
+    "        params_values['W' + str(layer_idx)] = np.random.randn(\n",
+    "            layer_output_size, layer_input_size) * 0.1\n",
+    "        params_values['b' + str(layer_idx)] = np.random.randn(\n",
+    "            layer_output_size, 1) * 0.1\n",
+    "\n",
+    "    return params_values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3016eccb-0650-4285-a5e6-ed35f29481d1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sigmoid(Z):\n",
+    "    return 1/(1+np.exp(-Z))\n",
+    "\n",
+    "def relu(Z):\n",
+    "    return np.maximum(0,Z)\n",
+    "\n",
+    "def sigmoid_backward(dA, Z):\n",
+    "    sig = sigmoid(Z)\n",
+    "    return dA * sig * (1 - sig)\n",
+    "\n",
+    "def relu_backward(dA, Z):\n",
+    "    dZ = np.array(dA, copy = True)\n",
+    "    dZ[Z <= 0] = 0;\n",
+    "    return dZ;"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "1df64bad-7125-4523-9e54-bb5b96283b87",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def single_layer_forward_propagation(A_prev, W_curr, b_curr, activation=\"relu\"):\n",
+    "    # calculation of the input value for the activation function\n",
+    "    Z_curr = np.dot(W_curr, A_prev) + b_curr\n",
+    "\n",
+    "    # selection of activation function\n",
+    "    if activation == \"relu\":\n",
+    "        activation_func = relu\n",
+    "    elif activation == \"sigmoid\":\n",
+    "        activation_func = sigmoid\n",
+    "    else:\n",
+    "        raise Exception('Non-supported activation function')\n",
+    "\n",
+    "    # return of calculated activation A and the intermediate Z matrix\n",
+    "    return activation_func(Z_curr), Z_curr\n",
+    "\n",
+    "def full_forward_propagation(X, params_values, nn_architecture):\n",
+    "    # creating a temporary memory to store the information needed for a backward step\n",
+    "    memory = {}\n",
+    "    # X vector is the activation for layer 0 \n",
+    "    A_curr = X\n",
+    "\n",
+    "    # iteration over network layers\n",
+    "    for idx, layer in enumerate(nn_architecture):\n",
+    "        # we number network layers from 1\n",
+    "        layer_idx = idx + 1\n",
+    "        # transfer the activation from the previous iteration\n",
+    "        A_prev = A_curr\n",
+    "\n",
+    "        # extraction of the activation function for the current layer\n",
+    "        activ_function_curr = layer[\"activation\"]\n",
+    "        # extraction of W for the current layer\n",
+    "        W_curr = params_values[\"W\" + str(layer_idx)]\n",
+    "        # extraction of b for the current layer\n",
+    "        b_curr = params_values[\"b\" + str(layer_idx)]\n",
+    "\n",
+    "        # calculation of activation for the current layer\n",
+    "        A_curr, Z_curr = single_layer_forward_propagation(A_prev, W_curr, b_curr, activ_function_curr)\n",
+    "\n",
+    "        # saving calculated values in the memory\n",
+    "        memory[\"A\" + str(idx)] = A_prev\n",
+    "        memory[\"Z\" + str(layer_idx)] = Z_curr\n",
+    "\n",
+    "    # return of prediction vector and a dictionary containing intermediate values\n",
+    "    return A_curr, memory"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "0cbfee01-3e94-4de7-89ba-fce9b45783b1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Loss function\n",
+    "\n",
+    "def get_cost_value(Y_hat, Y):\n",
+    "    # number of examples\n",
+    "    m = Y_hat.shape[1]\n",
+    "    # calculation of the cost according to the formula\n",
+    "    cost = -1 / m * (np.dot(Y, np.log(Y_hat).T) + np.dot(1 - Y, np.log(1 - Y_hat).T))\n",
+    "    return np.squeeze(cost)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "434cc1a5-bc09-4d43-a6bd-3cf3e2d6496f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Calculating accuracy\n",
+    "\n",
+    "def convert_prob_into_class(probs):\n",
+    "    probs_ = np.copy(probs)\n",
+    "    probs_[probs_ > 0.5] = 1\n",
+    "    probs_[probs_ <= 0.5] = 0\n",
+    "    return probs_\n",
+    "\n",
+    "def get_accuracy_value(Y_hat, Y):\n",
+    "    Y_hat_ = convert_prob_into_class(Y_hat)\n",
+    "    return (Y_hat_ == Y).all(axis=0).mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "814a4aae-7285-4667-82ab-3b745dc7d6e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Backward propagation\n",
+    "\n",
+    "def single_layer_backward_propagation(dA_curr, W_curr, b_curr, Z_curr, A_prev, activation=\"relu\"):\n",
+    "    # number of examples\n",
+    "    m = A_prev.shape[1]\n",
+    "\n",
+    "    # selection of activation function\n",
+    "    if activation == \"relu\":\n",
+    "        backward_activation_func = relu_backward\n",
+    "    elif activation == \"sigmoid\":\n",
+    "        backward_activation_func = sigmoid_backward\n",
+    "    else:\n",
+    "        raise Exception('Non-supported activation function')\n",
+    "\n",
+    "    # calculation of the activation function derivative\n",
+    "    dZ_curr = backward_activation_func(dA_curr, Z_curr)\n",
+    "\n",
+    "    # derivative of the matrix W\n",
+    "    dW_curr = np.dot(dZ_curr, A_prev.T) / m\n",
+    "    # derivative of the vector b\n",
+    "    db_curr = np.sum(dZ_curr, axis=1, keepdims=True) / m\n",
+    "    # derivative of the matrix A_prev\n",
+    "    dA_prev = np.dot(W_curr.T, dZ_curr)\n",
+    "\n",
+    "    return dA_prev, dW_curr, db_curr\n",
+    "\n",
+    "def full_backward_propagation(Y_hat, Y, memory, params_values, nn_architecture):\n",
+    "    grads_values = {}\n",
+    "\n",
+    "    # number of examples\n",
+    "    m = Y.shape[1]\n",
+    "    # a hack ensuring the same shape of the prediction vector and labels vector\n",
+    "    Y = Y.reshape(Y_hat.shape)\n",
+    "\n",
+    "    # initiation of gradient descent algorithm\n",
+    "    dA_prev = - (np.divide(Y, Y_hat) - np.divide(1 - Y, 1 - Y_hat));\n",
+    "\n",
+    "    for layer_idx_prev, layer in reversed(list(enumerate(nn_architecture))):\n",
+    "        # we number network layers from 1\n",
+    "        layer_idx_curr = layer_idx_prev + 1\n",
+    "        # extraction of the activation function for the current layer\n",
+    "        activ_function_curr = layer[\"activation\"]\n",
+    "\n",
+    "        dA_curr = dA_prev\n",
+    "\n",
+    "        A_prev = memory[\"A\" + str(layer_idx_prev)]\n",
+    "        Z_curr = memory[\"Z\" + str(layer_idx_curr)]\n",
+    "\n",
+    "        W_curr = params_values[\"W\" + str(layer_idx_curr)]\n",
+    "        b_curr = params_values[\"b\" + str(layer_idx_curr)]\n",
+    "\n",
+    "        dA_prev, dW_curr, db_curr = single_layer_backward_propagation(\n",
+    "            dA_curr, W_curr, b_curr, Z_curr, A_prev, activ_function_curr)\n",
+    "\n",
+    "        grads_values[\"dW\" + str(layer_idx_curr)] = dW_curr\n",
+    "        grads_values[\"db\" + str(layer_idx_curr)] = db_curr\n",
+    "\n",
+    "    return grads_values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "49050574-8f39-48d4-9c49-67144140a767",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def update(params_values, grads_values, nn_architecture, learning_rate):\n",
+    "\n",
+    "    # iteration over network layers\n",
+    "    for layer_idx, layer in enumerate(nn_architecture, 1):\n",
+    "        params_values[\"W\" + str(layer_idx)] -= learning_rate * grads_values[\"dW\" + str(layer_idx)]\n",
+    "        params_values[\"b\" + str(layer_idx)] -= learning_rate * grads_values[\"db\" + str(layer_idx)]\n",
+    "\n",
+    "    return params_values;"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "6006c4aa-5e6e-4f5d-8b87-0dc55b327c48",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def train(X, Y, nn_architecture, epochs, learning_rate, verbose=False, callback=None):\n",
+    "    # initiation of neural net parameters\n",
+    "    params_values = init_layers(nn_architecture, 2)\n",
+    "    # initiation of lists storing the history\n",
+    "    # of metrics calculated during the learning process\n",
+    "    cost_history = []\n",
+    "    accuracy_history = []\n",
+    "\n",
+    "    # performing calculations for subsequent iterations\n",
+    "    for i in range(epochs):\n",
+    "        # step forward\n",
+    "        Y_hat, cashe = full_forward_propagation(X, params_values, nn_architecture)\n",
+    "\n",
+    "        # calculating metrics and saving them in history\n",
+    "        cost = get_cost_value(Y_hat, Y)\n",
+    "        cost_history.append(cost)\n",
+    "        accuracy = get_accuracy_value(Y_hat, Y)\n",
+    "        accuracy_history.append(accuracy)\n",
+    "\n",
+    "        # step backward - calculating gradient\n",
+    "        grads_values = full_backward_propagation(Y_hat, Y, cashe, params_values, nn_architecture)\n",
+    "        # updating model state\n",
+    "        params_values = update(params_values, grads_values, nn_architecture, learning_rate)\n",
+    "\n",
+    "        if(i % 50 == 0):\n",
+    "            if(verbose):\n",
+    "                print(\"Iteration: {:05} - cost: {:.5f} - accuracy: {:.5f}\".format(i, cost, accuracy))\n",
+    "            if(callback is not None):\n",
+    "                callback(i, params_values)\n",
+    "\n",
+    "    return params_values, cost_history, accuracy_history"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "25ce21e9-5998-4478-b9dd-bebb2a2c81a1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plot\n",
+    "\n",
+    "def make_plot(X, y, plot_name, file_name=None, XX=None, YY=None, preds=None, dark=False):\n",
+    "    if (dark):\n",
+    "        plt.style.use('dark_background')\n",
+    "    else:\n",
+    "        sns.set_style(\"whitegrid\")\n",
+    "    plt.figure(figsize=(8,6))\n",
+    "    axes = plt.gca()\n",
+    "    axes.set(xlabel=\"$X_1$\", ylabel=\"$X_2$\")\n",
+    "    plt.title(plot_name, fontsize=30)\n",
+    "    plt.subplots_adjust(left=0.20)\n",
+    "    plt.subplots_adjust(right=0.80)\n",
+    "    if(XX is not None and YY is not None and preds is not None):\n",
+    "        plt.contourf(XX, YY, preds.reshape(XX.shape), 25, alpha = 1, cmap=cm.Spectral)\n",
+    "        plt.contour(XX, YY, preds.reshape(XX.shape), levels=[.5], cmap=\"Greys\", vmin=0, vmax=.6)\n",
+    "    plt.scatter(X[:, 0], X[:, 1], c=y.ravel(), s=40, cmap=plt.cm.Spectral, edgecolors='black')\n",
+    "    if(file_name):\n",
+    "        plt.savefig(file_name)\n",
+    "        plt.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "91722d90-db32-45dc-9f67-69691ed31623",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      " [0.08424563 0.25736409 0.         0.07055503]\n",
+      " [0.         0.         0.10861615 0.07504842]\n",
+      " [0.0066489  0.01144596 0.06778298 0.07258004]\n",
+      " [0.         0.         0.         0.        ]] [[ 2.20223720e-02  4.19052766e-03  4.20720293e-02  3.28491843e-02]\n",
+      " [-1.64993704e-03  2.79621812e-02  2.31555483e-02  3.12621525e-02]\n",
+      " [ 1.76253777e-01  2.30320400e-01  1.48165855e-01  1.71997492e-01]\n",
+      " [-6.17837490e-02 -6.14741868e-02 -2.43249773e-02 -1.36113479e-02]\n",
+      " [-1.56662462e-01 -9.40965615e-02 -1.51887959e-01 -9.24195047e-02]\n",
+      " [-4.94248858e-02 -6.03893122e-02 -5.82510707e-02 -9.54315587e-02]\n",
+      " [-3.22323194e-02 -5.38285865e-02 -8.58404876e-03 -3.97321353e-02]\n",
+      " [-3.93880050e-02 -5.69848608e-02 -3.43947771e-02 -6.06573025e-02]\n",
+      " [-4.86033841e-02  2.28680303e-02 -4.35056405e-02  2.84031747e-02]\n",
+      " [ 6.78837812e-02  9.99008234e-02  2.36420239e-02  2.20214315e-02]\n",
+      " [ 1.15076867e-02  3.92449556e-02  2.75506779e-02  3.43981649e-02]\n",
+      " [-1.14545774e-01 -1.68907633e-01 -1.08801408e-01 -1.57051948e-01]\n",
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+      " [-6.91700951e-02 -1.02726465e-01 -9.93832838e-02 -1.31436352e-01]\n",
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+      " [ 4.30946382e-02  3.18736548e-02  2.99787351e-02  1.51913773e-02]\n",
+      " [ 6.63536816e-02  3.91411719e-02  7.85421469e-02  6.80545108e-02]\n",
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+      " [ 1.12581469e-01  1.97242817e-01  1.18872277e-01  2.03617330e-01]\n",
+      " [ 2.12840199e-02  3.59149710e-03  1.46858515e-02  9.28007348e-03]\n",
+      " [ 5.73099478e-02 -1.71652845e-02  5.95567078e-02 -3.88178131e-03]\n",
+      " [-1.34709607e-02  2.04365909e-02 -3.78580575e-02 -2.59474184e-02]\n",
+      " [ 3.48022230e-02  1.07466323e-01  4.70601070e-02  9.76706711e-02]\n",
+      " [-6.63130317e-03  2.31853253e-02 -5.81119238e-03  2.03737862e-02]\n",
+      " [-1.26579331e-01 -1.70634915e-01 -1.45332173e-01 -1.66130597e-01]\n",
+      " [-5.13160417e-03 -1.38479440e-03 -1.09198360e-02  1.27181829e-02]\n",
+      " [ 1.76498600e-01  1.58505005e-01  2.06982736e-01  1.79079243e-01]\n",
+      " [ 1.44030342e-01  1.71241642e-01  1.28555693e-01  9.81951780e-02]\n",
+      " [ 1.33722290e-01  1.36901616e-01  1.01348108e-01  1.27322486e-01]\n",
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+      " [-3.04264413e-02 -5.52153015e-02 -4.65433715e-02 -6.31056096e-02]\n",
+      " [-2.14854975e-01 -2.55233321e-01 -2.11926142e-01 -2.43545131e-01]\n",
+      " [ 2.13493273e-04  7.55242089e-02 -1.71926787e-02  5.19495850e-02]\n",
+      " [-1.02586827e-01 -1.78079010e-01 -1.33739158e-01 -1.78510598e-01]\n",
+      " [ 1.20499909e-01  1.56342942e-01  1.19219677e-01  1.35741487e-01]\n",
+      " [ 1.02049166e-01  8.14981524e-02  1.18941265e-01  1.08051472e-01]\n",
+      " [ 6.82782521e-02  1.33838779e-01  8.98105409e-02  1.37409856e-01]\n",
+      " [-1.18331791e-01 -2.18197717e-01 -1.35660306e-01 -1.93021805e-01]\n",
+      " [-2.71320890e-02 -5.23041217e-02 -2.81619349e-02 -4.26589562e-02]\n",
+      " [ 1.01272094e-01  1.00966267e-01  9.50057571e-02  9.87510838e-02]\n",
+      " [ 3.71449429e-02  3.23340987e-02  3.61946116e-02  3.32521396e-02]\n",
+      " [ 5.54972137e-02  6.92427894e-02  5.71469224e-02  6.63523162e-02]\n",
+      " [-1.06460286e-01 -1.76172856e-01 -1.16907605e-01 -1.62941285e-01]\n",
+      " [ 9.83611146e-02  9.71681556e-02  1.09596149e-01  1.11277899e-01]\n",
+      " [-4.20603837e-02 -9.99606768e-02  1.31315334e-02 -5.36877586e-02]\n",
+      " [-6.16466434e-02 -1.14862622e-01 -8.32290413e-02 -1.20547323e-01]\n",
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+      " [-7.08976252e-02 -3.78232973e-02 -5.20156273e-02 -4.23331001e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 0.10003659  0.09440991  0.0583608   0.05273412]\n",
+      " [-0.03810925  0.12591783 -0.25172886 -0.08770178]\n",
+      " [-0.03756694 -0.12174168 -0.2169105  -0.30108524]\n",
+      " [-0.00744708 -0.13197588  0.04284107 -0.08168774]\n",
+      " [ 0.04334963 -0.04755113 -0.06244559 -0.15334635]\n",
+      " [ 0.12783792  0.35705872  0.18298333  0.41220413]\n",
+      " [-0.06346793 -0.17526048 -0.05931399 -0.17110654]\n",
+      " [ 0.05083962 -0.00877635  0.10474546  0.04512949]\n",
+      " [ 0.0216116   0.13911172  0.01969855  0.13719867]\n",
+      " [-0.18586124 -0.18495871 -0.26064833 -0.25974581]\n",
+      " [-0.04193165 -0.05757507 -0.12974244 -0.14538585]\n",
+      " [-0.01323289 -0.11211079  0.01242416 -0.08645375]\n",
+      " [-0.00395702 -0.02757543 -0.03783922 -0.06145762]\n",
+      " [ 0.03260034 -0.08616089 -0.03116516 -0.14992639]\n",
+      " [-0.2040323  -0.21938182 -0.34615403 -0.36150355]\n",
+      " [ 0.00462555  0.22776223 -0.02228014  0.20085654]\n",
+      " [-0.06776756 -0.05649491 -0.31124432 -0.29997166]\n",
+      " [-0.1439439  -0.00798052 -0.10689945  0.02906394]\n",
+      " [ 0.05242964 -0.03199173  0.10261536  0.01819399]\n",
+      " [ 0.07352796  0.12776321  0.07352893  0.12776419]\n",
+      " [-0.06532503  0.01177615 -0.09667585 -0.01957467]\n",
+      " [ 0.08424563  0.25736409 -0.10256344  0.07055503]\n",
+      " [-0.03815165 -0.07171938  0.10861615  0.07504842]\n",
+      " [ 0.0066489   0.01144596  0.06778298  0.07258004]\n",
+      " [-0.10987389 -0.10110287 -0.19278742 -0.1840164 ]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.08135978 0.09542959 0.07905237 0.08833285]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.0485922  0.04413642 0.05221514 0.04751687]\n",
+      " [0.         0.00776347 0.         0.00898105]] [[0.04793391 0.0514869  0.04720827 0.04843398]]\n",
+      "3 4 [[0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [ 0.06291133  0.06939898  0.06514568  0.07435933]\n",
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+      " [-0.10653026 -0.08607429 -0.10928398 -0.09847891]\n",
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+      " [ 0.09368271  0.09656757  0.09519927  0.10311601]\n",
+      " [-0.10336758 -0.11852633 -0.09937714 -0.10846158]\n",
+      " [ 0.11179684  0.09208735  0.11233549  0.0987263 ]\n",
+      " [ 0.04391288  0.05600664  0.04071757  0.04816318]\n",
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+      " [ 0.0485922   0.04413642  0.05221514  0.04751687]\n",
+      " [-0.01908314  0.00776347 -0.01544338  0.00898105]]\n",
+      "2 3 [[0.02167914 0.00371859 0.0416924  0.03240203]\n",
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+      " [-4.40798522e-02 -5.41730863e-02 -4.54401815e-02 -6.07586833e-02]\n",
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+      " [ 2.80809196e-02  6.01923562e-02  2.81014649e-02  4.71031069e-02]\n",
+      " [ 1.62117829e-01  1.45538391e-01  1.59830615e-01  1.47516063e-01]\n",
+      " [ 4.71974345e-02  5.25003026e-02  5.49384911e-02  5.58921070e-02]\n",
+      " [-1.88924438e-01 -2.02764575e-01 -1.83091906e-01 -1.81270290e-01]\n",
+      " [ 1.33513062e-01  1.32266216e-01  1.39608800e-01  1.40800885e-01]\n",
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+      " [ 7.77894037e-02  8.35706135e-02  9.17979434e-02  1.17342372e-01]\n",
+      " [-2.27563826e-01 -2.20989457e-01 -2.34060379e-01 -2.16291243e-01]\n",
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+      " [-2.95468418e-02 -3.15724137e-02 -2.52525126e-02 -1.84296883e-02]\n",
+      " [-1.35972829e-01 -1.62730707e-01 -1.48072569e-01 -1.52587716e-01]\n",
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+      " [-7.08898467e-02 -2.89530931e-02 -7.29797588e-02 -5.41998082e-02]\n",
+      " [-7.51491438e-05 -3.61588007e-02 -1.63454517e-03 -1.90336959e-02]\n",
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+      " [-3.26123764e-03  3.65934444e-02 -1.89709140e-03  2.41418489e-02]\n",
+      " [ 1.54740448e-02 -8.27759045e-03  3.47342995e-02  3.25943135e-02]\n",
+      " [ 5.25818192e-03 -1.21832183e-02 -2.68933724e-03 -2.08037175e-02]\n",
+      " [ 1.22221961e-01  1.02902736e-01  1.26597692e-01  1.07376138e-01]\n",
+      " [-1.77287014e-01 -1.95412604e-01 -1.83154676e-01 -1.95623096e-01]\n",
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+      " [ 3.47252032e-03  8.05536603e-04  1.32461532e-02 -3.51662959e-03]\n",
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+      " [-1.02355903e-02 -1.15670127e-02 -5.27399554e-03 -1.82075174e-03]\n",
+      " [-7.62701141e-02 -1.20655941e-01 -5.05698346e-02 -7.90067866e-02]\n",
+      " [-3.90383631e-02 -4.15709102e-02 -4.60765197e-02 -3.36783337e-02]\n",
+      " [-9.15872262e-02 -8.24680832e-02 -9.63241716e-02 -9.40489691e-02]\n",
+      " [ 7.19061603e-02  7.71369167e-02  8.00625606e-02  8.36249568e-02]]\n",
+      "1 2 [[0.10000694 0.09437486 0.05832934 0.05269726]\n",
+      " [0.         0.12609759 0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
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+      " [0.04334577 0.         0.         0.        ]\n",
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+      " [0.05090016 0.         0.10491544 0.04536685]\n",
+      " [0.02149051 0.13889742 0.01949035 0.13689725]\n",
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+      " [0.05235611 0.         0.10251454 0.01805225]\n",
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+      " [0.         0.         0.10892463 0.07541711]\n",
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+      " [ 0.06787649  0.09993007  0.02354659  0.02202218]\n",
+      " [ 0.0116569   0.03945773  0.02779884  0.03471566]\n",
+      " [-0.11451431 -0.16887632 -0.10873554 -0.15691334]\n",
+      " [ 0.18813939  0.22998335  0.20620281  0.24449915]\n",
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+      " [ 0.12018783  0.14319666  0.11134864  0.15362581]\n",
+      " [ 0.04331654  0.03216882  0.03018614  0.01543463]\n",
+      " [ 0.06615027  0.03880487  0.07829275  0.06766429]\n",
+      " [ 0.13450125  0.06809088  0.14677206  0.10604615]\n",
+      " [-0.20162575 -0.22357194 -0.18020197 -0.23931578]\n",
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+      " [-0.21484455 -0.25523813 -0.2119158  -0.24366483]\n",
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+      " [-0.10250399 -0.17795335 -0.13365105 -0.17836492]\n",
+      " [ 0.12078959  0.15674345  0.11951528  0.13614128]\n",
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+      " [ 0.1011828   0.10089976  0.09494824  0.09870406]\n",
+      " [ 0.0368017   0.03190623  0.0358091   0.03282189]\n",
+      " [ 0.05543573  0.06917135  0.05708049  0.06626539]\n",
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+      " [-0.07086487 -0.03780433 -0.05194104 -0.04223354]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 0.10000694  0.09437486  0.05832934  0.05269726]\n",
+      " [-0.03801937  0.12609759 -0.25163898 -0.08752202]\n",
+      " [-0.03756694 -0.12174168 -0.2169105  -0.30108524]\n",
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+      " [ 0.04334577 -0.047555   -0.06244946 -0.15335022]\n",
+      " [ 0.12754642  0.35650276  0.18244005  0.41139638]\n",
+      " [-0.06346793 -0.17526048 -0.05931399 -0.17110654]\n",
+      " [ 0.05090016 -0.00864843  0.10491544  0.04536685]\n",
+      " [ 0.02149051  0.13889742  0.01949035  0.13689725]\n",
+      " [-0.18586124 -0.18495871 -0.26064833 -0.25974581]\n",
+      " [-0.04193165 -0.05757507 -0.12974244 -0.14538585]\n",
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+      " [-0.00395702 -0.02757543 -0.03783922 -0.06145762]\n",
+      " [ 0.03257037 -0.08619086 -0.03119514 -0.14995636]\n",
+      " [-0.2040323  -0.21938182 -0.34615403 -0.36150355]\n",
+      " [ 0.00466991  0.22799406 -0.02212596  0.20119818]\n",
+      " [-0.06776756 -0.05649491 -0.31124432 -0.29997166]\n",
+      " [-0.14386511 -0.00782293 -0.10674186  0.02930031]\n",
+      " [ 0.05235611 -0.03210619  0.10251454  0.01805225]\n",
+      " [ 0.07370067  0.12813619  0.07391022  0.12834573]\n",
+      " [-0.06540391  0.01161838 -0.09675473 -0.01973244]\n",
+      " [ 0.0843684   0.25771832 -0.10231773  0.07103219]\n",
+      " [-0.03799741 -0.07150493  0.10892463  0.07541711]\n",
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+      " [-0.10987389 -0.10110287 -0.19278742 -0.1840164 ]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.08592811 0.10014451 0.08365208 0.09316384]\n",
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+      " [0.0438085  0.05585427 0.04048234 0.04805583]\n",
+      " [0.07669726 0.09626096 0.07227524 0.08744537]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.04768994 0.04326704 0.0513015  0.04657101]\n",
+      " [0.         0.00555081 0.         0.00674644]] [[0.07485416 0.07858944 0.07415895 0.07559179]]\n",
+      "3 4 [[0.         0.         0.         0.        ]\n",
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+      " [0.02827472 0.06046487 0.02830567 0.04735601]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.09250149 0.06915555 0.1081927  0.10714781]\n",
+      " [0.00328123 0.00063112 0.01301403 0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.07282518 0.07818003 0.08113427 0.08474385]] [[-0.03480892 -0.0421427  -0.03755102 -0.05620581]\n",
+      " [-0.05510081 -0.06156166 -0.05417056 -0.06284413]\n",
+      " [ 0.08592811  0.10014451  0.08365208  0.09316384]\n",
+      " [ 0.05422145  0.04634442  0.05159803  0.04617325]\n",
+      " [-0.03218191 -0.04559991 -0.0331851  -0.04372344]\n",
+      " [-0.13571391 -0.13706456 -0.13405724 -0.13141872]\n",
+      " [-0.02373352 -0.03432517 -0.02724497 -0.03773822]\n",
+      " [ 0.05897473  0.065327    0.06114253  0.07030234]\n",
+      " [-0.11835149 -0.11757294 -0.12492498 -0.12605557]\n",
+      " [ 0.11329951  0.11078828  0.11514829  0.11767525]\n",
+      " [-0.01629741 -0.00605562 -0.02169937 -0.01739843]\n",
+      " [-0.09489703 -0.09693646 -0.09784854 -0.10241741]\n",
+      " [-0.18414772 -0.1760998  -0.18573091 -0.1757381 ]\n",
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+      " [ 0.02736491  0.02959251  0.02873312  0.02576524]\n",
+      " [-0.06255932 -0.05054267 -0.06404231 -0.05189041]\n",
+      " [ 0.09100389  0.09378228  0.09244774  0.10031282]\n",
+      " [-0.10298979 -0.11796672 -0.09900309 -0.10806559]\n",
+      " [ 0.10782684  0.08800852  0.10825636  0.09450279]\n",
+      " [ 0.0438085   0.05585427  0.04048234  0.04805583]\n",
+      " [ 0.07669726  0.09626096  0.07227524  0.08744537]\n",
+      " [-0.05334692 -0.06277498 -0.05111409 -0.06230312]\n",
+      " [ 0.04768994  0.04326704  0.0513015   0.04657101]\n",
+      " [-0.02119283  0.00555081 -0.01764421  0.00674644]]\n",
+      "2 3 [[0.02138006 0.00328415 0.04135465 0.03199648]\n",
+      " [0.         0.02638613 0.02159806 0.02935549]\n",
+      " [0.17598112 0.23010957 0.14791016 0.17183623]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.02276398 0.         0.02814511]\n",
+      " [0.06790636 0.09999756 0.02350368 0.02206207]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.12004574 0.14302717 0.111111   0.15331953]\n",
+      " [0.04352782 0.03245027 0.03038467 0.01566542]\n",
+      " [0.0658834  0.03839693 0.0779771  0.06720471]\n",
+      " [0.13413083 0.06754939 0.14634752 0.10549168]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.11165439 0.1961064  0.11783877 0.20233358]\n",
+      " [0.02052901 0.00270966 0.01392582 0.00835445]\n",
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+      " [0.03444457 0.10702539 0.04669507 0.09728844]\n",
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+      " [0.         0.01101472 0.         0.        ]\n",
+      " [0.08465429 0.25885915 0.         0.07262936]\n",
+      " [0.         0.         0.11005788 0.07677028]\n",
+      " [0.00658962 0.0114352  0.06766973 0.07251531]\n",
+      " [0.         0.         0.         0.        ]] [[ 2.05085361e-02  2.00410932e-03  4.03651893e-02  3.08098251e-02]\n",
+      " [-4.60708461e-03  2.43818080e-02  1.96302742e-02  2.69112106e-02]\n",
+      " [ 1.75536224e-01  2.29756964e-01  1.47507142e-01  1.71531425e-01]\n",
+      " [-6.20587808e-02 -6.19772298e-02 -2.45846485e-02 -1.42769818e-02]\n",
+      " [-1.56931805e-01 -9.46410365e-02 -1.52517200e-01 -9.31487808e-02]\n",
+      " [-4.91249877e-02 -5.97763349e-02 -5.78695573e-02 -9.44601585e-02]\n",
+      " [-3.22366832e-02 -5.40315695e-02 -8.69922830e-03 -4.00409218e-02]\n",
+      " [-3.95113364e-02 -5.72991295e-02 -3.47776772e-02 -6.16992106e-02]\n",
+      " [-4.87600247e-02  2.25462898e-02 -4.40440957e-02  2.77000039e-02]\n",
+      " [ 6.79993504e-02  1.00201628e-01  2.34063086e-02  2.21866892e-02]\n",
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+      " [-1.14382622e-01 -1.68737120e-01 -1.08464027e-01 -1.56372884e-01]\n",
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+      " [ 1.94182424e-02  1.40305599e-03  1.28002931e-02  6.99635382e-03]\n",
+      " [ 5.75260788e-02 -1.66322957e-02  6.01449877e-02 -3.06456018e-03]\n",
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+      " [-6.14782132e-02 -1.14637418e-01 -8.30283126e-02 -1.20106777e-01]\n",
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+      " [-7.07463345e-02 -3.77402272e-02 -5.16590856e-02 -4.18594342e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 0.09982309  0.09418394  0.05815473  0.05251558]\n",
+      " [-0.03765684  0.12682265 -0.25127645 -0.08679696]\n",
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+      " [-0.00736509 -0.1318939   0.04300504 -0.08152377]\n",
+      " [ 0.04327995 -0.04762081 -0.06251528 -0.15341604]\n",
+      " [ 0.12650112  0.35449627  0.18051291  0.40850806]\n",
+      " [-0.06346793 -0.17526048 -0.05931399 -0.17110654]\n",
+      " [ 0.051173   -0.00809299  0.10563488  0.04636888]\n",
+      " [ 0.02104745  0.13806175  0.01867398  0.13568828]\n",
+      " [-0.18586124 -0.18495871 -0.26064833 -0.25974581]\n",
+      " [-0.04193165 -0.05757507 -0.12974244 -0.14538585]\n",
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+      " [-0.2040323  -0.21938182 -0.34615403 -0.36150355]\n",
+      " [ 0.00476629  0.22885953 -0.021582    0.20251124]\n",
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+      " [-0.10987389 -0.10110287 -0.19278742 -0.1840164 ]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.1037496  0.11868955 0.10163881 0.11209365]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [ 6.53709806e-02  6.49691959e-02  5.94307920e-02  5.88332177e-02]\n",
+      " [ 1.31770747e-01  1.32619348e-01  1.30577735e-01  1.26898965e-01]\n",
+      " [ 1.00399256e-01  7.88406813e-02  9.15387957e-02  6.57017345e-02]\n",
+      " [-7.61436045e-03  3.20940713e-02 -6.61794420e-03  1.97019190e-02]\n",
+      " [ 8.84692134e-03 -1.62427416e-02  2.56610862e-02  2.48340400e-02]\n",
+      " [ 8.77270513e-03 -1.05545891e-02  2.06682031e-04 -1.98190294e-02]\n",
+      " [ 1.08595079e-01  8.48245241e-02  1.12390611e-01  8.79107379e-02]\n",
+      " [-1.78822302e-01 -1.97818501e-01 -1.83025424e-01 -1.99259350e-01]\n",
+      " [ 6.48858103e-02  1.03293752e-01  6.57647533e-02  1.00273254e-01]\n",
+      " [ 8.43598233e-02  6.23228594e-02  1.01123858e-01  1.02389678e-01]\n",
+      " [ 1.86567647e-03  7.04478242e-04  1.10753030e-02 -9.87680048e-04]\n",
+      " [ 1.35782763e-01  1.28662781e-01  1.38209820e-01  1.21880686e-01]\n",
+      " [-1.27711452e-02 -1.71507172e-02 -7.56622713e-03 -8.70617588e-03]\n",
+      " [-7.72785709e-02 -1.25453279e-01 -4.96486699e-02 -8.28591658e-02]\n",
+      " [-4.27252692e-02 -4.98742967e-02 -5.19843276e-02 -4.29891748e-02]\n",
+      " [-9.23695719e-02 -8.13495598e-02 -9.67809028e-02 -9.33672684e-02]\n",
+      " [ 9.01831519e-02  9.76882920e-02  1.00718155e-01  1.05260362e-01]]\n",
+      "1 2 [[0.09995871 0.09514476 0.0589583  0.05414435]\n",
+      " [0.         0.12893562 0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.04435703 0.        ]\n",
+      " [0.04302376 0.         0.         0.        ]\n",
+      " [0.12404875 0.34976244 0.17579416 0.40150784]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.05257053 0.         0.1097972  0.05233317]\n",
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+      " [0.         0.         0.01435226 0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.03346075]\n",
+      " [0.05289082 0.         0.10261446 0.01725533]\n",
+      " [0.07528632 0.13465811 0.08014048 0.13951227]\n",
+      " [0.         0.00985259 0.         0.        ]\n",
+      " [0.0851195  0.26279922 0.         0.07863674]\n",
+      " [0.         0.         0.11480837 0.08239161]\n",
+      " [0.00650733 0.01110248 0.06710444 0.07169959]\n",
+      " [0.         0.         0.         0.        ]] [[ 1.84417399e-02 -2.19590242e-03  3.74111848e-02  2.68383797e-02]\n",
+      " [-7.52606894e-03  1.98596991e-02  1.54279062e-02  2.08961324e-02]\n",
+      " [ 1.75677059e-01  2.31564262e-01  1.48277548e-01  1.73139384e-01]\n",
+      " [-6.20968630e-02 -6.31630074e-02 -2.51296085e-02 -1.56245974e-02]\n",
+      " [-1.57802289e-01 -9.59152590e-02 -1.54324837e-01 -9.52937424e-02]\n",
+      " [-4.82534694e-02 -5.83923867e-02 -5.67013774e-02 -9.17736646e-02]\n",
+      " [-3.18235169e-02 -5.47757152e-02 -8.69929081e-03 -4.12639999e-02]\n",
+      " [-3.94991701e-02 -5.86525329e-02 -3.61255722e-02 -6.54165029e-02]\n",
+      " [-5.24803316e-02  1.80157794e-02 -4.92019244e-02  2.16443898e-02]\n",
+      " [ 6.72932494e-02  9.96769093e-02  2.19236282e-02  2.13955286e-02]\n",
+      " [ 1.42111703e-02  4.35148194e-02  3.25637490e-02  4.12265240e-02]\n",
+      " [-1.13859498e-01 -1.68406604e-01 -1.07394612e-01 -1.54626176e-01]\n",
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+      " [-6.87368999e-02 -1.02335174e-01 -9.99641689e-02 -1.33062087e-01]\n",
+      " [ 1.18528468e-01  1.41258837e-01  1.08256697e-01  1.49364759e-01]\n",
+      " [ 4.53456702e-02  3.49395955e-02  3.20179977e-02  1.75082232e-02]\n",
+      " [ 5.92404624e-02  2.79914652e-02  6.98989066e-02  5.53743948e-02]\n",
+      " [ 1.31401479e-01  6.20128290e-02  1.42762408e-01  9.97238939e-02]\n",
+      " [-2.01405974e-01 -2.24175763e-01 -1.78703199e-01 -2.40562662e-01]\n",
+      " [ 1.05965655e-01  1.89833210e-01  1.11319895e-01  1.94695619e-01]\n",
+      " [ 1.59159378e-02 -2.89948571e-03  9.05870250e-03  2.56463847e-03]\n",
+      " [ 5.91841044e-02 -1.46602173e-02  6.25273342e-02 -2.01540579e-04]\n",
+      " [-1.09514187e-02  2.42021836e-02 -3.56006198e-02 -2.16802580e-02]\n",
+      " [ 3.10614659e-02  1.03360706e-01  4.36591603e-02  9.43599005e-02]\n",
+      " [-9.87294894e-03  1.89545158e-02 -9.42266656e-03  1.56187287e-02]\n",
+      " [-1.25455746e-01 -1.70552413e-01 -1.45579968e-01 -1.65930246e-01]\n",
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+      " [ 1.74596876e-01  1.55024118e-01  2.05024262e-01  1.75420813e-01]\n",
+      " [ 1.50553746e-01  1.81100071e-01  1.36573829e-01  1.10017655e-01]\n",
+      " [ 1.34182270e-01  1.37140851e-01  1.00625256e-01  1.25596281e-01]\n",
+      " [-5.84895691e-02 -8.69591257e-02 -4.52358421e-02 -4.30837564e-02]\n",
+      " [-2.12265965e-02 -6.62796820e-02 -3.47289952e-02 -5.45943880e-02]\n",
+      " [-3.05003093e-02 -5.50364933e-02 -4.75580121e-02 -6.48702942e-02]\n",
+      " [-2.14265669e-01 -2.55226640e-01 -2.11772044e-01 -2.45650298e-01]\n",
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+      " [-1.01418288e-01 -1.76283905e-01 -1.32849003e-01 -1.76692833e-01]\n",
+      " [ 1.26907287e-01  1.65506639e-01  1.26406387e-01  1.45665723e-01]\n",
+      " [ 1.06009406e-01  8.54154981e-02  1.23287147e-01  1.11433550e-01]\n",
+      " [ 7.24059499e-02  1.41233667e-01  9.57563471e-02  1.47984644e-01]\n",
+      " [-1.18042615e-01 -2.19288391e-01 -1.35129532e-01 -1.94094771e-01]\n",
+      " [-2.68445386e-02 -5.22941595e-02 -2.69021019e-02 -4.17784570e-02]\n",
+      " [ 9.72311796e-02  9.67713394e-02  9.09571413e-02  9.44304542e-02]\n",
+      " [ 3.11983674e-02  2.47779654e-02  2.96703358e-02  2.56599344e-02]\n",
+      " [ 5.66606742e-02  7.08367698e-02  5.79860840e-02  6.69974442e-02]\n",
+      " [-1.05889193e-01 -1.75747811e-01 -1.16636032e-01 -1.63800988e-01]\n",
+      " [ 1.05281720e-01  1.06128544e-01  1.17618249e-01  1.22122313e-01]\n",
+      " [-3.49839523e-02 -9.36837908e-02  2.24974795e-02 -4.53809899e-02]\n",
+      " [-6.11906866e-02 -1.14462828e-01 -8.26862562e-02 -1.19352908e-01]\n",
+      " [ 2.23836575e-04  1.58816637e-02  1.65025603e-02  5.11454659e-02]\n",
+      " [-7.03164043e-02 -3.75606855e-02 -5.05598228e-02 -4.01963059e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 0.09995871  0.09514476  0.0589583   0.05414435]\n",
+      " [-0.03660036  0.12893562 -0.25021997 -0.08468399]\n",
+      " [-0.03756694 -0.12174168 -0.2169105  -0.30108524]\n",
+      " [-0.0066891  -0.1312179   0.04435703 -0.08017178]\n",
+      " [ 0.04302376 -0.047877   -0.06277146 -0.15367222]\n",
+      " [ 0.12404875  0.34976244  0.17579416  0.40150784]\n",
+      " [-0.06346793 -0.17526048 -0.05931399 -0.17110654]\n",
+      " [ 0.05257053 -0.0048935   0.1097972   0.05233317]\n",
+      " [ 0.01893201  0.13335476  0.01406789  0.12849064]\n",
+      " [-0.18586124 -0.18495871 -0.26064833 -0.25974581]\n",
+      " [-0.04193165 -0.05757507 -0.12974244 -0.14538585]\n",
+      " [-0.01226884 -0.11114674  0.01435226 -0.08452565]\n",
+      " [-0.00395702 -0.02757543 -0.03783922 -0.06145762]\n",
+      " [ 0.03034138 -0.08841985 -0.03342412 -0.15218535]\n",
+      " [-0.2040323  -0.21938182 -0.34615403 -0.36150355]\n",
+      " [ 0.00400849  0.23320875 -0.01940086  0.2097994 ]\n",
+      " [-0.06776756 -0.05649491 -0.31124432 -0.29997166]\n",
+      " [-0.1424783  -0.00504931 -0.10396824  0.03346075]\n",
+      " [ 0.05289082 -0.03246831  0.10261446  0.01725533]\n",
+      " [ 0.07528632  0.13465811  0.08014048  0.13951227]\n",
+      " [-0.0662868   0.00985259 -0.09763762 -0.02149823]\n",
+      " [ 0.0851195   0.26279922 -0.09904298  0.07863674]\n",
+      " [-0.03505554 -0.0674723   0.11480837  0.08239161]\n",
+      " [ 0.00650733  0.01110248  0.06710444  0.07169959]\n",
+      " [-0.10987389 -0.10110287 -0.19278742 -0.1840164 ]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.18660563 0.20460587 0.18578691 0.20052313]\n",
+      " [0.02798138 0.01838866 0.02389345 0.01672916]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
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+      " [0.10857467 0.10802098 0.10995699 0.11421429]\n",
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+      " [0.06074629 0.06494729 0.06093467 0.07037074]\n",
+      " [0.         0.         0.         0.        ]\n",
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+      " [0.04953393 0.06375914 0.04498669 0.05566155]\n",
+      " [0.12135502 0.14241742 0.11664641 0.13541074]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.04106067 0.03687928 0.04490809 0.03915485]\n",
+      " [0.         0.         0.         0.        ]] [[0.56525631 0.57271761 0.56498694 0.57016685]]\n",
+      "3 4 [[0.         0.         0.         0.        ]\n",
+      " [0.0276585  0.06083478 0.02131227 0.05159727]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.04279382 0.         0.03920324 0.        ]\n",
+      " [0.         0.         0.00232601 0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.02845448 0.06196222 0.0289091  0.04862586]\n",
+      " [0.16979584 0.15466832 0.16965253 0.15641667]\n",
+      " [0.04422039 0.04911172 0.0521793  0.05289632]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.12025896 0.11780328 0.12770239 0.12650276]\n",
+      " [0.03300254 0.00403459 0.04042534 0.01307405]\n",
+      " [0.06574719 0.07581227 0.06553887 0.07536356]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.15099792 0.16570292 0.15836296 0.17204824]\n",
+      " [0.13034796 0.1609301  0.13480007 0.15919118]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.13949712 0.10238558 0.14703426 0.11225586]\n",
+      " [0.00223223 0.         0.00414092 0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.06515522 0.06467052 0.0591521  0.05851463]\n",
+      " [0.13134744 0.13222917 0.13022076 0.12653697]\n",
+      " [0.10049824 0.07896562 0.09164562 0.06582283]\n",
+      " [0.         0.03158064 0.         0.01919611]\n",
+      " [0.00883474 0.         0.02562517 0.02481688]\n",
+      " [0.00880916 0.         0.00021539 0.        ]\n",
+      " [0.1081594  0.08424255 0.11195557 0.08728651]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.06526233 0.1037769  0.06615776 0.10077257]\n",
+      " [0.08411743 0.06208272 0.10084528 0.10222939]\n",
+      " [0.00174459 0.00063215 0.01095001 0.        ]\n",
+      " [0.13642592 0.12935554 0.13892767 0.12261415]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.09083286 0.09837998 0.1014359  0.10598393]] [[-0.03562077 -0.04562317 -0.03867705 -0.05981643]\n",
+      " [-0.05618435 -0.06291233 -0.05474536 -0.06527798]\n",
+      " [ 0.18660563  0.20460587  0.18578691  0.20052313]\n",
+      " [ 0.02798138  0.01838866  0.02389345  0.01672916]\n",
+      " [-0.03559695 -0.05047893 -0.03776123 -0.05033907]\n",
+      " [-0.14234643 -0.14266095 -0.14008991 -0.13631308]\n",
+      " [-0.01913418 -0.02920655 -0.0219315  -0.03325423]\n",
+      " [-0.00382972  0.0010108  -0.00257264  0.0049197 ]\n",
+      " [-0.11568716 -0.11815874 -0.1224923  -0.12557871]\n",
+      " [ 0.10857467  0.10802098  0.10995699  0.11421429]\n",
+      " [-0.00291206  0.00978107 -0.00785717 -0.00120009]\n",
+      " [-0.09312453 -0.09620485 -0.09552314 -0.10114127]\n",
+      " [-0.18654256 -0.17913094 -0.18994709 -0.1792914 ]\n",
+      " [-0.10674399 -0.08588997 -0.10984009 -0.09806284]\n",
+      " [-0.18625599 -0.18177851 -0.19102729 -0.18809006]\n",
+      " [ 0.05391199  0.05587087  0.05575424  0.05140158]\n",
+      " [-0.06470715 -0.0506468  -0.06603295 -0.0528511 ]\n",
+      " [ 0.06074629  0.06494729  0.06093467  0.07037074]\n",
+      " [-0.10269817 -0.11667042 -0.09925526 -0.10778345]\n",
+      " [ 0.05064433  0.02690815  0.04945696  0.03159042]\n",
+      " [ 0.04953393  0.06375914  0.04498669  0.05566155]\n",
+      " [ 0.12135502  0.14241742  0.11664641  0.13541074]\n",
+      " [-0.04873598 -0.05816163 -0.04603638 -0.05703855]\n",
+      " [ 0.04106067  0.03687928  0.04490809  0.03915485]\n",
+      " [-0.03360154 -0.00528139 -0.03030817 -0.00505149]]\n",
+      "2 3 [[1.84261875e-02 0.00000000e+00 3.73534292e-02 2.67437988e-02]\n",
+      " [0.00000000e+00 1.98586894e-02 1.54507629e-02 2.08695582e-02]\n",
+      " [1.75755636e-01 2.31732744e-01 1.48376132e-01 1.73274992e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 1.77450850e-02 0.00000000e+00 2.13002864e-02]\n",
+      " [6.71745930e-02 9.95599128e-02 2.17715087e-02 2.12728084e-02]\n",
+      " [1.42306979e-02 4.35787531e-02 3.26549336e-02 4.13830203e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [1.87770208e-01 2.30639369e-01 2.07059307e-01 2.47436295e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [1.18509637e-01 1.41237487e-01 1.08210805e-01 1.49280703e-01]\n",
+      " [4.53257132e-02 3.49244914e-02 3.19898604e-02 1.74775293e-02]\n",
+      " [5.89670216e-02 2.75467129e-02 6.95504698e-02 5.48729894e-02]\n",
+      " [1.31424469e-01 6.19576378e-02 1.42764458e-01 9.96674327e-02]\n",
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+      " [-7.02841900e-02 -3.75517647e-02 -5.04479089e-02 -3.99945292e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      "2 3 [[1.84757740e-02 0.00000000e+00 3.72513687e-02 2.65512726e-02]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-7.02610439e-02 -3.75231695e-02 -5.03204721e-02 -3.97333641e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-7.02603950e-02 -3.75069047e-02 -5.02627953e-02 -3.96143611e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [0.05426011 0.         0.10344857 0.0173199 ]\n",
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+      " [0.         0.         0.11716573 0.08496059]\n",
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+      " [0.         0.         0.         0.        ]] [[ 1.86734024e-02 -3.29537151e-03  3.68061412e-02  2.57061885e-02]\n",
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+      " [ 1.75699830e-01  2.32651601e-01  1.48967349e-01  1.74031457e-01]\n",
+      " [-6.16291751e-02 -6.35280781e-02 -2.53004003e-02 -1.59310426e-02]\n",
+      " [-1.58143638e-01 -9.60960824e-02 -1.54677416e-01 -9.58289134e-02]\n",
+      " [-4.78661536e-02 -5.80764651e-02 -5.63417891e-02 -9.09380496e-02]\n",
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+      " [-3.90576717e-02 -5.91630116e-02 -3.67181500e-02 -6.71817121e-02]\n",
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+      " [ 1.48467626e-02 -4.40442287e-03  7.75420015e-03  1.13358636e-03]\n",
+      " [ 5.97536484e-02 -1.45014507e-02  6.28982017e-02 -4.92915062e-05]\n",
+      " [-1.04920740e-02  2.54492566e-02 -3.46192512e-02 -1.99816887e-02]\n",
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+      " [-1.24871446e-01 -1.70572701e-01 -1.45754839e-01 -1.65925448e-01]\n",
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+      " [ 1.51778229e-01  1.83336545e-01  1.38161301e-01  1.12979926e-01]\n",
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+      " [ 1.09514480e-01  8.96636934e-02  1.27091127e-01  1.15477988e-01]\n",
+      " [ 7.33163048e-02  1.44321289e-01  9.83582490e-02  1.52855867e-01]\n",
+      " [-1.17945123e-01 -2.20184034e-01 -1.35608795e-01 -1.95500553e-01]\n",
+      " [-2.66266781e-02 -5.23246891e-02 -2.67115063e-02 -4.15347842e-02]\n",
+      " [ 9.41238594e-02  9.32671176e-02  8.76535122e-02  9.07490317e-02]\n",
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+      " [ 1.07216800e-01  1.08870365e-01  1.19919626e-01  1.25437584e-01]\n",
+      " [-3.16186938e-02 -9.10694158e-02  2.62956647e-02 -4.20798919e-02]\n",
+      " [-6.11675663e-02 -1.14692584e-01 -8.27359807e-02 -1.19516405e-01]\n",
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+      " [-7.02674776e-02 -3.74871438e-02 -5.02250424e-02 -3.95236756e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 0.1002785   0.0962063   0.0599109   0.0558387 ]\n",
+      " [-0.03595781  0.1302207  -0.24957742 -0.08339891]\n",
+      " [-0.03756694 -0.12174168 -0.2169105  -0.30108524]\n",
+      " [-0.00621388 -0.13074268  0.04530747 -0.07922134]\n",
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+      " [ 0.12401158  0.3499769   0.17625477  0.40222008]\n",
+      " [-0.06346793 -0.17526048 -0.05931399 -0.17110654]\n",
+      " [ 0.05305409 -0.00359054  0.11159738  0.05495275]\n",
+      " [ 0.01817419  0.1311192   0.01167332  0.12461833]\n",
+      " [-0.18586124 -0.18495871 -0.26064833 -0.25974581]\n",
+      " [-0.04193165 -0.05757507 -0.12974244 -0.14538585]\n",
+      " [-0.01266442 -0.11154233  0.01356109 -0.08531681]\n",
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+      " [-0.2040323  -0.21938182 -0.34615403 -0.36150355]\n",
+      " [ 0.00213842  0.23550996 -0.0186923   0.21467924]\n",
+      " [-0.06776756 -0.05649491 -0.31124432 -0.29997166]\n",
+      " [-0.14193311 -0.00395893 -0.10287786  0.03509632]\n",
+      " [ 0.05426011 -0.03186856  0.10344857  0.0173199 ]\n",
+      " [ 0.07439438  0.13623072  0.0815952   0.14343154]\n",
+      " [-0.06638116  0.00966388 -0.09773198 -0.02168694]\n",
+      " [ 0.08496244  0.26415645 -0.09817386  0.08102016]\n",
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+      " [ 0.00649754  0.01040658  0.06634962  0.07025866]\n",
+      " [-0.10987389 -0.10110287 -0.19278742 -0.1840164 ]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.22739106 0.24816956 0.22785635 0.24455095]\n",
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+      " [0.11481065 0.11542651 0.1167851  0.12231637]\n",
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+      " [0.04274858 0.03825141 0.04670037 0.04072051]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [ 0.22739106  0.24816956  0.22785635  0.24455095]\n",
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+      " [-0.03584843 -0.00723403 -0.03196626 -0.00655018]]\n",
+      "2 3 [[1.87690795e-02 0.00000000e+00 3.68498372e-02 2.57149839e-02]\n",
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+      " [0.         0.         0.         0.        ]] [[ 1.88465720e-02 -3.39927896e-03  3.67875154e-02  2.55698654e-02]\n",
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+      " [-1.58207448e-01 -9.60954981e-02 -1.54702718e-01 -9.58958524e-02]\n",
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+      " [-7.02735481e-02 -3.74759160e-02 -5.01755434e-02 -3.94101795e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 0.10034235  0.09643845  0.06011493  0.05621103]\n",
+      " [-0.03582467  0.130487   -0.24944428 -0.08313261]\n",
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+      " [ 0.1240694   0.35018001  0.1765353   0.40264592]\n",
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+      " [ 0.0531167  -0.00338345  0.11191521  0.05541506]\n",
+      " [ 0.01807202  0.1307343   0.0112185   0.12388078]\n",
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+      " [-0.04193165 -0.05757507 -0.12974244 -0.14538585]\n",
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+      " [-0.1418206  -0.00373391 -0.10265284  0.03543385]\n",
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+      " [-0.0336381  -0.06581203  0.11764324  0.08546932]\n",
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+      " [-0.10987389 -0.10110287 -0.19278742 -0.1840164 ]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.23507773 0.25639925 0.23575531 0.25298413]\n",
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+      " [-3.63718947e-02 -7.76618698e-03 -3.23540810e-02 -6.90814546e-03]]\n",
+      "2 3 [[1.88856625e-02 0.00000000e+00 3.67576905e-02 2.55057668e-02]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "2 3 [[1.98683737e-02 0.00000000e+00 3.67259709e-02 2.49549059e-02]\n",
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+      " [-7.01687478e-02 -3.72802517e-02 -4.97960732e-02 -3.84671713e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.        ]] [[0.89377113 0.90912993 0.89487709 0.90660764]]\n",
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+      " [-4.04466677e-02 -1.12497534e-02 -3.52489572e-02 -9.58899390e-03]]\n",
+      "2 3 [[2.05363900e-02 0.00000000e+00 3.68528614e-02 2.48985046e-02]\n",
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+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.01079815e-01  9.93780748e-02  6.25357721e-02  6.08340315e-02]\n",
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+      " [-4.10974131e-02 -1.17265147e-02 -3.57511110e-02 -9.96814724e-03]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-6.98362441e-02 -3.63271474e-02 -4.87070849e-02 -3.50854660e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.        ]] [[1.03793744 1.06799275 1.042119   1.06466186]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]] [[1.04396331 1.07542264 1.0485342  1.07237349]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [-6.94455656e-02 -3.54730752e-02 -4.79899104e-02 -3.35699757e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-6.94098604e-02 -3.53323049e-02 -4.78641000e-02 -3.32773487e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-6.89989149e-02 -3.44451446e-02 -4.69905540e-02 -3.15955074e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.01895752e-01  1.08642550e-01  6.94251059e-02  7.61719031e-02]\n",
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+      " [-2.35630300e-02 -5.37018270e-02  1.37793389e-01  1.07654592e-01]\n",
+      " [ 7.22740434e-03  7.00062106e-03  6.13186161e-02  6.10918328e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-6.88427302e-02 -3.40997722e-02 -4.65948666e-02 -3.08653133e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.59314250e-01 -9.31136116e-02 -1.51507660e-01 -9.00985665e-02]\n",
+      " [-4.48422908e-02 -6.03728765e-02 -5.82746514e-02 -9.28404722e-02]\n",
+      " [-2.58835646e-02 -6.35480509e-02 -8.04820940e-03 -5.98020308e-02]\n",
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+      " [-9.74133816e-02 -1.80613665e-01 -1.43965840e-01 -1.89605368e-01]\n",
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+      " [-1.63200406e-02 -1.68340847e-03 -6.51697414e-04  3.48487110e-02]\n",
+      " [-6.81296679e-02 -3.11997210e-02 -4.30210884e-02 -2.45253251e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.02331783e-01  1.14743360e-01  7.38603461e-02  8.62719227e-02]\n",
+      " [-2.51178618e-02  1.51900609e-01 -2.38737471e-01 -6.17190006e-02]\n",
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+      " [ 6.46393300e-02 -2.97728101e-02  1.04983666e-01  1.05715258e-02]\n",
+      " [ 6.61696090e-02  1.71753630e-01  1.16046049e-01  2.21630069e-01]\n",
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+      " [ 7.41524568e-02  2.73713030e-01 -9.67045828e-02  1.02855990e-01]\n",
+      " [-1.71296023e-02 -4.55873652e-02  1.50660245e-01  1.22202482e-01]\n",
+      " [ 8.26208503e-03  7.70600785e-03  6.08875561e-02  6.03314790e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.31983833 0.39508681 0.34088783 0.40120225]\n",
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+      " [0.         0.         0.         0.        ]] [[1.07649756 1.13325472 1.09098906 1.13607397]]\n",
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+      " [1.03662421e-01 1.24351328e-01 1.25304405e-01 1.40774480e-01]] [[-3.28740685e-02 -5.83318289e-02 -4.33861070e-02 -7.83298020e-02]\n",
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+      " [-5.39504583e-02 -1.56048122e-02 -4.14771116e-02 -7.77785974e-03]]\n",
+      "2 3 [[3.69101552e-02 0.00000000e+00 4.36076308e-02 2.61475199e-02]\n",
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+      " [-6.81526032e-02 -3.10008805e-02 -4.27393844e-02 -2.40258227e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-2.48095704e-02  1.52517192e-01 -2.38429180e-01 -6.11024179e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]] [[1.07635313 1.14779509 1.09741653 1.15486713]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [-6.84343353e-02 -2.92841914e-02 -4.05080717e-02 -1.99518459e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-6.88141840e-02 -2.68840814e-02 -3.75127941e-02 -1.46902808e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.03561414e-01  1.23048673e-01  8.01529893e-02  9.96402477e-02]\n",
+      " [-1.82121563e-02  1.65712020e-01 -2.31831766e-01 -4.79075897e-02]\n",
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+      " [-7.33602229e-03 -3.16335221e-02  1.70247405e-01  1.45949905e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.        ]] [[1.06904886 1.16530704 1.10202912 1.18080088]]\n",
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+      " [-2.59171918e-02 -6.78406077e-02 -1.24516110e-02 -6.99174009e-02]\n",
+      " [-3.53876133e-02 -7.81799660e-02 -6.01294928e-02 -1.17040528e-01]\n",
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+      " [-1.85181715e-02  3.46460730e-02 -3.02855802e-02 -3.84333453e-03]\n",
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+      " [-2.34308333e-02 -6.84110042e-02 -3.71644592e-02 -6.02262873e-02]\n",
+      " [-3.05262898e-02 -5.47326657e-02 -5.36717390e-02 -7.44604956e-02]\n",
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+      " [-1.15676691e-01 -2.52802553e-01 -1.60771295e-01 -2.50957002e-01]\n",
+      " [-2.23290154e-02 -4.88974953e-02 -2.37910405e-02 -3.64037113e-02]\n",
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+      " [-6.08654106e-02 -1.25063821e-01 -9.34053255e-02 -1.42132251e-01]\n",
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+      " [-6.88836284e-02 -2.65915146e-02 -3.71539824e-02 -1.40600590e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.03761082e-01  1.23718691e-01  8.07046429e-02  1.00662252e-01]\n",
+      " [-1.77063528e-02  1.66723627e-01 -2.31325962e-01 -4.68959825e-02]\n",
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+      " [-3.95702397e-03 -2.75754271e-02 -3.78392206e-02 -6.14576237e-02]\n",
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+      " [-1.40192372e-01 -4.77454611e-04 -9.93963872e-02  4.03185300e-02]\n",
+      " [ 6.79572925e-02 -3.06730186e-02  1.00787428e-01  2.15711639e-03]\n",
+      " [ 6.06102368e-02  1.91427706e-01  1.37614939e-01  2.68432408e-01]\n",
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+      " [ 6.76110076e-02  2.78813822e-01 -9.76252760e-02  1.13577538e-01]\n",
+      " [-6.57916259e-03 -3.05504008e-02  1.71761124e-01  1.47789886e-01]\n",
+      " [ 9.58538383e-03  9.61478420e-03  6.24126654e-02  6.24420658e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.2993084  0.41563289 0.34285003 0.43814912]\n",
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+      " [0.         0.         0.         0.        ]] [[1.06774649 1.16735719 1.10241262 1.18432499]]\n",
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+      " [-6.44538976e-02 -1.91349211e-02 -4.66790972e-02 -5.98720757e-03]]\n",
+      "2 3 [[4.52296617e-02 1.36954965e-04 4.70055245e-02 2.46640108e-02]\n",
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+      " [-6.89359398e-02 -2.64664253e-02 -3.70136447e-02 -1.37761652e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [ 6.74161376e-02  2.79060628e-01 -9.75951305e-02  1.14049360e-01]\n",
+      " [-6.18673312e-03 -2.99540242e-02  1.72545983e-01  1.48778692e-01]\n",
+      " [ 9.61658238e-03  9.70162377e-03  6.24682780e-02  6.25533194e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.29943009 0.41761567 0.34406543 0.44037673]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.01436662 0.00403659 0.00927106 0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.12481918 0.1547192  0.14076234 0.17135927]\n",
+      " [0.00141378 0.04209919 0.01100968 0.04011165]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
+      " [0.07684319 0.00829313 0.05468314 0.        ]\n",
+      " [0.06145222 0.11280759 0.0673956  0.11341426]\n",
+      " [0.19004508 0.29821413 0.22358068 0.31352021]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.06107505 0.05437717 0.06512873 0.0581663 ]\n",
+      " [0.         0.         0.         0.        ]] [[1.06791964 1.16952276 1.10362157 1.18680207]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-6.90013739e-02 -2.59685891e-02 -3.64111184e-02 -1.27330563e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "2 3 [[4.71388436e-02 3.47457351e-04 4.77924921e-02 2.43927884e-02]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-6.99024042e-02 -2.23916502e-02 -3.24065986e-02 -5.62085065e-03]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.04720387e-01  1.31032200e-01  8.64759610e-02  1.12787774e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [ 1.08412299e-01  1.42008926e-01  1.41839038e-01  1.75259425e-01]\n",
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+      " [-7.01390629e-02 -2.15293830e-02 -3.16244445e-02 -4.13576859e-03]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.04825308e-01  1.32230201e-01  8.74226157e-02  1.14827508e-01]\n",
+      " [-8.88719650e-03  1.84361940e-01 -2.22506806e-01 -2.92576700e-02]\n",
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+      " [ 7.38858154e-02 -2.65487192e-02  1.00849440e-01  4.14905515e-04]\n",
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+      " [-2.53066880e-04 -1.79256922e-02  1.92237318e-01  1.74564693e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.        ]] [[1.03128704 1.21162868 1.1096061  1.26057167]]\n",
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+      " [-7.70542820e-02 -2.30319769e-02 -5.28796854e-02 -1.96378853e-03]]\n",
+      "2 3 [[5.50720338e-02 0.00000000e+00 5.07224759e-02 2.23527806e-02]\n",
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+      " [0.00000000e+00 0.00000000e+00 1.93444559e-01 1.76275344e-01]\n",
+      " [1.13276753e-02 1.29786888e-02 6.55432885e-02 6.71943021e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]] [[ 5.55231482e-02 -1.96390232e-04  5.09429542e-02  2.23803802e-02]\n",
+      " [ 9.79141111e-05  4.00475154e-02  2.81394949e-02  4.24538372e-02]\n",
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+      " [-4.36992248e-02 -4.61887715e-02 -1.03545208e-02  1.11265516e-02]\n",
+      " [-1.58915108e-01 -8.53092981e-02 -1.42949722e-01 -7.55389215e-02]\n",
+      " [-4.63138548e-02 -6.66967131e-02 -6.39072184e-02 -1.02406456e-01]\n",
+      " [-2.61445981e-02 -7.25423959e-02 -1.83377602e-02 -8.24425296e-02]\n",
+      " [-3.45487439e-02 -8.75061885e-02 -7.20709569e-02 -1.40791667e-01]\n",
+      " [-7.03692751e-02  6.92973244e-03 -6.54452352e-02  1.03085389e-02]\n",
+      " [ 6.44126002e-02  1.11719320e-01  1.49786259e-02  1.88994508e-02]\n",
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+      " [ 1.13654806e-01  3.06941149e-03  8.88838942e-02 -6.74317717e-03]\n",
+      " [-1.85801878e-02  4.19408632e-02 -2.68635730e-02  4.64462268e-03]\n",
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+      " [-1.88953734e-02  3.23427521e-03 -9.75293856e-03  1.32741746e-02]\n",
+      " [-1.16993720e-01 -1.77657765e-01 -1.61917730e-01 -1.86090565e-01]\n",
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+      " [ 1.42403580e-01  2.03179304e-01  1.42704198e-01  1.46611674e-01]\n",
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+      " [-4.72847712e-02 -1.08769074e-01 -4.71766704e-02 -6.23124648e-02]\n",
+      " [-2.38326994e-02 -7.02537321e-02 -3.90526057e-02 -6.32974184e-02]\n",
+      " [-2.99901575e-02 -5.58060705e-02 -5.69518406e-02 -7.91615128e-02]\n",
+      " [-2.11752209e-01 -2.64519503e-01 -2.27766329e-01 -2.74464425e-01]\n",
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+      " [-9.42186753e-02 -1.89361547e-01 -1.55858032e-01 -2.09660220e-01]\n",
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+      " [-1.13939370e-01 -2.68524437e-01 -1.74130176e-01 -2.78293869e-01]\n",
+      " [-2.15820434e-02 -4.74280995e-02 -2.28137732e-02 -3.42524126e-02]\n",
+      " [ 7.17474060e-02  5.58785892e-02  5.51344222e-02  4.49141739e-02]\n",
+      " [ 4.21835304e-02  2.44732555e-02  3.73019908e-02  2.17721150e-02]\n",
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+      " [-1.00145612e-01 -2.06015949e-01 -1.49529425e-01 -2.36879104e-01]\n",
+      " [ 1.08598871e-01  1.43247780e-01  1.42742548e-01  1.77152352e-01]\n",
+      " [-6.14568156e-05 -7.74534146e-02  6.28708996e-02 -1.99894556e-02]\n",
+      " [-5.93271450e-02 -1.30929884e-01 -9.98114904e-02 -1.54714356e-01]\n",
+      " [-1.76924086e-02  3.44445613e-03  3.66553708e-03  4.35330569e-02]\n",
+      " [-7.01050761e-02 -2.09834913e-02 -3.10388108e-02 -3.18023415e-03]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.04931016e-01  1.33031060e-01  8.81120892e-02  1.16212133e-01]\n",
+      " [-8.11778204e-03  1.85900769e-01 -2.21737392e-01 -2.77188411e-02]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
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+      " [ 5.25024044e-02 -3.83983571e-02 -5.32928175e-02 -1.44193579e-01]\n",
+      " [ 1.06876940e-01  4.06677965e-01  2.44126955e-01  5.43927980e-01]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
+      " [ 5.60039819e-02  3.36134347e-02  1.53593386e-01  1.31202838e-01]\n",
+      " [ 3.25381284e-02  1.22683877e-01  1.71913503e-04  9.03176621e-02]\n",
+      " [-1.85861239e-01 -1.84958714e-01 -2.60648334e-01 -2.59745808e-01]\n",
+      " [-4.19316482e-02 -5.75750653e-02 -1.29742438e-01 -1.45385855e-01]\n",
+      " [-1.95223105e-02 -1.18400215e-01 -1.54685924e-04 -9.90325908e-02]\n",
+      " [-3.95702397e-03 -2.75754271e-02 -3.78392206e-02 -6.14576237e-02]\n",
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+      " [-2.04032305e-01 -2.19381824e-01 -3.46154028e-01 -3.61503547e-01]\n",
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+      " [-1.38723591e-01  2.46010794e-03 -9.64518482e-02  4.47318503e-02]\n",
+      " [ 7.41937941e-02 -2.63676887e-02  1.00677421e-01  1.15937949e-04]\n",
+      " [ 5.31152557e-02  2.17077058e-01  1.65462633e-01  3.29424435e-01]\n",
+      " [-6.35658237e-02  1.52945532e-02 -9.49166434e-02 -1.60562665e-02]\n",
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+      " [-2.73274450e-04 -1.74424901e-02  1.93444559e-01  1.76275344e-01]\n",
+      " [ 1.13276753e-02  1.29786888e-02  6.55432885e-02  6.71943021e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.         0.         0.         0.        ]\n",
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+      " [0.25343683 0.44510729 0.34219528 0.50117067]\n",
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+      " [0.         0.         0.         0.        ]] [[1.02632048 1.21564922 1.10986884 1.26832113]]\n",
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+      " [1.00538341e-01 1.42335965e-01 1.40236431e-01 1.74378121e-01]] [[-9.77025159e-03 -6.01326762e-02 -3.77711412e-02 -9.60507578e-02]\n",
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+      " [-7.82761529e-02 -2.34942523e-02 -5.34975520e-02 -1.86113721e-03]]\n",
+      "2 3 [[5.60622309e-02 0.00000000e+00 5.11964484e-02 2.23922616e-02]\n",
+      " [0.00000000e+00 4.00828381e-02 2.80156399e-02 4.26457410e-02]\n",
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+      " [-7.09349557e-02 -1.73863243e-02 -2.75196848e-02  3.27016796e-03]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [ 9.85533032e-02  1.52438005e-01  1.47620555e-01  1.92241056e-01]]\n",
+      "1 2 [[1.06223478e-01 1.40633857e-01 9.47537752e-02 1.29164155e-01]\n",
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+      " [-7.00693083e-02 -1.47413035e-02 -2.49577331e-02  7.19946211e-03]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.06223478e-01  1.40633857e-01  9.47537752e-02  1.29164155e-01]\n",
+      " [-7.02431859e-04  2.02636216e-01 -2.14322041e-01 -1.09833937e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[3.00707729e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 3.35701356e-04]] [[0.96239838 1.27415785 1.11731146 1.37299294]]\n",
+      "3 4 [[0.         0.         0.         0.        ]\n",
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+      " [0.         0.03493509 0.0055988  0.04769715]\n",
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+      " [0.17551277 0.03394857 0.11716497 0.        ]\n",
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+      " [ 9.61951748e-02  1.55716379e-01  1.49753885e-01  1.99571762e-01]]\n",
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+      " [-6.94615886e-02 -1.10017853e-02 -2.15051650e-02  1.30497241e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[6.03355517e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [-6.87605945e-02 -9.12617713e-03 -1.96574262e-02  1.57879140e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[7.86071963e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [1.00667659e-01 3.81117018e-01 2.40890387e-01 4.81483984e-01]\n",
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+      " [8.11271207e-02 6.73411598e-02 8.07390843e-02 7.36738452e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 2.56938781e-04]] [[0.91154757 1.31488118 1.12401166 1.44952414]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [4.35496409e-02 2.67563765e-02 6.74580516e-03 0.00000000e+00]\n",
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+      " [-3.78784412e-02 -3.79240958e-02 -1.42999166e-03  2.81735506e-02]\n",
+      " [-1.59045450e-01 -7.83237640e-02 -1.36581074e-01 -6.37913988e-02]\n",
+      " [-4.75104131e-02 -7.29103004e-02 -6.86370648e-02 -1.12530470e-01]\n",
+      " [-2.57437148e-02 -7.80812602e-02 -2.59928831e-02 -9.84774820e-02]\n",
+      " [-3.26097992e-02 -9.87130025e-02 -8.68525952e-02 -1.70408099e-01]\n",
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+      " [-1.85913668e-02  5.25504088e-02 -1.96360433e-02  1.82852012e-02]\n",
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+      " [-2.39876652e-02 -7.25362628e-02 -4.15052782e-02 -6.72182285e-02]\n",
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+      " [-2.12033392e-01 -2.68448483e-01 -2.33635893e-01 -2.83661414e-01]\n",
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+      " [ 7.49165449e-04 -8.22063410e-02  6.40760112e-02 -2.13688840e-02]\n",
+      " [-5.68848943e-02 -1.38847903e-01 -1.08744525e-01 -1.72488368e-01]\n",
+      " [-9.18213933e-03  2.21790442e-02  1.82806794e-02  6.60568694e-02]\n",
+      " [-6.87498669e-02 -8.51624759e-03 -1.91269698e-02  1.67708364e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.06515262e-01  1.44259851e-01  9.84245031e-02  1.36169092e-01]\n",
+      " [ 5.87665380e-04  2.10049528e-01 -2.13031944e-01 -3.57008191e-03]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
+      " [ 6.16138082e-05 -1.24467195e-01  6.43820442e-02 -6.01467645e-02]\n",
+      " [ 5.64175468e-02 -3.44832147e-02 -4.93776751e-02 -1.40278437e-01]\n",
+      " [ 9.55282814e-02  4.36991486e-01  2.78445952e-01  6.19909156e-01]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
+      " [ 5.58448293e-02  4.51650877e-02  1.66991535e-01  1.56311793e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[8.29078053e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 3.74774534e-04]] [[0.90552125 1.32322637 1.12735865 1.46198737]]\n",
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+      " [ 9.37880050e-02  1.36937769e-01  1.21188567e-01  1.45711318e-01]\n",
+      " [-8.88892508e-02 -3.78672807e-02 -7.06500730e-02 -2.96402681e-02]\n",
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+      " [-1.03369484e-01 -3.38230040e-02 -6.46698610e-02  3.74774534e-04]]\n",
+      "2 3 [[7.04455045e-02 7.12845006e-06 5.61709578e-02 1.82372914e-02]\n",
+      " [7.70193186e-04 5.42539852e-02 3.81269528e-02 6.59379237e-02]\n",
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+      " [-6.84864853e-02 -7.07465285e-03 -1.76685966e-02  1.91754345e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [9.55713232e-02 1.62519854e-01 1.54834776e-01 2.11353971e-01]] [[ 9.49225033e-03 -7.06208202e-02 -4.24949606e-02 -1.16066787e-01]\n",
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+      " [-1.06298074e-01 -3.52307378e-02 -6.59263422e-02  7.67019819e-05]]\n",
+      "2 3 [[7.17512932e-02 0.00000000e+00 5.67384030e-02 1.78488920e-02]\n",
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+      " [6.90052672e-04 0.00000000e+00 2.20722508e-01 2.13212625e-01]\n",
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+      " [-3.54458555e-02 -3.47615841e-02  1.95033577e-03  3.36476854e-02]\n",
+      " [-1.58989500e-01 -7.69067510e-02 -1.35120909e-01 -6.12262378e-02]\n",
+      " [-4.76917166e-02 -7.40729311e-02 -6.95799715e-02 -1.14762754e-01]\n",
+      " [-2.59045714e-02 -7.97228105e-02 -2.77984849e-02 -1.01816004e-01]\n",
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+      " [ 6.06258667e-02  1.17880143e-01  1.29352112e-02  2.15887243e-02]\n",
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+      " [-2.86274387e-02 -5.70977448e-02 -6.03414683e-02 -8.41900430e-02]\n",
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+      " [-1.10076082e-01 -2.91924573e-01 -1.96368794e-01 -3.22922367e-01]\n",
+      " [-2.04638139e-02 -4.57790075e-02 -2.18078555e-02 -3.14961287e-02]\n",
+      " [ 6.36284141e-02  3.78052058e-02  3.83704856e-02  1.68302428e-02]\n",
+      " [ 5.22446130e-02  2.88338613e-02  4.28029172e-02  2.24135403e-02]\n",
+      " [ 7.77889532e-02  1.37537909e-01  9.34930926e-02  1.27946396e-01]\n",
+      " [-9.71103201e-02 -2.20111977e-01 -1.68147099e-01 -2.74474214e-01]\n",
+      " [ 1.07197507e-01  1.64944203e-01  1.58552380e-01  2.14438735e-01]\n",
+      " [-3.74902091e-04 -8.42808264e-02  6.30587167e-02 -2.27109856e-02]\n",
+      " [-5.63228754e-02 -1.40220297e-01 -1.10587801e-01 -1.76143411e-01]\n",
+      " [-7.33634675e-03  2.63120924e-02  2.14998385e-02  7.12610024e-02]\n",
+      " [-6.83508369e-02 -5.76496372e-03 -1.63577834e-02  2.13737347e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.06738745e-01  1.46141398e-01  1.00349037e-01  1.39751689e-01]\n",
+      " [-1.59393474e-03  2.10924655e-01 -2.15213544e-01 -2.69495412e-03]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
+      " [-8.82443728e-05 -1.24617053e-01  6.48743776e-02 -5.96544310e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.00073929]] [[0.87478896 1.35696413 1.13961646 1.51716039]]\n",
+      "3 4 [[0.         0.         0.         0.        ]\n",
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+      " [ 0.04037736  0.08415193  0.06255261  0.09217056]\n",
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+      " [ 0.20249104  0.0398987   0.11782328 -0.0045253 ]\n",
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+      " [-0.10820569 -0.03487535 -0.06554139  0.00073929]]\n",
+      "2 3 [[7.35378348e-02 3.56878676e-04 5.72571171e-02 1.73588862e-02]\n",
+      " [5.38112868e-04 5.66840971e-02 4.02726057e-02 7.08686654e-02]\n",
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+      " [-6.77193559e-02 -4.44777760e-03 -1.51202270e-02  2.31724419e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.07022918e-01  1.46773685e-01  1.01072073e-01  1.40822841e-01]\n",
+      " [-6.98331136e-04  2.12715863e-01 -2.14317941e-01 -9.03746924e-04]\n",
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+      " [ 9.26847915e-02  4.44713631e-01  2.87767899e-01  6.39796738e-01]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
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+      " [ 6.31296761e-04 -6.50788877e-03  2.21856713e-01  2.14717528e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.18952924e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [9.75956982e-02 1.74516890e-04 4.05929242e-02 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [7.85894859e-02 2.54585534e-02 4.68328041e-02 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 1.04196136e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [7.84507043e-02 1.82950254e-01 1.41818739e-01 2.25979289e-01]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [9.18457936e-02 1.42328787e-01 1.23467927e-01 1.55387425e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [3.94156841e-02 8.43707100e-02 6.27800677e-02 9.26580089e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [2.07740186e-01 4.14626981e-02 1.20560868e-01 0.00000000e+00]\n",
+      " [1.59835800e-02 1.60110512e-01 7.84147101e-02 2.04337487e-01]\n",
+      " [7.82453432e-02 4.06664461e-01 2.52066598e-01 5.29507932e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [8.49489167e-02 7.01468660e-02 8.36014218e-02 7.77098859e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 3.93847793e-04]] [[0.86173892 1.36241739 1.13853027 1.53074926]]\n",
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+      " [-6.13964416e-03  2.86432042e-02  2.34971407e-02  7.42687568e-02]\n",
+      " [-6.77988351e-02 -3.72631066e-03 -1.45711778e-02  2.43084463e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.07034636e-01  1.47188155e-01  1.01516173e-01  1.41669693e-01]\n",
+      " [ 6.14865387e-05  2.14235498e-01 -2.13558123e-01  6.15888426e-04]\n",
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+      " [ 5.76458590e-02 -3.32549025e-02 -4.81493629e-02 -1.39050124e-01]\n",
+      " [ 9.14850603e-02  4.45865934e-01  2.89271775e-01  6.43652649e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.26577846e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 9.79043104e-04]] [[0.85136725 1.37069539 1.14128637 1.54626926]]\n",
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+      " [-1.11094510e-01 -3.59845078e-02 -6.64961362e-02  9.79043104e-04]]\n",
+      "2 3 [[7.51836823e-02 7.22936610e-04 5.77824148e-02 1.66918197e-02]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [ 9.24086143e-02  1.68360070e-01  1.58151147e-01  2.23241154e-01]]\n",
+      "1 2 [[1.07704307e-01 1.49221710e-01 1.03645013e-01 1.45162416e-01]\n",
+      " [3.12571522e-04 2.18182147e-01 0.00000000e+00 5.73275252e-03]\n",
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+      " [-9.65938501e-02 -2.23385429e-01 -1.72968959e-01 -2.83155815e-01]\n",
+      " [ 1.07133913e-01  1.70685945e-01  1.63176982e-01  2.24658442e-01]\n",
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+      " [-6.72033533e-02 -8.97781102e-04 -1.19655969e-02  2.89111872e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.07704307e-01  1.49221710e-01  1.03645013e-01  1.45162416e-01]\n",
+      " [ 3.12571522e-04  2.18182147e-01 -2.12136823e-01  5.73275252e-03]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
+      " [-4.18938868e-05 -1.24570703e-01  6.53339370e-02 -5.91948717e-02]\n",
+      " [ 5.79771178e-02 -3.29236437e-02 -4.78181041e-02 -1.38718866e-01]\n",
+      " [ 9.00862756e-02  4.51618843e-01  2.96247763e-01  6.57780331e-01]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
+      " [ 5.73887358e-02  5.21102070e-02  1.74853288e-01  1.69574759e-01]\n",
+      " [ 4.24490945e-02  1.26659816e-01  9.13037098e-04  8.51237586e-02]\n",
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+      " [-4.19316482e-02 -5.75750653e-02 -1.29742438e-01 -1.45385855e-01]\n",
+      " [-1.95223105e-02 -1.18400215e-01 -1.54685924e-04 -9.90325908e-02]\n",
+      " [-3.95702397e-03 -2.75754271e-02 -3.78392206e-02 -6.14576237e-02]\n",
+      " [-1.97906196e-04 -1.18959135e-01 -6.39634074e-02 -1.82724636e-01]\n",
+      " [-2.04032305e-01 -2.19381824e-01 -3.46154028e-01 -3.61503547e-01]\n",
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+      " [ 8.91394338e-02 -1.36365523e-02  1.04487751e-01  1.71176478e-03]\n",
+      " [ 3.62482744e-02  2.64612956e-01  2.21642563e-01  4.50007245e-01]\n",
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+      " [ 3.47541715e-02  2.85076776e-01 -1.15388651e-01  1.34933953e-01]\n",
+      " [-6.70046592e-04 -6.19155652e-03  2.25700707e-01  2.20179198e-01]\n",
+      " [ 1.42418955e-02  2.09899348e-02  7.31370750e-02  7.98851143e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.52887794e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [1.39550616e-01 3.48570622e-02 7.04336304e-02 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [8.84083624e-02 2.84292037e-02 5.16644850e-02 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 1.56112640e-02]\n",
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+      " [7.12266368e-02 1.88893667e-01 1.44765250e-01 2.35653627e-01]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [8.94710526e-02 1.46787165e-01 1.25276436e-01 1.64488702e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [3.66799603e-02 8.65188637e-02 6.35631579e-02 9.37694912e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [2.25322382e-01 4.22062605e-02 1.25196520e-01 0.00000000e+00]\n",
+      " [7.74668575e-03 1.67523845e-01 8.12874690e-02 2.19640163e-01]\n",
+      " [5.90284525e-02 4.26711672e-01 2.61626608e-01 5.68940156e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [8.77395173e-02 7.21210792e-02 8.55902151e-02 8.08021644e-02]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 1.24413293e-03]] [[0.81764918 1.40135549 1.15184505 1.59972281]]\n",
+      "3 4 [[0.         0.         0.         0.        ]\n",
+      " [0.05360031 0.02568889 0.00901098 0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.27287539 0.03693442 0.14028909 0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.03512047 0.00819829 0.06266923]\n",
+      " [0.18469961 0.15253517 0.17286329 0.15101074]\n",
+      " [0.04661196 0.08201212 0.08504673 0.11405965]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.09307332 0.03641841 0.0793122  0.02885655]\n",
+      " [0.22512262 0.03485191 0.12732354 0.        ]\n",
+      " [0.06764505 0.22971162 0.16136169 0.30661314]\n",
+      " [0.         0.02890294 0.         0.02117639]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
+      " [0.         0.         0.         0.        ]\n",
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+      " [-9.62904408e-02 -2.23736880e-01 -1.73800674e-01 -2.84831241e-01]\n",
+      " [ 1.06821643e-01  1.71519764e-01  1.64081184e-01  2.26744228e-01]\n",
+      " [ 7.38728135e-04 -8.46217940e-02  6.44839948e-02 -2.17316371e-02]\n",
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+      " [-4.11462912e-03  3.35171316e-02  2.70531757e-02  8.04495761e-02]\n",
+      " [-6.72307157e-02 -3.21314163e-04 -1.12522784e-02  3.01402750e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.07717263e-01  1.49749975e-01  1.04208021e-01  1.46240732e-01]\n",
+      " [-1.81049212e-03  2.17366342e-01 -2.13854733e-01  5.32210166e-03]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
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+      " [ 1.43008356e-02  2.13662357e-02  7.35299864e-02  8.05953864e-02]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.00153055]] [[0.81194601 1.42197762 1.16461337 1.62353481]]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]] [[ 8.05202379e-02  2.33958761e-04  5.93276979e-02  1.16626997e-02]\n",
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+      " [-4.88391516e-02 -7.81244247e-02 -7.29815989e-02 -1.22000029e-01]\n",
+      " [-2.58823334e-02 -8.25897455e-02 -3.23724730e-02 -1.09014947e-01]\n",
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+      " [-2.11637970e-01 -2.70421935e-01 -2.37609911e-01 -2.89507536e-01]\n",
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+      " [-2.16899903e-03  3.78142237e-02  3.03711419e-02  8.60198598e-02]\n",
+      " [-6.66202446e-02  2.76966557e-03 -8.32254779e-03  3.52215731e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.08461778e-01  1.51957459e-01  1.06500331e-01  1.49996012e-01]\n",
+      " [-1.35693306e-03  2.21739226e-01 -2.12158739e-01  1.09374208e-02]\n",
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+      " [ 8.69759499e-02  4.58862642e-01  3.05387890e-01  6.77274582e-01]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.86669123e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 2.59668384e-03]] [[0.76635945 1.45766769 1.17633692 1.68837319]]\n",
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+      " [-1.20840048e-01 -3.60879654e-02 -6.63866298e-02  2.59668384e-03]]\n",
+      "2 3 [[8.09179005e-02 0.00000000e+00 5.90318175e-02 9.51936660e-03]\n",
+      " [0.00000000e+00 6.33561003e-02 4.61312088e-02 8.54148765e-02]\n",
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+      " [5.66320975e-02 1.19151073e-01 1.12078381e-02 2.27507402e-02]\n",
+      " [7.55260040e-03 1.20712511e-01 1.09099298e-01 1.96097575e-01]\n",
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+      " [-2.55552015e-02 -8.30624644e-02 -3.32122965e-02 -1.10483421e-01]\n",
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+      " [-7.28839082e-02  1.91814103e-02 -5.89490492e-02  2.82232557e-02]\n",
+      " [ 5.63494794e-02  1.19376093e-01  1.11445048e-02  2.31086670e-02]\n",
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+      " [-1.04631894e-01 -1.97983620e-01 -1.24801941e-01 -2.05840524e-01]\n",
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+      " [ 1.88312765e-01  4.60473206e-02  1.38291551e-01  2.90345575e-02]\n",
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+      " [-2.16982522e-02  5.71910435e-02 -1.66893974e-02  2.51355174e-02]\n",
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+      " [-1.14980883e-01 -1.84561080e-01 -1.74546097e-01 -2.07447028e-01]\n",
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+      " [ 1.35942193e-01  2.17433620e-01  1.54240607e-01  1.72514401e-01]\n",
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+      " [-3.71209541e-02 -1.20107390e-01 -4.90566122e-02 -7.82752550e-02]\n",
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+      " [-2.11344341e-01 -2.70492084e-01 -2.38112965e-01 -2.90369608e-01]\n",
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+      " [-1.86632809e-02 -4.36940785e-02 -1.99530681e-02 -2.82557519e-02]\n",
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+      " [-9.58493447e-02 -2.27648050e-01 -1.79837458e-01 -2.95024947e-01]\n",
+      " [ 1.06113790e-01  1.77587973e-01  1.69378849e-01  2.38889933e-01]\n",
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+      " [-5.47768038e-02 -1.45713581e-01 -1.17168871e-01 -1.89707563e-01]\n",
+      " [-8.09596732e-04  4.08835657e-02  3.28388003e-02  9.00887144e-02]\n",
+      " [-6.64475745e-02  4.56112624e-03 -6.51022800e-03  3.84821484e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.08933077e-01  1.53446509e-01  1.08065021e-01  1.52578454e-01]\n",
+      " [-1.62919768e-03  2.24211259e-01 -2.11572598e-01  1.42678582e-02]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
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+      " [ 8.59270406e-02  4.63366172e-01  3.11001465e-01  6.88440597e-01]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[2.06273819e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [8.90657026e-02 1.78815065e-01 1.64844977e-01 2.43224960e-01]] [[ 2.06273819e-02 -8.85576229e-02 -5.66737992e-02 -1.32861806e-01]\n",
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+      " [-1.23186252e-01 -3.46914065e-02 -6.50726191e-02  3.75338069e-03]]\n",
+      "2 3 [[8.35712763e-02 0.00000000e+00 6.02252602e-02 8.77091090e-03]\n",
+      " [4.51369175e-04 6.64319837e-02 4.91545324e-02 9.07206968e-02]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "2 3 [[0.08864528 0.         0.05929044 0.        ]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.01403275]] [[0.57338929 1.83806393 1.43170084 2.26549812]]\n",
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+      " [-6.15828116e-02  2.41067489e-02  1.30121423e-02  7.11103345e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-6.07267115e-02  2.72558293e-02  1.62915698e-02  7.66077232e-02]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.01811453]] [[0.51452705 1.97972461 1.54388366 2.50474944]]\n",
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+      " [-1.48388752e-01 -3.12550124e-02 -5.85931129e-02  1.81145266e-02]]\n",
+      "2 3 [[9.87707992e-02 0.00000000e+00 6.07740718e-02 0.00000000e+00]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         0.         0.         0.02605059]] [[0.38722725 2.25033916 1.77781318 2.99411443]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]] [[ 1.24238915e-01  2.78170191e-03  5.32716353e-02 -3.90759806e-02]\n",
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+      " [-1.60326995e-01 -4.90083545e-02 -1.01454910e-01  1.93421277e-03]\n",
+      " [-5.27672741e-02 -1.00608476e-01 -1.01483575e-01 -1.73940936e-01]\n",
+      " [-2.70229506e-02 -9.72391966e-02 -6.39376960e-02 -1.51950709e-01]\n",
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+      " [-4.95094599e-02  6.76469904e-02  6.31632069e-02  1.50496075e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.25420679e-01  1.92507558e-01  1.46606964e-01  2.13693844e-01]\n",
+      " [-5.44805583e-04  2.72132207e-01 -1.97574734e-01  7.51022781e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[7.14363801e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [5.07100043e-02 2.87982552e-01 2.89486759e-01 4.82101904e-01]] [[ 7.14363801e-02 -2.12044478e-01 -2.04102911e-01 -3.17273079e-01]\n",
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+      " [-2.05936165e-01 -1.86076872e-02 -1.35128704e-02  6.63803093e-02]]\n",
+      "2 3 [[1.25234203e-01 3.20777322e-03 5.36474949e-02 0.00000000e+00]\n",
+      " [1.98760037e-03 1.24884098e-01 1.13685744e-01 2.14240815e-01]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.07310432 0.         0.         0.        ]\n",
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+      " [0.         1.84048868 1.682468   2.89368628]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-2.08884798e-01 -1.85043870e-02 -1.30592059e-02  6.79231354e-02]]\n",
+      "2 3 [[1.26890859e-01 4.19804266e-03 5.40669794e-02 0.00000000e+00]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.09009922 0.         0.         0.        ]\n",
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+      " [0.         2.034692   1.89026124 3.25063546]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.        ]\n",
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+      " [0.         0.         0.         0.07373679]] [[-0.96884296  3.99558325  3.63909611  6.43601793]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [-2.79256344e-02 -9.90514314e-02 -6.75458439e-02 -1.56883871e-01]\n",
+      " [-2.76541996e-02 -1.51778041e-01 -1.72614797e-01 -3.14865001e-01]\n",
+      " [-9.02635444e-02  8.70329852e-03 -5.63738398e-02  3.81256024e-02]\n",
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+      " [-2.36306262e-02 -1.26118520e-01 -5.50950643e-02 -1.04103408e-01]\n",
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+      " [-2.04958727e-04 -7.88799176e-02  7.96270076e-02  2.34447920e-03]\n",
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+      " [-4.82417095e-02  7.36539087e-02  7.06251486e-02  1.62277540e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.29506114e-01  1.98441078e-01  1.52710746e-01  2.21645710e-01]\n",
+      " [-6.72516470e-04  2.76775037e-01 -1.97321943e-01  8.01256097e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [0.         2.0575346  1.91541278 3.28627207]\n",
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+      " [0.         0.         0.         0.07445186]] [[-1.00520484  4.03894292  3.68673318  6.51182049]]\n",
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+      " [4.10853754e-02 3.02527296e-01 3.08561246e-01 5.20773360e-01]] [[ 9.08062017e-02 -2.28094578e-01 -2.24143045e-01 -3.43475707e-01]\n",
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+      " [-2.27386724e-01 -1.88427895e-02 -1.21440008e-02  7.44518604e-02]]\n",
+      "2 3 [[1.36004042e-01 7.98123305e-03 5.63371726e-02 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]] [[ 1.37016464e-01  8.55275665e-03  5.68855145e-02 -4.13027435e-02]\n",
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+      " [-7.74719675e-05  6.68866521e-02  1.12469746e-01  2.31319376e-01]\n",
+      " [-1.60794495e-01 -4.57603827e-02 -9.75753438e-02  9.05897090e-03]\n",
+      " [-5.27250287e-02 -1.02377280e-01 -1.04915133e-01 -1.79424524e-01]\n",
+      " [-2.80772845e-02 -9.91792595e-02 -6.79221228e-02 -1.57430372e-01]\n",
+      " [-2.73582910e-02 -1.52239404e-01 -1.73421113e-01 -3.16396093e-01]\n",
+      " [-9.05642316e-02  8.42416359e-03 -5.64682057e-02  3.80535917e-02]\n",
+      " [ 7.66553322e-02  1.76065854e-01  4.42425511e-02  8.66597652e-02]\n",
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+      " [-1.90548868e-02  8.58221751e-02  1.16984092e-02  7.28727593e-02]\n",
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+      " [ 1.31572707e-01  2.58100738e-01  1.90848246e-01  2.49631491e-01]\n",
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+      " [-2.35755953e-02 -1.26325913e-01 -5.51477091e-02 -1.04570031e-01]\n",
+      " [-2.76327538e-02 -8.53486172e-02 -5.21794839e-02 -8.65915893e-02]\n",
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+      " [ 4.55318306e-02 -1.35160787e-02 -1.68458358e-02 -6.86600942e-02]\n",
+      " [ 1.13748723e-01  6.77177729e-02  7.66995024e-02  3.94474070e-02]\n",
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+      " [-9.48385861e-02 -2.71960951e-01 -2.51576662e-01 -4.14887318e-01]\n",
+      " [ 1.13913007e-01  2.73430256e-01  2.77446355e-01  4.32176990e-01]\n",
+      " [-3.55296638e-04 -7.87960623e-02  7.99571183e-02  2.88880231e-03]\n",
+      " [-4.71730570e-02 -1.72064401e-01 -1.64495276e-01 -2.70272049e-01]\n",
+      " [-2.43647223e-04  9.72420518e-02  1.00100904e-01  2.09413537e-01]\n",
+      " [-4.80380260e-02  7.44917834e-02  7.15978944e-02  1.63857522e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.30136960e-01  1.99322786e-01  1.53594539e-01  2.22780364e-01]\n",
+      " [-2.32670106e-05  2.78073536e-01 -1.96635671e-01  8.14611319e-02]\n",
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+      " [ 6.70349482e-02 -2.38658133e-02 -3.87602737e-02 -1.29661035e-01]\n",
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+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
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+      " [-3.95702397e-03 -2.75754271e-02 -3.78392206e-02 -6.14576237e-02]\n",
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+      " [-6.86132456e-04  6.71535646e-01  5.65041454e-01  1.23726323e+00]\n",
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+      " [-1.37003871e-01  5.89954758e-03 -9.68861688e-02  4.60172495e-02]\n",
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+      " [-1.94507049e-04  2.88234622e-01 -1.41253843e-01  1.47175287e-01]\n",
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+      " [ 2.15961630e-02  4.78644630e-02  1.10860056e-01  1.37128356e-01]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[0.09308194 0.         0.         0.        ]\n",
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+      " [0.         2.09234616 1.95280711 3.34775509]\n",
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+      " [0.         0.         0.         0.0756484 ]] [[-1.0805521   4.10103275  3.75154755  6.64475491]]\n",
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+      " [4.00654360e-02 3.04914975e-01 3.11475712e-01 5.26461990e-01]] [[ 9.30819424e-02 -2.30455960e-01 -2.26991327e-01 -3.47209411e-01]\n",
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+      " [-2.29877529e-01 -1.87333163e-02 -1.19425934e-02  7.56483989e-02]]\n",
+      "2 3 [[1.37201660e-01 8.20642607e-03 5.64340224e-02 0.00000000e+00]\n",
+      " [6.75671006e-04 1.30554136e-01 1.20763234e-01 2.29213870e-01]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-2.32801294e-01 -1.87625451e-02 -1.20759654e-02  7.66818076e-02]]\n",
+      "2 3 [[1.38885607e-01 9.25914451e-03 5.69623847e-02 0.00000000e+00]\n",
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+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[9.85740837e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [-4.75510139e-02  7.60200479e-02  7.35461195e-02  1.66772971e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-4.66297352e-02  7.89214972e-02  7.70669535e-02  1.71991193e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.33480666e-01  2.03853908e-01  1.58107605e-01  2.28480847e-01]\n",
+      " [-5.71537821e-04  2.80686475e-01 -1.97039293e-01  8.42187195e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-4.66343373e-02  7.91946621e-02  7.74137688e-02  1.72579871e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-3.13277281e-04  2.81202996e-01 -1.96771491e-01  8.47447821e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.10494419e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 8.02083146e-02]] [[-1.53528106  4.39462037  4.05766599  7.3558764 ]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [1.71826432e-01 2.03823869e-02 8.91915673e-04 0.00000000e+00]\n",
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+      " [-9.29175091e-02  6.44882337e-03 -5.73620188e-02  3.72802070e-02]\n",
+      " [ 8.00895874e-02  1.82950395e-01  4.93387771e-02  9.52501678e-02]\n",
+      " [ 3.45810588e-03  2.54111564e-01  2.64288795e-01  4.88866036e-01]\n",
+      " [-1.02456148e-01 -2.19927861e-01 -1.62985483e-01 -2.68319684e-01]\n",
+      " [ 1.31896351e-01  5.52597776e-01  5.70009221e-01  1.00204382e+00]\n",
+      " [-4.74506223e-02 -1.63321201e-01 -2.47008294e-01 -3.77573394e-01]\n",
+      " [ 1.36750944e-01  9.81180689e-02  8.52353176e-02  7.07909047e-02]\n",
+      " [ 8.41666567e-02  1.26269921e-02  2.08391125e-02 -4.54013213e-02]\n",
+      " [ 2.08658068e-01 -9.80386595e-03  3.58928197e-02 -1.45803820e-01]\n",
+      " [ 3.14817476e-01  5.12344999e-02  1.21750123e-01 -1.07115355e-01]\n",
+      " [-2.13865781e-01 -3.10775616e-01 -3.03472998e-01 -4.57799773e-01]\n",
+      " [ 8.89451861e-02  5.40161931e-01  4.88614698e-01  9.26432613e-01]\n",
+      " [ 6.34468372e-02 -1.85952147e-02 -6.50645068e-03 -5.98344352e-02]\n",
+      " [ 3.03664274e-01  1.61839416e-02  7.99715054e-02 -1.76670254e-01]\n",
+      " [-1.80344437e-02  9.02070632e-02  1.58718523e-02  8.00748940e-02]\n",
+      " [ 3.09835254e-02  2.52450328e-01  2.39432037e-01  4.35566016e-01]\n",
+      " [-3.11944112e-02  7.35532662e-03  9.88225248e-03  5.05965605e-02]\n",
+      " [-1.07760069e-01 -2.05792500e-01 -2.08239532e-01 -2.70083790e-01]\n",
+      " [-6.25415613e-04  4.04927118e-01  3.98338708e-01  8.05362047e-01]\n",
+      " [ 3.11016533e-01  1.69041116e-01  2.11717320e-01  7.81484967e-02]\n",
+      " [ 1.31567671e-01  2.61719581e-01  1.93946723e-01  2.56246935e-01]\n",
+      " [ 2.18125961e-01  1.04430099e-01  5.78398031e-02 -3.80650036e-02]\n",
+      " [-2.29783723e-02 -1.26218333e-01 -5.49635189e-02 -1.05910458e-01]\n",
+      " [-2.89019951e-02 -8.65833137e-02 -5.28389099e-02 -8.81629652e-02]\n",
+      " [-2.66101019e-02 -7.05931539e-02 -8.06009288e-02 -1.16888642e-01]\n",
+      " [-2.14967835e-01 -2.90636339e-01 -2.63534361e-01 -3.29010440e-01]\n",
+      " [-1.22214799e-03  6.66404956e-01  5.91063920e-01  1.22751462e+00]\n",
+      " [-8.42254098e-02 -2.33907270e-01 -2.15394211e-01 -3.22755109e-01]\n",
+      " [ 2.54444212e-02  3.14424716e-01  2.73765640e-01  5.33964913e-01]\n",
+      " [ 1.88556335e-01  4.29323872e-01  4.39565069e-01  6.73220502e-01]\n",
+      " [ 1.03373576e-03  6.58250903e-01  6.82036394e-01  1.31185866e+00]\n",
+      " [-1.00966029e-01 -3.67272267e-01 -3.04563859e-01 -5.17804958e-01]\n",
+      " [-9.58793503e-03 -3.12341544e-02 -8.63302860e-03 -1.16403843e-02]\n",
+      " [ 4.32340897e-02 -1.67677368e-02 -2.05044837e-02 -7.34488488e-02]\n",
+      " [ 1.23788288e-01  7.63328857e-02  8.46132080e-02  4.55989721e-02]\n",
+      " [ 1.07529301e-01  2.77058063e-01  2.23517708e-01  3.64041938e-01]\n",
+      " [-9.53368929e-02 -2.75921859e-01 -2.57079113e-01 -4.24719021e-01]\n",
+      " [ 1.19612508e-01  2.87214106e-01  2.93162506e-01  4.56069456e-01]\n",
+      " [ 2.77875665e-04 -7.69194962e-02  8.30214236e-02  7.61742394e-03]\n",
+      " [-4.57732713e-02 -1.73665316e-01 -1.67720931e-01 -2.76062271e-01]\n",
+      " [-7.14669481e-04  1.02343005e-01  1.07256699e-01  2.21887132e-01]\n",
+      " [-4.65460342e-02  7.95480293e-02  7.78043651e-02  1.73284624e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.33954326e-01  2.04515689e-01  1.58763940e-01  2.29325303e-01]\n",
+      " [-5.90582856e-05  2.81711434e-01 -1.96508151e-01  8.52623417e-02]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
+      " [ 6.02657870e-05 -1.24468543e-01  7.95461178e-02 -4.49826908e-02]\n",
+      " [ 6.34627992e-02 -2.74379623e-02 -4.23324227e-02 -1.33233184e-01]\n",
+      " [ 5.64884400e-02  5.66987819e-01  5.09911580e-01  1.02041096e+00]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
+      " [ 8.29039049e-02  1.18837599e-01  2.60893941e-01  2.96827635e-01]\n",
+      " [ 7.83494993e-02  1.59656227e-01  1.49360889e-02  9.62428168e-02]\n",
+      " [-1.85861239e-01 -1.84958714e-01 -2.60648334e-01 -2.59745808e-01]\n",
+      " [-4.19316482e-02 -5.75750653e-02 -1.29742438e-01 -1.45385855e-01]\n",
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+      " [-3.95702397e-03 -2.75754271e-02 -3.78392206e-02 -6.14576237e-02]\n",
+      " [-1.97906196e-04 -1.18959135e-01 -6.39634074e-02 -1.82724636e-01]\n",
+      " [-2.04032305e-01 -2.19381824e-01 -3.46154028e-01 -3.61503547e-01]\n",
+      " [-6.52437200e-05  6.85721622e-01  5.89756669e-01  1.27554354e+00]\n",
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+      " [-1.36902836e-01  6.10161777e-03 -9.68107466e-02  4.61937067e-02]\n",
+      " [ 1.11330685e-01  3.19125019e-04  9.07581339e-02 -2.02534258e-02]\n",
+      " [-6.12989903e-04  3.87677125e-01  4.49947308e-01  8.38237423e-01]\n",
+      " [-3.67634073e-02  6.88993860e-02 -6.26146520e-02  4.30481413e-02]\n",
+      " [ 6.13912492e-05  2.90816897e-01 -1.40902144e-01  1.49853362e-01]\n",
+      " [ 3.56232096e-04  5.82807701e-02  3.40650125e-01  3.98574663e-01]\n",
+      " [ 2.32912667e-02  5.09935130e-02  1.14756065e-01  1.42458311e-01]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.10984467e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [6.29632298e-01 2.70462348e-02 5.86774971e-02 0.00000000e+00]\n",
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+      " [6.41801947e-01 1.28101843e-01 1.67094159e-01 1.01124726e-03]\n",
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+      " [1.21249483e+00 1.13134864e-01 1.69054251e-01 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 8.06777783e-02]] [[-1.5672833   4.43565794  4.10376884  7.42312721]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [1.72637493e-01 1.98612302e-02 2.36544259e-04 0.00000000e+00]\n",
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+      " [3.17626386e-02 3.16784681e-01 3.26899001e-01 5.58766005e-01]] [[ 1.10984467e-01 -2.40761146e-01 -2.35496728e-01 -3.65186895e-01]\n",
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+      " [-1.15879395e-01  1.52497941e-01  1.37007989e-01  3.11729652e-01]\n",
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+      " [-1.44803287e-01 -5.65425240e-01 -5.12054662e-01 -9.55007193e-01]\n",
+      " [ 1.21249483e+00  1.13134864e-01  1.69054251e-01 -2.31775741e-01]\n",
+      " [-3.91360982e-02  6.56272187e-01  6.15940813e-01  1.04130840e+00]\n",
+      " [-1.45739408e-02  1.91092112e+00  1.79670232e+00  3.17970835e+00]\n",
+      " [-8.84708958e-02 -1.33697537e-01 -1.31419143e-01 -1.01599332e-01]\n",
+      " [ 2.89682476e-01  1.90592518e-01  2.05814906e-01  2.52525971e-01]\n",
+      " [-2.47001038e-01 -1.97892983e-02 -1.13011560e-02  8.06777783e-02]]\n",
+      "2 3 [[1.45575162e-01 1.12012127e-02 5.78703775e-02 0.00000000e+00]\n",
+      " [0.00000000e+00 1.34487225e-01 1.25712207e-01 2.39463198e-01]\n",
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+      " [-4.64015643e-02  8.01273729e-02  7.86141020e-02  1.74483868e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
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+      " [ 5.46161763e-04  7.85254144e-02  1.25258632e-01  2.56658679e-01]\n",
+      " [-1.62605844e-01 -4.32464437e-02 -9.44077198e-02  1.56017659e-02]\n",
+      " [-5.36668569e-02 -1.04999570e-01 -1.09263847e-01 -1.85925643e-01]\n",
+      " [-3.02325439e-02 -1.02467483e-01 -7.30403781e-02 -1.64425040e-01]\n",
+      " [-2.65673704e-02 -1.59428383e-01 -1.83673588e-01 -3.33201232e-01]\n",
+      " [-9.40743293e-02  5.40296371e-03 -5.78216542e-02  3.68474387e-02]\n",
+      " [ 8.20214879e-02  1.86551036e-01  5.21863732e-02  9.98459313e-02]\n",
+      " [ 3.31145793e-03  2.61058924e-01  2.72757286e-01  5.03923658e-01]\n",
+      " [-1.03124064e-01 -2.21193350e-01 -1.64926771e-01 -2.71211084e-01]\n",
+      " [ 1.28733161e-01  5.61451711e-01  5.82301516e-01  1.02570730e+00]\n",
+      " [-4.73422367e-02 -1.64797366e-01 -2.50111237e-01 -3.82629477e-01]\n",
+      " [ 1.38122360e-01  9.66132820e-02  8.39541163e-02  6.68474825e-02]\n",
+      " [ 8.67930796e-02  1.32866842e-02  2.10984451e-02 -4.70105962e-02]\n",
+      " [ 2.12429774e-01 -9.66573005e-03  3.42247314e-02 -1.50824986e-01]\n",
+      " [ 3.27360698e-01  5.61844780e-02  1.25310801e-01 -1.10575019e-01]\n",
+      " [-2.14563442e-01 -3.12798835e-01 -3.06982407e-01 -4.62641463e-01]\n",
+      " [ 9.20234634e-02  5.53992020e-01  5.05988936e-01  9.54173504e-01]\n",
+      " [ 6.29404130e-02 -1.95712997e-02 -7.86048085e-03 -6.17144749e-02]\n",
+      " [ 3.15865443e-01  2.05491613e-02  8.26892718e-02 -1.80949375e-01]\n",
+      " [-1.75837195e-02  9.25260442e-02  1.81907510e-02  8.40827868e-02]\n",
+      " [ 3.07614983e-02  2.57717954e-01  2.46054406e-01  4.47351996e-01]\n",
+      " [-3.20522682e-02  6.98370998e-03  9.88506924e-03  5.08736630e-02]\n",
+      " [-1.06710764e-01 -2.06446031e-01 -2.09429664e-01 -2.72410409e-01]\n",
+      " [ 1.66140086e-03  4.20635943e-01  4.17300409e-01  8.37057933e-01]\n",
+      " [ 3.20396242e-01  1.74676337e-01  2.16408157e-01  7.98675796e-02]\n",
+      " [ 1.31465213e-01  2.63371611e-01  1.95496884e-01  2.59567984e-01]\n",
+      " [ 2.23518247e-01  1.06138112e-01  5.85044259e-02 -4.12325969e-02]\n",
+      " [-2.24956214e-02 -1.25865366e-01 -5.47033952e-02 -1.06400905e-01]\n",
+      " [-2.97218647e-02 -8.71908689e-02 -5.31560191e-02 -8.89940548e-02]\n",
+      " [-2.68295657e-02 -7.14159696e-02 -8.17599737e-02 -1.18367536e-01]\n",
+      " [-2.15246415e-01 -2.91672137e-01 -2.64635105e-01 -3.30709047e-01]\n",
+      " [ 8.66503810e-04  6.85472524e-01  6.15621831e-01  1.26812742e+00]\n",
+      " [-8.41474021e-02 -2.34767862e-01 -2.16803233e-01 -3.25555291e-01]\n",
+      " [ 2.12679865e-02  3.16231534e-01  2.77284038e-01  5.43864193e-01]\n",
+      " [ 1.95857132e-01  4.44243483e-01  4.56033148e-01  6.97339553e-01]\n",
+      " [ 9.53304864e-04  6.76408734e-01  7.05759001e-01  1.35338042e+00]\n",
+      " [-1.01198177e-01 -3.69966169e-01 -3.08562058e-01 -5.24716962e-01]\n",
+      " [-9.06547479e-03 -3.01989836e-02 -7.49512122e-03 -1.04738392e-02]\n",
+      " [ 4.17400004e-02 -1.86563622e-02 -2.26237638e-02 -7.62375528e-02]\n",
+      " [ 1.29220714e-01  8.09402606e-02  8.87845594e-02  4.87245795e-02]\n",
+      " [ 1.10802622e-01  2.84502432e-01  2.31662958e-01  3.76499232e-01]\n",
+      " [-9.57369395e-02 -2.78233430e-01 -2.60267341e-01 -4.30428080e-01]\n",
+      " [ 1.23235047e-01  2.95584223e-01  3.02724925e-01  4.70313872e-01]\n",
+      " [-2.00980897e-04 -7.65620736e-02  8.40494745e-02  9.71066268e-03]\n",
+      " [-4.49992167e-02 -1.74600168e-01 -1.69601998e-01 -2.79355889e-01]\n",
+      " [ 2.83219807e-04  1.06797153e-01  1.12821737e-01  2.30680506e-01]\n",
+      " [-4.53800787e-02  8.28520988e-02  8.18041595e-02  1.79139810e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.36188198e-01  2.07502734e-01  1.61709636e-01  2.33024172e-01]\n",
+      " [-7.56457366e-04  2.83100069e-01 -1.97141124e-01  8.67154017e-02]\n",
+      " [-3.75669423e-02 -1.21741679e-01 -2.16910501e-01 -3.01085237e-01]\n",
+      " [ 2.79604733e-05 -1.24500848e-01  8.00858671e-02 -4.44429415e-02]\n",
+      " [ 6.09583429e-02 -2.99424186e-02 -4.48368790e-02 -1.35737640e-01]\n",
+      " [ 5.37887985e-02  5.69885497e-01  5.16559095e-01  1.03265579e+00]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
+      " [ 8.52841516e-02  1.22562915e-01  2.65626603e-01  3.02905366e-01]\n",
+      " [ 8.13266522e-02  1.62365403e-01  1.68494421e-02  9.78881929e-02]\n",
+      " [-1.85861239e-01 -1.84958714e-01 -2.60648334e-01 -2.59745808e-01]\n",
+      " [-4.19316482e-02 -5.75750653e-02 -1.29742438e-01 -1.45385855e-01]\n",
+      " [-1.95223105e-02 -1.18400215e-01 -1.54685924e-04 -9.90325908e-02]\n",
+      " [-3.95702397e-03 -2.75754271e-02 -3.78392206e-02 -6.14576237e-02]\n",
+      " [-1.97906196e-04 -1.18959135e-01 -6.39634074e-02 -1.82724636e-01]\n",
+      " [-2.04032305e-01 -2.19381824e-01 -3.46154028e-01 -3.61503547e-01]\n",
+      " [ 1.98285188e-03  6.95643097e-01  6.05429420e-01  1.29908967e+00]\n",
+      " [-6.77675577e-02 -5.64949073e-02 -3.11244315e-01 -2.99971665e-01]\n",
+      " [-1.36822032e-01  6.26322593e-03 -9.67389297e-02  4.63463277e-02]\n",
+      " [ 1.11426660e-01  2.74774804e-05  8.91272074e-02 -2.22719754e-02]\n",
+      " [ 1.00508893e-03  3.95362505e-01  4.61937950e-01  8.56295366e-01]\n",
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+      " [-2.82609647e-04  2.91801785e-01 -1.41207340e-01  1.50877055e-01]\n",
+      " [ 5.62565784e-04  6.12355494e-02  3.45359802e-01  4.06032785e-01]\n",
+      " [ 2.42635279e-02  5.27905798e-02  1.16987777e-01  1.45514829e-01]\n",
+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.22726735e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 2.38655016e+00 2.27042363e+00 3.90450759e+00]\n",
+      " [7.91726769e-01 1.04991305e-01 1.30832897e-01 0.00000000e+00]\n",
+      " [6.86850574e-01 3.07988360e-02 6.30809458e-02 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [7.01856342e-01 1.40686728e-01 1.79372602e-01 1.85616060e-03]\n",
+      " [1.14872494e-01 1.10478718e-01 1.07967302e-01 2.58096903e-01]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [1.32728588e+00 1.30039034e-01 1.86851897e-01 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 8.39747668e-02]] [[-1.87817777  4.63467251  4.30983096  7.89155299]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [1.82448429e-01 2.08947729e-02 5.06679605e-04 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [4.48359472e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 2.08359877e-02 1.30047035e-01]\n",
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+      " [2.56463972e-02 3.22423845e-01 3.34730010e-01 5.76586817e-01]] [[ 1.22726735e-01 -2.44163812e-01 -2.39008266e-01 -3.74665955e-01]\n",
+      " [-2.97859337e-02 -3.82393012e-01 -3.56383973e-01 -6.14039109e-01]\n",
+      " [-1.20813440e-01  2.38655016e+00  2.27042363e+00  3.90450759e+00]\n",
+      " [ 7.91726769e-01  1.04991305e-01  1.30832897e-01 -1.01925490e-01]\n",
+      " [ 6.86850574e-01  3.07988360e-02  6.30809458e-02 -2.25214052e-01]\n",
+      " [-2.77740121e-01 -2.15591388e-01 -2.25602908e-01 -3.11179208e-01]\n",
+      " [ 7.01856342e-01  1.40686728e-01  1.79372602e-01  1.85616060e-03]\n",
+      " [ 1.14872494e-01  1.10478718e-01  1.07967302e-01  2.58096903e-01]\n",
+      " [-1.82901554e-01 -3.89522096e-01 -3.99478277e-01 -6.23236329e-01]\n",
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+      " [-5.46606635e-04  3.35134709e-02  1.87317519e-02  1.01375793e-01]\n",
+      " [-1.72701561e-01  9.72966590e-03 -1.37113844e-02  1.34026184e-01]\n",
+      " [-2.20602178e-01  1.52626218e-02 -1.13749588e-03  1.39004167e-01]\n",
+      " [-3.27044803e-01 -5.29056559e-01 -5.28690945e-01 -8.44410450e-01]\n",
+      " [-1.32869327e-03  3.16751215e-01  2.96968859e-01  5.37518869e-01]\n",
+      " [-1.21036310e-01  1.63757158e-01  1.46783801e-01  3.34835819e-01]\n",
+      " [-1.86892084e-02  2.08848215e-01  2.01447143e-01  3.07717687e-01]\n",
+      " [-1.48742795e-01 -5.83468090e-01 -5.33096642e-01 -9.95541239e-01]\n",
+      " [ 1.32728588e+00  1.30039034e-01  1.86851897e-01 -2.44123442e-01]\n",
+      " [-5.00807675e-02  6.81716999e-01  6.43496896e-01  1.09252826e+00]\n",
+      " [-2.34842757e-02  2.00175738e+00  1.89585826e+00  3.35551137e+00]\n",
+      " [-9.34817539e-02 -1.37777683e-01 -1.35021953e-01 -1.04162937e-01]\n",
+      " [ 3.13821309e-01  2.02485337e-01  2.18131589e-01  2.63855266e-01]\n",
+      " [-2.57061143e-01 -1.86264080e-02 -1.04344185e-02  8.39747668e-02]]\n",
+      "2 3 [[1.51410579e-01 1.40122742e-02 5.95935939e-02 0.00000000e+00]\n",
+      " [8.39272739e-05 1.37172179e-01 1.29016646e-01 2.45660918e-01]\n",
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+      " [3.53486165e-04 7.86595259e-02 1.25514287e-01 2.57187549e-01]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 1.57630601e-02]\n",
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+      " [0.00000000e+00 5.22164444e-03 0.00000000e+00 3.67665004e-02]\n",
+      " [8.23609457e-02 1.87164616e-01 5.26587205e-02 1.00553440e-01]\n",
+      " [2.90627155e-03 2.61346821e-01 2.73157341e-01 5.05028922e-01]\n",
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+      " [1.27452063e-01 5.61289732e-01 5.82474685e-01 1.02699468e+00]\n",
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+      " [1.38345893e-01 9.65342510e-02 8.39279344e-02 6.64926455e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.23545389e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [3.47226600e-04 6.15750188e-02 3.46056277e-01 4.07284069e-01]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]] [[ 1.51763204e-01  1.38991433e-02  5.94416533e-02 -4.60204518e-02]\n",
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+      " [-1.62956175e-01 -4.32474736e-02 -9.43835129e-02  1.58990824e-02]\n",
+      " [-5.37966596e-02 -1.05205755e-01 -1.09650241e-01 -1.86418480e-01]\n",
+      " [-3.02449874e-02 -1.02513437e-01 -7.32637980e-02 -1.64736725e-01]\n",
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+      " [ 9.20345969e-02  5.56179140e-01  5.08881914e-01  9.59197969e-01]\n",
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+      " [-1.75508232e-02  9.30349235e-02  1.86043940e-02  8.49394613e-02]\n",
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+      " [ 1.31150271e-01  2.63563488e-01  1.95504957e-01  2.60085375e-01]\n",
+      " [ 2.24622203e-01  1.06455668e-01  5.86472085e-02 -4.19101547e-02]\n",
+      " [-2.25660436e-02 -1.26062969e-01 -5.48126279e-02 -1.06760755e-01]\n",
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+      " [-2.68232667e-02 -7.15735479e-02 -8.19450628e-02 -1.18674387e-01]\n",
+      " [-2.15085502e-01 -2.91731626e-01 -2.64648845e-01 -3.30905975e-01]\n",
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+      " [-8.77078778e-03 -2.98107813e-02 -7.08527192e-03 -1.00576352e-02]\n",
+      " [ 4.14405754e-02 -1.90686480e-02 -2.30653444e-02 -7.68219568e-02]\n",
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+      " [ 1.23894085e-01  2.97265272e-01  3.04604093e-01  4.73214062e-01]\n",
+      " [ 2.53533936e-04 -7.59546171e-02  8.48120136e-02  1.06860336e-02]\n",
+      " [-4.47379851e-02 -1.74724848e-01 -1.69869190e-01 -2.79963190e-01]\n",
+      " [-9.75175330e-05  1.07078467e-01  1.13355873e-01  2.31867167e-01]\n",
+      " [-4.52479505e-02  8.34554746e-02  8.24879080e-02  1.80263012e-01]]\n",
+      "0 1 [[0 0 1 1]\n",
+      " [0 1 0 1]] [[ 1.36671642e-01  2.08138028e-01  1.62329897e-01  2.33796283e-01]\n",
+      " [-3.38710004e-04  2.83935564e-01 -1.96712435e-01  8.75618384e-02]\n",
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+      " [-1.04006359e-04 -1.24632815e-01  8.00691576e-02 -4.44596511e-02]\n",
+      " [ 6.04464700e-02 -3.04542915e-02 -4.53487519e-02 -1.36249513e-01]\n",
+      " [ 5.31043672e-02  5.70333281e-01  5.17762372e-01  1.03499129e+00]\n",
+      " [-6.34679305e-02 -1.75260475e-01 -5.93139912e-02 -1.71106536e-01]\n",
+      " [ 8.58795614e-02  1.23431134e-01  2.66697143e-01  3.04248716e-01]\n",
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+      " [-1.97906196e-04 -1.18959135e-01 -6.39634074e-02 -1.82724636e-01]\n",
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+      " [ 1.11647160e-01  1.00515108e-04  8.89960206e-02 -2.25506240e-02]\n",
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+      " [-1.09873895e-01 -1.01102873e-01 -1.92787424e-01 -1.84016402e-01]]\n",
+      "4 5 [[1.25046684e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [0.00000000e+00 0.00000000e+00 0.00000000e+00 8.49688425e-02]] [[-1.94263628  4.67846486  4.35528996  7.9909112 ]]\n",
+      "3 4 [[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
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+      " [2.47320665e-02 3.23767329e-01 3.36473269e-01 5.80419920e-01]] [[ 1.25046684e-01 -2.45018891e-01 -2.39946514e-01 -3.76893520e-01]\n",
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+      " [-8.47118639e-02  2.35088320e-02  3.98488827e-02  2.11617336e-01]\n",
+      " [-8.12921628e-03 -1.45949402e-01 -1.08971520e-01 -2.47353445e-01]\n",
+      " [ 4.73581761e-01 -5.38537528e-02 -2.33393050e-02 -4.42795732e-01]\n",
+      " [ 9.39002226e-02  8.07161834e-01  7.66317816e-01  1.41765268e+00]\n",
+      " [-5.64433139e-05  1.71903898e-01  1.24461297e-01  2.93937228e-01]\n",
+      " [-1.02481473e-01 -2.02682109e-01 -1.84693995e-01 -2.82115887e-01]\n",
+      " [-5.11873121e-02 -1.95037640e-02 -2.14007867e-02  1.36467138e-02]\n",
+      " [-2.38673409e-01 -9.33101665e-02 -7.83421555e-02  4.92514006e-02]\n",
+      " [ 3.85328613e-01  8.90132029e-01  8.77013917e-01  1.31438883e+00]\n",
+      " [-4.01102231e-04  7.10900946e-01  6.56203770e-01  1.23903290e+00]\n",
+      " [ 4.61229085e-02  1.93484167e-01  2.20051231e-01  3.69164954e-01]\n",
+      " [-2.91689938e-01 -3.77230216e-01 -3.97258089e-01 -4.73985331e-01]\n",
+      " [-1.05760534e-01 -2.45263213e-01 -2.11730815e-01 -3.18155454e-01]\n",
+      " [-9.94288337e-02 -5.20388297e-02 -7.30637887e-02  2.97367199e-02]\n",
+      " [-7.50661560e-02 -7.77293511e-03 -9.08130706e-03  2.41118695e-02]\n",
+      " [-1.05931749e-01  3.84576849e-04  4.24651034e-03  1.20172938e-01]\n",
+      " [-1.63534939e-02  2.96853023e-01  2.80192217e-01  5.76322093e-01]\n",
+      " [ 3.68338825e-01 -4.31055060e-02  1.81134315e-02 -3.29196919e-01]\n",
+      " [ 3.97351807e-01  2.78637316e-03  1.72594320e-04 -3.20869324e-01]\n",
+      " [-2.00181992e-02 -1.37088408e-01 -9.55812193e-02 -2.03011837e-01]\n",
+      " [-5.56544848e-02 -4.39091252e-01 -4.31056900e-01 -7.43208821e-01]\n",
+      " [ 5.36388443e-02  1.11446980e+00  1.06403801e+00  1.99977282e+00]\n",
+      " [-1.16918597e-01  1.86006105e-01  1.39204154e-01  3.63351611e-01]\n",
+      " [-3.37334933e-02 -3.49553652e-01 -3.11780776e-01 -6.39930356e-01]\n",
+      " [ 3.52300003e-01  3.37500826e-01  3.17504216e-01  3.80954258e-01]\n",
+      " [ 1.78549542e-01  5.69226318e-01  5.87015954e-01  9.80497572e-01]\n",
+      " [ 2.26771426e-01  9.69327352e-03  1.65262728e-02 -1.96304835e-01]\n",
+      " [-1.50979919e-01  1.72056660e-02  7.72005019e-04  1.66973109e-01]\n",
+      " [ 2.66680729e-01  2.35787022e-01  3.11216654e-01  4.17505781e-01]\n",
+      " [ 1.88287968e-01  2.88629922e-03 -3.39599322e-03 -1.94712487e-01]\n",
+      " [ 4.24737214e-01  1.25620290e-02  2.43287047e-02 -3.12526193e-01]\n",
+      " [-2.30143728e-01 -5.20555221e-01 -5.08949149e-01 -8.31657022e-01]\n",
+      " [ 2.72399494e-02  1.19915327e+00  1.12304828e+00  2.16202719e+00]\n",
+      " [ 4.44064654e-02 -1.04085258e-01 -3.90766885e-02 -2.11607932e-01]\n",
+      " [-1.12375310e-01 -8.77222538e-03  2.13491660e-02  1.31566332e-01]\n",
+      " [ 1.30864834e-01  5.79014733e-02  7.50029641e-02 -4.93077904e-02]\n",
+      " [-5.49654606e-03 -1.39634260e-01 -1.18705938e-01 -2.50973498e-01]\n",
+      " [-2.90524576e-02 -3.38657648e-01 -2.26825431e-01 -4.50297796e-01]\n",
+      " [-6.40180962e-02 -2.44647963e-01 -2.41237675e-01 -3.87888001e-01]\n",
+      " [-2.69327200e-02  1.70958350e-01  1.34868909e-01  3.07647126e-01]\n",
+      " [ 2.38433096e-02  3.26840040e-01  3.40235921e-01  5.87039928e-01]]\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[98], line 12\u001b[0m\n\u001b[0;32m      9\u001b[0m X_train \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([[\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m0\u001b[39m],[\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m1\u001b[39m],[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m],[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m]])\n\u001b[0;32m     10\u001b[0m Y_train \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m])\n\u001b[1;32m---> 12\u001b[0m params_values, cost_history, accuracy_history \u001b[38;5;241m=\u001b[39m \u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtranspose\u001b[49m\u001b[43m(\u001b[49m\u001b[43mY_train\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreshape\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mY_train\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshape\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mNN_ARCHITECTURE\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     14\u001b[0m X_test \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m],[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m],[\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m0\u001b[39m]])\n\u001b[0;32m     15\u001b[0m Y_test \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m])\n",
+      "Cell \u001b[1;32mIn[96], line 21\u001b[0m, in \u001b[0;36mtrain\u001b[1;34m(X, Y, nn_architecture, epochs, learning_rate, verbose, callback)\u001b[0m\n\u001b[0;32m     18\u001b[0m accuracy_history\u001b[38;5;241m.\u001b[39mappend(accuracy)\n\u001b[0;32m     20\u001b[0m \u001b[38;5;66;03m# step backward - calculating gradient\u001b[39;00m\n\u001b[1;32m---> 21\u001b[0m grads_values \u001b[38;5;241m=\u001b[39m \u001b[43mfull_backward_propagation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mY_hat\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mY\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcashe\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams_values\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnn_architecture\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     22\u001b[0m \u001b[38;5;66;03m# updating model state\u001b[39;00m\n\u001b[0;32m     23\u001b[0m params_values \u001b[38;5;241m=\u001b[39m update(params_values, grads_values, nn_architecture, learning_rate)\n",
+      "Cell \u001b[1;32mIn[70], line 54\u001b[0m, in \u001b[0;36mfull_backward_propagation\u001b[1;34m(Y_hat, Y, memory, params_values, nn_architecture)\u001b[0m\n\u001b[0;32m     51\u001b[0m W_curr \u001b[38;5;241m=\u001b[39m params_values[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mW\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(layer_idx_curr)]\n\u001b[0;32m     52\u001b[0m b_curr \u001b[38;5;241m=\u001b[39m params_values[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(layer_idx_curr)]\n\u001b[1;32m---> 54\u001b[0m dA_prev, dW_curr, db_curr \u001b[38;5;241m=\u001b[39m \u001b[43msingle_layer_backward_propagation\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m     55\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdA_curr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mW_curr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mb_curr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mZ_curr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mA_prev\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mactiv_function_curr\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     57\u001b[0m grads_values[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdW\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(layer_idx_curr)] \u001b[38;5;241m=\u001b[39m dW_curr\n\u001b[0;32m     58\u001b[0m grads_values[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(layer_idx_curr)] \u001b[38;5;241m=\u001b[39m db_curr\n",
+      "Cell \u001b[1;32mIn[70], line 19\u001b[0m, in \u001b[0;36msingle_layer_backward_propagation\u001b[1;34m(dA_curr, W_curr, b_curr, Z_curr, A_prev, activation)\u001b[0m\n\u001b[0;32m     16\u001b[0m dZ_curr \u001b[38;5;241m=\u001b[39m backward_activation_func(dA_curr, Z_curr)\n\u001b[0;32m     18\u001b[0m \u001b[38;5;66;03m# derivative of the matrix W\u001b[39;00m\n\u001b[1;32m---> 19\u001b[0m dW_curr \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdZ_curr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mA_prev\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;241m/\u001b[39m m\n\u001b[0;32m     20\u001b[0m \u001b[38;5;66;03m# derivative of the vector b\u001b[39;00m\n\u001b[0;32m     21\u001b[0m db_curr \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msum(dZ_curr, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, keepdims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m) \u001b[38;5;241m/\u001b[39m m\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "NN_ARCHITECTURE = [\n",
+    "    {\"input_dim\": 2, \"output_dim\": 25, \"activation\": \"relu\"},\n",
+    "    {\"input_dim\": 25, \"output_dim\": 50, \"activation\": \"relu\"},\n",
+    "    {\"input_dim\": 50, \"output_dim\": 50, \"activation\": \"relu\"},\n",
+    "    {\"input_dim\": 50, \"output_dim\": 25, \"activation\": \"relu\"},\n",
+    "    {\"input_dim\": 25, \"output_dim\": 1, \"activation\": \"sigmoid\"}\n",
+    "]\n",
+    "\n",
+    "X_train = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "Y_train = np.array([0,1,1,1])\n",
+    "\n",
+    "params_values, cost_history, accuracy_history = train(X_train.T, np.transpose(Y_train.reshape((Y_train.shape[0], 1))), NN_ARCHITECTURE, 1000, 0.1)\n",
+    "\n",
+    "X_test = np.array([[1,1],[1,0],[0,0]])\n",
+    "Y_test = np.array([1,1,0])\n",
+    "\n",
+    "Y_hat = full_forward_propagation(X_test.T, params_values, NN_ARCHITECTURE)\n",
+    "\n",
+    "#make_plot(X_train, Y_train, 'AND')\n",
+    "#plt.plot(accuracy_history)\n",
+    "\n",
+    "grid = np.mgrid[-1:2:100j,-1:2:100j]\n",
+    "grid_2d = grid.reshape(2, -1).T\n",
+    "XX, YY = grid\n",
+    "\n",
+    "prediction_probs_numpy, _ = full_forward_propagation(grid_2d.T, params_values, NN_ARCHITECTURE)\n",
+    "prediction_probs_numpy = prediction_probs_numpy.reshape(prediction_probs_numpy.shape[1], 1)\n",
+    "make_plot(X_train, Y_train, \"And\", file_name=None, XX=XX, YY=YY, preds=prediction_probs_numpy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "ffcdf138-4e92-40ed-8140-3e4bc7133119",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "grid = np.mgrid[-1:2:100j,-1:2:100j]\n",
+    "grid_2d = grid.reshape(2, -1).T\n",
+    "XX, YY = grid\n",
+    "\n",
+    "prediction_probs_numpy, _ = full_forward_propagation(grid_2d.T, params_values, NN_ARCHITECTURE)\n",
+    "prediction_probs_numpy = prediction_probs_numpy.reshape(prediction_probs_numpy.shape[1], 1)\n",
+    "make_plot(X_train, Y_train, \"And\", file_name=None, XX=XX, YY=YY, preds=prediction_probs_numpy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f383baca-608b-43d4-9fb9-dc9029ddd6a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Moons dataset\n",
+    "\n",
+    "# X, Y = make_moons(n_samples = 100, noise=0.2, random_state=100)\n",
+    "# X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=10, random_state=42)\n",
+    "# make_plot(X_train, Y_train, 'Moons')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/beers.csv b/examples/beers.csv
new file mode 100644
index 0000000..04b6d26
--- /dev/null
+++ b/examples/beers.csv
@@ -0,0 +1,2411 @@
+"","count.x","abv","ibu","id","beer","style","brewery_id","ounces","style2","count.y","brewery","city","state","label"
+"1",1,0.05,NA,1436,"Pub Beer","American Pale Lager",408,12,NA,409,"10 Barrel Brewing Company","Bend","OR","Pub Beer (10 Barrel Brewing Company)"
+"2",2,0.066,NA,2265,"Devil's Cup","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Devil's Cup (18th Street Brewery)"
+"3",3,0.071,NA,2264,"Rise of the Phoenix","American IPA",177,12,"American IPA",178,"18th Street Brewery","Gary","IN","Rise of the Phoenix (18th Street Brewery)"
+"4",4,0.09,NA,2263,"Sinister","American Double / Imperial IPA",177,12,"American Double / Imperial IPA",178,"18th Street Brewery","Gary","IN","Sinister (18th Street Brewery)"
+"5",5,0.075,NA,2262,"Sex and Candy","American IPA",177,12,"American IPA",178,"18th Street Brewery","Gary","IN","Sex and Candy (18th Street Brewery)"
+"6",6,0.077,NA,2261,"Black Exodus","Oatmeal Stout",177,12,NA,178,"18th Street Brewery","Gary","IN","Black Exodus (18th Street Brewery)"
+"7",7,0.045,NA,2260,"Lake Street Express","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Lake Street Express (18th Street Brewery)"
+"8",8,0.065,NA,2259,"Foreman","American Porter",177,12,NA,178,"18th Street Brewery","Gary","IN","Foreman (18th Street Brewery)"
+"9",9,0.055,NA,2258,"Jade","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Jade (18th Street Brewery)"
+"10",10,0.086,NA,2131,"Cone Crusher","American Double / Imperial IPA",177,12,"American Double / Imperial IPA",178,"18th Street Brewery","Gary","IN","Cone Crusher (18th Street Brewery)"
+"11",11,0.072,NA,2099,"Sophomoric Saison","Saison / Farmhouse Ale",177,12,NA,178,"18th Street Brewery","Gary","IN","Sophomoric Saison (18th Street Brewery)"
+"12",12,0.073,NA,2098,"Regional Ring Of Fire","Saison / Farmhouse Ale",177,12,NA,178,"18th Street Brewery","Gary","IN","Regional Ring Of Fire (18th Street Brewery)"
+"13",13,0.069,NA,2097,"Garce Selé","Saison / Farmhouse Ale",177,12,NA,178,"18th Street Brewery","Gary","IN","Garce Selé (18th Street Brewery)"
+"14",14,0.085,NA,1980,"Troll Destroyer","Belgian IPA",177,12,NA,178,"18th Street Brewery","Gary","IN","Troll Destroyer (18th Street Brewery)"
+"15",15,0.061,60,1979,"Bitter Bitch","American Pale Ale (APA)",177,12,"American Pale Ale (APA)",178,"18th Street Brewery","Gary","IN","Bitter Bitch (18th Street Brewery)"
+"16",16,0.06,NA,2318,"Ginja Ninja","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","Ginja Ninja (2 Towns Ciderhouse)"
+"17",17,0.06,NA,2170,"Cherried Away","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","Cherried Away (2 Towns Ciderhouse)"
+"18",18,0.06,NA,2169,"Rhubarbarian","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","Rhubarbarian (2 Towns Ciderhouse)"
+"19",19,0.06,NA,1502,"BrightCider","Cider",154,12,NA,155,"2 Towns Ciderhouse","Corvallis","OR","BrightCider (2 Towns Ciderhouse)"
+"20",20,0.0819999999999999,NA,1593,"He Said Baltic-Style Porter","Baltic Porter",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","He Said Baltic-Style Porter (21st Amendment Brewery)"
+"21",21,0.0819999999999999,NA,1592,"He Said Belgian-Style Tripel","Tripel",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","He Said Belgian-Style Tripel (21st Amendment Brewery)"
+"22",22,0.099,92,1036,"Lower De Boom","American Barleywine",368,8.4,NA,369,"21st Amendment Brewery","San Francisco","CA","Lower De Boom (21st Amendment Brewery)"
+"23",23,0.079,45,1024,"Fireside Chat","Winter Warmer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Fireside Chat (21st Amendment Brewery)"
+"24",24,0.079,NA,976,"Marooned On Hog Island","American Stout",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Marooned On Hog Island (21st Amendment Brewery)"
+"25",25,0.044,42,876,"Bitter American","American Pale Ale (APA)",368,12,"American Pale Ale (APA)",369,"21st Amendment Brewery","San Francisco","CA","Bitter American (21st Amendment Brewery)"
+"26",26,0.049,17,802,"Hell or High Watermelon Wheat (2009)","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Hell or High Watermelon Wheat (2009) (21st Amendment Brewery)"
+"27",27,0.049,17,801,"Hell or High Watermelon Wheat (2009)","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Hell or High Watermelon Wheat (2009) (21st Amendment Brewery)"
+"28",28,0.049,17,800,"21st Amendment Watermelon Wheat Beer (2006)","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","21st Amendment Watermelon Wheat Beer (2006) (21st Amendment Brewery)"
+"29",29,0.07,70,799,"21st Amendment IPA (2006)","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","21st Amendment IPA (2006) (21st Amendment Brewery)"
+"30",30,0.07,70,797,"Brew Free! or Die IPA (2008)","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","Brew Free! or Die IPA (2008) (21st Amendment Brewery)"
+"31",31,0.07,70,796,"Brew Free! or Die IPA (2009)","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","Brew Free! or Die IPA (2009) (21st Amendment Brewery)"
+"32",32,0.085,52,531,"Special Edition: Allies Win The War!","English Strong Ale",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Special Edition: Allies Win The War! (21st Amendment Brewery)"
+"33",33,0.0969999999999999,94,432,"Hop Crisis","American Double / Imperial IPA",368,12,"American Double / Imperial IPA",369,"21st Amendment Brewery","San Francisco","CA","Hop Crisis (21st Amendment Brewery)"
+"34",34,0.044,42,353,"Bitter American (2011)","American Pale Ale (APA)",368,12,"American Pale Ale (APA)",369,"21st Amendment Brewery","San Francisco","CA","Bitter American (2011) (21st Amendment Brewery)"
+"35",35,0.079,45,321,"Fireside Chat (2010)","Winter Warmer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Fireside Chat (2010) (21st Amendment Brewery)"
+"36",36,0.068,65,173,"Back in Black","American Black Ale",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Back in Black (21st Amendment Brewery)"
+"37",37,0.083,35,11,"Monk's Blood","Belgian Dark Ale",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Monk's Blood (21st Amendment Brewery)"
+"38",38,0.07,65,10,"Brew Free! or Die IPA","American IPA",368,12,"American IPA",369,"21st Amendment Brewery","San Francisco","CA","Brew Free! or Die IPA (21st Amendment Brewery)"
+"39",39,0.049,17,9,"Hell or High Watermelon Wheat","Fruit / Vegetable Beer",368,12,NA,369,"21st Amendment Brewery","San Francisco","CA","Hell or High Watermelon Wheat (21st Amendment Brewery)"
+"40",40,0.07,82,2519,"Bimini Twist","American IPA",67,12,"American IPA",68,"3 Daughters Brewing","St Petersburg","FL","Bimini Twist (3 Daughters Brewing)"
+"41",41,0.05,NA,2518,"Beach Blonde","American Blonde Ale",67,12,"American Blonde Ale",68,"3 Daughters Brewing","St Petersburg","FL","Beach Blonde (3 Daughters Brewing)"
+"42",42,0.059,NA,2517,"Rod Bender Red","American Amber / Red Ale",67,12,"American Amber / Red Ale",68,"3 Daughters Brewing","St Petersburg","FL","Rod Bender Red (3 Daughters Brewing)"
+"43",43,0.035,11,2545,"Passion Fruit Prussia","Berliner Weissbier",60,12,NA,61,"4 Hands Brewing Company","Saint Louis","MO","Passion Fruit Prussia (4 Hands Brewing Company)"
+"44",44,0.045,18,2544,"Send Help","American Blonde Ale",60,12,"American Blonde Ale",61,"4 Hands Brewing Company","Saint Louis","MO","Send Help (4 Hands Brewing Company)"
+"45",45,0.055,NA,2324,"Cast Iron Oatmeal Brown","American Brown Ale",60,12,NA,61,"4 Hands Brewing Company","Saint Louis","MO","Cast Iron Oatmeal Brown (4 Hands Brewing Company)"
+"46",46,0.06,NA,2288,"Reprise Centennial Red","American Amber / Red Ale",60,12,"American Amber / Red Ale",61,"4 Hands Brewing Company","Saint Louis","MO","Reprise Centennial Red (4 Hands Brewing Company)"
+"47",47,0.055,NA,2287,"Alter Ego","American Black Ale",60,12,NA,61,"4 Hands Brewing Company","Saint Louis","MO","Alter Ego (4 Hands Brewing Company)"
+"48",48,0.065,NA,2286,"Divided Sky","American IPA",60,12,"American IPA",61,"4 Hands Brewing Company","Saint Louis","MO","Divided Sky (4 Hands Brewing Company)"
+"49",49,0.065,NA,2285,"Resurrected","American IPA",60,12,"American IPA",61,"4 Hands Brewing Company","Saint Louis","MO","Resurrected (4 Hands Brewing Company)"
+"50",50,0.05,28,1870,"Contact High","American Pale Wheat Ale",60,12,"American Pale Wheat Ale",61,"4 Hands Brewing Company","Saint Louis","MO","Contact High (4 Hands Brewing Company)"
+"51",51,0.065,NA,2603,"Galaxyfest","American IPA",27,16,"American IPA",28,"450 North Brewing Company","Columbus","IN","Galaxyfest (450 North Brewing Company)"
+"52",52,0.05,45,2602,"Citrafest","American IPA",27,16,"American IPA",28,"450 North Brewing Company","Columbus","IN","Citrafest (450 North Brewing Company)"
+"53",53,0.09,NA,2220,"Barn Yeti","Belgian Strong Dark Ale",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Barn Yeti (450 North Brewing Company)"
+"54",54,0.069,65,2219,"Scarecrow","American IPA",27,16,"American IPA",28,"450 North Brewing Company","Columbus","IN","Scarecrow (450 North Brewing Company)"
+"55",55,0.09,50,2218,"Ironman","English Strong Ale",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Ironman (450 North Brewing Company)"
+"56",56,0.046,15,2217,"Honey Kolsch","Kölsch",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Honey Kolsch (450 North Brewing Company)"
+"57",57,0.052,18,2216,"Copperhead Amber","Belgian Dark Ale",27,16,NA,28,"450 North Brewing Company","Columbus","IN","Copperhead Amber (450 North Brewing Company)"
+"58",58,0.059,75,972,"Rude Parrot IPA","American IPA",481,16,"American IPA",482,"7 Seas Brewing Company","Gig Harbor","WA","Rude Parrot IPA (7 Seas Brewing Company)"
+"59",59,0.054,30,866,"British Pale Ale (2010)","English Pale Ale",481,16,NA,482,"7 Seas Brewing Company","Gig Harbor","WA","British Pale Ale (2010) (7 Seas Brewing Company)"
+"60",60,0.054,30,48,"British Pale Ale","English Pale Ale",481,16,NA,482,"7 Seas Brewing Company","Gig Harbor","WA","British Pale Ale (7 Seas Brewing Company)"
+"61",61,0.084,82,47,"Ballz Deep Double IPA","American Double / Imperial IPA",481,16,"American Double / Imperial IPA",482,"7 Seas Brewing Company","Gig Harbor","WA","Ballz Deep Double IPA (7 Seas Brewing Company)"
+"62",62,0.038,NA,1583,"Wolfman's Berliner","Berliner Weissbier",373,12,NA,374,"7venth Sun","Dunedin","FL","Wolfman's Berliner (7venth Sun)"
+"63",63,0.055,26,1165,"Colorado Native","American Amber / Red Lager",462,12,NA,463,"AC Golden Brewing Company","Golden","CO","Colorado Native (AC Golden Brewing Company)"
+"64",64,0.055,26,431,"Colorado Native (2011)","American Amber / Red Lager",462,12,NA,463,"AC Golden Brewing Company","Golden","CO","Colorado Native (2011) (AC Golden Brewing Company)"
+"65",65,0.065,52,516,"Jockamo IPA","American IPA",533,12,"American IPA",534,"Abita Brewing Company","Abita Springs","LA","Jockamo IPA (Abita Brewing Company)"
+"66",66,0.042,13,515,"Purple Haze","Fruit / Vegetable Beer",533,12,NA,534,"Abita Brewing Company","Abita Springs","LA","Purple Haze (Abita Brewing Company)"
+"67",67,0.045,17,514,"Abita Amber","American Amber / Red Lager",533,12,NA,534,"Abita Brewing Company","Abita Springs","LA","Abita Amber (Abita Brewing Company)"
+"68",68,0.0819999999999999,68,2540,"Citra Ass Down","American IPA",62,16,"American IPA",63,"Against The Grain Brewery","Louisville","KY","Citra Ass Down (Against The Grain Brewery)"
+"69",69,0.05,20,2539,"The Brown Note","American Brown Ale",62,16,NA,63,"Against The Grain Brewery","Louisville","KY","The Brown Note (Against The Grain Brewery)"
+"70",70,0.08,68,2686,"Citra Ass Down","American Double / Imperial IPA",1,16,"American Double / Imperial IPA",2,"Against the Grain Brewery","Louisville","KY","Citra Ass Down (Against the Grain Brewery)"
+"71",71,0.125,80,2685,"London Balling","English Barleywine",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","London Balling (Against the Grain Brewery)"
+"72",72,0.077,25,2684,"35 K","Milk / Sweet Stout",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","35 K (Against the Grain Brewery)"
+"73",73,0.042,42,2683,"A Beer","American Pale Ale (APA)",1,16,"American Pale Ale (APA)",2,"Against the Grain Brewery","Louisville","KY","A Beer (Against the Grain Brewery)"
+"74",74,0.05,25,2682,"Rules are Rules","German Pilsener",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Rules are Rules (Against the Grain Brewery)"
+"75",75,0.066,21,2681,"Flesh Gourd'n","Pumpkin Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Flesh Gourd'n (Against the Grain Brewery)"
+"76",76,0.04,13,2680,"Sho'nuff","Belgian Pale Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Sho'nuff (Against the Grain Brewery)"
+"77",77,0.055,17,2679,"Bloody Show","American Pilsner",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Bloody Show (Against the Grain Brewery)"
+"78",78,0.076,68,2678,"Rico Sauvin","American Double / Imperial IPA",1,16,"American Double / Imperial IPA",2,"Against the Grain Brewery","Louisville","KY","Rico Sauvin (Against the Grain Brewery)"
+"79",79,0.051,38,2677,"Coq de la Marche","Saison / Farmhouse Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Coq de la Marche (Against the Grain Brewery)"
+"80",80,0.065,NA,2676,"Kamen Knuddeln","American Wild Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","Kamen Knuddeln (Against the Grain Brewery)"
+"81",81,0.06,65,2675,"Pile of Face","American IPA",1,16,"American IPA",2,"Against the Grain Brewery","Louisville","KY","Pile of Face (Against the Grain Brewery)"
+"82",82,0.05,20,2674,"The Brown Note","English Brown Ale",1,16,NA,2,"Against the Grain Brewery","Louisville","KY","The Brown Note (Against the Grain Brewery)"
+"83",83,0.053,35,1594,"Maylani's Coconut Stout","American Stout",367,16,NA,368,"Airways Brewing Company","Kent","WA","Maylani's Coconut Stout (Airways Brewing Company)"
+"84",84,0.05,35,1162,"Oatmeal PSA","American Pale Ale (APA)",367,16,"American Pale Ale (APA)",368,"Airways Brewing Company","Kent","WA","Oatmeal PSA (Airways Brewing Company)"
+"85",85,0.052,33,1137,"Pre Flight Pilsner","American Pilsner",367,16,NA,368,"Airways Brewing Company","Kent","WA","Pre Flight Pilsner (Airways Brewing Company)"
+"86",86,0.04,20,2403,"P-Town Pilsner","American Pilsner",117,12,NA,118,"Alameda Brewing","Portland","OR","P-Town Pilsner (Alameda Brewing)"
+"87",87,0.053,36,2402,"Klickitat Pale Ale","American Pale Ale (APA)",117,12,"American Pale Ale (APA)",118,"Alameda Brewing","Portland","OR","Klickitat Pale Ale (Alameda Brewing)"
+"88",88,0.0819999999999999,103,2401,"Yellow Wolf Imperial IPA","American Double / Imperial IPA",117,12,"American Double / Imperial IPA",118,"Alameda Brewing","Portland","OR","Yellow Wolf Imperial IPA (Alameda Brewing)"
+"89",89,0.053,40,1921,"Freeride APA","American Pale Ale (APA)",270,12,"American Pale Ale (APA)",271,"Alaskan Brewing Company","Juneau","AK","Freeride APA (Alaskan Brewing Company)"
+"90",90,0.053,18,1920,"Alaskan Amber","Altbier",270,12,NA,271,"Alaskan Brewing Company","Juneau","AK","Alaskan Amber (Alaskan Brewing Company)"
+"91",91,0.057,NA,2501,"Hopalicious","American Pale Ale (APA)",73,12,"American Pale Ale (APA)",74,"Ale Asylum","Madison","WI","Hopalicious (Ale Asylum)"
+"92",92,0.043,NA,1535,"Kentucky Kölsch","Kölsch",388,16,NA,389,"Alltech's Lexington Brewing Company","Lexington","KY","Kentucky Kölsch (Alltech's Lexington Brewing Company)"
+"93",93,0.065,NA,1149,"Kentucky IPA","American IPA",388,16,"American IPA",389,"Alltech's Lexington Brewing Company","Lexington","KY","Kentucky IPA (Alltech's Lexington Brewing Company)"
+"94",94,0.054,NA,1474,"Dusty Trail Pale Ale","American Pale Ale (APA)",401,16,"American Pale Ale (APA)",402,"Amnesia Brewing Company","Washougal","WA","Dusty Trail Pale Ale (Amnesia Brewing Company)"
+"95",95,0.062,NA,1473,"Damnesia","American IPA",401,16,"American IPA",402,"Amnesia Brewing Company","Washougal","WA","Damnesia (Amnesia Brewing Company)"
+"96",96,0.062,43,837,"Desolation IPA","American IPA",401,16,"American IPA",402,"Amnesia Brewing Company","Washougal","WA","Desolation IPA (Amnesia Brewing Company)"
+"97",97,0.059,NA,2592,"Liberty Ale","American IPA",35,12,"American IPA",36,"Anchor Brewing Company","San Francisco","CA","Liberty Ale (Anchor Brewing Company)"
+"98",98,0.065,NA,2578,"IPA","American IPA",35,12,"American IPA",36,"Anchor Brewing Company","San Francisco","CA","IPA (Anchor Brewing Company)"
+"99",99,0.045,NA,2577,"Summer Wheat","American Pale Wheat Ale",35,12,"American Pale Wheat Ale",36,"Anchor Brewing Company","San Francisco","CA","Summer Wheat (Anchor Brewing Company)"
+"100",100,0.049,NA,2103,"California Lager","American Amber / Red Lager",35,12,NA,36,"Anchor Brewing Company","San Francisco","CA","California Lager (Anchor Brewing Company)"
+"101",101,0.0559999999999999,NA,2102,"Brotherhood Steam","California Common / Steam Beer",35,12,NA,36,"Anchor Brewing Company","San Francisco","CA","Brotherhood Steam (Anchor Brewing Company)"
+"102",102,0.042,NA,2291,"Blood Orange Gose","Gose",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Blood Orange Gose (Anderson Valley Brewing Company)"
+"103",103,0.042,NA,1818,"Keebarlin' Pale Ale","American Pale Ale (APA)",171,12,"American Pale Ale (APA)",172,"Anderson Valley Brewing Company","Boonville","CA","Keebarlin' Pale Ale (Anderson Valley Brewing Company)"
+"104",104,0.048,NA,1738,"the Kimmie, the Yink and the Holy Gose","Gose",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","the Kimmie, the Yink and the Holy Gose (Anderson Valley Brewing Company)"
+"105",105,0.06,NA,1563,"Fall Hornin'","Pumpkin Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Fall Hornin' (Anderson Valley Brewing Company)"
+"106",106,0.057,13,1520,"Barney Flats Oatmeal Stout","Oatmeal Stout",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Barney Flats Oatmeal Stout (Anderson Valley Brewing Company)"
+"107",107,0.0559999999999999,4,1350,"Summer Solstice","Cream Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Summer Solstice (Anderson Valley Brewing Company)"
+"108",108,0.07,80,1327,"Hop Ottin' IPA","American IPA",171,12,"American IPA",172,"Anderson Valley Brewing Company","Boonville","CA","Hop Ottin' IPA (Anderson Valley Brewing Company)"
+"109",109,0.0579999999999999,15,1326,"Boont Amber Ale","American Amber / Red Ale",171,12,"American Amber / Red Ale",172,"Anderson Valley Brewing Company","Boonville","CA","Boont Amber Ale (Anderson Valley Brewing Company)"
+"110",110,0.057,13,1221,"Barney Flats Oatmeal Stout","Oatmeal Stout",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Barney Flats Oatmeal Stout (Anderson Valley Brewing Company)"
+"111",111,0.055,25,1217,"El Steinber Dark Lager","Vienna Lager",171,16,NA,172,"Anderson Valley Brewing Company","Boonville","CA","El Steinber Dark Lager (Anderson Valley Brewing Company)"
+"112",112,0.0579999999999999,15,811,"Boont Amber Ale (2010)","American Amber / Red Ale",171,12,"American Amber / Red Ale",172,"Anderson Valley Brewing Company","Boonville","CA","Boont Amber Ale (2010) (Anderson Valley Brewing Company)"
+"113",113,0.0559999999999999,4,753,"Summer Solstice Cerveza Crema (2009)","Cream Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Summer Solstice Cerveza Crema (2009) (Anderson Valley Brewing Company)"
+"114",114,0.057,13,572,"Barney Flats Oatmeal Stout (2012)","Oatmeal Stout",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Barney Flats Oatmeal Stout (2012) (Anderson Valley Brewing Company)"
+"115",115,0.069,6,523,"Winter Solstice","Winter Warmer",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Winter Solstice (Anderson Valley Brewing Company)"
+"116",116,0.07,80,367,"Hop Ottin' IPA (2011)","American IPA",171,12,"American IPA",172,"Anderson Valley Brewing Company","Boonville","CA","Hop Ottin' IPA (2011) (Anderson Valley Brewing Company)"
+"117",117,0.0579999999999999,15,78,"Boont Amber Ale (2011)","American Amber / Red Ale",171,12,"American Amber / Red Ale",172,"Anderson Valley Brewing Company","Boonville","CA","Boont Amber Ale (2011) (Anderson Valley Brewing Company)"
+"118",118,0.0559999999999999,4,77,"Summer Solstice (2011)","Cream Ale",171,12,NA,172,"Anderson Valley Brewing Company","Boonville","CA","Summer Solstice (2011) (Anderson Valley Brewing Company)"
+"119",119,0.055,28,76,"Poleeko Gold Pale Ale (2009)","American Pale Ale (APA)",171,12,"American Pale Ale (APA)",172,"Anderson Valley Brewing Company","Boonville","CA","Poleeko Gold Pale Ale (2009) (Anderson Valley Brewing Company)"
+"120",120,0.06,NA,2337,"Charlie's Rye IPA","American IPA",146,16,"American IPA",147,"Angry Minnow","Hayward","WI","Charlie's Rye IPA (Angry Minnow)"
+"121",121,0.054,NA,410,"River Pig Pale Ale","American Pale Ale (APA)",542,16,"American Pale Ale (APA)",543,"Angry Minnow Brewing Company","Hayward","WI","River Pig Pale Ale (Angry Minnow Brewing Company)"
+"122",122,0.047,NA,409,"Oaky's Oatmeal Stout","Oatmeal Stout",542,16,NA,543,"Angry Minnow Brewing Company","Hayward","WI","Oaky's Oatmeal Stout (Angry Minnow Brewing Company)"
+"123",123,0.05,NA,1294,"Angry Orchard Apple Ginger","Cider",434,16,NA,435,"Angry Orchard Cider Company","Cincinnati","OH","Angry Orchard Apple Ginger (Angry Orchard Cider Company)"
+"124",124,0.05,NA,1293,"Angry Orchard Crisp Apple","Cider",434,16,NA,435,"Angry Orchard Cider Company","Cincinnati","OH","Angry Orchard Crisp Apple (Angry Orchard Cider Company)"
+"125",125,0.05,NA,1292,"Angry Orchard Crisp Apple","Cider",434,12,NA,435,"Angry Orchard Cider Company","Cincinnati","OH","Angry Orchard Crisp Apple (Angry Orchard Cider Company)"
+"126",126,0.068,NA,2207,"Golden One","Belgian Pale Ale",193,12,NA,194,"Anthem Brewing Company","Oklahoma City","OK","Golden One (Anthem Brewing Company)"
+"127",127,0.06,NA,2040,"Arjuna","Witbier",193,12,NA,194,"Anthem Brewing Company","Oklahoma City","OK","Arjuna (Anthem Brewing Company)"
+"128",128,0.085,NA,2039,"Uroboros","American Stout",193,12,NA,194,"Anthem Brewing Company","Oklahoma City","OK","Uroboros (Anthem Brewing Company)"
+"129",129,0.071,75,2511,"Long Leaf","American IPA",69,16,"American IPA",70,"Appalachian Mountain Brewery","Boone","NC","Long Leaf (Appalachian Mountain Brewery)"
+"130",130,0.047,19,2510,"Honey Badger Blonde","American Blonde Ale",69,16,"American Blonde Ale",70,"Appalachian Mountain Brewery","Boone","NC","Honey Badger Blonde (Appalachian Mountain Brewery)"
+"131",131,0.06,23,2509,"Porter (a/k/a Black Gold Porter)","American Porter",69,16,NA,70,"Appalachian Mountain Brewery","Boone","NC","Porter (a/k/a Black Gold Porter) (Appalachian Mountain Brewery)"
+"132",132,0.06,55,413,"Sky High Rye","American Pale Ale (APA)",541,12,"American Pale Ale (APA)",542,"Arcadia Brewing Company","Battle Creek","MI","Sky High Rye (Arcadia Brewing Company)"
+"133",133,0.062,17,390,"Whitsun","American Pale Wheat Ale",541,12,"American Pale Wheat Ale",542,"Arcadia Brewing Company","Battle Creek","MI","Whitsun (Arcadia Brewing Company)"
+"134",134,0.052,NA,735,"On-On Ale (2008)","American Pale Ale (APA)",513,12,"American Pale Ale (APA)",514,"Arctic Craft Brewery","Colorado Springs","CO","On-On Ale (2008) (Arctic Craft Brewery)"
+"135",135,0.092,50,1333,"Quakertown Stout","American Double / Imperial Stout",426,12,NA,427,"Armadillo Ale Works","Denton","TX","Quakertown Stout (Armadillo Ale Works)"
+"136",136,0.051,20,1332,"Greenbelt Farmhouse Ale","Saison / Farmhouse Ale",426,12,NA,427,"Armadillo Ale Works","Denton","TX","Greenbelt Farmhouse Ale (Armadillo Ale Works)"
+"137",137,0.052,10,1172,"Mo's Gose","Gose",461,16,NA,462,"Armstrong Brewing Company","South San Francisco","CA","Mo's Gose (Armstrong Brewing Company)"
+"138",138,0.07,45,1322,"Green Bullet Organic India Pale Ale","American IPA",429,16,"American IPA",430,"Asher Brewing Company","Boulder","CO","Green Bullet Organic India Pale Ale (Asher Brewing Company)"
+"139",139,0.032,27,550,"Rocket Girl","Kölsch",528,12,NA,529,"Asheville Brewing Company","Asheville","NC","Rocket Girl (Asheville Brewing Company)"
+"140",140,0.053,26,429,"Ninja Porter","American Porter",528,12,NA,529,"Asheville Brewing Company","Asheville","NC","Ninja Porter (Asheville Brewing Company)"
+"141",141,0.06,69,428,"Shiva IPA","American IPA",528,12,"American IPA",529,"Asheville Brewing Company","Asheville","NC","Shiva IPA (Asheville Brewing Company)"
+"142",142,0.048,NA,1640,"Aslan Kölsch","Kölsch",353,16,NA,354,"Aslan Brewing Company","Bellingham","WA","Aslan Kölsch (Aslan Brewing Company)"
+"143",143,0.077,NA,1639,"Aslan IPA","American IPA",353,16,"American IPA",354,"Aslan Brewing Company","Bellingham","WA","Aslan IPA (Aslan Brewing Company)"
+"144",144,0.077,NA,1638,"Aslan Amber","American Amber / Red Ale",353,16,"American Amber / Red Ale",354,"Aslan Brewing Company","Bellingham","WA","Aslan Amber (Aslan Brewing Company)"
+"145",145,0.0559999999999999,27,597,"This Season's Blonde","American Blonde Ale",523,12,"American Blonde Ale",524,"Aspen Brewing Company","Aspen","CO","This Season's Blonde (Aspen Brewing Company)"
+"146",146,0.07,67,596,"Independence Pass Ale","American IPA",523,12,"American IPA",524,"Aspen Brewing Company","Aspen","CO","Independence Pass Ale (Aspen Brewing Company)"
+"147",147,0.057,40,1580,"Trolley Stop Stout","American Stout",374,12,NA,375,"Astoria Brewing Company","Astoria","OR","Trolley Stop Stout (Astoria Brewing Company)"
+"148",148,0.0819999999999999,138,980,"Bitter Bitch Imperial IPA","American Double / Imperial IPA",374,12,"American Double / Imperial IPA",375,"Astoria Brewing Company","Astoria","OR","Bitter Bitch Imperial IPA (Astoria Brewing Company)"
+"149",149,0.062,35,979,"Poop Deck Porter","American Porter",374,12,NA,375,"Astoria Brewing Company","Astoria","OR","Poop Deck Porter (Astoria Brewing Company)"
+"150",150,0.06,35,978,"Old Red Beard Amber Ale","American Amber / Red Ale",374,12,"American Amber / Red Ale",375,"Astoria Brewing Company","Astoria","OR","Old Red Beard Amber Ale (Astoria Brewing Company)"
+"151",151,0.075,115,2503,"Hop A-Peel","American Double / Imperial IPA",72,16,"American Double / Imperial IPA",73,"Atwater Brewery","Detroit","MI","Hop A-Peel (Atwater Brewery)"
+"152",152,0.055,12,2502,"Vanilla Java Porter","American Porter",72,16,NA,73,"Atwater Brewery","Detroit","MI","Vanilla Java Porter (Atwater Brewery)"
+"153",153,0.052,NA,2495,"Michelada","Fruit / Vegetable Beer",72,16,NA,73,"Atwater Brewery","Detroit","MI","Michelada (Atwater Brewery)"
+"154",154,0.045,8,534,"Dirty Blonde Ale","American Blonde Ale",72,12,"American Blonde Ale",73,"Atwater Brewery","Detroit","MI","Dirty Blonde Ale (Atwater Brewery)"
+"155",155,0.05,62,528,"Grand Circus IPA","American IPA",72,12,"American IPA",73,"Atwater Brewery","Detroit","MI","Grand Circus IPA (Atwater Brewery)"
+"156",156,0.05,12,527,"Atwater's Lager","Munich Helles Lager",72,12,NA,73,"Atwater Brewery","Detroit","MI","Atwater's Lager (Atwater Brewery)"
+"157",157,0.07,NA,1409,"Heavy Machinery IPA Series #1: Heavy Fist","American Black Ale",413,16,NA,414,"Austin Beerworks","Austin","TX","Heavy Machinery IPA Series #1: Heavy Fist (Austin Beerworks)"
+"158",158,0.062,NA,343,"Fire Eagle IPA","American IPA",413,12,"American IPA",414,"Austin Beerworks","Austin","TX","Fire Eagle IPA (Austin Beerworks)"
+"159",159,0.051,NA,342,"Peacemaker","American Pale Ale (APA)",413,12,"American Pale Ale (APA)",414,"Austin Beerworks","Austin","TX","Peacemaker (Austin Beerworks)"
+"160",160,0.053,NA,341,"Pearl-Snap","German Pilsener",413,12,NA,414,"Austin Beerworks","Austin","TX","Pearl-Snap (Austin Beerworks)"
+"161",161,0.052,NA,340,"Black Thunder","Schwarzbier",413,12,NA,414,"Austin Beerworks","Austin","TX","Black Thunder (Austin Beerworks)"
+"162",162,0.08,NA,2589,"Raja","American Double / Imperial IPA",37,12,"American Double / Imperial IPA",38,"Avery Brewing Company","Boulder","CO","Raja (Avery Brewing Company)"
+"163",163,0.064,NA,2546,"Perzik Saison","Saison / Farmhouse Ale",37,12,NA,38,"Avery Brewing Company","Boulder","CO","Perzik Saison (Avery Brewing Company)"
+"164",164,0.047,42,146,"Avery Joe’s Premium American Pilsner","German Pilsener",37,12,NA,38,"Avery Brewing Company","Boulder","CO","Avery Joe’s Premium American Pilsner (Avery Brewing Company)"
+"165",165,0.0559999999999999,10,108,"White Rascal","Witbier",37,12,NA,38,"Avery Brewing Company","Boulder","CO","White Rascal (Avery Brewing Company)"
+"166",166,0.063,69,107,"Avery India Pale Ale","American IPA",37,12,"American IPA",38,"Avery Brewing Company","Boulder","CO","Avery India Pale Ale (Avery Brewing Company)"
+"167",167,0.055,17,106,"Ellie’s Brown Ale","American Brown Ale",37,12,NA,38,"Avery Brewing Company","Boulder","CO","Ellie’s Brown Ale (Avery Brewing Company)"
+"168",168,0.062,17,1620,"Pumpkin Beast","Pumpkin Ale",360,12,NA,361,"Aviator Brewing Company","Fuquay-Varina","NC","Pumpkin Beast (Aviator Brewing Company)"
+"169",169,0.072,22,1579,"OktoberBeast","Märzen / Oktoberfest",360,12,NA,361,"Aviator Brewing Company","Fuquay-Varina","NC","OktoberBeast (Aviator Brewing Company)"
+"170",170,0.048,23,1228,"Mad Beach","American Pale Wheat Ale",360,12,"American Pale Wheat Ale",361,"Aviator Brewing Company","Fuquay-Varina","NC","Mad Beach (Aviator Brewing Company)"
+"171",171,0.067,NA,705,"Hog Wild India Pale Ale","American IPA",360,12,"American IPA",361,"Aviator Brewing Company","Fuquay-Varina","NC","Hog Wild India Pale Ale (Aviator Brewing Company)"
+"172",172,0.092,5,704,"Devils Tramping Ground Tripel","Tripel",360,12,NA,361,"Aviator Brewing Company","Fuquay-Varina","NC","Devils Tramping Ground Tripel (Aviator Brewing Company)"
+"173",173,0.061,41,702,"Hot Rod Red","American Amber / Red Ale",360,12,"American Amber / Red Ale",361,"Aviator Brewing Company","Fuquay-Varina","NC","Hot Rod Red (Aviator Brewing Company)"
+"174",174,0.086,NA,2058,"Palate Mallet","American Double / Imperial IPA",235,12,"American Double / Imperial IPA",236,"Back East Brewing Company","Bloomfield","CT","Palate Mallet (Back East Brewing Company)"
+"175",175,0.06,NA,1483,"Back East Porter","American Porter",235,12,NA,236,"Back East Brewing Company","Bloomfield","CT","Back East Porter (Back East Brewing Company)"
+"176",176,0.049,NA,1426,"Back East Golden Ale","American Blonde Ale",235,12,"American Blonde Ale",236,"Back East Brewing Company","Bloomfield","CT","Back East Golden Ale (Back East Brewing Company)"
+"177",177,0.07,NA,1132,"Misty Mountain IPA","American IPA",235,12,"American IPA",236,"Back East Brewing Company","Bloomfield","CT","Misty Mountain IPA (Back East Brewing Company)"
+"178",178,0.05,NA,1131,"Back East Ale","American Amber / Red Ale",235,12,"American Amber / Red Ale",236,"Back East Brewing Company","Bloomfield","CT","Back East Ale (Back East Brewing Company)"
+"179",179,0.06,NA,1876,"Truck Stop Honey Brown Ale","English Brown Ale",286,12,NA,287,"Back Forty Beer Company","Gadsden","AL","Truck Stop Honey Brown Ale (Back Forty Beer Company)"
+"180",180,0.06,43,1875,"Naked Pig Pale Ale","American Pale Ale (APA)",286,12,"American Pale Ale (APA)",287,"Back Forty Beer Company","Gadsden","AL","Naked Pig Pale Ale (Back Forty Beer Company)"
+"181",181,0.068,70,966,"Topcutter India Pale Ale","American IPA",483,12,"American IPA",484,"Bale Breaker Brewing Company","Yakima","WA","Topcutter India Pale Ale (Bale Breaker Brewing Company)"
+"182",182,0.044,38,965,"Field 41 Pale Ale","American Pale Ale (APA)",483,12,"American Pale Ale (APA)",484,"Bale Breaker Brewing Company","Yakima","WA","Field 41 Pale Ale (Bale Breaker Brewing Company)"
+"183",183,0.07,NA,2593,"Grapefruit Sculpin","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Grapefruit Sculpin (Ballast Point Brewing Company)"
+"184",184,0.038,40,2105,"Even Keel","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Even Keel (Ballast Point Brewing Company)"
+"185",185,0.052,23,1401,"Ballast Point Pale Ale","Kölsch",34,12,NA,35,"Ballast Point Brewing Company","San Diego","CA","Ballast Point Pale Ale (Ballast Point Brewing Company)"
+"186",186,0.07,75,1400,"Big Eye India Pale Ale","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Big Eye India Pale Ale (Ballast Point Brewing Company)"
+"187",187,0.046,NA,1019,"Longfin Lager","Munich Helles Lager",34,12,NA,35,"Ballast Point Brewing Company","San Diego","CA","Longfin Lager (Ballast Point Brewing Company)"
+"188",188,0.07,70,1018,"Sculpin IPA","American IPA",34,12,"American IPA",35,"Ballast Point Brewing Company","San Diego","CA","Sculpin IPA (Ballast Point Brewing Company)"
+"189",189,0.045,NA,1776,"All Nighter Ale","Extra Special / Strong Bitter (ESB)",318,12,NA,319,"Banner Beer Company","Williamsburg","MA","All Nighter Ale (Banner Beer Company)"
+"190",190,0.045,20,1644,"Banner American Rye","Rye Beer",318,12,NA,319,"Banner Beer Company","Williamsburg","MA","Banner American Rye (Banner Beer Company)"
+"191",191,0.035,45,1643,"Banner American Ale","American Amber / Red Ale",318,12,"American Amber / Red Ale",319,"Banner Beer Company","Williamsburg","MA","Banner American Ale (Banner Beer Company)"
+"192",192,0.07,46,2618,"Thai.p.a","American IPA",20,16,"American IPA",21,"Bare Hands Brewery","Granger","IN","Thai.p.a (Bare Hands Brewery)"
+"193",193,0.06,60,2005,"Barrio Blanco","American IPA",251,12,"American IPA",252,"Barrio Brewing Company","Tucson","AZ","Barrio Blanco (Barrio Brewing Company)"
+"194",194,0.045,NA,1343,"Barrio Tucson Blonde","American Blonde Ale",251,12,"American Blonde Ale",252,"Barrio Brewing Company","Tucson","AZ","Barrio Tucson Blonde (Barrio Brewing Company)"
+"195",195,0.049,22,2404,"Hop in the ‘Pool Helles","American Pilsner",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","Hop in the ‘Pool Helles (Base Camp Brewing Co.)"
+"196",196,0.067,60,2323,"Ultra Gnar Gnar IPA","American IPA",116,12,"American IPA",117,"Base Camp Brewing Co.","Portland","OR","Ultra Gnar Gnar IPA (Base Camp Brewing Co.)"
+"197",197,0.068,62,2189,"In-Tents India Pale Lager","American Pale Lager",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","In-Tents India Pale Lager (Base Camp Brewing Co.)"
+"198",198,0.05,20,2188,"Lost Meridian Wit","Witbier",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","Lost Meridian Wit (Base Camp Brewing Co.)"
+"199",199,0.051,45,2187,"Celestial Meridian Cascadian Dark Lager","Euro Dark Lager",116,12,NA,117,"Base Camp Brewing Co.","Portland","OR","Celestial Meridian Cascadian Dark Lager (Base Camp Brewing Co.)"
+"200",200,0.054,55,1966,"Wagon Party","California Common / Steam Beer",258,12,NA,259,"Bauhaus Brew Labs","Minneapolis","MN","Wagon Party (Bauhaus Brew Labs)"
+"201",201,0.067,70,1965,"Sky-Five","American IPA",258,12,"American IPA",259,"Bauhaus Brew Labs","Minneapolis","MN","Sky-Five (Bauhaus Brew Labs)"
+"202",202,0.05,28,1964,"Stargrazer","Schwarzbier",258,12,NA,259,"Bauhaus Brew Labs","Minneapolis","MN","Stargrazer (Bauhaus Brew Labs)"
+"203",203,0.054,48,1963,"Wonderstuff","German Pilsener",258,12,NA,259,"Bauhaus Brew Labs","Minneapolis","MN","Wonderstuff (Bauhaus Brew Labs)"
+"204",204,0.053,NA,1855,"Tarnation California-Style Lager","California Common / Steam Beer",292,12,NA,293,"Baxter Brewing Company","Lewiston","ME","Tarnation California-Style Lager (Baxter Brewing Company)"
+"205",205,0.07,42,1778,"On the Count of 3 (2015)","Hefeweizen",292,16,NA,293,"Baxter Brewing Company","Lewiston","ME","On the Count of 3 (2015) (Baxter Brewing Company)"
+"206",206,0.047,NA,1209,"Summer Swelter","American Pale Wheat Ale",292,12,"American Pale Wheat Ale",293,"Baxter Brewing Company","Lewiston","ME","Summer Swelter (Baxter Brewing Company)"
+"207",207,0.068,NA,954,"Phantom Punch Winter Stout","Foreign / Export Stout",292,12,NA,293,"Baxter Brewing Company","Lewiston","ME","Phantom Punch Winter Stout (Baxter Brewing Company)"
+"208",208,0.066,NA,910,"Hayride Autumn Ale","Rye Beer",292,12,NA,293,"Baxter Brewing Company","Lewiston","ME","Hayride Autumn Ale (Baxter Brewing Company)"
+"209",209,0.047,NA,707,"Celsius Summer Ale (2012)","American Pale Wheat Ale",292,12,"American Pale Wheat Ale",293,"Baxter Brewing Company","Lewiston","ME","Celsius Summer Ale (2012) (Baxter Brewing Company)"
+"210",210,0.055,35,533,"Amber Road","American Amber / Red Ale",292,12,"American Amber / Red Ale",293,"Baxter Brewing Company","Lewiston","ME","Amber Road (Baxter Brewing Company)"
+"211",211,0.049,28,183,"Pamola Xtra Pale Ale","American Pale Ale (APA)",292,12,"American Pale Ale (APA)",293,"Baxter Brewing Company","Lewiston","ME","Pamola Xtra Pale Ale (Baxter Brewing Company)"
+"212",212,0.069,69,182,"Stowaway IPA","American IPA",292,12,"American IPA",293,"Baxter Brewing Company","Lewiston","ME","Stowaway IPA (Baxter Brewing Company)"
+"213",213,0.088,108,1806,"Hoptopus Double IPA","American Double / Imperial IPA",306,16,"American Double / Imperial IPA",307,"Beach Brewing Company","Virginia Beach","VA","Hoptopus Double IPA (Beach Brewing Company)"
+"214",214,0.05,10,2435,"Watermelon Ale","Fruit / Vegetable Beer",103,12,NA,104,"Beer Works Brewery","Lowell","MA","Watermelon Ale (Beer Works Brewery)"
+"215",215,0.0579999999999999,45,2423,"Fenway American Pale Ale","American Pale Ale (APA)",103,12,"American Pale Ale (APA)",104,"Beer Works Brewery","Lowell","MA","Fenway American Pale Ale (Beer Works Brewery)"
+"216",216,0.068,85,2420,"Back Bay IPA","American IPA",103,12,"American IPA",104,"Beer Works Brewery","Lowell","MA","Back Bay IPA (Beer Works Brewery)"
+"217",217,0.048,16,2419,"Bunker Hill Blueberry Ale","Other",103,12,NA,104,"Beer Works Brewery","Lowell","MA","Bunker Hill Blueberry Ale (Beer Works Brewery)"
+"218",218,0.0579999999999999,NA,2494,"Oberon","American Pale Wheat Ale",76,12,"American Pale Wheat Ale",77,"Bell's Brewery","Kalamazoo","MI","Oberon (Bell's Brewery)"
+"219",219,0.06,NA,2325,"Smitten","Rye Beer",76,16,NA,77,"Bell's Brewery","Kalamazoo","MI","Smitten (Bell's Brewery)"
+"220",220,0.05,NA,2022,"Winter White","Witbier",76,16,NA,77,"Bell's Brewery","Kalamazoo","MI","Winter White (Bell's Brewery)"
+"221",221,0.0579999999999999,NA,1989,"Oberon","American Pale Wheat Ale",76,16,"American Pale Wheat Ale",77,"Bell's Brewery","Kalamazoo","MI","Oberon (Bell's Brewery)"
+"222",222,0.07,NA,1988,"Two Hearted","American IPA",76,16,"American IPA",77,"Bell's Brewery","Kalamazoo","MI","Two Hearted (Bell's Brewery)"
+"223",223,0.0579999999999999,NA,1955,"Best Brown","American Brown Ale",76,16,NA,77,"Bell's Brewery","Kalamazoo","MI","Best Brown (Bell's Brewery)"
+"224",224,0.044,44,2558,"Moar","English India Pale Ale (IPA)",53,12,NA,54,"Bent Brewstillery","Roseville","MN","Moar (Bent Brewstillery)"
+"225",225,0.083,NA,2557,"Uber Lupin Schwarz IPA","American Double / Imperial IPA",53,16,"American Double / Imperial IPA",54,"Bent Brewstillery","Roseville","MN","Uber Lupin Schwarz IPA (Bent Brewstillery)"
+"226",226,0.057,27,2556,"Nordic Blonde","American Blonde Ale",53,12,"American Blonde Ale",54,"Bent Brewstillery","Roseville","MN","Nordic Blonde (Bent Brewstillery)"
+"227",227,0.06,NA,2496,"Cold Press","American Black Ale",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","Cold Press (Bent Paddle Brewing Company)"
+"228",228,0.072,87,2410,"Harness the Winter","American IPA",75,12,"American IPA",76,"Bent Paddle Brewing Company","Duluth","MN","Harness the Winter (Bent Paddle Brewing Company)"
+"229",229,0.0559999999999999,32,1902,"14° ESB","Extra Special / Strong Bitter (ESB)",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","14° ESB (Bent Paddle Brewing Company)"
+"230",230,0.062,68,1901,"Bent Hop Golden IPA","American IPA",75,12,"American IPA",76,"Bent Paddle Brewing Company","Duluth","MN","Bent Hop Golden IPA (Bent Paddle Brewing Company)"
+"231",231,0.06,34,1261,"Bent Paddle Black Ale","American Black Ale",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","Bent Paddle Black Ale (Bent Paddle Brewing Company)"
+"232",232,0.05,38,1253,"Venture Pils","German Pilsener",75,12,NA,76,"Bent Paddle Brewing Company","Duluth","MN","Venture Pils (Bent Paddle Brewing Company)"
+"233",233,0.055,40,1900,"Lost Sailor IPA","English India Pale Ale (IPA)",278,12,NA,279,"Berkshire Brewing Company","South Deerfield","MA","Lost Sailor IPA (Berkshire Brewing Company)"
+"234",234,0.053,20,1317,"Steel Rail Extra Pale Ale","American Pale Ale (APA)",278,12,"American Pale Ale (APA)",279,"Berkshire Brewing Company","South Deerfield","MA","Steel Rail Extra Pale Ale (Berkshire Brewing Company)"
+"235",235,0.078,NA,1158,"La Frontera Premium IPA","American IPA",463,12,"American IPA",464,"Big Bend Brewing Company","Alpine","TX","La Frontera Premium IPA (Big Bend Brewing Company)"
+"236",236,0.047,NA,1157,"Tejas Lager","Czech Pilsener",463,12,NA,464,"Big Bend Brewing Company","Alpine","TX","Tejas Lager (Big Bend Brewing Company)"
+"237",237,0.064,NA,1156,"Number 22 Porter","American Porter",463,12,NA,464,"Big Bend Brewing Company","Alpine","TX","Number 22 Porter (Big Bend Brewing Company)"
+"238",238,0.0559999999999999,NA,1155,"Big Bend Hefeweizen","Hefeweizen",463,12,NA,464,"Big Bend Brewing Company","Alpine","TX","Big Bend Hefeweizen (Big Bend Brewing Company)"
+"239",239,0.06,NA,1154,"Terlingua Gold","American Blonde Ale",463,12,"American Blonde Ale",464,"Big Bend Brewing Company","Alpine","TX","Terlingua Gold (Big Bend Brewing Company)"
+"240",240,0.081,17,2104,"Aprè Shred","American Strong Ale",220,16,NA,221,"Big Choice Brewing","Broomfield","CO","Aprè Shred (Big Choice Brewing)"
+"241",241,0.095,104,1762,"Hemlock Double IPA","American Double / Imperial IPA",220,12,"American Double / Imperial IPA",221,"Big Choice Brewing","Broomfield","CO","Hemlock Double IPA (Big Choice Brewing)"
+"242",242,0.0409999999999999,NA,1422,"West Portal Colorado Common Summer Ale","California Common / Steam Beer",220,16,NA,221,"Big Choice Brewing","Broomfield","CO","West Portal Colorado Common Summer Ale (Big Choice Brewing)"
+"243",243,0.067,85,1067,"Disconnected Red","American Amber / Red Ale",220,16,"American Amber / Red Ale",221,"Big Choice Brewing","Broomfield","CO","Disconnected Red (Big Choice Brewing)"
+"244",244,0.07,NA,1003,"Big Elm IPA","American IPA",477,12,"American IPA",478,"Big Elm Brewing","Sheffield","MA","Big Elm IPA (Big Elm Brewing)"
+"245",245,0.065,NA,1002,"Gerry Dog Stout","American Stout",477,12,NA,478,"Big Elm Brewing","Sheffield","MA","Gerry Dog Stout (Big Elm Brewing)"
+"246",246,0.06,NA,1001,"413 Farmhouse Ale","Saison / Farmhouse Ale",477,12,NA,478,"Big Elm Brewing","Sheffield","MA","413 Farmhouse Ale (Big Elm Brewing)"
+"247",247,0.08,54,2639,"Dark Star","American Stout",8,16,NA,9,"Big Lake Brewing","Holland","MI","Dark Star (Big Lake Brewing)"
+"248",248,0.062,NA,2469,"Ryecoe","American IPA",8,16,"American IPA",9,"Big Lake Brewing","Holland","MI","Ryecoe (Big Lake Brewing)"
+"249",249,0.06,NA,2586,"Blueberry Blonde","Fruit / Vegetable Beer",40,12,NA,41,"Big Muddy Brewing","Murphysboro","IL","Blueberry Blonde (Big Muddy Brewing)"
+"250",250,0.075,60,2585,"Galaxy IPA","American IPA",40,16,"American IPA",41,"Big Muddy Brewing","Murphysboro","IL","Galaxy IPA (Big Muddy Brewing)"
+"251",251,0.05,32,643,"Big River Pilsner","Czech Pilsener",519,12,NA,520,"Big River Brewing Company","Chattanooga","TN","Big River Pilsner (Big River Brewing Company)"
+"252",252,0.06,55,632,"House Brand IPA","American IPA",519,12,"American IPA",520,"Big River Brewing Company","Chattanooga","TN","House Brand IPA (Big River Brewing Company)"
+"253",253,0.062,65,1714,"Big Sky IPA","American IPA",336,12,"American IPA",337,"Big Sky Brewing Company","Missoula","MT","Big Sky IPA (Big Sky Brewing Company)"
+"254",254,0.05,40,1713,"Scape Goat Pale Ale","English Pale Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Scape Goat Pale Ale (Big Sky Brewing Company)"
+"255",255,0.05,35,1712,"Montana Trout Slayer Ale","American Pale Wheat Ale",336,12,"American Pale Wheat Ale",337,"Big Sky Brewing Company","Missoula","MT","Montana Trout Slayer Ale (Big Sky Brewing Company)"
+"256",256,0.051,26,1711,"Moose Drool Brown Ale","American Brown Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Moose Drool Brown Ale (Big Sky Brewing Company)"
+"257",257,0.072,60,1456,"Powder Hound Winter Ale","English Strong Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Powder Hound Winter Ale (Big Sky Brewing Company)"
+"258",258,0.051,26,767,"Moose Drool Brown Ale (2011)","American Brown Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Moose Drool Brown Ale (2011) (Big Sky Brewing Company)"
+"259",259,0.05,35,766,"Montana Trout Slayer Ale (2012)","American Pale Wheat Ale",336,12,"American Pale Wheat Ale",337,"Big Sky Brewing Company","Missoula","MT","Montana Trout Slayer Ale (2012) (Big Sky Brewing Company)"
+"260",260,0.062,65,579,"Big Sky IPA (2012)","American IPA",336,12,"American IPA",337,"Big Sky Brewing Company","Missoula","MT","Big Sky IPA (2012) (Big Sky Brewing Company)"
+"261",261,0.047,NA,168,"Summer Honey","American Blonde Ale",336,12,"American Blonde Ale",337,"Big Sky Brewing Company","Missoula","MT","Summer Honey (Big Sky Brewing Company)"
+"262",262,0.05,40,159,"Scape Goat Pale Ale (2010)","English Pale Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Scape Goat Pale Ale (2010) (Big Sky Brewing Company)"
+"263",263,0.05,35,35,"Montana Trout Slayer Ale (2009)","American Pale Wheat Ale",336,12,"American Pale Wheat Ale",337,"Big Sky Brewing Company","Missoula","MT","Montana Trout Slayer Ale (2009) (Big Sky Brewing Company)"
+"264",264,0.051,26,34,"Moose Drool Brown Ale (2009)","American Brown Ale",336,12,NA,337,"Big Sky Brewing Company","Missoula","MT","Moose Drool Brown Ale (2009) (Big Sky Brewing Company)"
+"265",265,0.069,81,2096,"Arcus IPA","American IPA",221,12,"American IPA",222,"Big Storm Brewing Company","Odessa","FL","Arcus IPA (Big Storm Brewing Company)"
+"266",266,0.0579999999999999,38,2095,"Wavemaker","American Amber / Red Ale",221,12,"American Amber / Red Ale",222,"Big Storm Brewing Company","Odessa","FL","Wavemaker (Big Storm Brewing Company)"
+"267",267,0.053,43,1257,"Jack Pine Savage","American Pale Ale (APA)",444,16,"American Pale Ale (APA)",445,"Big Wood Brewery","Vadnais Heights","MN","Jack Pine Savage (Big Wood Brewery)"
+"268",268,0.099,85,1256,"Forest Fire Imperial Smoked Rye","Rye Beer",444,16,NA,445,"Big Wood Brewery","Vadnais Heights","MN","Forest Fire Imperial Smoked Rye (Big Wood Brewery)"
+"269",269,0.098,76,1255,"Bad Axe Imperial IPA","American Double / Imperial IPA",444,16,"American Double / Imperial IPA",445,"Big Wood Brewery","Vadnais Heights","MN","Bad Axe Imperial IPA (Big Wood Brewery)"
+"270",270,0.055,35,986,"Morning Wood","Oatmeal Stout",444,16,NA,445,"Big Wood Brewery","Vadnais Heights","MN","Morning Wood (Big Wood Brewery)"
+"271",271,0.066,50,985,"Bark Bite IPA","American IPA",444,16,"American IPA",445,"Big Wood Brewery","Vadnais Heights","MN","Bark Bite IPA (Big Wood Brewery)"
+"272",272,0.055,45,2508,"Jalapeno Pale Ale","American Pale Ale (APA)",70,16,"American Pale Ale (APA)",71,"Birdsong Brewing Company","Charlotte","NC","Jalapeno Pale Ale (Birdsong Brewing Company)"
+"273",273,0.052,NA,1441,"Blown Out Brown","American Brown Ale",407,12,NA,408,"Bitter Root Brewing","Hamilton","MT","Blown Out Brown (Bitter Root Brewing)"
+"274",274,0.063,NA,1413,"Single Hop Ale","American Pale Ale (APA)",407,12,"American Pale Ale (APA)",408,"Bitter Root Brewing","Hamilton","MT","Single Hop Ale (Bitter Root Brewing)"
+"275",275,0.054,NA,1411,"Sawtooth Ale","American Blonde Ale",407,12,"American Blonde Ale",408,"Bitter Root Brewing","Hamilton","MT","Sawtooth Ale (Bitter Root Brewing)"
+"276",276,0.072,75,2620,"Saucy Intruder","Rye Beer",18,16,NA,19,"Black Acre Brewing Co.","Indianapolis","IN","Saucy Intruder (Black Acre Brewing Co.)"
+"277",277,0.045,16,2412,"Deception","American Blonde Ale",112,12,"American Blonde Ale",113,"Black Market Brewing Company","Temecula","CA","Deception (Black Market Brewing Company)"
+"278",278,0.075,35,1898,"Blackmarket Rye IPA","American IPA",112,12,"American IPA",113,"Black Market Brewing Company","Temecula","CA","Blackmarket Rye IPA (Black Market Brewing Company)"
+"279",279,0.05,8,1897,"Black Market Hefeweizen","Hefeweizen",112,12,NA,113,"Black Market Brewing Company","Temecula","CA","Black Market Hefeweizen (Black Market Brewing Company)"
+"280",280,0.0579999999999999,44,1896,"Aftermath Pale Ale","American Pale Ale (APA)",112,12,"American Pale Ale (APA)",113,"Black Market Brewing Company","Temecula","CA","Aftermath Pale Ale (Black Market Brewing Company)"
+"281",281,0.071,83,1850,"American India Red Ale","American Strong Ale",294,12,NA,295,"Black Shirt Brewing Company","Denver","CO","American India Red Ale (Black Shirt Brewing Company)"
+"282",282,0.071,45,1849,"American Red Porter","American Porter",294,12,NA,295,"Black Shirt Brewing Company","Denver","CO","American Red Porter (Black Shirt Brewing Company)"
+"283",283,0.078,34,1848,"American Red Saison","Saison / Farmhouse Ale",294,12,NA,295,"Black Shirt Brewing Company","Denver","CO","American Red Saison (Black Shirt Brewing Company)"
+"284",284,0.066,44,1847,"Colorado Red Ale","American Amber / Red Ale",294,12,"American Amber / Red Ale",295,"Black Shirt Brewing Company","Denver","CO","Colorado Red Ale (Black Shirt Brewing Company)"
+"285",285,0.048,16,2485,"Saddle Bronc Brown Ale","American Brown Ale",79,12,NA,80,"Black Tooth Brewing Company","Sheridan","WY","Saddle Bronc Brown Ale (Black Tooth Brewing Company)"
+"286",286,0.046,20,2484,"Bomber Mountain Amber Ale","American Amber / Red Ale",79,12,"American Amber / Red Ale",80,"Black Tooth Brewing Company","Sheridan","WY","Bomber Mountain Amber Ale (Black Tooth Brewing Company)"
+"287",287,0.073,NA,2449,"Flying Sailor","Rye Beer",95,12,NA,96,"Blackrocks Brewery","Marquette","MA","Flying Sailor (Blackrocks Brewery)"
+"288",288,0.048,47,2634,"Nordskye","American IPA",12,12,"American IPA",13,"Blackrocks Brewery","Marquette","MI","Nordskye (Blackrocks Brewery)"
+"289",289,0.06,30,2153,"North Third Stout","Foreign / Export Stout",12,12,NA,13,"Blackrocks Brewery","Marquette","MI","North Third Stout (Blackrocks Brewery)"
+"290",290,0.052,NA,1953,"Honey Lav","American Pale Wheat Ale",12,12,"American Pale Wheat Ale",13,"Blackrocks Brewery","Marquette","MI","Honey Lav (Blackrocks Brewery)"
+"291",291,0.068,NA,1496,"Coconut Brown Ale","American Brown Ale",12,12,NA,13,"Blackrocks Brewery","Marquette","MI","Coconut Brown Ale (Blackrocks Brewery)"
+"292",292,0.07,51,1481,"51K IPA","American IPA",12,12,"American IPA",13,"Blackrocks Brewery","Marquette","MI","51K IPA (Blackrocks Brewery)"
+"293",293,0.055,NA,1480,"Grand Rabbits","Cream Ale",12,12,NA,13,"Blackrocks Brewery","Marquette","MI","Grand Rabbits (Blackrocks Brewery)"
+"294",294,0.05,NA,1564,"1800 Big Log Wheat (2012)","American Pale Wheat Ale",380,12,"American Pale Wheat Ale",381,"Blue Blood Brewing Company","Lincoln","NE","1800 Big Log Wheat (2012) (Blue Blood Brewing Company)"
+"295",295,NA,NA,1541,"Double Play Pilsner","American Pilsner",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","Double Play Pilsner (Blue Blood Brewing Company)"
+"296",296,0.055,NA,1321,"Brewerhood Brown Ale","American Brown Ale",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","Brewerhood Brown Ale (Blue Blood Brewing Company)"
+"297",297,0.08,NA,1320,"Last Call Imperial Amber Ale","American Amber / Red Ale",380,12,"American Amber / Red Ale",381,"Blue Blood Brewing Company","Lincoln","NE","Last Call Imperial Amber Ale (Blue Blood Brewing Company)"
+"298",298,0.096,NA,1319,"Pernicious Double IPA","American Double / Imperial IPA",380,12,"American Double / Imperial IPA",381,"Blue Blood Brewing Company","Lincoln","NE","Pernicious Double IPA (Blue Blood Brewing Company)"
+"299",299,0.052,NA,1303,"6-4-3 Double Play Pilsner","German Pilsener",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","6-4-3 Double Play Pilsner (Blue Blood Brewing Company)"
+"300",300,NA,NA,1025,"N Street Drive-In 50th Anniversary IPA","American Double / Imperial IPA",380,12,"American Double / Imperial IPA",381,"Blue Blood Brewing Company","Lincoln","NE","N Street Drive-In 50th Anniversary IPA (Blue Blood Brewing Company)"
+"301",301,0.05,NA,1012,"467 Ethan's Stout","American Stout",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","467 Ethan's Stout (Blue Blood Brewing Company)"
+"302",302,0.064,NA,942,"1335 Wicked Snout","Saison / Farmhouse Ale",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1335 Wicked Snout (Blue Blood Brewing Company)"
+"303",303,0.045,NA,937,"543 Skull Creek Fresh Hopped Pale Ale","American Pale Ale (APA)",380,12,"American Pale Ale (APA)",381,"Blue Blood Brewing Company","Lincoln","NE","543 Skull Creek Fresh Hopped Pale Ale (Blue Blood Brewing Company)"
+"304",304,0.0559999999999999,37,888,"1327 Pod's ESB","Extra Special / Strong Bitter (ESB)",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1327 Pod's ESB (Blue Blood Brewing Company)"
+"305",305,0.0559999999999999,37,886,"1327 Pod's ESB","Extra Special / Strong Bitter (ESB)",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1327 Pod's ESB (Blue Blood Brewing Company)"
+"306",306,0.0559999999999999,37,612,"1327 Pod's ESB","Extra Special / Strong Bitter (ESB)",380,12,NA,381,"Blue Blood Brewing Company","Lincoln","NE","1327 Pod's ESB (Blue Blood Brewing Company)"
+"307",307,0.046,35,611,"834 Happy As Ale","American Pale Ale (APA)",380,12,"American Pale Ale (APA)",381,"Blue Blood Brewing Company","Lincoln","NE","834 Happy As Ale (Blue Blood Brewing Company)"
+"308",308,0.059,NA,1372,"Yellow Collar","Mead",422,12,NA,423,"Blue Dog Mead","Eugene","OR","Yellow Collar (Blue Dog Mead)"
+"309",309,0.059,NA,1371,"Green Collar","Mead",422,12,NA,423,"Blue Dog Mead","Eugene","OR","Green Collar (Blue Dog Mead)"
+"310",310,0.08,80,1812,"Quarter Mile Double IPA","American Double / Imperial IPA",304,12,"American Double / Imperial IPA",305,"Blue Hills Brewery","Canton","MA","Quarter Mile Double IPA (Blue Hills Brewery)"
+"311",311,0.059,60,1547,"Full Nelson Pale Ale","American Pale Ale (APA)",382,12,"American Pale Ale (APA)",383,"Blue Mountain Brewery","Afton","VA","Full Nelson Pale Ale (Blue Mountain Brewery)"
+"312",312,0.065,30,1546,"Steel Wheels ESB","Extra Special / Strong Bitter (ESB)",382,12,NA,383,"Blue Mountain Brewery","Afton","VA","Steel Wheels ESB (Blue Mountain Brewery)"
+"313",313,0.053,22,1545,"Blue Mountain Classic Lager","Euro Pale Lager",382,12,NA,383,"Blue Mountain Brewery","Afton","VA","Blue Mountain Classic Lager (Blue Mountain Brewery)"
+"314",314,0.059,60,119,"Full Nelson Pale Ale (2010)","American Pale Ale (APA)",382,12,"American Pale Ale (APA)",383,"Blue Mountain Brewery","Afton","VA","Full Nelson Pale Ale (2010) (Blue Mountain Brewery)"
+"315",315,0.049,16,1408,"Kölsch 151","Kölsch",414,12,NA,415,"Blue Mountain Brewery","Arrington","VA","Kölsch 151 (Blue Mountain Brewery)"
+"316",316,NA,NA,2490,"Professor Black","American Stout",77,12,NA,78,"Blue Owl Brewing","Austin","TX","Professor Black (Blue Owl Brewing)"
+"317",317,NA,NA,2489,"Little Boss","American Pale Wheat Ale",77,12,"American Pale Wheat Ale",78,"Blue Owl Brewing","Austin","TX","Little Boss (Blue Owl Brewing)"
+"318",318,NA,NA,2488,"Van Dayum!","American Amber / Red Ale",77,12,"American Amber / Red Ale",78,"Blue Owl Brewing","Austin","TX","Van Dayum! (Blue Owl Brewing)"
+"319",319,NA,NA,2487,"Spirit Animal","American Pale Ale (APA)",77,12,"American Pale Ale (APA)",78,"Blue Owl Brewing","Austin","TX","Spirit Animal (Blue Owl Brewing)"
+"320",320,0.07,NA,939,"Toxic Sludge","American Black Ale",489,16,NA,490,"Blue Point Brewing Company","Patchogue","NY","Toxic Sludge (Blue Point Brewing Company)"
+"321",321,0.06,40,692,"Blue Point White IPA","American White IPA",489,12,NA,490,"Blue Point Brewing Company","Patchogue","NY","Blue Point White IPA (Blue Point Brewing Company)"
+"322",322,0.044,16,667,"Blue Point Summer Ale","American Blonde Ale",489,12,"American Blonde Ale",490,"Blue Point Brewing Company","Patchogue","NY","Blue Point Summer Ale (Blue Point Brewing Company)"
+"323",323,0.055,28,665,"Toasted Lager","Vienna Lager",489,12,NA,490,"Blue Point Brewing Company","Patchogue","NY","Toasted Lager (Blue Point Brewing Company)"
+"324",324,0.06,NA,1607,"Bohemian Export Lager","Dortmunder / Export Lager",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Bohemian Export Lager (Bohemian Brewery)"
+"325",325,0.053,NA,1597,"Altus Bohemes Altbier","Altbier",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Altus Bohemes Altbier (Bohemian Brewery)"
+"326",326,0.04,NA,344,"Cherny Bock","Schwarzbier",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Cherny Bock (Bohemian Brewery)"
+"327",327,0.05,NA,89,"Czech Pilsner","Czech Pilsener",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Czech Pilsner (Bohemian Brewery)"
+"328",328,0.05,NA,88,"Viennese Lager","Vienna Lager",364,12,NA,365,"Bohemian Brewery","Midvale","UT","Viennese Lager (Bohemian Brewery)"
+"329",329,0.065,NA,1569,"Mad Manatee IPA","American IPA",378,12,"American IPA",379,"Bold City Brewery","Jacksonville","FL","Mad Manatee IPA (Bold City Brewery)"
+"330",330,0.055,NA,1568,"Killer Whale Cream Ale","Cream Ale",378,12,NA,379,"Bold City Brewery","Jacksonville","FL","Killer Whale Cream Ale (Bold City Brewery)"
+"331",331,0.06,NA,1188,"Duke's Cold Nose Brown Ale","American Brown Ale",378,12,NA,379,"Bold City Brewery","Jacksonville","FL","Duke's Cold Nose Brown Ale (Bold City Brewery)"
+"332",332,0.042,30,1891,"Longhop IPA","American IPA",281,16,"American IPA",282,"Bolero Snort Brewery","Ridgefield Park","NJ","Longhop IPA (Bolero Snort Brewery)"
+"333",333,0.04,34,1890,"Lucky Buck","Irish Dry Stout",281,16,NA,282,"Bolero Snort Brewery","Ridgefield Park","NJ","Lucky Buck (Bolero Snort Brewery)"
+"334",334,0.051,NA,577,"Bomb Lager (New Recipe)","Munich Helles Lager",525,12,NA,526,"Bomb Beer Company","New York","NY","Bomb Lager (New Recipe) (Bomb Beer Company)"
+"335",335,0.045,27,513,"Bomb Lager (Old Recipe)","Munich Helles Lager",525,12,NA,526,"Bomb Beer Company","New York","NY","Bomb Lager (Old Recipe) (Bomb Beer Company)"
+"336",336,0.066,72,2422,"Firestarter India Pale Ale","American IPA",107,12,"American IPA",108,"Bonfire Brewing Company","Eagle","CO","Firestarter India Pale Ale (Bonfire Brewing Company)"
+"337",337,0.075,22,1727,"Kilt Dropper Scotch Ale","Scotch Ale / Wee Heavy",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Kilt Dropper Scotch Ale (Bonfire Brewing Company)"
+"338",338,0.048,30,1614,"Wood Splitter Pilsner","Czech Pilsener",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Wood Splitter Pilsner (Bonfire Brewing Company)"
+"339",339,0.0559999999999999,26,1613,"Gyptoberfest","Märzen / Oktoberfest",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Gyptoberfest (Bonfire Brewing Company)"
+"340",340,0.07,94,1549,"Farmer Wirtz India Pale Ale","English India Pale Ale (IPA)",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Farmer Wirtz India Pale Ale (Bonfire Brewing Company)"
+"341",341,0.047,NA,1548,"Slow & Steady Golden Ale","American Blonde Ale",107,12,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Slow & Steady Golden Ale (Bonfire Brewing Company)"
+"342",342,0.068,NA,1517,"Pink-I Raspberry IPA","American IPA",107,16,"American IPA",108,"Bonfire Brewing Company","Eagle","CO","Pink-I Raspberry IPA (Bonfire Brewing Company)"
+"343",343,0.047,NA,1500,"Moe's Original Bar B Que 'Bama Brew Golden Ale","American Blonde Ale",107,12,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Moe's Original Bar B Que 'Bama Brew Golden Ale (Bonfire Brewing Company)"
+"344",344,0.047,NA,1421,"Live Local Golden Ale","American Blonde Ale",107,12,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Live Local Golden Ale (Bonfire Brewing Company)"
+"345",345,0.048,38,1360,"Screaming Eagle Special Ale ESB","Extra Special / Strong Bitter (ESB)",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Screaming Eagle Special Ale ESB (Bonfire Brewing Company)"
+"346",346,0.049,NA,1184,"Dirtbag Dunkel","Munich Dunkel Lager",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Dirtbag Dunkel (Bonfire Brewing Company)"
+"347",347,0.053,45,1183,"Kindler Pale Ale","American Pale Ale (APA)",107,12,"American Pale Ale (APA)",108,"Bonfire Brewing Company","Eagle","CO","Kindler Pale Ale (Bonfire Brewing Company)"
+"348",348,0.064,NA,1023,"Mistress Winter Wheat","Winter Warmer",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Mistress Winter Wheat (Bonfire Brewing Company)"
+"349",349,0.061,NA,998,"Tent Pole Vanilla Porter","American Porter",107,16,NA,108,"Bonfire Brewing Company","Eagle","CO","Tent Pole Vanilla Porter (Bonfire Brewing Company)"
+"350",350,0.0579999999999999,NA,997,"Awry Rye Pale Ale","American Pale Ale (APA)",107,12,"American Pale Ale (APA)",108,"Bonfire Brewing Company","Eagle","CO","Awry Rye Pale Ale (Bonfire Brewing Company)"
+"351",351,0.0579999999999999,NA,996,"Demshitz Brown Ale","American Brown Ale",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Demshitz Brown Ale (Bonfire Brewing Company)"
+"352",352,0.048,NA,931,"Wood Splitter Pilsner (2012)","Czech Pilsener",107,12,NA,108,"Bonfire Brewing Company","Eagle","CO","Wood Splitter Pilsner (2012) (Bonfire Brewing Company)"
+"353",353,0.048,NA,798,"Brush Creek Blonde","American Blonde Ale",107,16,"American Blonde Ale",108,"Bonfire Brewing Company","Eagle","CO","Brush Creek Blonde (Bonfire Brewing Company)"
+"354",354,0.066,72,633,"Firestarter India Pale Ale","American IPA",107,16,"American IPA",108,"Bonfire Brewing Company","Eagle","CO","Firestarter India Pale Ale (Bonfire Brewing Company)"
+"355",355,0.071,16,2062,"Noche Dulce","American Porter",231,16,NA,232,"Borderlands Brewing Company","Tucson","AZ","Noche Dulce (Borderlands Brewing Company)"
+"356",356,0.045,8,1830,"Porch Rocker","Radler",300,12,NA,301,"Boston Beer Company","Boston","MA","Porch Rocker (Boston Beer Company)"
+"357",357,0.065,45,1629,"Rebel IPA","American IPA",300,16,"American IPA",301,"Boston Beer Company","Boston","MA","Rebel IPA (Boston Beer Company)"
+"358",358,0.055,NA,1601,"Cold Snap","Witbier",300,12,NA,301,"Boston Beer Company","Boston","MA","Cold Snap (Boston Beer Company)"
+"359",359,0.0559999999999999,NA,1427,"Samuel Adams Winter Lager","Bock",300,12,NA,301,"Boston Beer Company","Boston","MA","Samuel Adams Winter Lager (Boston Beer Company)"
+"360",360,0.049,30,1349,"Boston Lager","Vienna Lager",300,16,NA,301,"Boston Beer Company","Boston","MA","Boston Lager (Boston Beer Company)"
+"361",361,0.049,30,1310,"Boston Lager","Vienna Lager",300,12,NA,301,"Boston Beer Company","Boston","MA","Boston Lager (Boston Beer Company)"
+"362",362,0.053,15,1281,"Samuel Adams Octoberfest","Märzen / Oktoberfest",300,12,NA,301,"Boston Beer Company","Boston","MA","Samuel Adams Octoberfest (Boston Beer Company)"
+"363",363,0.053,7,1144,"Samuel Adams Summer Ale","American Pale Wheat Ale",300,12,"American Pale Wheat Ale",301,"Boston Beer Company","Boston","MA","Samuel Adams Summer Ale (Boston Beer Company)"
+"364",364,0.049,30,1143,"Boston Lager","Vienna Lager",300,12,NA,301,"Boston Beer Company","Boston","MA","Boston Lager (Boston Beer Company)"
+"365",365,0.049,35,1395,"Hazed & Infused","American Pale Ale (APA)",417,12,"American Pale Ale (APA)",418,"Boulder Beer Company","Boulder","CO","Hazed & Infused (Boulder Beer Company)"
+"366",366,0.057,35,808,"Hoopla Pale Ale","American Pale Ale (APA)",417,12,"American Pale Ale (APA)",418,"Boulder Beer Company","Boulder","CO","Hoopla Pale Ale (Boulder Beer Company)"
+"367",367,0.049,35,81,"Hazed & Infused (2010)","American Pale Ale (APA)",417,12,"American Pale Ale (APA)",418,"Boulder Beer Company","Boulder","CO","Hazed & Infused (2010) (Boulder Beer Company)"
+"368",368,0.062,80,2596,"Heavy Lifting","American IPA",31,12,"American IPA",32,"Boulevard Brewing Company","Kansas City","MO","Heavy Lifting (Boulevard Brewing Company)"
+"369",369,0.065,NA,2300,"1492","American Pale Ale (APA)",167,12,"American Pale Ale (APA)",168,"Boxcar Brewing Company","West Chester","PA","1492 (Boxcar Brewing Company)"
+"370",370,0.0579999999999999,NA,2299,"Mango Ginger","American IPA",167,12,"American IPA",168,"Boxcar Brewing Company","West Chester","PA","Mango Ginger (Boxcar Brewing Company)"
+"371",371,0.047,NA,2298,"Passenger","English Dark Mild Ale",167,12,NA,168,"Boxcar Brewing Company","West Chester","PA","Passenger (Boxcar Brewing Company)"
+"372",372,0.06,52,2107,"Plum St. Porter","American Porter",219,12,NA,220,"Bozeman Brewing Company","Bozeman","MT","Plum St. Porter (Bozeman Brewing Company)"
+"373",373,0.057,52,1573,"Plum St. Porter","American Porter",219,12,NA,220,"Bozeman Brewing Company","Bozeman","MT","Plum St. Porter (Bozeman Brewing Company)"
+"374",374,0.07,80,1289,"Bozone HopZone IPA","American IPA",219,12,"American IPA",220,"Bozeman Brewing Company","Bozeman","MT","Bozone HopZone IPA (Bozeman Brewing Company)"
+"375",375,0.06,25,1288,"Bozone Hefe Weizen","Hefeweizen",219,12,NA,220,"Bozeman Brewing Company","Bozeman","MT","Bozone Hefe Weizen (Bozeman Brewing Company)"
+"376",376,0.055,NA,470,"Bozone Select Amber Ale","American Amber / Red Ale",219,12,"American Amber / Red Ale",220,"Bozeman Brewing Company","Bozeman","MT","Bozone Select Amber Ale (Bozeman Brewing Company)"
+"377",377,0.052,40,2167,"Evil Owl","American Amber / Red Ale",207,12,"American Amber / Red Ale",208,"Branchline Brewing Company","San Antonio","TX","Evil Owl (Branchline Brewing Company)"
+"378",378,0.05,NA,2204,"Post Time Kölsch","Kölsch",195,16,NA,196,"Breakside Brewery","Portland","OR","Post Time Kölsch (Breakside Brewery)"
+"379",379,0.042,9,1522,"Agave Wheat","American Pale Wheat Ale",391,12,"American Pale Wheat Ale",392,"Breckenridge Brewery","Denver","CO","Agave Wheat (Breckenridge Brewery)"
+"380",380,0.045,15,397,"SummerBright Ale","American Pale Wheat Ale",391,12,"American Pale Wheat Ale",392,"Breckenridge Brewery","Denver","CO","SummerBright Ale (Breckenridge Brewery)"
+"381",381,0.062,68,193,"Lucky U IPA","American IPA",391,12,"American IPA",392,"Breckenridge Brewery","Denver","CO","Lucky U IPA (Breckenridge Brewery)"
+"382",382,0.054,19,83,"Avalanche Ale","American Amber / Red Ale",391,12,"American Amber / Red Ale",392,"Breckenridge Brewery","Denver","CO","Avalanche Ale (Breckenridge Brewery)"
+"383",383,0.05,NA,1802,"You're My Boy, Blue","Fruit / Vegetable Beer",308,12,NA,309,"Brew Bus Brewing","Tampa","FL","You're My Boy, Blue (Brew Bus Brewing)"
+"384",384,0.072,60,1801,"Last Stop IPA","American IPA",308,12,"American IPA",309,"Brew Bus Brewing","Tampa","FL","Last Stop IPA (Brew Bus Brewing)"
+"385",385,0.05,21,1800,"Rollin Dirty Red Ale","Irish Red Ale",308,12,NA,309,"Brew Bus Brewing","Tampa","FL","Rollin Dirty Red Ale (Brew Bus Brewing)"
+"386",386,0.055,28,1799,"Are Wheat There Yet?","American Pale Wheat Ale",308,12,"American Pale Wheat Ale",309,"Brew Bus Brewing","Tampa","FL","Are Wheat There Yet? (Brew Bus Brewing)"
+"387",387,0.0579999999999999,NA,2619,"Insert Hop Reference","American Pale Ale (APA)",19,16,"American Pale Ale (APA)",20,"Brew Link Brewing","Plainfield","IN","Insert Hop Reference (Brew Link Brewing)"
+"388",388,0.053,NA,2468,"Manitou Amber","American Amber / Red Ale",85,16,"American Amber / Red Ale",86,"Brewery Terra Firma","Traverse City","MI","Manitou Amber (Brewery Terra Firma)"
+"389",389,0.067,NA,2637,"Belfort","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Belfort (Brewery Vivant)"
+"390",390,0.06,NA,2636,"Star Runner","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Star Runner (Brewery Vivant)"
+"391",391,0.098,NA,2598,"Tart Side of the Barrel","American Double / Imperial Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tart Side of the Barrel (Brewery Vivant)"
+"392",392,0.06,NA,2597,"Linnaeus Mango IPA","American IPA",10,16,"American IPA",11,"Brewery Vivant","Grand Rapids","MI","Linnaeus Mango IPA (Brewery Vivant)"
+"393",393,0.07,NA,2548,"Beasts A'Burnin'","Rauchbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Beasts A'Burnin' (Brewery Vivant)"
+"394",394,0.077,NA,2542,"Verdun","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Verdun (Brewery Vivant)"
+"395",395,0.065,NA,2541,"Barrel Aged Triomphe","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Barrel Aged Triomphe (Brewery Vivant)"
+"396",396,0.065,NA,2504,"Cherry Doppelbock","Doppelbock",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Cherry Doppelbock (Brewery Vivant)"
+"397",397,0.065,NA,2500,"Tropical Saison","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tropical Saison (Brewery Vivant)"
+"398",398,0.065,NA,2499,"Beach Patrol","Witbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Beach Patrol (Brewery Vivant)"
+"399",399,0.05,NA,2498,"Nuit Serpent","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Nuit Serpent (Brewery Vivant)"
+"400",400,0.09,NA,2481,"Paris","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Paris (Brewery Vivant)"
+"401",401,0.055,NA,2476,"The Grand Army","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","The Grand Army (Brewery Vivant)"
+"402",402,0.059,NA,2467,"Acidulated Trip","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Acidulated Trip (Brewery Vivant)"
+"403",403,0.066,NA,2466,"Root Stock","Rye Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Root Stock (Brewery Vivant)"
+"404",404,0.0409999999999999,NA,2465,"Mind Games","Dunkelweizen",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Mind Games (Brewery Vivant)"
+"405",405,0.0819999999999999,NA,2433,"Sous Chef","Belgian Strong Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Sous Chef (Brewery Vivant)"
+"406",406,0.065,NA,2418,"Dubbelicious","Dubbel",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Dubbelicious (Brewery Vivant)"
+"407",407,0.062,NA,2416,"Psychopomp","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Psychopomp (Brewery Vivant)"
+"408",408,NA,NA,2382,"Fat Paczki","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Fat Paczki (Brewery Vivant)"
+"409",409,NA,NA,2381,"Earth-Like Planets","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Earth-Like Planets (Brewery Vivant)"
+"410",410,0.061,NA,2290,"Ski Patrol","Witbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Ski Patrol (Brewery Vivant)"
+"411",411,0.063,NA,2241,"Viking Ice Hole","Oatmeal Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Viking Ice Hole (Brewery Vivant)"
+"412",412,0.0559999999999999,NA,2240,"Rye Porter","American Porter",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Rye Porter (Brewery Vivant)"
+"413",413,0.099,NA,2137,"Wizard Burial Ground","Quadrupel (Quad)",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Wizard Burial Ground (Brewery Vivant)"
+"414",414,0.051,NA,2101,"Smoky Wheat","Rauchbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Smoky Wheat (Brewery Vivant)"
+"415",415,0.062,NA,2092,"BRIPA","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","BRIPA (Brewery Vivant)"
+"416",416,0.062,NA,2091,"Mela","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Mela (Brewery Vivant)"
+"417",417,0.053,NA,2086,"W.I.P.A Snappa","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","W.I.P.A Snappa (Brewery Vivant)"
+"418",418,0.063,NA,2023,"Pepper in the Rye","Rye Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Pepper in the Rye (Brewery Vivant)"
+"419",419,0.064,NA,2006,"Moe Lasses'","American Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Moe Lasses' (Brewery Vivant)"
+"420",420,0.07,NA,1997,"Pumpkin Tart","Fruit / Vegetable Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Pumpkin Tart (Brewery Vivant)"
+"421",421,0.067,NA,1977,"Undertaker","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Undertaker (Brewery Vivant)"
+"422",422,0.067,NA,1976,"Undertaker (2014)","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Undertaker (2014) (Brewery Vivant)"
+"423",423,0.05,NA,1974,"Coq D'Or","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Coq D'Or (Brewery Vivant)"
+"424",424,0.06,NA,1973,"North French","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","North French (Brewery Vivant)"
+"425",425,0.065,NA,1959,"Agent a Deux","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Agent a Deux (Brewery Vivant)"
+"426",426,0.045,NA,1958,"Belgian Wit","Witbier",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Belgian Wit (Brewery Vivant)"
+"427",427,0.063,NA,1949,"Pothole Stout","American Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Pothole Stout (Brewery Vivant)"
+"428",428,0.093,NA,1947,"Tree Bucket","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tree Bucket (Brewery Vivant)"
+"429",429,0.073,NA,1785,"Le Flaneur Ale","American Wild Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Le Flaneur Ale (Brewery Vivant)"
+"430",430,0.0559999999999999,NA,1651,"Maize & Blueberry","Fruit / Vegetable Beer",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Maize & Blueberry (Brewery Vivant)"
+"431",431,0.093,NA,1443,"Trebuchet Double IPA","American Double / Imperial IPA",10,16,"American Double / Imperial IPA",11,"Brewery Vivant","Grand Rapids","MI","Trebuchet Double IPA (Brewery Vivant)"
+"432",432,0.065,NA,1352,"Contemplation","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Contemplation (Brewery Vivant)"
+"433",433,0.05,NA,1267,"Black Rabbit","American Black Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Black Rabbit (Brewery Vivant)"
+"434",434,0.09,NA,1266,"Zaison","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Zaison (Brewery Vivant)"
+"435",435,0.0819999999999999,NA,1178,"Vivant Tripel","Tripel",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Vivant Tripel (Brewery Vivant)"
+"436",436,0.098,NA,1136,"Tart Side of the Moon","Belgian Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Tart Side of the Moon (Brewery Vivant)"
+"437",437,0.06,NA,1044,"Big Red Coq","American Amber / Red Ale",10,16,"American Amber / Red Ale",11,"Brewery Vivant","Grand Rapids","MI","Big Red Coq (Brewery Vivant)"
+"438",438,0.099,NA,1033,"Hubris Quadrupel Anniversary Ale","Quadrupel (Quad)",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Hubris Quadrupel Anniversary Ale (Brewery Vivant)"
+"439",439,0.095,NA,1031,"Plow Horse Belgian Style Imperial Stout","American Double / Imperial Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Plow Horse Belgian Style Imperial Stout (Brewery Vivant)"
+"440",440,0.092,NA,909,"Escoffier Bretta Ale","American Wild Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Escoffier Bretta Ale (Brewery Vivant)"
+"441",441,0.065,NA,873,"Contemplation (2012)","Bière de Garde",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Contemplation (2012) (Brewery Vivant)"
+"442",442,0.099,NA,860,"Vivant Belgian Style Imperial Stout (2012)","Russian Imperial Stout",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Vivant Belgian Style Imperial Stout (2012) (Brewery Vivant)"
+"443",443,0.062,NA,677,"Big Red Coq (2012)","American Amber / Red Ale",10,16,"American Amber / Red Ale",11,"Brewery Vivant","Grand Rapids","MI","Big Red Coq (2012) (Brewery Vivant)"
+"444",444,0.09,NA,671,"Zaison (2012)","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Zaison (2012) (Brewery Vivant)"
+"445",445,0.092,NA,670,"Vivant Tripel (2012)","Tripel",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Vivant Tripel (2012) (Brewery Vivant)"
+"446",446,0.0969999999999999,NA,669,"Trebuchet Double IPA (2012)","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Trebuchet Double IPA (2012) (Brewery Vivant)"
+"447",447,0.085,NA,627,"Kludde","Belgian Strong Dark Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Kludde (Brewery Vivant)"
+"448",448,0.055,NA,387,"Farm Hand","Saison / Farmhouse Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Farm Hand (Brewery Vivant)"
+"449",449,0.06,NA,385,"Solitude","Belgian Pale Ale",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Solitude (Brewery Vivant)"
+"450",450,0.065,NA,384,"Triomphe","Belgian IPA",10,16,NA,11,"Brewery Vivant","Grand Rapids","MI","Triomphe (Brewery Vivant)"
+"451",451,NA,NA,1096,"Tampa Pale Ale","American Pale Ale (APA)",467,12,"American Pale Ale (APA)",468,"Brindle Dog Brewing Company","Tampa Bay","FL","Tampa Pale Ale (Brindle Dog Brewing Company)"
+"452",452,NA,NA,1095,"Orange Grove Wheat Ale","American Pale Wheat Ale",467,12,"American Pale Wheat Ale",468,"Brindle Dog Brewing Company","Tampa Bay","FL","Orange Grove Wheat Ale (Brindle Dog Brewing Company)"
+"453",453,0.061,NA,2456,"Broad Brook Ale","American Amber / Red Ale",89,16,"American Amber / Red Ale",90,"Broad Brook Brewing LLC","East Windsor","CT","Broad Brook Ale (Broad Brook Brewing LLC)"
+"454",454,0.05,15,921,"Northern Lights Amber Ale","American Amber / Red Ale",493,12,"American Amber / Red Ale",494,"Broken Tooth Brewing Company","Anchorage","AK","Northern Lights Amber Ale (Broken Tooth Brewing Company)"
+"455",455,0.052,17,920,"Polar Pale Ale","American Pale Ale (APA)",493,12,"American Pale Ale (APA)",494,"Broken Tooth Brewing Company","Anchorage","AK","Polar Pale Ale (Broken Tooth Brewing Company)"
+"456",456,0.048,NA,919,"Chugach Session Ale","Cream Ale",493,12,NA,494,"Broken Tooth Brewing Company","Anchorage","AK","Chugach Session Ale (Broken Tooth Brewing Company)"
+"457",457,0.061,64,648,"Fairweather IPA","American IPA",493,12,"American IPA",494,"Broken Tooth Brewing Company","Anchorage","AK","Fairweather IPA (Broken Tooth Brewing Company)"
+"458",458,0.068,47,1279,"East India Pale Ale","English India Pale Ale (IPA)",437,16,NA,438,"Brooklyn Brewery","Brooklyn","NY","East India Pale Ale (Brooklyn Brewery)"
+"459",459,0.045,NA,756,"Brooklyn Summer Ale","English Pale Mild Ale",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Summer Ale (Brooklyn Brewery)"
+"460",460,0.068,47,566,"East India Pale Ale","English India Pale Ale (IPA)",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","East India Pale Ale (Brooklyn Brewery)"
+"461",461,0.045,NA,328,"Brooklyn Summer Ale (2011)","English Pale Mild Ale",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Summer Ale (2011) (Brooklyn Brewery)"
+"462",462,0.052,NA,66,"Brooklyn Lager (16 oz.)","American Amber / Red Lager",437,16,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Lager (16 oz.) (Brooklyn Brewery)"
+"463",463,0.052,NA,65,"Brooklyn Lager (12 oz.)","American Amber / Red Lager",437,12,NA,438,"Brooklyn Brewery","Brooklyn","NY","Brooklyn Lager (12 oz.) (Brooklyn Brewery)"
+"464",464,0.08,NA,538,"Tour de Nez Belgian IPA (Current)","Belgian IPA",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Tour de Nez Belgian IPA (Current) (Buckbean Brewing Company)"
+"465",465,NA,NA,504,"Roler Bock (Current)","Maibock / Helles Bock",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Roler Bock (Current) (Buckbean Brewing Company)"
+"466",466,0.073,85,383,"Black Adder IBA (Current)","American Black Ale",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Black Adder IBA (Current) (Buckbean Brewing Company)"
+"467",467,0.099,NA,29,"Very Noddy Lager (Current)","Schwarzbier",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Very Noddy Lager (Current) (Buckbean Brewing Company)"
+"468",468,0.062,42,28,"Tule Duck Red Ale (Current)","American Amber / Red Ale",530,16,"American Amber / Red Ale",531,"Buckbean Brewing Company","Reno","NV","Tule Duck Red Ale (Current) (Buckbean Brewing Company)"
+"469",469,0.0579999999999999,35,27,"Original Orange Blossom Ale (Current)","Herbed / Spiced Beer",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Original Orange Blossom Ale (Current) (Buckbean Brewing Company)"
+"470",470,0.052,40,26,"Black Noddy Lager (Current)","Schwarzbier",530,16,NA,531,"Buckbean Brewing Company","Reno","NV","Black Noddy Lager (Current) (Buckbean Brewing Company)"
+"471",471,0.053,NA,1627,"Cleveland Beer Week 2013","Munich Helles Lager",357,16,NA,358,"Buckeye Brewing","Cleveland","OH","Cleveland Beer Week 2013 (Buckeye Brewing)"
+"472",472,0.045,NA,2552,"Painted Turtle","American Pale Ale (APA)",56,12,"American Pale Ale (APA)",57,"BuckleDown Brewing","Lyons","IL","Painted Turtle (BuckleDown Brewing)"
+"473",473,0.06,40,2125,"1836","American Blonde Ale",214,12,"American Blonde Ale",215,"Buffalo Bayou Brewing Company","Houston","TX","1836 (Buffalo Bayou Brewing Company)"
+"474",474,0.06,20,2124,"Summer's Wit","Witbier",214,12,NA,215,"Buffalo Bayou Brewing Company","Houston","TX","Summer's Wit (Buffalo Bayou Brewing Company)"
+"475",475,0.09,118,2123,"More Cowbell","American Double / Imperial IPA",214,16,"American Double / Imperial IPA",215,"Buffalo Bayou Brewing Company","Houston","TX","More Cowbell (Buffalo Bayou Brewing Company)"
+"476",476,0.065,NA,2608,"Wrath of Pele","American Brown Ale",24,16,NA,25,"Burn 'Em Brewing","Michigan City","IN","Wrath of Pele (Burn 'Em Brewing)"
+"477",477,0.068,NA,2607,"Black Beer'd","American Black Ale",24,16,NA,25,"Burn 'Em Brewing","Michigan City","IN","Black Beer'd (Burn 'Em Brewing)"
+"478",478,0.078,NA,2606,"Mr. Tea","Fruit / Vegetable Beer",24,24,NA,25,"Burn 'Em Brewing","Michigan City","IN","Mr. Tea (Burn 'Em Brewing)"
+"479",479,0.055,40,2478,"Pale Alement","American Pale Ale (APA)",24,12,"American Pale Ale (APA)",25,"Burn 'Em Brewing","Michigan City","IN","Pale Alement (Burn 'Em Brewing)"
+"480",480,0.099,115,2471,"Hopkick Dropkick","American Double / Imperial IPA",24,12,"American Double / Imperial IPA",25,"Burn 'Em Brewing","Michigan City","IN","Hopkick Dropkick (Burn 'Em Brewing)"
+"481",481,0.06,NA,2470,"Kreamed Corn","Cream Ale",24,12,NA,25,"Burn 'Em Brewing","Michigan City","IN","Kreamed Corn (Burn 'Em Brewing)"
+"482",482,0.065,NA,2464,"Coconoats","American Pale Wheat Ale",24,16,"American Pale Wheat Ale",25,"Burn 'Em Brewing","Michigan City","IN","Coconoats (Burn 'Em Brewing)"
+"483",483,0.068,16,2160,"Joey Wheat","American Pale Wheat Ale",24,16,"American Pale Wheat Ale",25,"Burn 'Em Brewing","Michigan City","IN","Joey Wheat (Burn 'Em Brewing)"
+"484",484,0.072,86,2158,"3:33 Black IPA","American IPA",24,16,"American IPA",25,"Burn 'Em Brewing","Michigan City","IN","3:33 Black IPA (Burn 'Em Brewing)"
+"485",485,0.068,NA,2072,"MCA","American IPA",24,16,"American IPA",25,"Burn 'Em Brewing","Michigan City","IN","MCA (Burn 'Em Brewing)"
+"486",486,0.055,40,2054,"Pale Alement","American Pale Ale (APA)",24,16,"American Pale Ale (APA)",25,"Burn 'Em Brewing","Michigan City","IN","Pale Alement (Burn 'Em Brewing)"
+"487",487,0.05,14,2196,"Couch Select Lager","American Pale Lager",197,12,NA,198,"Burnside Brewing Co.","Portland","OR","Couch Select Lager (Burnside Brewing Co.)"
+"488",488,0.0559999999999999,36,668,"Mucho Aloha Hawaiian Pale Ale","American Pale Ale (APA)",517,12,"American Pale Ale (APA)",518,"Butcher's Brewing","Carlsbad","CA","Mucho Aloha Hawaiian Pale Ale (Butcher's Brewing)"
+"489",489,0.049,NA,52,"Heinnieweisse Weissebier","Hefeweizen",556,12,NA,557,"Butternuts Beer and Ale","Garrattsville","NY","Heinnieweisse Weissebier (Butternuts Beer and Ale)"
+"490",490,0.068,NA,51,"Snapperhead IPA","American IPA",556,12,"American IPA",557,"Butternuts Beer and Ale","Garrattsville","NY","Snapperhead IPA (Butternuts Beer and Ale)"
+"491",491,0.049,NA,50,"Moo Thunder Stout","Milk / Sweet Stout",556,12,NA,557,"Butternuts Beer and Ale","Garrattsville","NY","Moo Thunder Stout (Butternuts Beer and Ale)"
+"492",492,0.043,NA,49,"Porkslap Pale Ale","American Pale Ale (APA)",556,12,"American Pale Ale (APA)",557,"Butternuts Beer and Ale","Garrattsville","NY","Porkslap Pale Ale (Butternuts Beer and Ale)"
+"493",493,0.093,NA,2657,"Blackbeard","American Double / Imperial Stout",5,12,NA,6,"COAST Brewing Company","Charleston","SC","Blackbeard (COAST Brewing Company)"
+"494",494,0.062,NA,2656,"Rye Knot","American Brown Ale",5,12,NA,6,"COAST Brewing Company","Charleston","SC","Rye Knot (COAST Brewing Company)"
+"495",495,0.06,NA,2655,"Dead Arm","American Pale Ale (APA)",5,12,"American Pale Ale (APA)",6,"COAST Brewing Company","Charleston","SC","Dead Arm (COAST Brewing Company)"
+"496",496,0.048,NA,2654,"32°/50° Kölsch","Kölsch",5,16,NA,6,"COAST Brewing Company","Charleston","SC","32°/50° Kölsch (COAST Brewing Company)"
+"497",497,0.077,NA,2653,"HopArt","American IPA",5,16,"American IPA",6,"COAST Brewing Company","Charleston","SC","HopArt (COAST Brewing Company)"
+"498",498,0.0969999999999999,NA,2652,"Boy King","American Double / Imperial IPA",5,16,"American Double / Imperial IPA",6,"COAST Brewing Company","Charleston","SC","Boy King (COAST Brewing Company)"
+"499",499,0.052,NA,2252,"Gran Sport","American Porter",182,16,NA,183,"COOP Ale Works","Oklahoma City","OK","Gran Sport (COOP Ale Works)"
+"500",500,0.053,25,2214,"Horny Toad Cerveza","American Blonde Ale",182,16,"American Blonde Ale",183,"COOP Ale Works","Oklahoma City","OK","Horny Toad Cerveza (COOP Ale Works)"
+"501",501,0.063,35,2213,"Native Amber","American Amber / Red Ale",182,16,"American Amber / Red Ale",183,"COOP Ale Works","Oklahoma City","OK","Native Amber (COOP Ale Works)"
+"502",502,0.068,100,1442,"F5 IPA","American IPA",182,16,"American IPA",183,"COOP Ale Works","Oklahoma City","OK","F5 IPA (COOP Ale Works)"
+"503",503,0.063,35,170,"Native Amber (2013)","American Amber / Red Ale",182,16,"American Amber / Red Ale",183,"COOP Ale Works","Oklahoma City","OK","Native Amber (2013) (COOP Ale Works)"
+"504",504,0.053,25,169,"Horny Toad Cerveza (2013)","American Blonde Ale",182,16,"American Blonde Ale",183,"COOP Ale Works","Oklahoma City","OK","Horny Toad Cerveza (2013) (COOP Ale Works)"
+"505",505,0.068,100,2315,"Hopportunity Knocks IPA","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Hopportunity Knocks IPA (Caldera Brewing Company)"
+"506",506,0.06,NA,1808,"Pilot Rock Porter","American Porter",155,12,NA,156,"Caldera Brewing Company","Ashland","OR","Pilot Rock Porter (Caldera Brewing Company)"
+"507",507,0.0559999999999999,55,1419,"Caldera Pale Ale","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (Caldera Brewing Company)"
+"508",508,0.039,16,878,"Lawnmower Lager","American Adjunct Lager",155,12,NA,156,"Caldera Brewing Company","Ashland","OR","Lawnmower Lager (Caldera Brewing Company)"
+"509",509,0.054,24,794,"Ashland Amber Ale (2009)","American Amber / Red Ale",155,12,"American Amber / Red Ale",156,"Caldera Brewing Company","Ashland","OR","Ashland Amber Ale (2009) (Caldera Brewing Company)"
+"510",510,0.061,94,793,"Caldera IPA (2009)","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Caldera IPA (2009) (Caldera Brewing Company)"
+"511",511,0.061,94,792,"Caldera IPA (2007)","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Caldera IPA (2007) (Caldera Brewing Company)"
+"512",512,0.0559999999999999,55,791,"Caldera Pale Ale (2010)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2010) (Caldera Brewing Company)"
+"513",513,0.0559999999999999,55,790,"Caldera Pale Ale (2009)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2009) (Caldera Brewing Company)"
+"514",514,0.0559999999999999,55,789,"Caldera Pale Ale (2005)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2005) (Caldera Brewing Company)"
+"515",515,0.0559999999999999,55,788,"Caldera Pale Ale (2007)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2007) (Caldera Brewing Company)"
+"516",516,0.0559999999999999,55,38,"Caldera Pale Ale (2011)","American Pale Ale (APA)",155,12,"American Pale Ale (APA)",156,"Caldera Brewing Company","Ashland","OR","Caldera Pale Ale (2011) (Caldera Brewing Company)"
+"517",517,0.054,24,37,"Ashland Amber Ale","American Amber / Red Ale",155,12,"American Amber / Red Ale",156,"Caldera Brewing Company","Ashland","OR","Ashland Amber Ale (Caldera Brewing Company)"
+"518",518,0.061,94,36,"Caldera IPA","American IPA",155,12,"American IPA",156,"Caldera Brewing Company","Ashland","OR","Caldera IPA (Caldera Brewing Company)"
+"519",519,0.05,NA,2257,"Remain in Light","American Pilsner",178,12,NA,179,"Cambridge Brewing Company","Cambridge","MA","Remain in Light (Cambridge Brewing Company)"
+"520",520,0.065,NA,2256,"Flower Child (2014)","American IPA",178,12,"American IPA",179,"Cambridge Brewing Company","Cambridge","MA","Flower Child (2014) (Cambridge Brewing Company)"
+"521",521,NA,NA,870,"THP White (2006)","Witbier",497,12,NA,498,"Cans Bar and Canteen","Charlotte","NC","THP White (2006) (Cans Bar and Canteen)"
+"522",522,NA,NA,869,"THP Amber (2006)","American Amber / Red Ale",497,12,"American Amber / Red Ale",498,"Cans Bar and Canteen","Charlotte","NC","THP Amber (2006) (Cans Bar and Canteen)"
+"523",523,NA,NA,868,"THP Light (2006)","American Blonde Ale",497,12,"American Blonde Ale",498,"Cans Bar and Canteen","Charlotte","NC","THP Light (2006) (Cans Bar and Canteen)"
+"524",524,NA,NA,867,"THP Dark (2006)","English Dark Mild Ale",497,12,NA,498,"Cans Bar and Canteen","Charlotte","NC","THP Dark (2006) (Cans Bar and Canteen)"
+"525",525,0.099,43,2068,"Imperial Pumpkin Stout","Pumpkin Ale",230,16,NA,231,"Cape Ann Brewing Company","Gloucester","MA","Imperial Pumpkin Stout (Cape Ann Brewing Company)"
+"526",526,0.09,130,2067,"Dead-Eye DIPA","American Double / Imperial IPA",230,16,"American Double / Imperial IPA",231,"Cape Ann Brewing Company","Gloucester","MA","Dead-Eye DIPA (Cape Ann Brewing Company)"
+"527",527,0.055,64,2066,"Fisherman's IPA","American IPA",230,12,"American IPA",231,"Cape Ann Brewing Company","Gloucester","MA","Fisherman's IPA (Cape Ann Brewing Company)"
+"528",528,0.054,35,2065,"Fisherman's Pils","German Pilsener",230,12,NA,231,"Cape Ann Brewing Company","Gloucester","MA","Fisherman's Pils (Cape Ann Brewing Company)"
+"529",529,0.055,30,2064,"Fisherman's Brew","American Amber / Red Ale",230,12,"American Amber / Red Ale",231,"Cape Ann Brewing Company","Gloucester","MA","Fisherman's Brew (Cape Ann Brewing Company)"
+"530",530,0.055,35,1928,"Cape Cod Red","American Amber / Red Ale",267,16,"American Amber / Red Ale",268,"Cape Cod Beer","Hyannis","MA","Cape Cod Red (Cape Cod Beer)"
+"531",531,0.049,10,1927,"Beach Blonde","American Blonde Ale",267,16,"American Blonde Ale",268,"Cape Cod Beer","Hyannis","MA","Beach Blonde (Cape Cod Beer)"
+"532",532,0.065,80,2227,"Dark Voyage Black IPA (2013)","American Black Ale",192,12,NA,193,"Capital Brewery","Middleton","WI","Dark Voyage Black IPA (2013) (Capital Brewery)"
+"533",533,0.052,28,2226,"Wisconsin Amber","Vienna Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Wisconsin Amber (Capital Brewery)"
+"534",534,0.046,18,2225,"Lake House","Munich Helles Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Lake House (Capital Brewery)"
+"535",535,0.0559999999999999,55,1954,"Ghost Ship White IPA","American IPA",192,12,"American IPA",193,"Capital Brewery","Middleton","WI","Ghost Ship White IPA (Capital Brewery)"
+"536",536,0.046,18,1910,"Lake House","Munich Helles Lager",192,16,NA,193,"Capital Brewery","Middleton","WI","Lake House (Capital Brewery)"
+"537",537,0.062,70,1177,"Mutiny IPA","American IPA",192,12,"American IPA",193,"Capital Brewery","Middleton","WI","Mutiny IPA (Capital Brewery)"
+"538",538,0.052,NA,840,"Wisconsin Amber (1998)","Vienna Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Wisconsin Amber (1998) (Capital Brewery)"
+"539",539,0.042,NA,180,"Island Wheat","American Pale Wheat Ale",192,12,"American Pale Wheat Ale",193,"Capital Brewery","Middleton","WI","Island Wheat (Capital Brewery)"
+"540",540,0.052,NA,63,"Wisconsin Amber (2013)","Vienna Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Wisconsin Amber (2013) (Capital Brewery)"
+"541",541,0.05,NA,62,"U.S. Pale Ale","American Pale Ale (APA)",192,12,"American Pale Ale (APA)",193,"Capital Brewery","Middleton","WI","U.S. Pale Ale (Capital Brewery)"
+"542",542,NA,NA,61,"Supper Club Lager","American Pale Lager",192,12,NA,193,"Capital Brewery","Middleton","WI","Supper Club Lager (Capital Brewery)"
+"543",543,0.04,NA,784,"Carolina Lighthouse (2007)","American Blonde Ale",504,12,"American Blonde Ale",505,"Carolina Beer & Beverage","Mooresville","NC","Carolina Lighthouse (2007) (Carolina Beer & Beverage)"
+"544",544,0.05,NA,783,"Carolina Blonde (2006)","American Blonde Ale",504,12,"American Blonde Ale",505,"Carolina Beer & Beverage","Mooresville","NC","Carolina Blonde (2006) (Carolina Beer & Beverage)"
+"545",545,0.035,NA,782,"Carolina Blonde Light (2005)","American Blonde Ale",504,12,"American Blonde Ale",505,"Carolina Beer & Beverage","Mooresville","NC","Carolina Blonde Light (2005) (Carolina Beer & Beverage)"
+"546",546,0.059,22,2255,"Santa's Secret","Winter Warmer",179,16,NA,180,"Carolina Brewery","Pittsboro","NC","Santa's Secret (Carolina Brewery)"
+"547",547,0.057,NA,530,"Flagship IPA","English India Pale Ale (IPA)",179,12,NA,180,"Carolina Brewery","Pittsboro","NC","Flagship IPA (Carolina Brewery)"
+"548",548,0.051,NA,427,"Sky Blue Golden Ale","Kölsch",179,12,NA,180,"Carolina Brewery","Pittsboro","NC","Sky Blue Golden Ale (Carolina Brewery)"
+"549",549,0.099,100,2094,"Epitome","American Black Ale",222,16,NA,223,"Carton Brewing Company","Atlantic Highlands","NJ","Epitome (Carton Brewing Company)"
+"550",550,0.039,9,1941,"Monkey Chased the Weasel","Berliner Weissbier",222,16,NA,223,"Carton Brewing Company","Atlantic Highlands","NJ","Monkey Chased the Weasel (Carton Brewing Company)"
+"551",551,0.078,80,1940,"077XX","American Double / Imperial IPA",222,16,"American Double / Imperial IPA",223,"Carton Brewing Company","Atlantic Highlands","NJ","077XX (Carton Brewing Company)"
+"552",552,0.042,35,1439,"Boat Beer","American IPA",222,12,"American IPA",223,"Carton Brewing Company","Atlantic Highlands","NJ","Boat Beer (Carton Brewing Company)"
+"553",553,0.069,NA,1465,"Granny Smith Hard Apple Cider","Cider",404,16,NA,405,"Cascadia Ciderworks United","Portland","OR","Granny Smith Hard Apple Cider (Cascadia Ciderworks United)"
+"554",554,0.069,NA,1464,"Dry Hard Apple Cider","Cider",404,16,NA,405,"Cascadia Ciderworks United","Portland","OR","Dry Hard Apple Cider (Cascadia Ciderworks United)"
+"555",555,0.0559999999999999,NA,1744,"Farmer Ted's Cream Ale","Cream Ale",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","Farmer Ted's Cream Ale (Catawba Brewing Company)"
+"556",556,0.052,NA,1743,"Firewater India Pale Ale","American IPA",331,12,"American IPA",332,"Catawba Brewing Company","Morganton","NC","Firewater India Pale Ale (Catawba Brewing Company)"
+"557",557,0.047,NA,1742,"White Zombie Ale","Witbier",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","White Zombie Ale (Catawba Brewing Company)"
+"558",558,0.07,NA,1719,"King Winterbolt Winter Ale","Winter Warmer",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","King Winterbolt Winter Ale (Catawba Brewing Company)"
+"559",559,0.047,NA,638,"White Zombie Ale","Witbier",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","White Zombie Ale (Catawba Brewing Company)"
+"560",560,0.052,NA,507,"Firewater India Pale Ale","American IPA",331,12,"American IPA",332,"Catawba Brewing Company","Morganton","NC","Firewater India Pale Ale (Catawba Brewing Company)"
+"561",561,0.0559999999999999,NA,480,"Farmer Ted's Farmhouse Cream Ale","Cream Ale",331,12,NA,332,"Catawba Brewing Company","Morganton","NC","Farmer Ted's Farmhouse Cream Ale (Catawba Brewing Company)"
+"562",562,0.048,16,1882,"Whitecap Wit","Witbier",285,16,NA,286,"Catawba Island Brewing","Port Clinton","OH","Whitecap Wit (Catawba Island Brewing)"
+"563",563,0.078,16,1881,"Seiche Scottish Ale","Scottish Ale",285,16,NA,286,"Catawba Island Brewing","Port Clinton","OH","Seiche Scottish Ale (Catawba Island Brewing)"
+"564",564,0.0579999999999999,NA,2446,"Peanut Butter Jelly Time","American Brown Ale",96,12,NA,97,"Catawba Valley Brewing Company","Morganton","NC","Peanut Butter Jelly Time (Catawba Valley Brewing Company)"
+"565",565,0.054,NA,2106,"King Coconut","American Porter",96,12,NA,97,"Catawba Valley Brewing Company","Morganton","NC","King Coconut (Catawba Valley Brewing Company)"
+"566",566,0.085,90,2600,"Gone A-Rye","American Double / Imperial IPA",29,16,"American Double / Imperial IPA",30,"Cedar Creek Brewery","Seven Points","TX","Gone A-Rye (Cedar Creek Brewery)"
+"567",567,NA,NA,2210,"Special Release",NA,29,16,NA,30,"Cedar Creek Brewery","Seven Points","TX","Special Release (Cedar Creek Brewery)"
+"568",568,0.068,70,2052,"Dankosaurus","American IPA",29,16,"American IPA",30,"Cedar Creek Brewery","Seven Points","TX","Dankosaurus (Cedar Creek Brewery)"
+"569",569,0.051,35,1584,"Scruffy's Smoked Alt","Smoked Beer",29,16,NA,30,"Cedar Creek Brewery","Seven Points","TX","Scruffy's Smoked Alt (Cedar Creek Brewery)"
+"570",570,0.051,36,1182,"Elliott's Phoned Home Pale Ale","American Pale Ale (APA)",29,16,"American Pale Ale (APA)",30,"Cedar Creek Brewery","Seven Points","TX","Elliott's Phoned Home Pale Ale (Cedar Creek Brewery)"
+"571",571,0.05,18,1050,"The Lawn Ranger","Cream Ale",29,16,NA,30,"Cedar Creek Brewery","Seven Points","TX","The Lawn Ranger (Cedar Creek Brewery)"
+"572",572,0.05,NA,1219,"All American Blonde Ale","American Blonde Ale",452,12,"American Blonde Ale",453,"Centennial Beer Company","Edwards","CO","All American Blonde Ale (Centennial Beer Company)"
+"573",573,0.05,NA,1218,"All American Red Ale","American Amber / Red Ale",452,12,"American Amber / Red Ale",453,"Centennial Beer Company","Edwards","CO","All American Red Ale (Centennial Beer Company)"
+"574",574,0.05,40,2377,"Main St. Virginia Ale","Altbier",122,12,NA,123,"Center of the Universe Brewing C...","Ashland","VA","Main St. Virginia Ale (Center of the Universe Brewing C...)"
+"575",575,0.045,24,1839,"Chin Music Amber Lager","American Amber / Red Lager",122,12,NA,123,"Center of the Universe Brewing C...","Ashland","VA","Chin Music Amber Lager (Center of the Universe Brewing C...)"
+"576",576,0.05,40,1248,"Main St. Virginia Ale","Altbier",122,12,NA,123,"Center of the Universe Brewing C...","Ashland","VA","Main St. Virginia Ale (Center of the Universe Brewing C...)"
+"577",577,0.052,42,1247,"Ray Ray’s Pale Ale","American Pale Ale (APA)",122,12,"American Pale Ale (APA)",123,"Center of the Universe Brewing C...","Ashland","VA","Ray Ray’s Pale Ale (Center of the Universe Brewing C...)"
+"578",578,0.051,15,1649,"Chai Ale","Herbed / Spiced Beer",350,16,NA,351,"Central Coast Brewing Company","San Luis Obispo","CA","Chai Ale (Central Coast Brewing Company)"
+"579",579,0.072,85,1648,"Lucky Day IPA","American IPA",350,16,"American IPA",351,"Central Coast Brewing Company","San Luis Obispo","CA","Lucky Day IPA (Central Coast Brewing Company)"
+"580",580,0.095,99,1647,"Terrace Hill Double IPA","American Double / Imperial IPA",350,16,"American Double / Imperial IPA",351,"Central Coast Brewing Company","San Luis Obispo","CA","Terrace Hill Double IPA (Central Coast Brewing Company)"
+"581",581,0.075,77,1646,"Catch 23","American Black Ale",350,16,NA,351,"Central Coast Brewing Company","San Luis Obispo","CA","Catch 23 (Central Coast Brewing Company)"
+"582",582,0.07,NA,2057,"Stickin' In My Rye","Rye Beer",236,24,NA,237,"Champion Brewing Company","Charlottesville","VA","Stickin' In My Rye (Champion Brewing Company)"
+"583",583,0.06,45,2056,"Black Me Stout","American Stout",236,12,NA,237,"Champion Brewing Company","Charlottesville","VA","Black Me Stout (Champion Brewing Company)"
+"584",584,0.05,22,2055,"Killer Kolsch","Kölsch",236,12,NA,237,"Champion Brewing Company","Charlottesville","VA","Killer Kolsch (Champion Brewing Company)"
+"585",585,0.07,65,1933,"Missile IPA","American IPA",236,12,"American IPA",237,"Champion Brewing Company","Charlottesville","VA","Missile IPA (Champion Brewing Company)"
+"586",586,0.045,NA,2019,"Enlighten","Kölsch",250,16,NA,251,"Chapman's Brewing","Angola","IN","Enlighten (Chapman's Brewing)"
+"587",587,0.065,8,2018,"Ale Cider","Fruit / Vegetable Beer",250,16,NA,251,"Chapman's Brewing","Angola","IN","Ale Cider (Chapman's Brewing)"
+"588",588,0.055,30,2017,"Pail Ale","American Pale Ale (APA)",250,16,"American Pale Ale (APA)",251,"Chapman's Brewing","Angola","IN","Pail Ale (Chapman's Brewing)"
+"589",589,0.045,NA,2016,"Englishman","English Brown Ale",250,16,NA,251,"Chapman's Brewing","Angola","IN","Englishman (Chapman's Brewing)"
+"590",590,0.08,69,2080,"8 Barrel","American Strong Ale",226,16,NA,227,"Chatham Brewing","Chatham","NY","8 Barrel (Chatham Brewing)"
+"591",591,0.055,40,2079,"Oktoberfest","Märzen / Oktoberfest",226,16,NA,227,"Chatham Brewing","Chatham","NY","Oktoberfest (Chatham Brewing)"
+"592",592,0.057,58,2380,"IPA #11","American IPA",121,16,"American IPA",122,"Cheboygan Brewing Company","Cheboygan","MI","IPA #11 (Cheboygan Brewing Company)"
+"593",593,0.057,10,2379,"Blood Orange Honey","Fruit / Vegetable Beer",121,16,NA,122,"Cheboygan Brewing Company","Cheboygan","MI","Blood Orange Honey (Cheboygan Brewing Company)"
+"594",594,0.052,NA,2354,"Lighthouse Amber","Altbier",121,16,NA,122,"Cheboygan Brewing Company","Cheboygan","MI","Lighthouse Amber (Cheboygan Brewing Company)"
+"595",595,0.089,126,2440,"Bay of Bengal Double IPA (2014)","American Double / Imperial IPA",99,12,"American Double / Imperial IPA",100,"Christian Moerlein Brewing Company","Cincinnati","OH","Bay of Bengal Double IPA (2014) (Christian Moerlein Brewing Company)"
+"596",596,0.049,29,567,"Churchkey Pilsner Style Beer","American Pilsner",526,12,NA,527,"Churchkey Can Company","Seattle","WA","Churchkey Pilsner Style Beer (Churchkey Can Company)"
+"597",597,0.05,NA,1342,"First Press","Cider",425,12,NA,426,"Ciderboys","Stevens Point","WI","First Press (Ciderboys)"
+"598",598,0.05,NA,1341,"Magic Apple","Cider",425,12,NA,426,"Ciderboys","Stevens Point","WI","Magic Apple (Ciderboys)"
+"599",599,0.055,25,2349,"Cubano Espresso","Bock",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Cubano Espresso (Cigar City Brewing Company)"
+"600",600,0.062,65,2014,"Operation Homefront","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Operation Homefront (Cigar City Brewing Company)"
+"601",601,0.0819999999999999,65,2013,"Wandering Pelican","American Black Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Wandering Pelican (Cigar City Brewing Company)"
+"602",602,0.055,NA,2012,"Sugar Plum","American Brown Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Sugar Plum (Cigar City Brewing Company)"
+"603",603,0.055,NA,2011,"Oktoberfest","Märzen / Oktoberfest",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Oktoberfest (Cigar City Brewing Company)"
+"604",604,0.06,NA,2010,"Puppy's Breath Porter","American Porter",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Puppy's Breath Porter (Cigar City Brewing Company)"
+"605",605,0.045,NA,2009,"Happening Now","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Happening Now (Cigar City Brewing Company)"
+"606",606,0.07,60,1726,"Hopped on the High Seas (Hop #529)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Hop #529) (Cigar City Brewing Company)"
+"607",607,0.07,60,1725,"Hopped on the High Seas (Calypso)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Calypso) (Cigar City Brewing Company)"
+"608",608,0.063,NA,1695,"Wiregrass Post-Prohibition Ale","American Pale Ale (APA)",141,12,"American Pale Ale (APA)",142,"Cigar City Brewing Company","Tampa","FL","Wiregrass Post-Prohibition Ale (Cigar City Brewing Company)"
+"609",609,0.07,60,1694,"Dry-Hopped On The High Seas Caribbean-Style IPA","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Dry-Hopped On The High Seas Caribbean-Style IPA (Cigar City Brewing Company)"
+"610",610,0.07,60,1693,"Hopped on the High Seas (Citra)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Citra) (Cigar City Brewing Company)"
+"611",611,0.07,60,1692,"Hopped on the High Seas (Ahtanum)","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Hopped on the High Seas (Ahtanum) (Cigar City Brewing Company)"
+"612",612,0.055,NA,1369,"Gwar Beer","American Pale Ale (APA)",141,12,"American Pale Ale (APA)",142,"Cigar City Brewing Company","Tampa","FL","Gwar Beer (Cigar City Brewing Company)"
+"613",613,0.052,NA,1243,"Tropical Heatwave","American Pale Wheat Ale",141,16,"American Pale Wheat Ale",142,"Cigar City Brewing Company","Tampa","FL","Tropical Heatwave (Cigar City Brewing Company)"
+"614",614,0.075,70,1142,"Humidor Series India Pale Ale","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Humidor Series India Pale Ale (Cigar City Brewing Company)"
+"615",615,0.075,70,1141,"Jai Alai IPA Aged on White Oak","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Jai Alai IPA Aged on White Oak (Cigar City Brewing Company)"
+"616",616,0.08,65,1140,"José Martí American Porter","American Porter",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","José Martí American Porter (Cigar City Brewing Company)"
+"617",617,0.05,NA,1139,"Invasion Pale Ale","American Pale Ale (APA)",141,12,"American Pale Ale (APA)",142,"Cigar City Brewing Company","Tampa","FL","Invasion Pale Ale (Cigar City Brewing Company)"
+"618",618,0.055,25,1138,"Maduro Brown Ale","English Brown Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Maduro Brown Ale (Cigar City Brewing Company)"
+"619",619,0.055,25,571,"Maduro Brown Ale","American Brown Ale",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Maduro Brown Ale (Cigar City Brewing Company)"
+"620",620,0.05,NA,570,"Hotter Than Helles Lager","Munich Helles Lager",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Hotter Than Helles Lager (Cigar City Brewing Company)"
+"621",621,0.072,75,569,"Tocobaga Red Ale","American Amber / Red Ale",141,12,"American Amber / Red Ale",142,"Cigar City Brewing Company","Tampa","FL","Tocobaga Red Ale (Cigar City Brewing Company)"
+"622",622,0.075,70,546,"Jai Alai IPA","American IPA",141,12,"American IPA",142,"Cigar City Brewing Company","Tampa","FL","Jai Alai IPA (Cigar City Brewing Company)"
+"623",623,0.05,18,545,"Florida Cracker Belgian Wit","Witbier",141,12,NA,142,"Cigar City Brewing Company","Tampa","FL","Florida Cracker Belgian Wit (Cigar City Brewing Company)"
+"624",624,0.048,NA,2338,"Shark Tracker Light lager","Light Lager",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Shark Tracker Light lager (Cisco Brewers)"
+"625",625,0.06,NA,1365,"Pumple Drumkin","Pumpkin Ale",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Pumple Drumkin (Cisco Brewers)"
+"626",626,0.045,NA,1094,"Grey Lady","Witbier",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Grey Lady (Cisco Brewers)"
+"627",627,0.062,NA,657,"Summer of Lager","Munich Helles Lager",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Summer of Lager (Cisco Brewers)"
+"628",628,0.065,NA,656,"Indie Pale Ale","American IPA",145,12,"American IPA",146,"Cisco Brewers","Nantucket","MA","Indie Pale Ale (Cisco Brewers)"
+"629",629,0.038,NA,359,"Sankaty Light Lager","Light Lager",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Sankaty Light Lager (Cisco Brewers)"
+"630",630,0.0559999999999999,NA,56,"Whale's Tale Pale Ale","English Pale Ale",145,12,NA,146,"Cisco Brewers","Nantucket","MA","Whale's Tale Pale Ale (Cisco Brewers)"
+"631",631,0.067,60,1772,"Jacaranada Rye IPA","American IPA",320,16,"American IPA",321,"Claremont Craft Ales","Claremont","CA","Jacaranada Rye IPA (Claremont Craft Ales)"
+"632",632,0.06,75,1393,"Cascadian Dark Ale","American Black Ale",418,12,NA,419,"Coalition Brewing Company","Portland","OR","Cascadian Dark Ale (Coalition Brewing Company)"
+"633",633,0.044,13,893,"Wheat the People","American Pale Wheat Ale",418,16,"American Pale Wheat Ale",419,"Coalition Brewing Company","Portland","OR","Wheat the People (Coalition Brewing Company)"
+"634",634,0.047,17,1407,"Tybee Island Blonde","American Blonde Ale",415,12,"American Blonde Ale",416,"Coastal Empire Beer Company","Savannah","GA","Tybee Island Blonde (Coastal Empire Beer Company)"
+"635",635,0.062,55,1406,"Savannah Brown Ale","American Brown Ale",415,12,NA,416,"Coastal Empire Beer Company","Savannah","GA","Savannah Brown Ale (Coastal Empire Beer Company)"
+"636",636,0.046,11,2438,"Rhode Island Blueberry","Kölsch",101,12,NA,102,"Coastal Extreme Brewing Company","Newport","RI","Rhode Island Blueberry (Coastal Extreme Brewing Company)"
+"637",637,0.065,75,2437,"Newport Storm IPA","American IPA",101,12,"American IPA",102,"Coastal Extreme Brewing Company","Newport","RI","Newport Storm IPA (Coastal Extreme Brewing Company)"
+"638",638,0.052,24,751,"Hurricane Amber Ale (2004)","American Amber / Red Ale",101,12,"American Amber / Red Ale",102,"Coastal Extreme Brewing Company","Newport","RI","Hurricane Amber Ale (2004) (Coastal Extreme Brewing Company)"
+"639",639,0.052,24,120,"Hurricane Amber Ale","American Amber / Red Ale",101,12,"American Amber / Red Ale",102,"Coastal Extreme Brewing Company","Newport","RI","Hurricane Amber Ale (Coastal Extreme Brewing Company)"
+"640",640,0.0579999999999999,NA,2061,"Big Blue Van","Fruit / Vegetable Beer",232,16,NA,233,"College Street Brewhouse and Pub","Lake Havasu City","AZ","Big Blue Van (College Street Brewhouse and Pub)"
+"641",641,0.068,75,970,"Des Moines IPA","American IPA",482,16,"American IPA",483,"Confluence Brewing Company","Des Moines","IA","Des Moines IPA (Confluence Brewing Company)"
+"642",642,0.048,22,969,"Capital Gold Golden Lager","German Pilsener",482,16,NA,483,"Confluence Brewing Company","Des Moines","IA","Capital Gold Golden Lager (Confluence Brewing Company)"
+"643",643,0.0559999999999999,21,968,"Farmer John's Multi-Grain Ale","American Blonde Ale",482,16,"American Blonde Ale",483,"Confluence Brewing Company","Des Moines","IA","Farmer John's Multi-Grain Ale (Confluence Brewing Company)"
+"644",644,0.05,NA,2351,"Behemoth","American Pilsner",139,12,NA,140,"Core Brewing & Distilling Company","Springdale","AR","Behemoth (Core Brewing & Distilling Company)"
+"645",645,0.052,NA,1650,"Arkansas Red","American Amber / Red Ale",139,12,"American Amber / Red Ale",140,"Core Brewing & Distilling Company","Springdale","AR","Arkansas Red (Core Brewing & Distilling Company)"
+"646",646,0.057,NA,1337,"Core Oatmeal Stout","Oatmeal Stout",139,12,NA,140,"Core Brewing & Distilling Company","Springdale","AR","Core Oatmeal Stout (Core Brewing & Distilling Company)"
+"647",647,0.061,NA,1336,"Core ESB","Extra Special / Strong Bitter (ESB)",139,12,NA,140,"Core Brewing & Distilling Company","Springdale","AR","Core ESB (Core Brewing & Distilling Company)"
+"648",648,0.038,NA,737,"Chester's Beer (2005)","American Pale Lager",512,12,NA,513,"Cottrell Brewing","Pawcatuck","CT","Chester's Beer (2005) (Cottrell Brewing)"
+"649",649,0.05,NA,129,"Heiner Brau Kölsch","Kölsch",553,12,NA,554,"Covington Brewhouse","Covington","LA","Heiner Brau Kölsch (Covington Brewhouse)"
+"650",650,0.048,NA,716,"Trigger Blonde Ale","American Blonde Ale",515,16,"American Blonde Ale",516,"Crabtree Brewing Company","Greeley","CO","Trigger Blonde Ale (Crabtree Brewing Company)"
+"651",651,0.075,29,659,"Crabtree Oatmeal Stout","Oatmeal Stout",515,16,NA,516,"Crabtree Brewing Company","Greeley","CO","Crabtree Oatmeal Stout (Crabtree Brewing Company)"
+"652",652,0.077,71,556,"Eclipse Black IPA","American Black Ale",515,16,NA,516,"Crabtree Brewing Company","Greeley","CO","Eclipse Black IPA (Crabtree Brewing Company)"
+"653",653,0.06,46,2538,"Neomexicanus Native","American Pale Ale (APA)",63,12,"American Pale Ale (APA)",64,"Crazy Mountain Brewing Company","Edwards","CO","Neomexicanus Native (Crazy Mountain Brewing Company)"
+"654",654,0.075,25,2355,"Old Soul","Belgian Strong Pale Ale",63,12,NA,64,"Crazy Mountain Brewing Company","Edwards","CO","Old Soul (Crazy Mountain Brewing Company)"
+"655",655,0.059,NA,1689,"Snowcat Coffee Stout","American Stout",63,12,NA,64,"Crazy Mountain Brewing Company","Edwards","CO","Snowcat Coffee Stout (Crazy Mountain Brewing Company)"
+"656",656,NA,NA,1163,"WinterWonderGrass Festival Ale","American Amber / Red Ale",63,12,"American Amber / Red Ale",64,"Crazy Mountain Brewing Company","Edwards","CO","WinterWonderGrass Festival Ale (Crazy Mountain Brewing Company)"
+"657",657,NA,NA,940,"Boohai Red Ale","American Amber / Red Ale",63,12,"American Amber / Red Ale",64,"Crazy Mountain Brewing Company","Edwards","CO","Boohai Red Ale (Crazy Mountain Brewing Company)"
+"658",658,0.052,15,685,"Lava Lake Wit","Witbier",63,12,NA,64,"Crazy Mountain Brewing Company","Edwards","CO","Lava Lake Wit (Crazy Mountain Brewing Company)"
+"659",659,0.06,NA,613,"Mountain Livin' Pale Ale","American Pale Ale (APA)",63,12,"American Pale Ale (APA)",64,"Crazy Mountain Brewing Company","Edwards","CO","Mountain Livin' Pale Ale (Crazy Mountain Brewing Company)"
+"660",660,0.052,25,356,"Crazy Mountain Amber Ale","American Amber / Red Ale",63,12,"American Amber / Red Ale",64,"Crazy Mountain Brewing Company","Edwards","CO","Crazy Mountain Amber Ale (Crazy Mountain Brewing Company)"
+"661",661,0.065,65,2029,"Tropicalia","American IPA",247,12,"American IPA",248,"Creature Comforts","Athens","GA","Tropicalia (Creature Comforts)"
+"662",662,0.045,NA,2028,"Athena","Berliner Weissbier",247,12,NA,248,"Creature Comforts","Athens","GA","Athena (Creature Comforts)"
+"663",663,0.049,25,2293,"Aviator Raspberry Blonde","American Blonde Ale",169,12,"American Blonde Ale",170,"Crooked Fence Brewing Company","Garden City","ID","Aviator Raspberry Blonde (Crooked Fence Brewing Company)"
+"664",664,0.055,NA,1105,"3 Picket Porter","American Porter",169,12,NA,170,"Crooked Fence Brewing Company","Garden City","ID","3 Picket Porter (Crooked Fence Brewing Company)"
+"665",665,0.0559999999999999,NA,1104,"Rusty Nail Pale Ale","American Pale Ale (APA)",169,12,"American Pale Ale (APA)",170,"Crooked Fence Brewing Company","Garden City","ID","Rusty Nail Pale Ale (Crooked Fence Brewing Company)"
+"666",666,0.065,NA,2145,"Red Water Irish Style Red","American Amber / Red Ale",212,12,"American Amber / Red Ale",213,"Crow Peak Brewing Company","Spearfish","SD","Red Water Irish Style Red (Crow Peak Brewing Company)"
+"667",667,0.066,NA,1804,"Mjöllnir","Herbed / Spiced Beer",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Mjöllnir (Crow Peak Brewing Company)"
+"668",668,0.055,NA,1602,"Bear Butte Nut Brown Ale","American Brown Ale",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Bear Butte Nut Brown Ale (Crow Peak Brewing Company)"
+"669",669,0.045,NA,1301,"Easy Livin' Summer Ale","American Blonde Ale",212,12,"American Blonde Ale",213,"Crow Peak Brewing Company","Spearfish","SD","Easy Livin' Summer Ale (Crow Peak Brewing Company)"
+"670",670,0.055,NA,542,"Canyon Cream Ale","Cream Ale",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Canyon Cream Ale (Crow Peak Brewing Company)"
+"671",671,0.069,NA,272,"Pile O'Dirt Porter","American Porter",212,12,NA,213,"Crow Peak Brewing Company","Spearfish","SD","Pile O'Dirt Porter (Crow Peak Brewing Company)"
+"672",672,0.06,NA,271,"11th Hour IPA","American IPA",212,12,"American IPA",213,"Crow Peak Brewing Company","Spearfish","SD","11th Hour IPA (Crow Peak Brewing Company)"
+"673",673,0.06,31,1057,"South Ridge Amber Ale","American Amber / Red Ale",472,16,"American Amber / Red Ale",473,"Crystal Springs Brewing Company","Boulder","CO","South Ridge Amber Ale (Crystal Springs Brewing Company)"
+"674",674,0.052,23,681,"Summertime Ale","Kölsch",472,16,NA,473,"Crystal Springs Brewing Company","Boulder","CO","Summertime Ale (Crystal Springs Brewing Company)"
+"675",675,0.049,NA,1789,"Lost River Blonde Ale","American Blonde Ale",315,16,"American Blonde Ale",316,"Cutters Brewing Company","Avon","IN","Lost River Blonde Ale (Cutters Brewing Company)"
+"676",676,0.054,NA,1788,"Monon Wheat","Witbier",315,16,NA,316,"Cutters Brewing Company","Avon","IN","Monon Wheat (Cutters Brewing Company)"
+"677",677,0.08,NA,1787,"Floyd's Folly","Scottish Ale",315,16,NA,316,"Cutters Brewing Company","Avon","IN","Floyd's Folly (Cutters Brewing Company)"
+"678",678,0.063,NA,1786,"Half Court IPA","American IPA",315,16,"American IPA",316,"Cutters Brewing Company","Avon","IN","Half Court IPA (Cutters Brewing Company)"
+"679",679,0.045,NA,1763,"Geary's Pale Ale","English Pale Ale",323,12,NA,324,"D.L. Geary Brewing Company","Portland","ME","Geary's Pale Ale (D.L. Geary Brewing Company)"
+"680",680,0.06,NA,1311,"Geary's Summer Ale","Kölsch",323,12,NA,324,"D.L. Geary Brewing Company","Portland","ME","Geary's Summer Ale (D.L. Geary Brewing Company)"
+"681",681,0.08,NA,2078,"Stone of Arbroath","Scotch Ale / Wee Heavy",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","Stone of Arbroath (DC Brau Brewing Company)"
+"682",682,0.05,15,1809,"The Tradition","American Blonde Ale",227,12,"American Blonde Ale",228,"DC Brau Brewing Company","Washington","DC","The Tradition (DC Brau Brewing Company)"
+"683",683,0.053,11,1263,"El Hefe Speaks","Hefeweizen",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","El Hefe Speaks (DC Brau Brewing Company)"
+"684",684,0.055,NA,1092,"Penn Quarter Porter","American Porter",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","Penn Quarter Porter (DC Brau Brewing Company)"
+"685",685,0.092,115,851,"On the Wings of Armageddon","American Double / Imperial IPA",227,12,"American Double / Imperial IPA",228,"DC Brau Brewing Company","Washington","DC","On the Wings of Armageddon (DC Brau Brewing Company)"
+"686",686,0.065,80,186,"The Corruption","American IPA",227,12,"American IPA",228,"DC Brau Brewing Company","Washington","DC","The Corruption (DC Brau Brewing Company)"
+"687",687,0.07,NA,185,"The Citizen","Belgian Pale Ale",227,12,NA,228,"DC Brau Brewing Company","Washington","DC","The Citizen (DC Brau Brewing Company)"
+"688",688,0.06,NA,184,"The Public","American Pale Ale (APA)",227,12,"American Pale Ale (APA)",228,"DC Brau Brewing Company","Washington","DC","The Public (DC Brau Brewing Company)"
+"689",689,0.065,NA,1224,"Dank IPA","American IPA",451,16,"American IPA",452,"Dad & Dude's Breweria","Aurora","CO","Dank IPA (Dad & Dude's Breweria)"
+"690",690,0.065,NA,964,"Dank IPA (2012)","American IPA",451,16,"American IPA",452,"Dad & Dude's Breweria","Aurora","CO","Dank IPA (2012) (Dad & Dude's Breweria)"
+"691",691,0.072,NA,1623,"Lift Off IPA","American IPA",358,16,"American IPA",359,"Daredevil Brewing Company","Shelbyville","IN","Lift Off IPA (Daredevil Brewing Company)"
+"692",692,0.055,NA,110,"BrewFarm Select Golden Lager","American Pale Lager",554,12,NA,555,"Dave's Brewfarm","Wilson","WI","BrewFarm Select Golden Lager (Dave's Brewfarm)"
+"693",693,0.05,NA,1735,"Sprocket Blonde Ale (2006)","American Blonde Ale",333,12,"American Blonde Ale",334,"David's Ale Works","Diamond Springs","CA","Sprocket Blonde Ale (2006) (David's Ale Works)"
+"694",694,0.05,NA,1734,"Sprocket Pale Ale (2006)","American Pale Ale (APA)",333,12,"American Pale Ale (APA)",334,"David's Ale Works","Diamond Springs","CA","Sprocket Pale Ale (2006) (David's Ale Works)"
+"695",695,0.063,37,1746,"Dead Armadillo Amber Ale","American Amber / Red Ale",330,12,"American Amber / Red Ale",331,"Dead Armadillo Craft Brewing","Tulsa","OK","Dead Armadillo Amber Ale (Dead Armadillo Craft Brewing)"
+"696",696,0.06,NA,2371,"Neato Bandito","Euro Pale Lager",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Neato Bandito (Deep Ellum Brewing Company)"
+"697",697,0.075,33,2251,"Oak Cliff Coffee Ale","American Brown Ale",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Oak Cliff Coffee Ale (Deep Ellum Brewing Company)"
+"698",698,0.085,100,2166,"Dream Crusher Double IPA","American Double / Imperial IPA",127,12,"American Double / Imperial IPA",128,"Deep Ellum Brewing Company","Dallas","TX","Dream Crusher Double IPA (Deep Ellum Brewing Company)"
+"699",699,0.06,NA,1827,"Deep Ellum Pale Ale","American Pale Ale (APA)",127,12,"American Pale Ale (APA)",128,"Deep Ellum Brewing Company","Dallas","TX","Deep Ellum Pale Ale (Deep Ellum Brewing Company)"
+"700",700,0.07,NA,1203,"Double Brown Stout","Baltic Porter",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Double Brown Stout (Deep Ellum Brewing Company)"
+"701",701,0.048,25,1202,"Farmhouse Wit","Saison / Farmhouse Ale",127,16,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Farmhouse Wit (Deep Ellum Brewing Company)"
+"702",702,0.046,NA,1161,"Rye Pils Session Lager","German Pilsener",127,12,NA,128,"Deep Ellum Brewing Company","Dallas","TX","Rye Pils Session Lager (Deep Ellum Brewing Company)"
+"703",703,0.052,23,946,"Dallas Blonde","American Blonde Ale",127,12,"American Blonde Ale",128,"Deep Ellum Brewing Company","Dallas","TX","Dallas Blonde (Deep Ellum Brewing Company)"
+"704",704,0.07,70,943,"Deep Ellum IPA","American IPA",127,12,"American IPA",128,"Deep Ellum Brewing Company","Dallas","TX","Deep Ellum IPA (Deep Ellum Brewing Company)"
+"705",705,0.045,44,1886,"Thrasher Session India Pale Ale","American IPA",283,12,"American IPA",284,"Defiance Brewing Company","Hays","KS","Thrasher Session India Pale Ale (Defiance Brewing Company)"
+"706",706,0.05,16,1885,"Gutch English Style Mild Ale","English Pale Mild Ale",283,12,NA,284,"Defiance Brewing Company","Hays","KS","Gutch English Style Mild Ale (Defiance Brewing Company)"
+"707",707,0.059,55,1213,"Chuli Stout","Irish Dry Stout",453,12,NA,454,"Denali Brewing Company","Talkeetna","AK","Chuli Stout (Denali Brewing Company)"
+"708",708,0.0559999999999999,46,1159,"Mother Ale","American Blonde Ale",453,12,"American Blonde Ale",454,"Denali Brewing Company","Talkeetna","AK","Mother Ale (Denali Brewing Company)"
+"709",709,0.065,71,947,"Twister Creek India Pale Ale","American IPA",453,12,"American IPA",454,"Denali Brewing Company","Talkeetna","AK","Twister Creek India Pale Ale (Denali Brewing Company)"
+"710",710,0.0579999999999999,46,929,"Single Engine Red","Irish Red Ale",453,12,NA,454,"Denali Brewing Company","Talkeetna","AK","Single Engine Red (Denali Brewing Company)"
+"711",711,0.07,NA,1944,"Incredible Pedal IPA","American IPA",263,12,"American IPA",264,"Denver Beer Company","Denver","CO","Incredible Pedal IPA (Denver Beer Company)"
+"712",712,0.05,NA,1943,"Graham Cracker Porter","American Porter",263,12,NA,264,"Denver Beer Company","Denver","CO","Graham Cracker Porter (Denver Beer Company)"
+"713",713,0.05,40,1210,"Mirror Pond Pale Ale","American Pale Ale (APA)",454,12,"American Pale Ale (APA)",455,"Deschutes Brewery","Bend","OR","Mirror Pond Pale Ale (Deschutes Brewery)"
+"714",714,0.052,16,2550,"Weissenheimer","Hefeweizen",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Weissenheimer (Destihl Brewery)"
+"715",715,0.049,22,2505,"Abbey's Single (2015- )","Abbey Single Ale",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Abbey's Single (2015- ) (Destihl Brewery)"
+"716",716,0.063,76,2025,"Vertex IPA","American IPA",57,12,"American IPA",58,"Destihl Brewery","Bloomington","IL","Vertex IPA (Destihl Brewery)"
+"717",717,0.05,12,2021,"Here Gose Nothin'","Gose",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Here Gose Nothin' (Destihl Brewery)"
+"718",718,0.05,NA,2015,"Strawberry Blonde","Fruit / Vegetable Beer",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Strawberry Blonde (Destihl Brewery)"
+"719",719,0.096,85,1888,"Hoperation Overload","American Double / Imperial IPA",57,12,"American Double / Imperial IPA",58,"Destihl Brewery","Bloomington","IL","Hoperation Overload (Destihl Brewery)"
+"720",720,0.049,22,1887,"Abbey's Single Ale (Current)","Abbey Single Ale",57,12,NA,58,"Destihl Brewery","Bloomington","IL","Abbey's Single Ale (Current) (Destihl Brewery)"
+"721",721,0.044,45,2051,"Bravo Four Point","American Pale Ale (APA)",237,12,"American Pale Ale (APA)",238,"Devil's Backbone Brewing Company","Lexington","VA","Bravo Four Point (Devil's Backbone Brewing Company)"
+"722",722,0.052,26,1201,"Striped Bass Pale Ale","American Pale Ale (APA)",237,12,"American Pale Ale (APA)",238,"Devil's Backbone Brewing Company","Lexington","VA","Striped Bass Pale Ale (Devil's Backbone Brewing Company)"
+"723",723,0.054,27,924,"Deadicated Amber","American Amber / Red Ale",491,16,"American Amber / Red Ale",492,"Devil's Canyon Brewery","Belmont","CA","Deadicated Amber (Devil's Canyon Brewery)"
+"724",724,NA,NA,731,"Kaleidoscope Collaboration 2012","American Black Ale",491,16,NA,492,"Devil's Canyon Brewery","Belmont","CA","Kaleidoscope Collaboration 2012 (Devil's Canyon Brewery)"
+"725",725,0.071,85,730,"California Sunshine Rye IPA","American IPA",491,16,"American IPA",492,"Devil's Canyon Brewery","Belmont","CA","California Sunshine Rye IPA (Devil's Canyon Brewery)"
+"726",726,0.074,12,647,"Full Boar Scotch Ale","Scotch Ale / Wee Heavy",491,16,NA,492,"Devil's Canyon Brewery","Belmont","CA","Full Boar Scotch Ale (Devil's Canyon Brewery)"
+"727",727,0.045,NA,1773,"12 Man Pale Ale","American Pale Ale (APA)",319,12,"American Pale Ale (APA)",320,"Dick's Brewing Company","Centralia","WA","12 Man Pale Ale (Dick's Brewing Company)"
+"728",728,0.065,72,1795,"Filthy Hoppin' IPA","American IPA",311,16,"American IPA",312,"Dirty Bucket Brewing Company","Woodinville","WA","Filthy Hoppin' IPA (Dirty Bucket Brewing Company)"
+"729",729,NA,NA,944,"Dock Street Amber Beer (1992)","American Amber / Red Ale",488,12,"American Amber / Red Ale",489,"Dock Street Brewery","Philadelphia","PA","Dock Street Amber Beer (1992) (Dock Street Brewery)"
+"730",730,NA,NA,524,"Dolores River Hefeweizen","Hefeweizen",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River Hefeweizen (Dolores River Brewery)"
+"731",731,NA,NA,450,"Dolores River ESB","Extra Special / Strong Bitter (ESB)",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River ESB (Dolores River Brewery)"
+"732",732,NA,NA,449,"Snaggletooth Double Pale Ale","American Double / Imperial IPA",531,16,"American Double / Imperial IPA",532,"Dolores River Brewery","Dolores","CO","Snaggletooth Double Pale Ale (Dolores River Brewery)"
+"733",733,NA,NA,448,"Dolores River Pale Ale","American Pale Ale (APA)",531,16,"American Pale Ale (APA)",532,"Dolores River Brewery","Dolores","CO","Dolores River Pale Ale (Dolores River Brewery)"
+"734",734,NA,NA,447,"Dolores River Dry Stout","Irish Dry Stout",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River Dry Stout (Dolores River Brewery)"
+"735",735,NA,NA,446,"Dolores River Mild","English Dark Mild Ale",531,16,NA,532,"Dolores River Brewery","Dolores","CO","Dolores River Mild (Dolores River Brewery)"
+"736",736,0.049,NA,1246,"Cranberry Blend","Cider",446,12,NA,447,"Downeast Cider House","Leominster","MA","Cranberry Blend (Downeast Cider House)"
+"737",737,0.051,NA,977,"Orignal Blend","Cider",446,12,NA,447,"Downeast Cider House","Leominster","MA","Orignal Blend (Downeast Cider House)"
+"738",738,0.066,100,881,"Hop Abomination","American IPA",496,12,"American IPA",497,"Dry Dock Brewing Company","Aurora","CO","Hop Abomination (Dry Dock Brewing Company)"
+"739",739,0.051,17,880,"Apricot Blonde","Fruit / Vegetable Beer",496,12,NA,497,"Dry Dock Brewing Company","Aurora","CO","Apricot Blonde (Dry Dock Brewing Company)"
+"740",740,0.043,12,872,"Dry Dock Hefeweizen","Hefeweizen",496,12,NA,497,"Dry Dock Brewing Company","Aurora","CO","Dry Dock Hefeweizen (Dry Dock Brewing Company)"
+"741",741,0.0579999999999999,49,871,"Dry Dock Amber Ale","American Amber / Red Ale",496,12,"American Amber / Red Ale",497,"Dry Dock Brewing Company","Aurora","CO","Dry Dock Amber Ale (Dry Dock Brewing Company)"
+"742",742,0.061,64,1685,"Category 3 IPA","American IPA",340,12,"American IPA",341,"Due South Brewing Company","Boynton Beach","FL","Category 3 IPA (Due South Brewing Company)"
+"743",743,0.045,18,457,"Dundee Summer Wheat Beer","American Pale Wheat Ale",538,12,"American Pale Wheat Ale",539,"Dundee Brewing Company","Rochester","NY","Dundee Summer Wheat Beer (Dundee Brewing Company)"
+"744",744,0.05,NA,1590,"Pumpkin Patch Ale","Pumpkin Ale",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Pumpkin Patch Ale (Eddyline Brewery & Restaurant)"
+"745",745,0.078,74,1382,"Crank Yanker IPA","American IPA",369,16,"American IPA",370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Crank Yanker IPA (Eddyline Brewery & Restaurant)"
+"746",746,0.06,NA,1110,"River Runners Pale Ale","American Pale Ale (APA)",369,16,"American Pale Ale (APA)",370,"Eddyline Brewery & Restaurant","Buena Vista","CO","River Runners Pale Ale (Eddyline Brewery & Restaurant)"
+"747",747,0.05,NA,1014,"Pumpkin Patch Ale (2012)","Pumpkin Ale",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Pumpkin Patch Ale (2012) (Eddyline Brewery & Restaurant)"
+"748",748,0.055,NA,911,"Mountain Fairy Raspberry Wheat","Fruit / Vegetable Beer",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Mountain Fairy Raspberry Wheat (Eddyline Brewery & Restaurant)"
+"749",749,0.045,NA,680,"Boater Beer","German Pilsener",369,16,NA,370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Boater Beer (Eddyline Brewery & Restaurant)"
+"750",750,0.078,74,395,"Crank Yanker IPA (2011)","American IPA",369,16,"American IPA",370,"Eddyline Brewery & Restaurant","Buena Vista","CO","Crank Yanker IPA (2011) (Eddyline Brewery & Restaurant)"
+"751",751,0.057,NA,1642,"Bleeding Buckeye Red Ale","Extra Special / Strong Bitter (ESB)",352,16,NA,353,"Elevator Brewing Company","Columbus","OH","Bleeding Buckeye Red Ale (Elevator Brewing Company)"
+"752",752,0.049,25,673,"Dottie Seattle Lager","American Amber / Red Lager",516,16,NA,517,"Emerald City Beer Company","Seattle","WA","Dottie Seattle Lager (Emerald City Beer Company)"
+"753",753,0.07,NA,1107,"Nut Sack Imperial Brown Ale","American Brown Ale",465,12,NA,466,"Engine 15 Brewing","Jacksonville Beach","FL","Nut Sack Imperial Brown Ale (Engine 15 Brewing)"
+"754",754,0.05,NA,1039,"Underachiever","American Adjunct Lager",473,16,NA,474,"Engine House 9","Tacoma","WA","Underachiever (Engine House 9)"
+"755",755,0.052,NA,2477,"Lil' Brainless Raspberries","Fruit / Vegetable Beer",81,12,NA,82,"Epic Brewing","Denver","CO","Lil' Brainless Raspberries (Epic Brewing)"
+"756",756,0.052,NA,2008,"Element 29","American Pale Ale (APA)",81,12,"American Pale Ale (APA)",82,"Epic Brewing","Denver","CO","Element 29 (Epic Brewing)"
+"757",757,0.05,NA,2004,"Hop Syndrome","American Pale Lager",81,12,NA,82,"Epic Brewing","Denver","CO","Hop Syndrome (Epic Brewing)"
+"758",758,0.062,NA,2003,"Escape to Colorado","American IPA",81,12,"American IPA",82,"Epic Brewing","Denver","CO","Escape to Colorado (Epic Brewing)"
+"759",759,0.043,60,2292,"Little Sister India Style Session Ale","American IPA",170,12,"American IPA",171,"Everybody's Brewing","White Salmon","WA","Little Sister India Style Session Ale (Everybody's Brewing)"
+"760",760,0.062,80,1504,"Country Boy IPA","American IPA",170,12,"American IPA",171,"Everybody's Brewing","White Salmon","WA","Country Boy IPA (Everybody's Brewing)"
+"761",761,0.049,23,2604,"Blonde Czich","American Blonde Ale",26,16,"American Blonde Ale",27,"Evil Czech Brewery","Mishawaka","IN","Blonde Czich (Evil Czech Brewery)"
+"762",762,0.07,61,2432,"White Reaper","Belgian IPA",26,16,NA,27,"Evil Czech Brewery","Mishawaka","IN","White Reaper (Evil Czech Brewery)"
+"763",763,0.051,NA,2431,"Bobblehead","American Pale Wheat Ale",26,16,"American Pale Wheat Ale",27,"Evil Czech Brewery","Mishawaka","IN","Bobblehead (Evil Czech Brewery)"
+"764",764,0.052,NA,2430,"Lucky Dog","American Pale Ale (APA)",26,16,"American Pale Ale (APA)",27,"Evil Czech Brewery","Mishawaka","IN","Lucky Dog (Evil Czech Brewery)"
+"765",765,0.048,NA,2429,"Voodoo","American Porter",26,16,NA,27,"Evil Czech Brewery","Mishawaka","IN","Voodoo (Evil Czech Brewery)"
+"766",766,0.054,48,1967,"General George Patton Pilsner","Czech Pilsener",26,16,NA,27,"Evil Czech Brewery","Mishawaka","IN","General George Patton Pilsner (Evil Czech Brewery)"
+"767",767,0.04,NA,2283,"Nomader Weiss","Berliner Weissbier",173,12,NA,174,"Evil Twin Brewing","Brooklyn","NY","Nomader Weiss (Evil Twin Brewing)"
+"768",768,0.085,NA,2248,"Molotov Lite","American Double / Imperial IPA",173,16,"American Double / Imperial IPA",174,"Evil Twin Brewing","Brooklyn","NY","Molotov Lite (Evil Twin Brewing)"
+"769",769,0.055,NA,1287,"Hipster Ale (Two Roads Brewing)","American Pale Ale (APA)",173,12,"American Pale Ale (APA)",174,"Evil Twin Brewing","Brooklyn","NY","Hipster Ale (Two Roads Brewing) (Evil Twin Brewing)"
+"770",770,0.027,NA,1286,"Bikini Beer","American IPA",173,12,"American IPA",174,"Evil Twin Brewing","Brooklyn","NY","Bikini Beer (Evil Twin Brewing)"
+"771",771,0.055,NA,640,"Hipster Ale (Westbrook Brewing)","American Pale Ale (APA)",173,12,"American Pale Ale (APA)",174,"Evil Twin Brewing","Brooklyn","NY","Hipster Ale (Westbrook Brewing) (Evil Twin Brewing)"
+"772",772,0.05,32,1722,"Iron Horse Pale Ale","American Pale Ale (APA)",335,12,"American Pale Ale (APA)",336,"Fargo Brewing Company","Fargo","ND","Iron Horse Pale Ale (Fargo Brewing Company)"
+"773",773,0.045,19,1435,"Stone's Throw IPA","Scottish Ale",335,12,NA,336,"Fargo Brewing Company","Fargo","ND","Stone's Throw IPA (Fargo Brewing Company)"
+"774",774,0.067,70,1434,"Wood Chipper India Pale Ale","American IPA",335,12,"American IPA",336,"Fargo Brewing Company","Fargo","ND","Wood Chipper India Pale Ale (Fargo Brewing Company)"
+"775",775,0.063,55,2089,"Trail Head","American Pale Ale (APA)",224,12,"American Pale Ale (APA)",225,"Fat Head's Brewery","Middleburg Heights","OH","Trail Head (Fat Head's Brewery)"
+"776",776,0.07,80,2088,"Hop Stalker Fresh Hop IPA","American IPA",224,16,"American IPA",225,"Fat Head's Brewery","Middleburg Heights","OH","Hop Stalker Fresh Hop IPA (Fat Head's Brewery)"
+"777",777,0.07,58,1455,"Sudice American Stout","American Stout",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Sudice American Stout (Fate Brewing Company)"
+"778",778,0.05,20,1454,"Parcae Belgian Style Pale Ale","Belgian Pale Ale",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Parcae Belgian Style Pale Ale (Fate Brewing Company)"
+"779",779,0.05,20,1453,"Norns Roggenbier","Roggenbier",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Norns Roggenbier (Fate Brewing Company)"
+"780",780,0.05,20,1452,"Laimas Kölsch Style Ale","Kölsch",405,16,NA,406,"Fate Brewing Company","Boulder","CO","Laimas Kölsch Style Ale (Fate Brewing Company)"
+"781",781,0.07,70,1451,"Moirai India Pale Ale","American IPA",405,16,"American IPA",406,"Fate Brewing Company","Boulder","CO","Moirai India Pale Ale (Fate Brewing Company)"
+"782",782,0.075,53,2191,"Loki Red Ale","American Amber / Red Ale",201,16,"American Amber / Red Ale",202,"Fearless Brewing Company","Estacada","OR","Loki Red Ale (Fearless Brewing Company)"
+"783",783,0.046,NA,1731,"Peaches & Cream","Fruit / Vegetable Beer",201,16,NA,202,"Fearless Brewing Company","Estacada","OR","Peaches & Cream (Fearless Brewing Company)"
+"784",784,0.051,NA,1022,"Quaff India Style Session Ale","American IPA",201,16,"American IPA",202,"Fearless Brewing Company","Estacada","OR","Quaff India Style Session Ale (Fearless Brewing Company)"
+"785",785,0.075,53,895,"Loki Red Ale (2013)","American Amber / Red Ale",201,16,"American Amber / Red Ale",202,"Fearless Brewing Company","Estacada","OR","Loki Red Ale (2013) (Fearless Brewing Company)"
+"786",786,0.069,NA,682,"Mjolnir Imperial IPA","American Double / Imperial IPA",201,16,"American Double / Imperial IPA",202,"Fearless Brewing Company","Estacada","OR","Mjolnir Imperial IPA (Fearless Brewing Company)"
+"787",787,0.05,NA,112,"Fearless Scottish Ale","Scottish Ale",201,16,NA,202,"Fearless Brewing Company","Estacada","OR","Fearless Scottish Ale (Fearless Brewing Company)"
+"788",788,0.081,NA,2289,"Mastermind","American Double / Imperial IPA",172,12,"American Double / Imperial IPA",173,"Fiddlehead Brewing Company","Shelburne","VT","Mastermind (Fiddlehead Brewing Company)"
+"789",789,0.0819999999999999,NA,2027,"Hyzer Flip","American Double / Imperial IPA",172,16,"American Double / Imperial IPA",173,"Fiddlehead Brewing Company","Shelburne","VT","Hyzer Flip (Fiddlehead Brewing Company)"
+"790",790,0.0819999999999999,80,1929,"Second Fiddle","American Double / Imperial IPA",172,16,"American Double / Imperial IPA",173,"Fiddlehead Brewing Company","Shelburne","VT","Second Fiddle (Fiddlehead Brewing Company)"
+"791",791,0.055,30,1858,"Hodad Porter","American Porter",172,16,NA,173,"Fiddlehead Brewing Company","Shelburne","VT","Hodad Porter (Fiddlehead Brewing Company)"
+"792",792,0.045,NA,2591,"Weiss Weiss Baby","Kristalweizen",36,12,NA,37,"Figueroa Mountain Brewing Company","Buellton","CA","Weiss Weiss Baby (Figueroa Mountain Brewing Company)"
+"793",793,0.055,45,2590,"Czech Yo Self","Czech Pilsener",36,12,NA,37,"Figueroa Mountain Brewing Company","Buellton","CA","Czech Yo Self (Figueroa Mountain Brewing Company)"
+"794",794,0.048,20,1968,"FMB 101","Kölsch",36,12,NA,37,"Figueroa Mountain Brewing Company","Buellton","CA","FMB 101 (Figueroa Mountain Brewing Company)"
+"795",795,0.09,NA,1981,"Hardcore Chimera","American Double / Imperial IPA",256,16,"American Double / Imperial IPA",257,"Finch's Beer Company","Chicago","IL","Hardcore Chimera (Finch's Beer Company)"
+"796",796,0.08,80,1664,"Sobek & Set","American Black Ale",256,16,NA,257,"Finch's Beer Company","Chicago","IL","Sobek & Set (Finch's Beer Company)"
+"797",797,0.086,NA,1663,"Nuclear Winter","Belgian Strong Dark Ale",256,16,NA,257,"Finch's Beer Company","Chicago","IL","Nuclear Winter (Finch's Beer Company)"
+"798",798,0.05,22,1662,"Wet Hot American Wheat Ale","American Pale Wheat Ale",256,16,"American Pale Wheat Ale",257,"Finch's Beer Company","Chicago","IL","Wet Hot American Wheat Ale (Finch's Beer Company)"
+"799",799,0.053,NA,941,"Secret Stache Stout","American Stout",256,16,NA,257,"Finch's Beer Company","Chicago","IL","Secret Stache Stout (Finch's Beer Company)"
+"800",800,0.08,72,935,"Fascist Pig Ale","American Amber / Red Ale",256,16,"American Amber / Red Ale",257,"Finch's Beer Company","Chicago","IL","Fascist Pig Ale (Finch's Beer Company)"
+"801",801,0.055,NA,809,"Cut Throat Pale Ale","American Pale Ale (APA)",256,16,"American Pale Ale (APA)",257,"Finch's Beer Company","Chicago","IL","Cut Throat Pale Ale (Finch's Beer Company)"
+"802",802,0.075,NA,481,"Threadless IPA","American IPA",256,16,"American IPA",257,"Finch's Beer Company","Chicago","IL","Threadless IPA (Finch's Beer Company)"
+"803",803,0.055,NA,351,"Cut Throat Pale Ale (2011)","American Pale Ale (APA)",256,16,"American Pale Ale (APA)",257,"Finch's Beer Company","Chicago","IL","Cut Throat Pale Ale (2011) (Finch's Beer Company)"
+"804",804,0.047,NA,350,"Golden Wing Blonde Ale","American Blonde Ale",256,16,"American Blonde Ale",257,"Finch's Beer Company","Chicago","IL","Golden Wing Blonde Ale (Finch's Beer Company)"
+"805",805,0.045,47,2569,"Easy Jack","American IPA",48,12,"American IPA",49,"Firestone Walker Brewing Company","Paso Robles","CA","Easy Jack (Firestone Walker Brewing Company)"
+"806",806,0.075,75,2463,"Union Jack","American IPA",48,12,"American IPA",49,"Firestone Walker Brewing Company","Paso Robles","CA","Union Jack (Firestone Walker Brewing Company)"
+"807",807,0.053,NA,2462,"Pivo Pils","German Pilsener",48,12,NA,49,"Firestone Walker Brewing Company","Paso Robles","CA","Pivo Pils (Firestone Walker Brewing Company)"
+"808",808,0.047,NA,1957,"805 Blonde Ale","American Blonde Ale",48,12,"American Blonde Ale",49,"Firestone Walker Brewing Company","Paso Robles","CA","805 Blonde Ale (Firestone Walker Brewing Company)"
+"809",809,0.047,20,1733,"805","American Blonde Ale",48,12,"American Blonde Ale",49,"Firestone Walker Brewing Company","Paso Robles","CA","805 (Firestone Walker Brewing Company)"
+"810",810,0.065,NA,2624,"Deflator","Doppelbock",16,16,NA,17,"Flat 12 Bierwerks","Indianapolis","IN","Deflator (Flat 12 Bierwerks)"
+"811",811,0.05,27,2284,"Hinchtown Hammer Down","American Blonde Ale",16,16,"American Blonde Ale",17,"Flat 12 Bierwerks","Indianapolis","IN","Hinchtown Hammer Down (Flat 12 Bierwerks)"
+"812",812,0.06,104,1610,"Half Cycle IPA","American IPA",16,16,"American IPA",17,"Flat 12 Bierwerks","Indianapolis","IN","Half Cycle IPA (Flat 12 Bierwerks)"
+"813",813,NA,NA,520,"Inclined Plane Ale","American IPA",532,12,"American IPA",533,"Flat Rock Brewing Company","Smithton","PA","Inclined Plane Ale (Flat Rock Brewing Company)"
+"814",814,0.055,NA,2554,"Moped Traveler","American Pale Ale (APA)",54,16,"American Pale Ale (APA)",55,"Flesk Brewing Company","Lombard","IL","Moped Traveler (Flesk Brewing Company)"
+"815",815,0.071,60,608,"Snake Dog IPA","American IPA",521,12,"American IPA",522,"Flying Dog Brewery","Frederick","MD","Snake Dog IPA (Flying Dog Brewery)"
+"816",816,0.047,28,607,"Underdog Atlantic Lager","American Pale Lager",521,12,NA,522,"Flying Dog Brewery","Frederick","MD","Underdog Atlantic Lager (Flying Dog Brewery)"
+"817",817,0.04,NA,2567,"Flying Mouse 8","American Porter",50,12,NA,51,"Flying Mouse Brewery","Troutville","VA","Flying Mouse 8 (Flying Mouse Brewery)"
+"818",818,0.07,70,2566,"Flying Mouse 4","American IPA",50,12,"American IPA",51,"Flying Mouse Brewery","Troutville","VA","Flying Mouse 4 (Flying Mouse Brewery)"
+"819",819,0.078,NA,1899,"La Ferme Urbaine Farmhouse Ale","Saison / Farmhouse Ale",279,12,NA,280,"Foolproof Brewing Company","Pawtucket","RI","La Ferme Urbaine Farmhouse Ale (Foolproof Brewing Company)"
+"820",820,0.06,NA,983,"Backyahd IPA","American IPA",279,12,"American IPA",280,"Foolproof Brewing Company","Pawtucket","RI","Backyahd IPA (Foolproof Brewing Company)"
+"821",821,0.065,NA,982,"Raincloud Robust Porter","American Porter",279,12,NA,280,"Foolproof Brewing Company","Pawtucket","RI","Raincloud Robust Porter (Foolproof Brewing Company)"
+"822",822,0.045,NA,981,"Barstool American Golden Ale","American Blonde Ale",279,12,"American Blonde Ale",280,"Foolproof Brewing Company","Pawtucket","RI","Barstool American Golden Ale (Foolproof Brewing Company)"
+"823",823,0.05,18,2111,"What the Butler Saw","Witbier",217,12,NA,218,"Forgotten Boardwalk","Cherry Hill","NJ","What the Butler Saw (Forgotten Boardwalk)"
+"824",824,0.069,65,2110,"1916 Shore Shiver","American IPA",217,12,"American IPA",218,"Forgotten Boardwalk","Cherry Hill","NJ","1916 Shore Shiver (Forgotten Boardwalk)"
+"825",825,0.052,NA,2172,"Quick WIT","Belgian Pale Ale",206,12,NA,207,"Fort George Brewery","Astoria","OR","Quick WIT (Fort George Brewery)"
+"826",826,0.062,NA,2171,"The Optimist","American IPA",206,12,"American IPA",207,"Fort George Brewery","Astoria","OR","The Optimist (Fort George Brewery)"
+"827",827,0.045,NA,1911,"Suicide Squeeze IPA","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","Suicide Squeeze IPA (Fort George Brewery)"
+"828",828,0.065,NA,1803,"Java the Hop","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","Java the Hop (Fort George Brewery)"
+"829",829,0.062,NA,1566,"Next Adventure Black IPA","American Black Ale",206,16,NA,207,"Fort George Brewery","Astoria","OR","Next Adventure Black IPA (Fort George Brewery)"
+"830",830,0.067,NA,1515,"3-Way IPA (2013)","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","3-Way IPA (2013) (Fort George Brewery)"
+"831",831,0.0579999999999999,NA,1214,"Tender Loving Empire NWPA","American Pale Ale (APA)",206,16,"American Pale Ale (APA)",207,"Fort George Brewery","Astoria","OR","Tender Loving Empire NWPA (Fort George Brewery)"
+"832",832,0.052,NA,674,"Quick Wit Belgianesque Ale","Witbier",206,16,NA,207,"Fort George Brewery","Astoria","OR","Quick Wit Belgianesque Ale (Fort George Brewery)"
+"833",833,0.055,NA,562,"Sunrise Oatmeal Pale Ale","American Pale Ale (APA)",206,16,"American Pale Ale (APA)",207,"Fort George Brewery","Astoria","OR","Sunrise Oatmeal Pale Ale (Fort George Brewery)"
+"834",834,0.088,NA,552,"Cavatica Stout","American Double / Imperial Stout",206,16,NA,207,"Fort George Brewery","Astoria","OR","Cavatica Stout (Fort George Brewery)"
+"835",835,0.051,NA,319,"1811 Lager","American Amber / Red Lager",206,16,NA,207,"Fort George Brewery","Astoria","OR","1811 Lager (Fort George Brewery)"
+"836",836,0.074,97,318,"Vortex IPA","American IPA",206,16,"American IPA",207,"Fort George Brewery","Astoria","OR","Vortex IPA (Fort George Brewery)"
+"837",837,NA,NA,2322,"Fort Pitt Ale","American Amber / Red Ale",151,12,"American Amber / Red Ale",152,"Fort Pitt Brewing Company","Latrobe","PA","Fort Pitt Ale (Fort Pitt Brewing Company)"
+"838",838,0.047,19,2661,"Park","American Pale Wheat Ale",4,12,"American Pale Wheat Ale",5,"Fort Point Beer Company","San Francisco","CA","Park (Fort Point Beer Company)"
+"839",839,0.0559999999999999,16,2660,"Westfalia","American Amber / Red Ale",4,12,"American Amber / Red Ale",5,"Fort Point Beer Company","San Francisco","CA","Westfalia (Fort Point Beer Company)"
+"840",840,0.046,17,2659,"KSA","Kölsch",4,12,NA,5,"Fort Point Beer Company","San Francisco","CA","KSA (Fort Point Beer Company)"
+"841",841,0.063,42,2658,"Villager","American IPA",4,12,"American IPA",5,"Fort Point Beer Company","San Francisco","CA","Villager (Fort Point Beer Company)"
+"842",842,0.085,50,2625,"Dirty Bastard","Scotch Ale / Wee Heavy",15,12,NA,16,"Founders Brewing Company","Grand Rapids","MI","Dirty Bastard (Founders Brewing Company)"
+"843",843,0.072,65,1565,"Centennial IPA","American IPA",15,12,"American IPA",16,"Founders Brewing Company","Grand Rapids","MI","Centennial IPA (Founders Brewing Company)"
+"844",844,0.047,42,1223,"All Day IPA","American IPA",15,12,"American IPA",16,"Founders Brewing Company","Grand Rapids","MI","All Day IPA (Founders Brewing Company)"
+"845",845,0.076,73,1874,"El Chingon IPA","American IPA",287,12,"American IPA",288,"Four Corners Brewing Company","Dallas","TX","El Chingon IPA (Four Corners Brewing Company)"
+"846",846,0.057,40,1873,"Block Party Robust Porter","American Porter",287,12,NA,288,"Four Corners Brewing Company","Dallas","TX","Block Party Robust Porter (Four Corners Brewing Company)"
+"847",847,0.052,20,1872,"Local Buzz","American Blonde Ale",287,12,"American Blonde Ale",288,"Four Corners Brewing Company","Dallas","TX","Local Buzz (Four Corners Brewing Company)"
+"848",848,0.055,NA,2613,"Feel Like Maplin' Love","Oatmeal Stout",22,16,NA,23,"Four Fathers Brewing","Valparaiso","IN","Feel Like Maplin' Love (Four Fathers Brewing)"
+"849",849,0.05,NA,2612,"Father's Beer","Belgian Pale Ale",22,16,NA,23,"Four Fathers Brewing","Valparaiso","IN","Father's Beer (Four Fathers Brewing)"
+"850",850,0.06,NA,2611,"The 26th","American IPA",22,16,"American IPA",23,"Four Fathers Brewing","Valparaiso","IN","The 26th (Four Fathers Brewing)"
+"851",851,0.064,90,2610,"The Gadget","American IPA",22,16,"American IPA",23,"Four Fathers Brewing","Valparaiso","IN","The Gadget (Four Fathers Brewing)"
+"852",852,0.04,NA,1657,"Leprechaun Lager","American Pale Lager",348,12,NA,349,"Four Horsemen Brewing Company","South Bend","IN","Leprechaun Lager (Four Horsemen Brewing Company)"
+"853",853,0.052,17,2309,"Sunbru Kölsch","Kölsch",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Sunbru Kölsch (Four Peaks Brewing Company)"
+"854",854,0.06,21,1635,"Kilt Lifter Scottish-Style Ale",NA,160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Kilt Lifter Scottish-Style Ale (Four Peaks Brewing Company)"
+"855",855,0.051,NA,1616,"Pumpkin Porter","American Porter",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Pumpkin Porter (Four Peaks Brewing Company)"
+"856",856,0.042,9,1585,"Four Peaks Peach Ale","Fruit / Vegetable Beer",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Four Peaks Peach Ale (Four Peaks Brewing Company)"
+"857",857,0.067,47,358,"Hop Knot IPA","American IPA",160,12,"American IPA",161,"Four Peaks Brewing Company","Tempe","AZ","Hop Knot IPA (Four Peaks Brewing Company)"
+"858",858,0.06,21,179,"Kilt Lifter Scottish-Style Ale (2009)","Scottish Ale",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Kilt Lifter Scottish-Style Ale (2009) (Four Peaks Brewing Company)"
+"859",859,0.052,NA,178,"Sunbru Kölsch","Kölsch",160,12,NA,161,"Four Peaks Brewing Company","Tempe","AZ","Sunbru Kölsch (Four Peaks Brewing Company)"
+"860",860,0.06,NA,2428,"Four String Vanilla Porter","American Porter",105,12,NA,106,"Four String Brewing Company","Columbus","OH","Four String Vanilla Porter (Four String Brewing Company)"
+"861",861,0.05,28,2427,"Suncaster Summer Wheat","American Pale Wheat Ale",105,12,"American Pale Wheat Ale",106,"Four String Brewing Company","Columbus","OH","Suncaster Summer Wheat (Four String Brewing Company)"
+"862",862,0.057,36,2425,"Brass Knuckle Pale Ale","American Pale Ale (APA)",105,12,"American Pale Ale (APA)",106,"Four String Brewing Company","Columbus","OH","Brass Knuckle Pale Ale (Four String Brewing Company)"
+"863",863,0.07,70,2424,"Big Star White IPA","American White IPA",105,12,NA,106,"Four String Brewing Company","Columbus","OH","Big Star White IPA (Four String Brewing Company)"
+"864",864,0.0559999999999999,NA,1998,"Old Detroit","American Amber / Red Ale",253,12,"American Amber / Red Ale",254,"Frankenmuth Brewery","Frankenmuth","MI","Old Detroit (Frankenmuth Brewery)"
+"865",865,0.069,69,1556,"Batch 69 IPA","American IPA",253,12,"American IPA",254,"Frankenmuth Brewery","Frankenmuth","MI","Batch 69 IPA (Frankenmuth Brewery)"
+"866",866,0.055,18,1208,"Twisted Helles Summer Lager","Munich Helles Lager",253,12,NA,254,"Frankenmuth Brewery","Frankenmuth","MI","Twisted Helles Summer Lager (Frankenmuth Brewery)"
+"867",867,0.053,27,2527,"OktoberFiesta",NA,66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","OktoberFiesta (Freetail Brewing Company)"
+"868",868,0.065,33,2526,"Texicali","American Brown Ale",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Texicali (Freetail Brewing Company)"
+"869",869,0.06,NA,2525,"Pinata Protest","Witbier",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Pinata Protest (Freetail Brewing Company)"
+"870",870,0.042,20,2524,"Bat Outta Helles","Munich Helles Lager",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Bat Outta Helles (Freetail Brewing Company)"
+"871",871,0.068,NA,2523,"Original","American Amber / Red Ale",66,12,"American Amber / Red Ale",67,"Freetail Brewing Company","San Antonio","TX","Original (Freetail Brewing Company)"
+"872",872,0.042,10,2522,"Rye Wit","Witbier",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Rye Wit (Freetail Brewing Company)"
+"873",873,0.059,70,2521,"Soul Doubt","American IPA",66,12,"American IPA",67,"Freetail Brewing Company","San Antonio","TX","Soul Doubt (Freetail Brewing Company)"
+"874",874,0.044,5,2520,"Yo Soy Un Berliner","Berliner Weissbier",66,12,NA,67,"Freetail Brewing Company","San Antonio","TX","Yo Soy Un Berliner (Freetail Brewing Company)"
+"875",875,0.04,NA,1174,"77 Fremont Select Spring Session IPA","American IPA",460,12,"American IPA",461,"Fremont Brewing Company","Seattle","WA","77 Fremont Select Spring Session IPA (Fremont Brewing Company)"
+"876",876,0.045,NA,1116,"Fremont Organic Pale Ale","American Pale Ale (APA)",460,12,"American Pale Ale (APA)",461,"Fremont Brewing Company","Seattle","WA","Fremont Organic Pale Ale (Fremont Brewing Company)"
+"877",877,0.08,NA,994,"Abominable Ale","English Strong Ale",460,12,NA,461,"Fremont Brewing Company","Seattle","WA","Abominable Ale (Fremont Brewing Company)"
+"878",878,0.065,35,901,"Harvest Ale","Saison / Farmhouse Ale",460,12,NA,461,"Fremont Brewing Company","Seattle","WA","Harvest Ale (Fremont Brewing Company)"
+"879",879,0.065,45,875,"Fremont Summer Ale","American Pale Ale (APA)",460,12,"American Pale Ale (APA)",461,"Fremont Brewing Company","Seattle","WA","Fremont Summer Ale (Fremont Brewing Company)"
+"880",880,0.0559999999999999,30,858,"Universale Pale Ale","American Pale Ale (APA)",460,12,"American Pale Ale (APA)",461,"Fremont Brewing Company","Seattle","WA","Universale Pale Ale (Fremont Brewing Company)"
+"881",881,0.065,80,857,"Interurban IPA","American IPA",460,12,"American IPA",461,"Fremont Brewing Company","Seattle","WA","Interurban IPA (Fremont Brewing Company)"
+"882",882,0.053,32,1300,"Gateway Kolsch Style Ale","Kölsch",433,12,NA,434,"French Broad Brewery","Asheville","NC","Gateway Kolsch Style Ale (French Broad Brewery)"
+"883",883,0.07,24,1260,"Wee-Heavy-Er Scotch Ale","Scotch Ale / Wee Heavy",433,12,NA,434,"French Broad Brewery","Asheville","NC","Wee-Heavy-Er Scotch Ale (French Broad Brewery)"
+"884",884,0.052,42,1259,"13 Rebels ESB","Extra Special / Strong Bitter (ESB)",433,12,NA,434,"French Broad Brewery","Asheville","NC","13 Rebels ESB (French Broad Brewery)"
+"885",885,0.07,73,2254,"Salamander Slam","American IPA",180,16,"American IPA",181,"Frog Level Brewing Company","Waynesville","NC","Salamander Slam (Frog Level Brewing Company)"
+"886",886,0.05,NA,1658,"Cack-A-Lacky","American Pale Ale (APA)",347,12,"American Pale Ale (APA)",348,"Fullsteam Brewery","Durham","NC","Cack-A-Lacky (Fullsteam Brewery)"
+"887",887,0.072,50,2077,"No Wake IPA","American IPA",228,12,"American IPA",229,"Geneva Lake Brewing Company","Lake Geneva","WI","No Wake IPA (Geneva Lake Brewing Company)"
+"888",888,0.049,15,2076,"Boathouse Blonde","American Blonde Ale",228,12,"American Blonde Ale",229,"Geneva Lake Brewing Company","Lake Geneva","WI","Boathouse Blonde (Geneva Lake Brewing Company)"
+"889",889,0.05,26,2075,"Cedar Point","American Amber / Red Ale",228,12,"American Amber / Red Ale",229,"Geneva Lake Brewing Company","Lake Geneva","WI","Cedar Point (Geneva Lake Brewing Company)"
+"890",890,0.067,70,2426,"Clean Shave IPA","American IPA",106,12,"American IPA",107,"Glabrous Brewing Company","Pineland","ME","Clean Shave IPA (Glabrous Brewing Company)"
+"891",891,0.072,75,2045,"Might As Well IPL","American Pale Lager",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Might As Well IPL (Golden Road Brewing)"
+"892",892,0.0579999999999999,35,1960,"Saison Pamplemousse","Saison / Farmhouse Ale",240,12,NA,241,"Golden Road Brewing","Los Angeles","CA","Saison Pamplemousse (Golden Road Brewing)"
+"893",893,0.074,74,1777,"2020 IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","2020 IPA (Golden Road Brewing)"
+"894",894,0.08,70,1698,"Wolf Among Weeds IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Wolf Among Weeds IPA (Golden Road Brewing)"
+"895",895,0.094,92,1641,"Better Weather IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Better Weather IPA (Golden Road Brewing)"
+"896",896,0.059,60,1490,"Point the Way IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Point the Way IPA (Golden Road Brewing)"
+"897",897,0.046,15,1489,"Golden Road Hefeweizen","Hefeweizen",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Golden Road Hefeweizen (Golden Road Brewing)"
+"898",898,0.068,65,1399,"Heal the Bay IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Heal the Bay IPA (Golden Road Brewing)"
+"899",899,0.059,60,1296,"Point the Way IPA","American IPA",240,12,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Point the Way IPA (Golden Road Brewing)"
+"900",900,0.05,NA,1034,"Cabrillo Kölsch","Kölsch",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Cabrillo Kölsch (Golden Road Brewing)"
+"901",901,0.055,20,991,"Get Up Offa That Brown","American Brown Ale",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Get Up Offa That Brown (Golden Road Brewing)"
+"902",902,0.08,70,750,"Burning Bush Smoked IPA","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Burning Bush Smoked IPA (Golden Road Brewing)"
+"903",903,0.08,70,749,"Wolf Among Weeds IPA (2012)","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Wolf Among Weeds IPA (2012) (Golden Road Brewing)"
+"904",904,0.059,60,549,"Point the Way IPA (2012)","American IPA",240,16,"American IPA",241,"Golden Road Brewing","Los Angeles","CA","Point the Way IPA (2012) (Golden Road Brewing)"
+"905",905,0.046,15,548,"Golden Road Hefeweizen (2012)","Hefeweizen",240,16,NA,241,"Golden Road Brewing","Los Angeles","CA","Golden Road Hefeweizen (2012) (Golden Road Brewing)"
+"906",906,0.07,11,2587,"Vanilla Porter","American Porter",39,16,NA,40,"Gonzo's BiggDogg Brewing","Kalamazoo","MI","Vanilla Porter (Gonzo's BiggDogg Brewing)"
+"907",907,0.07,70,1109,"Descender IPA","American IPA",464,12,"American IPA",465,"Good Life Brewing Company","Bend","OR","Descender IPA (Good Life Brewing Company)"
+"908",908,0.06,18,1108,"Sweet As Pacific Ale","American Pale Wheat Ale",464,12,"American Pale Wheat Ale",465,"Good Life Brewing Company","Bend","OR","Sweet As Pacific Ale (Good Life Brewing Company)"
+"909",909,0.0559999999999999,36,1000,"Good People Pale Ale","American Pale Ale (APA)",478,12,"American Pale Ale (APA)",479,"Good People Brewing Company","Birmingham","AL","Good People Pale Ale (Good People Brewing Company)"
+"910",910,0.093,103,312,"Snake Handler Double IPA","American Double / Imperial IPA",478,12,"American Double / Imperial IPA",479,"Good People Brewing Company","Birmingham","AL","Snake Handler Double IPA (Good People Brewing Company)"
+"911",911,0.06,54,311,"Coffee Oatmeal Stout","Oatmeal Stout",478,12,NA,479,"Good People Brewing Company","Birmingham","AL","Coffee Oatmeal Stout (Good People Brewing Company)"
+"912",912,0.06,64,309,"Good People IPA","American IPA",478,12,"American IPA",479,"Good People Brewing Company","Birmingham","AL","Good People IPA (Good People Brewing Company)"
+"913",913,0.0579999999999999,36,308,"Good People American Brown Ale","American Brown Ale",478,12,NA,479,"Good People Brewing Company","Birmingham","AL","Good People American Brown Ale (Good People Brewing Company)"
+"914",914,0.055,40,2205,"Mountain Rescue Pale Ale","American Pale Ale (APA)",194,12,"American Pale Ale (APA)",195,"Goodlife Brewing Co.","Bend","OR","Mountain Rescue Pale Ale (Goodlife Brewing Co.)"
+"915",915,0.059,55,2198,"Goose Island India Pale Ale","American IPA",196,12,"American IPA",197,"Goose Island Brewery Company","Chicago","IL","Goose Island India Pale Ale (Goose Island Brewery Company)"
+"916",916,0.054,30,2457,"312 Urban Pale Ale","American Pale Ale (APA)",88,16,"American Pale Ale (APA)",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Pale Ale (Goose Island Brewing Company)"
+"917",917,0.054,30,2202,"312 Urban Pale Ale","American Pale Ale (APA)",88,12,"American Pale Ale (APA)",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Pale Ale (Goose Island Brewing Company)"
+"918",918,0.042,18,2201,"312 Urban Wheat Ale","American Pale Wheat Ale",88,16,"American Pale Wheat Ale",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Wheat Ale (Goose Island Brewing Company)"
+"919",919,0.042,18,1829,"312 Urban Wheat Ale","American Pale Wheat Ale",88,12,"American Pale Wheat Ale",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Wheat Ale (Goose Island Brewing Company)"
+"920",920,0.042,20,581,"312 Urban Wheat Ale (2012)","American Pale Wheat Ale",88,12,"American Pale Wheat Ale",89,"Goose Island Brewing Company","Chicago","IL","312 Urban Wheat Ale (2012) (Goose Island Brewing Company)"
+"921",921,0.052,19,1383,"Beaver Logger","American Pale Lager",420,12,NA,421,"Gore Range Brewery","Edwards","CO","Beaver Logger (Gore Range Brewery)"
+"922",922,0.05,NA,477,"White Water Wheat","American Pale Wheat Ale",536,12,"American Pale Wheat Ale",537,"Grand Canyon Brewing Company","Williams","AZ","White Water Wheat (Grand Canyon Brewing Company)"
+"923",923,0.052,NA,476,"Grand Canyon American Pilsner","American Pilsner",536,12,NA,537,"Grand Canyon Brewing Company","Williams","AZ","Grand Canyon American Pilsner (Grand Canyon Brewing Company)"
+"924",924,0.054,NA,143,"Grand Canyon Sunset Amber Ale","American Amber / Red Ale",536,12,"American Amber / Red Ale",537,"Grand Canyon Brewing Company","Williams","AZ","Grand Canyon Sunset Amber Ale (Grand Canyon Brewing Company)"
+"925",925,NA,NA,142,"Black Iron India Pale Ale","American IPA",536,12,"American IPA",537,"Grand Canyon Brewing Company","Williams","AZ","Black Iron India Pale Ale (Grand Canyon Brewing Company)"
+"926",926,0.043,21,2129,"Monarch Classic American Wheat","American Pale Wheat Ale",213,12,"American Pale Wheat Ale",214,"Grapevine Craft Brewery","Farmers Branch","TX","Monarch Classic American Wheat (Grapevine Craft Brewery)"
+"927",927,0.049,21,2127,"Sir William's English Brown Ale","English Brown Ale",213,12,NA,214,"Grapevine Craft Brewery","Farmers Branch","TX","Sir William's English Brown Ale (Grapevine Craft Brewery)"
+"928",928,0.055,35,2126,"Lakefire Rye Pale Ale","American Pale Ale (APA)",213,12,"American Pale Ale (APA)",214,"Grapevine Craft Brewery","Farmers Branch","TX","Lakefire Rye Pale Ale (Grapevine Craft Brewery)"
+"929",929,0.053,22,2303,"Beer Agent Re-Ignition","American Blonde Ale",165,16,"American Blonde Ale",166,"Great Crescent Brewery","Aurora","IN","Beer Agent Re-Ignition (Great Crescent Brewery)"
+"930",930,0.057,18,1990,"Cherry Ale","Fruit / Vegetable Beer",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Cherry Ale (Great Crescent Brewery)"
+"931",931,0.0559999999999999,33,1702,"Bourbon Barrel Aged Coconut Porter","American Porter",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Bourbon Barrel Aged Coconut Porter (Great Crescent Brewery)"
+"932",932,0.062,60,1701,"Great Crescent IPA","American IPA",165,16,"American IPA",166,"Great Crescent Brewery","Aurora","IN","Great Crescent IPA (Great Crescent Brewery)"
+"933",933,0.057,27,1700,"Aurora Lager","Dortmunder / Export Lager",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Aurora Lager (Great Crescent Brewery)"
+"934",934,0.053,22,1699,"Great Crescent Blonde Ale","American Blonde Ale",165,16,"American Blonde Ale",166,"Great Crescent Brewery","Aurora","IN","Great Crescent Blonde Ale (Great Crescent Brewery)"
+"935",935,0.0559999999999999,33,1269,"Great Crescent Coconut Porter","American Porter",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Coconut Porter (Great Crescent Brewery)"
+"936",936,0.057,25,930,"Great Crescent Oktoberfest Lager","Märzen / Oktoberfest",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Oktoberfest Lager (Great Crescent Brewery)"
+"937",937,0.045,36,649,"Great Crescent Brown Ale","American Brown Ale",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Brown Ale (Great Crescent Brewery)"
+"938",938,0.057,18,639,"Cherry Ale (1)","Fruit / Vegetable Beer",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Cherry Ale (1) (Great Crescent Brewery)"
+"939",939,0.057,27,626,"Aurora Lager (2011)","Dortmunder / Export Lager",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Aurora Lager (2011) (Great Crescent Brewery)"
+"940",940,0.06,25,615,"Frosted Fields Winter Wheat","American Dark Wheat Ale",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Frosted Fields Winter Wheat (Great Crescent Brewery)"
+"941",941,0.051,13,478,"Great Crescent Belgian Style Wit","Witbier",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Belgian Style Wit (Great Crescent Brewery)"
+"942",942,0.075,65,455,"Bourbon's Barrel Stout","American Stout",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Bourbon's Barrel Stout (Great Crescent Brewery)"
+"943",943,0.08,66,442,"Great Crescent Stout","English Stout",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Stout (Great Crescent Brewery)"
+"944",944,0.0559999999999999,33,441,"Great Crescent Coconut Porter (2012)","American Porter",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Coconut Porter (2012) (Great Crescent Brewery)"
+"945",945,0.057,23,440,"Great Crescent Dark Lager","Euro Dark Lager",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Dark Lager (Great Crescent Brewery)"
+"946",946,0.042,26,439,"Great Crescent Mild Ale","English Dark Mild Ale",165,16,NA,166,"Great Crescent Brewery","Aurora","IN","Great Crescent Mild Ale (Great Crescent Brewery)"
+"947",947,0.062,60,436,"Great Crescent IPA (2011)","American IPA",165,16,"American IPA",166,"Great Crescent Brewery","Aurora","IN","Great Crescent IPA (2011) (Great Crescent Brewery)"
+"948",948,0.053,22,389,"Great Crescent Blonde Ale (2011)","American Blonde Ale",165,16,"American Blonde Ale",166,"Great Crescent Brewery","Aurora","IN","Great Crescent Blonde Ale (2011) (Great Crescent Brewery)"
+"949",949,0.05,NA,2650,"Denver Pale Ale (Artist Series No. 1)","American Pale Ale (APA)",6,12,"American Pale Ale (APA)",7,"Great Divide Brewing Company","Denver","CO","Denver Pale Ale (Artist Series No. 1) (Great Divide Brewing Company)"
+"950",950,0.087,NA,2649,"Hibernation Ale","Old Ale",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Hibernation Ale (Great Divide Brewing Company)"
+"951",951,0.061,NA,2648,"Whitewater","American Pale Wheat Ale",6,12,"American Pale Wheat Ale",7,"Great Divide Brewing Company","Denver","CO","Whitewater (Great Divide Brewing Company)"
+"952",952,0.071,NA,2647,"Rumble","American IPA",6,12,"American IPA",7,"Great Divide Brewing Company","Denver","CO","Rumble (Great Divide Brewing Company)"
+"953",953,0.083,NA,2646,"Orabelle","Tripel",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Orabelle (Great Divide Brewing Company)"
+"954",954,0.05,NA,2645,"Lasso","American IPA",6,12,"American IPA",7,"Great Divide Brewing Company","Denver","CO","Lasso (Great Divide Brewing Company)"
+"955",955,0.095,75,2644,"Yeti  Imperial Stout","Russian Imperial Stout",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Yeti  Imperial Stout (Great Divide Brewing Company)"
+"956",956,0.073,NA,2643,"Colette","Saison / Farmhouse Ale",6,12,NA,7,"Great Divide Brewing Company","Denver","CO","Colette (Great Divide Brewing Company)"
+"957",957,0.071,NA,2642,"Titan IPA","American IPA",6,12,"American IPA",7,"Great Divide Brewing Company","Denver","CO","Titan IPA (Great Divide Brewing Company)"
+"958",958,0.045,15,404,"Black Star Double Hopped Golden Lager (24 oz.)","American Pale Lager",543,24,NA,544,"Great Northern Brewing Company","Whitefish","MT","Black Star Double Hopped Golden Lager (24 oz.) (Great Northern Brewing Company)"
+"959",959,0.045,15,164,"Black Star Double Hopped Golden Lager (12 oz.)","American Pale Lager",543,12,NA,544,"Great Northern Brewing Company","Whitefish","MT","Black Star Double Hopped Golden Lager (12 oz.) (Great Northern Brewing Company)"
+"960",960,0.052,49,1923,"Commotion APA","American Pale Ale (APA)",269,12,"American Pale Ale (APA)",270,"Great Raft Brewing Company","Shreveport","LA","Commotion APA (Great Raft Brewing Company)"
+"961",961,0.052,NA,1922,"Southern Drawl Pale Lager","American Pale Lager",269,12,NA,270,"Great Raft Brewing Company","Shreveport","LA","Southern Drawl Pale Lager (Great Raft Brewing Company)"
+"962",962,0.05,5,1604,"Chickawawa Lemonale","Fruit / Vegetable Beer",365,12,NA,366,"Great River Brewery","Davenport","IA","Chickawawa Lemonale (Great River Brewery)"
+"963",963,0.07,22,1574,"Barrel Aged Farmer","American Brown Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Barrel Aged Farmer (Great River Brewery)"
+"964",964,0.048,NA,1446,"Great River Golden Ale","American Blonde Ale",365,12,"American Blonde Ale",366,"Great River Brewery","Davenport","IA","Great River Golden Ale (Great River Brewery)"
+"965",965,0.048,NA,1275,"Dirty Blonde Chocolate Ale","American Blonde Ale",365,12,"American Blonde Ale",366,"Great River Brewery","Davenport","IA","Dirty Blonde Chocolate Ale (Great River Brewery)"
+"966",966,0.048,20,1244,"Dos Pistolas","Vienna Lager",365,12,NA,366,"Great River Brewery","Davenport","IA","Dos Pistolas (Great River Brewery)"
+"967",967,0.05,30,1064,"Owney Irish Style Red Ale","Irish Red Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Owney Irish Style Red Ale (Great River Brewery)"
+"968",968,0.06,NA,1028,"Aaah Bock Lager","Vienna Lager",365,16,NA,366,"Great River Brewery","Davenport","IA","Aaah Bock Lager (Great River Brewery)"
+"969",969,0.055,10,865,"Widespread Wit","Witbier",365,16,NA,366,"Great River Brewery","Davenport","IA","Widespread Wit (Great River Brewery)"
+"970",970,0.054,30,864,"Roller Dam Red Ale","Irish Red Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Roller Dam Red Ale (Great River Brewery)"
+"971",971,0.053,48,863,"483 Pale Ale","American Pale Ale (APA)",365,16,"American Pale Ale (APA)",366,"Great River Brewery","Davenport","IA","483 Pale Ale (Great River Brewery)"
+"972",972,0.09,99,672,"Hop A Potamus Double Dark Rye Pale Ale","Rye Beer",365,16,NA,366,"Great River Brewery","Davenport","IA","Hop A Potamus Double Dark Rye Pale Ale (Great River Brewery)"
+"973",973,0.07,22,655,"Farmer Brown Ale","American Brown Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Farmer Brown Ale (Great River Brewery)"
+"974",974,0.07,70,540,"Big Cock IPA","American IPA",365,16,"American IPA",366,"Great River Brewery","Davenport","IA","Big Cock IPA (Great River Brewery)"
+"975",975,0.059,25,539,"Oktoberfest","Märzen / Oktoberfest",365,16,NA,366,"Great River Brewery","Davenport","IA","Oktoberfest (Great River Brewery)"
+"976",976,0.048,25,517,"40th Annual Bix Street Fest Copper Ale (Current)","American Amber / Red Ale",365,16,"American Amber / Red Ale",366,"Great River Brewery","Davenport","IA","40th Annual Bix Street Fest Copper Ale (Current) (Great River Brewery)"
+"977",977,0.06,36,371,"Redband Stout","American Stout",365,16,NA,366,"Great River Brewery","Davenport","IA","Redband Stout (Great River Brewery)"
+"978",978,0.053,48,190,"483 Pale Ale (2010)","American Pale Ale (APA)",365,16,"American Pale Ale (APA)",366,"Great River Brewery","Davenport","IA","483 Pale Ale (2010) (Great River Brewery)"
+"979",979,0.054,30,189,"Roller Dam Red Ale (2010)","Irish Red Ale",365,16,NA,366,"Great River Brewery","Davenport","IA","Roller Dam Red Ale (2010) (Great River Brewery)"
+"980",980,0.05,30,1106,"Pablo Beach Pale Ale","American Pale Ale (APA)",466,12,"American Pale Ale (APA)",467,"Green Room Brewing","Jacksonville","FL","Pablo Beach Pale Ale (Green Room Brewing)"
+"981",981,0.057,44,2314,"Wild Trail Pale Ale","American Pale Ale (APA)",156,12,"American Pale Ale (APA)",157,"Greenbrier Valley Brewing Company","Lewisburg","WV","Wild Trail Pale Ale (Greenbrier Valley Brewing Company)"
+"982",982,0.067,71,2313,"Mothman Black IPA","American Black Ale",156,12,NA,157,"Greenbrier Valley Brewing Company","Lewisburg","WV","Mothman Black IPA (Greenbrier Valley Brewing Company)"
+"983",983,0.0579999999999999,NA,2461,"Autumn Winds Fest Beer","Märzen / Oktoberfest",86,16,NA,87,"Grey Sail Brewing Company","Westerly","RI","Autumn Winds Fest Beer (Grey Sail Brewing Company)"
+"984",984,0.085,69,2044,"Captain's Daughter","American Double / Imperial IPA",86,12,"American Double / Imperial IPA",87,"Grey Sail Brewing Company","Westerly","RI","Captain's Daughter (Grey Sail Brewing Company)"
+"985",985,0.0579999999999999,NA,1567,"Autumn Winds","Märzen / Oktoberfest",379,16,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Autumn Winds (Grey Sail Brewing of Rhode Island)"
+"986",986,0.06,54,1505,"Flying Jenny Extra Pale Ale","American Pale Ale (APA)",379,12,"American Pale Ale (APA)",380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Flying Jenny Extra Pale Ale (Grey Sail Brewing of Rhode Island)"
+"987",987,0.04,20,1186,"Hazy Day Belgian-Style Wit","Witbier",379,16,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Hazy Day Belgian-Style Wit (Grey Sail Brewing of Rhode Island)"
+"988",988,0.055,NA,1185,"Bring Back the Beach Blonde Ale","American Blonde Ale",379,16,"American Blonde Ale",380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Bring Back the Beach Blonde Ale (Grey Sail Brewing of Rhode Island)"
+"989",989,0.06,34,984,"Leaning Chimney Smoked Porter","American Porter",379,16,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Leaning Chimney Smoked Porter (Grey Sail Brewing of Rhode Island)"
+"990",990,0.06,54,693,"Flying Jenny Extra Pale Ale (2012)","American Pale Ale (APA)",379,12,"American Pale Ale (APA)",380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Flying Jenny Extra Pale Ale (2012) (Grey Sail Brewing of Rhode Island)"
+"991",991,0.049,22,631,"Flagship Ale","Cream Ale",379,12,NA,380,"Grey Sail Brewing of Rhode Island","Westerly","RI","Flagship Ale (Grey Sail Brewing of Rhode Island)"
+"992",992,0.045,6,2375,"Mr. Blue Sky","American Pale Wheat Ale",124,16,"American Pale Wheat Ale",125,"Griffin Claw Brewing Company","Birmingham","MI","Mr. Blue Sky (Griffin Claw Brewing Company)"
+"993",993,0.065,NA,2143,"3 Scrooges","Winter Warmer",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","3 Scrooges (Griffin Claw Brewing Company)"
+"994",994,0.05,25,2142,"Screamin’ Pumpkin","Pumpkin Ale",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","Screamin’ Pumpkin (Griffin Claw Brewing Company)"
+"995",995,0.05,35,2141,"Grand Trunk Bohemian Pils","Czech Pilsener",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","Grand Trunk Bohemian Pils (Griffin Claw Brewing Company)"
+"996",996,0.065,25,2140,"El Rojo","American Amber / Red Ale",124,16,"American Amber / Red Ale",125,"Griffin Claw Brewing Company","Birmingham","MI","El Rojo (Griffin Claw Brewing Company)"
+"997",997,0.075,NA,2139,"Norm's Raggedy Ass IPA","American IPA",124,16,"American IPA",125,"Griffin Claw Brewing Company","Birmingham","MI","Norm's Raggedy Ass IPA (Griffin Claw Brewing Company)"
+"998",998,0.05,35,2138,"Grind Line","American Pale Ale (APA)",124,16,"American Pale Ale (APA)",125,"Griffin Claw Brewing Company","Birmingham","MI","Grind Line (Griffin Claw Brewing Company)"
+"999",999,0.04,55,2007,"Norm's Gateway IPA","American IPA",124,12,"American IPA",125,"Griffin Claw Brewing Company","Birmingham","MI","Norm's Gateway IPA (Griffin Claw Brewing Company)"
+"1000",1000,0.09,NA,1570,"Lemon Shandy Tripel","Tripel",124,16,NA,125,"Griffin Claw Brewing Company","Birmingham","MI","Lemon Shandy Tripel (Griffin Claw Brewing Company)"
+"1001",1001,0.063,43,2339,"Little Red Cap","Altbier",144,12,NA,145,"Grimm Brothers Brewhouse","Loveland","CO","Little Red Cap (Grimm Brothers Brewhouse)"
+"1002",1002,0.069,67,1857,"Supergoose IPA","American IPA",290,12,"American IPA",291,"Hale's Ales","Seattle","WA","Supergoose IPA (Hale's Ales)"
+"1003",1003,0.047,NA,1440,"Hale's Pale American Ale","American Pale Ale (APA)",290,12,"American Pale Ale (APA)",291,"Hale's Ales","Seattle","WA","Hale's Pale American Ale (Hale's Ales)"
+"1004",1004,0.07,NA,1753,"Heyoka IPA","American IPA",327,16,"American IPA",328,"Half Acre Beer Company","Chicago","IL","Heyoka IPA (Half Acre Beer Company)"
+"1005",1005,0.08,NA,1448,"Guest Lager","American Double / Imperial Pilsner",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Guest Lager (Half Acre Beer Company)"
+"1006",1006,0.057,NA,1134,"Pony Pilsner","German Pilsener",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Pony Pilsner (Half Acre Beer Company)"
+"1007",1007,0.055,NA,1066,"Akari Shogun American Wheat Ale","American Pale Wheat Ale",327,16,"American Pale Wheat Ale",328,"Half Acre Beer Company","Chicago","IL","Akari Shogun American Wheat Ale (Half Acre Beer Company)"
+"1008",1008,0.06,NA,849,"Meat Wave","English India Pale Ale (IPA)",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Meat Wave (Half Acre Beer Company)"
+"1009",1009,0.06,NA,352,"Over Ale","American Brown Ale",327,16,NA,328,"Half Acre Beer Company","Chicago","IL","Over Ale (Half Acre Beer Company)"
+"1010",1010,0.042,NA,149,"Gossamer Golden Ale","American Blonde Ale",327,16,"American Blonde Ale",328,"Half Acre Beer Company","Chicago","IL","Gossamer Golden Ale (Half Acre Beer Company)"
+"1011",1011,0.052,NA,148,"Daisy Cutter Pale Ale","American Pale Ale (APA)",327,16,"American Pale Ale (APA)",328,"Half Acre Beer Company","Chicago","IL","Daisy Cutter Pale Ale (Half Acre Beer Company)"
+"1012",1012,0.07,40,2026,"Pursuit","American IPA",248,12,"American IPA",249,"Half Full Brewery","Stamford","CT","Pursuit (Half Full Brewery)"
+"1013",1013,0.052,18,1361,"Half Full Bright Ale","American Blonde Ale",248,12,"American Blonde Ale",249,"Half Full Brewery","Stamford","CT","Half Full Bright Ale (Half Full Brewery)"
+"1014",1014,0.046,17,1016,"Orange Wheat","Fruit / Vegetable Beer",476,12,NA,477,"Hangar 24 Craft Brewery","Redlands","CA","Orange Wheat (Hangar 24 Craft Brewery)"
+"1015",1015,0.043,14,1015,"Hangar 24 Helles Lager","Munich Helles Lager",476,12,NA,477,"Hangar 24 Craft Brewery","Redlands","CA","Hangar 24 Helles Lager (Hangar 24 Craft Brewery)"
+"1016",1016,0.075,70,1677,"The Great Return","American IPA",343,16,"American IPA",344,"Hardywood Park Craft Brewery","Richmond","VA","The Great Return (Hardywood Park Craft Brewery)"
+"1017",1017,0.044,18,1331,"Hardywood Cream Ale","Cream Ale",343,12,NA,344,"Hardywood Park Craft Brewery","Richmond","VA","Hardywood Cream Ale (Hardywood Park Craft Brewery)"
+"1018",1018,0.0559999999999999,55,1270,"Capital Trail Pale Ale","American Pale Ale (APA)",343,12,"American Pale Ale (APA)",344,"Hardywood Park Craft Brewery","Richmond","VA","Capital Trail Pale Ale (Hardywood Park Craft Brewery)"
+"1019",1019,0.052,15,2059,"UFO Gingerland","Herbed / Spiced Beer",234,12,NA,235,"Harpoon Brewery","Boston","MA","UFO Gingerland (Harpoon Brewery)"
+"1020",1020,0.062,45,1653,"The Long Thaw White IPA","American White IPA",234,12,NA,235,"Harpoon Brewery","Boston","MA","The Long Thaw White IPA (Harpoon Brewery)"
+"1021",1021,0.048,NA,1558,"Honey Cider","Cider",234,12,NA,235,"Harpoon Brewery","Boston","MA","Honey Cider (Harpoon Brewery)"
+"1022",1022,0.05,28,1380,"Harpoon Summer Beer","Kölsch",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Summer Beer (Harpoon Brewery)"
+"1023",1023,0.059,42,1379,"Harpoon IPA","American IPA",234,12,"American IPA",235,"Harpoon Brewery","Boston","MA","Harpoon IPA (Harpoon Brewery)"
+"1024",1024,0.059,20,1340,"UFO Pumpkin","Pumpkin Ale",234,12,NA,235,"Harpoon Brewery","Boston","MA","UFO Pumpkin (Harpoon Brewery)"
+"1025",1025,0.055,30,1313,"Harpoon Octoberfest","Märzen / Oktoberfest",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Octoberfest (Harpoon Brewery)"
+"1026",1026,0.059,42,770,"Harpoon IPA (2012)","American IPA",234,12,"American IPA",235,"Harpoon Brewery","Boston","MA","Harpoon IPA (2012) (Harpoon Brewery)"
+"1027",1027,0.05,28,769,"Harpoon Summer Beer (2012)","Kölsch",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Summer Beer (2012) (Harpoon Brewery)"
+"1028",1028,0.048,10,610,"UFO White","American Pale Wheat Ale",234,12,"American Pale Wheat Ale",235,"Harpoon Brewery","Boston","MA","UFO White (Harpoon Brewery)"
+"1029",1029,0.05,28,192,"Harpoon Summer Beer (2010)","Kölsch",234,12,NA,235,"Harpoon Brewery","Boston","MA","Harpoon Summer Beer (2010) (Harpoon Brewery)"
+"1030",1030,0.059,42,126,"Harpoon IPA (2010)","American IPA",234,12,"American IPA",235,"Harpoon Brewery","Boston","MA","Harpoon IPA (2010) (Harpoon Brewery)"
+"1031",1031,NA,NA,506,"Great Falls Select Pale Ale","American Blonde Ale",535,12,"American Blonde Ale",536,"Harvest Moon Brewing Company","Belt","MT","Great Falls Select Pale Ale (Harvest Moon Brewing Company)"
+"1032",1032,0.048,NA,181,"Beltian White","Witbier",535,12,NA,536,"Harvest Moon Brewing Company","Belt","MT","Beltian White (Harvest Moon Brewing Company)"
+"1033",1033,0.049,NA,2183,"Kaua'i Golden Ale","American Blonde Ale",204,12,"American Blonde Ale",205,"Hawai'i Nui Brewing Co.","Hilo","HI","Kaua'i Golden Ale (Hawai'i Nui Brewing Co.)"
+"1034",1034,0.054,NA,2182,"Sunset Amber","American Pale Ale (APA)",204,12,"American Pale Ale (APA)",205,"Hawai'i Nui Brewing Co.","Hilo","HI","Sunset Amber (Hawai'i Nui Brewing Co.)"
+"1035",1035,0.064,NA,2181,"Hapa Brown Ale","American Brown Ale",204,19.2,NA,205,"Hawai'i Nui Brewing Co.","Hilo","HI","Hapa Brown Ale (Hawai'i Nui Brewing Co.)"
+"1036",1036,0.064,NA,2180,"Hapa Brown Ale","American Brown Ale",204,12,NA,205,"Hawai'i Nui Brewing Co.","Hilo","HI","Hapa Brown Ale (Hawai'i Nui Brewing Co.)"
+"1037",1037,0.083,NA,2179,"Southern Cross","Flanders Red Ale",204,19.2,NA,205,"Hawai'i Nui Brewing Co.","Hilo","HI","Southern Cross (Hawai'i Nui Brewing Co.)"
+"1038",1038,0.076,65,1895,"Groupe G","Belgian IPA",280,16,NA,281,"Headlands Brewing Company","Mill Valley","CA","Groupe G (Headlands Brewing Company)"
+"1039",1039,0.062,40,1894,"Pt. Bonita Rustic Lager","American Pale Lager",280,16,NA,281,"Headlands Brewing Company","Mill Valley","CA","Pt. Bonita Rustic Lager (Headlands Brewing Company)"
+"1040",1040,0.088,77,1893,"Hill 88 Double IPA","American Double / Imperial IPA",280,16,"American Double / Imperial IPA",281,"Headlands Brewing Company","Mill Valley","CA","Hill 88 Double IPA (Headlands Brewing Company)"
+"1041",1041,0.072,45,990,"Loose Cannon","American IPA",479,12,"American IPA",480,"Heavy Seas Beer","Halethorpe","MD","Loose Cannon (Heavy Seas Beer)"
+"1042",1042,0.06,30,989,"AARGHtoberfest!","Märzen / Oktoberfest",479,12,NA,480,"Heavy Seas Beer","Halethorpe","MD","AARGHtoberfest! (Heavy Seas Beer)"
+"1043",1043,0.06,NA,988,"Davy Jones Lager","Cream Ale",479,12,NA,480,"Heavy Seas Beer","Halethorpe","MD","Davy Jones Lager (Heavy Seas Beer)"
+"1044",1044,0.063,30,1351,"Grazias","Cream Ale",423,16,NA,424,"Hess Brewing Company","San Diego","CA","Grazias (Hess Brewing Company)"
+"1045",1045,0.08,86,1346,"Habitus IPA","American IPA",423,16,"American IPA",424,"Hess Brewing Company","San Diego","CA","Habitus IPA (Hess Brewing Company)"
+"1046",1046,0.099,85,904,"Ex Umbris Rye Imperial Stout","American Double / Imperial Stout",423,16,NA,424,"Hess Brewing Company","San Diego","CA","Ex Umbris Rye Imperial Stout (Hess Brewing Company)"
+"1047",1047,0.063,21,2295,"The Golden One","American Pilsner",168,12,NA,169,"High Hops Brewery","Windsor","CO","The Golden One (High Hops Brewery)"
+"1048",1048,0.07,68,2294,"The Power of Zeus","American Pale Ale (APA)",168,12,"American Pale Ale (APA)",169,"High Hops Brewery","Windsor","CO","The Power of Zeus (High Hops Brewery)"
+"1049",1049,0.044,22,824,"Tonganoxie Honey Wheat","American Pale Wheat Ale",500,12,"American Pale Wheat Ale",501,"High Noon Saloon And Brewery","Leavenworth","KS","Tonganoxie Honey Wheat (High Noon Saloon And Brewery)"
+"1050",1050,0.045,NA,616,"Oregon Trail Unfiltered Raspberry Wheat","Fruit / Vegetable Beer",500,12,NA,501,"High Noon Saloon And Brewery","Leavenworth","KS","Oregon Trail Unfiltered Raspberry Wheat (High Noon Saloon And Brewery)"
+"1051",1051,0.055,NA,96,"Annie's Amber Ale","American Amber / Red Ale",500,12,"American Amber / Red Ale",501,"High Noon Saloon And Brewery","Leavenworth","KS","Annie's Amber Ale (High Noon Saloon And Brewery)"
+"1052",1052,0.045,32,1615,"The 12th Canâ„¢","American Pale Ale (APA)",362,16,"American Pale Ale (APA)",363,"Hilliard's Beer","Seattle","WA","The 12th Canâ„¢ (Hilliard's Beer)"
+"1053",1053,0.055,34,889,"Hilliard's Pils","Czech Pilsener",362,16,NA,363,"Hilliard's Beer","Seattle","WA","Hilliard's Pils (Hilliard's Beer)"
+"1054",1054,0.049,20,724,"Hilliard's Blonde","American Blonde Ale",362,16,"American Blonde Ale",363,"Hilliard's Beer","Seattle","WA","Hilliard's Blonde (Hilliard's Beer)"
+"1055",1055,0.055,60,497,"Hilliard's Amber Ale","American Amber / Red Ale",362,16,"American Amber / Red Ale",363,"Hilliard's Beer","Seattle","WA","Hilliard's Amber Ale (Hilliard's Beer)"
+"1056",1056,0.066,30,496,"Hilliard's Saison","Saison / Farmhouse Ale",362,16,NA,363,"Hilliard's Beer","Seattle","WA","Hilliard's Saison (Hilliard's Beer)"
+"1057",1057,0.042,NA,1652,"White Cap White IPA","American White IPA",349,16,NA,350,"Hinterland Brewery","Green Bay","WI","White Cap White IPA (Hinterland Brewery)"
+"1058",1058,0.042,25,1835,"Provision","Saison / Farmhouse Ale",297,12,NA,298,"Hop Farm Brewing Company","Pittsburgh","PA","Provision (Hop Farm Brewing Company)"
+"1059",1059,0.047,28,1834,"One Nut Brown","American Brown Ale",297,12,NA,298,"Hop Farm Brewing Company","Pittsburgh","PA","One Nut Brown (Hop Farm Brewing Company)"
+"1060",1060,0.0579999999999999,45,1833,"Hop Farm IPA","American IPA",297,12,"American IPA",298,"Hop Farm Brewing Company","Pittsburgh","PA","Hop Farm IPA (Hop Farm Brewing Company)"
+"1061",1061,0.049,20,2195,"Double D Blonde","American Blonde Ale",198,12,"American Blonde Ale",199,"Hop Valley Brewing Company","Springfield","OR","Double D Blonde (Hop Valley Brewing Company)"
+"1062",1062,0.078,60,1605,"Festeroo Winter Ale","American Strong Ale",198,12,NA,199,"Hop Valley Brewing Company","Springfield","OR","Festeroo Winter Ale (Hop Valley Brewing Company)"
+"1063",1063,0.063,70,1543,"Proxima IPA","American IPA",198,12,"American IPA",199,"Hop Valley Brewing Company","Springfield","OR","Proxima IPA (Hop Valley Brewing Company)"
+"1064",1064,0.049,20,1390,"Double D Blonde (2013)","American Blonde Ale",198,12,"American Blonde Ale",199,"Hop Valley Brewing Company","Springfield","OR","Double D Blonde (2013) (Hop Valley Brewing Company)"
+"1065",1065,0.048,13,1354,"541 American Lager","American Pale Lager",198,12,NA,199,"Hop Valley Brewing Company","Springfield","OR","541 American Lager (Hop Valley Brewing Company)"
+"1066",1066,0.065,90,1353,"Alphadelic IPA","American IPA",198,12,"American IPA",199,"Hop Valley Brewing Company","Springfield","OR","Alphadelic IPA (Hop Valley Brewing Company)"
+"1067",1067,0.065,90,499,"Alphadelic IPA (2011)","American IPA",198,12,"American IPA",199,"Hop Valley Brewing Company","Springfield","OR","Alphadelic IPA (2011) (Hop Valley Brewing Company)"
+"1068",1068,0.049,20,498,"Double D Blonde (2011)","American Blonde Ale",198,12,"American Blonde Ale",199,"Hop Valley Brewing Company","Springfield","OR","Double D Blonde (2011) (Hop Valley Brewing Company)"
+"1069",1069,0.07,NA,1501,"Green House India Pale Ale","American IPA",395,12,"American IPA",396,"Hops & Grain Brewery","Austin","TX","Green House India Pale Ale (Hops & Grain Brewery)"
+"1070",1070,0.051,NA,1004,"The One They Call Zoe","American Pale Lager",395,12,NA,396,"Hops & Grain Brewery","Austin","TX","The One They Call Zoe (Hops & Grain Brewery)"
+"1071",1071,0.051,40,502,"Alteration","Altbier",395,12,NA,396,"Hops & Grain Brewery","Austin","TX","Alteration (Hops & Grain Brewery)"
+"1072",1072,0.06,50,501,"Pale Dog","American Pale Ale (APA)",395,12,"American Pale Ale (APA)",396,"Hops & Grain Brewery","Austin","TX","Pale Dog (Hops & Grain Brewery)"
+"1073",1073,0.065,NA,2357,"Porter Culture","American Porter",136,12,NA,137,"Hops & Grains Brewing Company","Austin","TX","Porter Culture (Hops & Grains Brewing Company)"
+"1074",1074,0.068,NA,2483,"Hard Cider","Cider",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Hard Cider (Hopworks Urban Brewery)"
+"1075",1075,0.027,21,2482,"Totally Radler","Radler",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Totally Radler (Hopworks Urban Brewery)"
+"1076",1076,0.039,20,2400,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1077",1077,0.039,20,2399,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1078",1078,0.039,20,2398,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1079",1079,0.039,20,2397,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1080",1080,0.039,20,2396,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1081",1081,0.039,20,2395,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1082",1082,0.039,20,2394,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1083",1083,0.039,20,2393,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1084",1084,0.039,20,2392,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1085",1085,0.039,20,2391,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1086",1086,0.039,20,2390,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1087",1087,0.039,20,2389,"Nonstop Hef Hop","American Pale Wheat Ale",80,16,"American Pale Wheat Ale",81,"Hopworks Urban Brewery","Portland","OR","Nonstop Hef Hop (Hopworks Urban Brewery)"
+"1088",1088,0.0579999999999999,60,2388,"Rise Up Red","American Amber / Red Ale",80,16,"American Amber / Red Ale",81,"Hopworks Urban Brewery","Portland","OR","Rise Up Red (Hopworks Urban Brewery)"
+"1089",1089,0.0579999999999999,35,2200,"Survival Stout","American Stout",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Survival Stout (Hopworks Urban Brewery)"
+"1090",1090,0.066,75,2199,"Hopworks IPA","American IPA",80,16,"American IPA",81,"Hopworks Urban Brewery","Portland","OR","Hopworks IPA (Hopworks Urban Brewery)"
+"1091",1091,0.073,70,2193,"Abominable Winter Ale","American Strong Ale",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Abominable Winter Ale (Hopworks Urban Brewery)"
+"1092",1092,0.06,60,1398,"Pigwar White India Pale Ale","American White IPA",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Pigwar White India Pale Ale (Hopworks Urban Brewery)"
+"1093",1093,0.0579999999999999,60,1085,"Rise-Up Red (2014)","American Amber / Red Ale",80,16,"American Amber / Red Ale",81,"Hopworks Urban Brewery","Portland","OR","Rise-Up Red (2014) (Hopworks Urban Brewery)"
+"1094",1094,0.073,70,916,"Abominable Winter Ale (2012)","American Strong Ale",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","Abominable Winter Ale (2012) (Hopworks Urban Brewery)"
+"1095",1095,0.051,32,658,"HUB Lager","Czech Pilsener",80,16,NA,81,"Hopworks Urban Brewery","Portland","OR","HUB Lager (Hopworks Urban Brewery)"
+"1096",1096,0.066,75,653,"Hopworks IPA (2012)","American IPA",80,16,"American IPA",81,"Hopworks Urban Brewery","Portland","OR","Hopworks IPA (2012) (Hopworks Urban Brewery)"
+"1097",1097,0.0559999999999999,NA,2385,"Watermelon Wheat","American Pale Wheat Ale",120,12,"American Pale Wheat Ale",121,"Horny Goat Brew Pub","Milwaukee","WI","Watermelon Wheat (Horny Goat Brew Pub)"
+"1098",1098,0.051,17,2384,"Laka Laka Pineapple","Hefeweizen",120,12,NA,121,"Horny Goat Brew Pub","Milwaukee","WI","Laka Laka Pineapple (Horny Goat Brew Pub)"
+"1099",1099,0.06,NA,2383,"Oktoberfest","Märzen / Oktoberfest",120,16,NA,121,"Horny Goat Brew Pub","Milwaukee","WI","Oktoberfest (Horny Goat Brew Pub)"
+"1100",1100,0.065,NA,1251,"Trail Maker Pale Ale","American Pale Ale (APA)",445,12,"American Pale Ale (APA)",446,"Howard Brewing Company","Lenoir","NC","Trail Maker Pale Ale (Howard Brewing Company)"
+"1101",1101,0.055,NA,1250,"Action Man Lager","Vienna Lager",445,12,NA,446,"Howard Brewing Company","Lenoir","NC","Action Man Lager (Howard Brewing Company)"
+"1102",1102,0.068,90,1903,"Let It Ride IPA","American IPA",277,12,"American IPA",278,"Indeed Brewing Company","Minneapolis","MN","Let It Ride IPA (Indeed Brewing Company)"
+"1103",1103,0.065,22,1691,"Stir Crazy Winter Ale","Winter Warmer",277,12,NA,278,"Indeed Brewing Company","Minneapolis","MN","Stir Crazy Winter Ale (Indeed Brewing Company)"
+"1104",1104,0.05,10,1555,"Sweet Yamma Jamma Ale","Fruit / Vegetable Beer",277,12,NA,278,"Indeed Brewing Company","Minneapolis","MN","Sweet Yamma Jamma Ale (Indeed Brewing Company)"
+"1105",1105,0.046,27,1115,"Shenanigans Summer Ale","American Pale Wheat Ale",277,12,"American Pale Wheat Ale",278,"Indeed Brewing Company","Minneapolis","MN","Shenanigans Summer Ale (Indeed Brewing Company)"
+"1106",1106,0.065,80,729,"Midnight Ryder","American Black Ale",277,12,NA,278,"Indeed Brewing Company","Minneapolis","MN","Midnight Ryder (Indeed Brewing Company)"
+"1107",1107,0.054,45,728,"Day Tripper Pale Ale","American Pale Ale (APA)",277,12,"American Pale Ale (APA)",278,"Indeed Brewing Company","Minneapolis","MN","Day Tripper Pale Ale (Indeed Brewing Company)"
+"1108",1108,0.048,32,2350,"Oklahoma Suks","American Amber / Red Ale",140,12,"American Amber / Red Ale",141,"Independence Brewing Company","Austin","TX","Oklahoma Suks (Independence Brewing Company)"
+"1109",1109,0.055,42,2301,"Power & Light","American Pale Ale (APA)",140,12,"American Pale Ale (APA)",141,"Independence Brewing Company","Austin","TX","Power & Light (Independence Brewing Company)"
+"1110",1110,0.059,27,1904,"White Rabbit","Witbier",140,12,NA,141,"Independence Brewing Company","Austin","TX","White Rabbit (Independence Brewing Company)"
+"1111",1111,0.0579999999999999,58,2609,"Tribute","American Pale Ale (APA)",23,12,"American Pale Ale (APA)",24,"Indiana City Brewing","Indianapolis","IN","Tribute (Indiana City Brewing)"
+"1112",1112,0.07,75,2038,"Infamous IPA","American IPA",242,12,"American IPA",243,"Infamous Brewing Company","Austin","TX","Infamous IPA (Infamous Brewing Company)"
+"1113",1113,0.055,20,1774,"Hijack","Cream Ale",242,12,NA,243,"Infamous Brewing Company","Austin","TX","Hijack (Infamous Brewing Company)"
+"1114",1114,0.045,20,559,"Jon Boat Coastal Ale","American Blonde Ale",527,12,"American Blonde Ale",528,"Intuition Ale Works","Jacksonville","FL","Jon Boat Coastal Ale (Intuition Ale Works)"
+"1115",1115,0.068,55,558,"I-10 IPA","American IPA",527,12,"American IPA",528,"Intuition Ale Works","Jacksonville","FL","I-10 IPA (Intuition Ale Works)"
+"1116",1116,0.053,28,553,"People's Pale Ale","American Pale Ale (APA)",527,12,"American Pale Ale (APA)",528,"Intuition Ale Works","Jacksonville","FL","People's Pale Ale (Intuition Ale Works)"
+"1117",1117,0.049,NA,2376,"Summer Ale","American Blonde Ale",123,12,"American Blonde Ale",124,"Ipswich Ale Brewery","Ipswich","MA","Summer Ale (Ipswich Ale Brewery)"
+"1118",1118,NA,NA,1784,"Appreciation Ale","American IPA",316,16,"American IPA",317,"Iron Hill Brewery & Restaurant","Wilmington","DE","Appreciation Ale (Iron Hill Brewery & Restaurant)"
+"1119",1119,0.052,18,2673,"House Lager","Keller Bier / Zwickel Bier",2,16,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","House Lager (Jack's Abby Craft Lagers)"
+"1120",1120,0.048,15,2672,"Leisure Time","American Pale Lager",2,12,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Leisure Time (Jack's Abby Craft Lagers)"
+"1121",1121,0.072,80,2671,"Excess IPL","American India Pale Lager",2,16,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Excess IPL (Jack's Abby Craft Lagers)"
+"1122",1122,0.067,65,2670,"Hoponius Union","American India Pale Lager",2,12,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Hoponius Union (Jack's Abby Craft Lagers)"
+"1123",1123,0.049,45,2669,"Calyptra","American India Pale Lager",2,12,NA,3,"Jack's Abby Craft Lagers","Framingham","MA","Calyptra (Jack's Abby Craft Lagers)"
+"1124",1124,0.05,NA,1405,"Helen's Blend","Cider",416,12,NA,417,"Jack's Hard Cider (Hauser Estate...","Biglerville","PA","Helen's Blend (Jack's Hard Cider (Hauser Estate...)"
+"1125",1125,0.051,NA,823,"Jack's Hard Cider","Cider",416,12,NA,417,"Jack's Hard Cider (Hauser Estate...","Biglerville","PA","Jack's Hard Cider (Jack's Hard Cider (Hauser Estate...)"
+"1126",1126,0.055,37,1793,"Thunder Ann","American Pale Ale (APA)",312,12,"American Pale Ale (APA)",313,"Jackalope Brewing Company","Nashville","TN","Thunder Ann (Jackalope Brewing Company)"
+"1127",1127,0.055,NA,2453,"Razz Wheat","Fruit / Vegetable Beer",92,12,NA,93,"Jackie O's Pub & Brewery","Athens","OH","Razz Wheat (Jackie O's Pub & Brewery)"
+"1128",1128,0.065,NA,2363,"Hop Ryot","American IPA",92,12,"American IPA",93,"Jackie O's Pub & Brewery","Athens","OH","Hop Ryot (Jackie O's Pub & Brewery)"
+"1129",1129,0.07,NA,689,"Mystic Mama IPA","American IPA",92,12,"American IPA",93,"Jackie O's Pub & Brewery","Athens","OH","Mystic Mama IPA (Jackie O's Pub & Brewery)"
+"1130",1130,0.05,NA,688,"Firefly Amber Ale","American Amber / Red Ale",92,12,"American Amber / Red Ale",93,"Jackie O's Pub & Brewery","Athens","OH","Firefly Amber Ale (Jackie O's Pub & Brewery)"
+"1131",1131,0.067,NA,687,"Chomolungma Honey Nut Brown Ale","English Brown Ale",92,12,NA,93,"Jackie O's Pub & Brewery","Athens","OH","Chomolungma Honey Nut Brown Ale (Jackie O's Pub & Brewery)"
+"1132",1132,0.069,NA,2408,"Welcome to Scoville","American IPA",114,12,"American IPA",115,"Jailbreak Brewing Company","Laurel","MD","Welcome to Scoville (Jailbreak Brewing Company)"
+"1133",1133,NA,NA,2595,"Bastian","American Strong Ale",32,12,NA,33,"James Page Brewing Company","Stevens Point","WI","Bastian (James Page Brewing Company)"
+"1134",1134,0.045,NA,2480,"Healani","Hefeweizen",32,12,NA,33,"James Page Brewing Company","Stevens Point","WI","Healani (James Page Brewing Company)"
+"1135",1135,0.055,NA,1525,"Yabba Dhaba Chai Tea Porter","American Porter",32,12,NA,33,"James Page Brewing Company","Stevens Point","WI","Yabba Dhaba Chai Tea Porter (James Page Brewing Company)"
+"1136",1136,0.055,NA,1524,"A Capella Gluten Free Pale Ale","American Pale Ale (APA)",32,12,"American Pale Ale (APA)",33,"James Page Brewing Company","Stevens Point","WI","A Capella Gluten Free Pale Ale (James Page Brewing Company)"
+"1137",1137,0.06,NA,1523,"Casper White Stout","American Blonde Ale",32,12,"American Blonde Ale",33,"James Page Brewing Company","Stevens Point","WI","Casper White Stout (James Page Brewing Company)"
+"1138",1138,0.06,NA,1254,"JP's Ould Sod Irish Red IPA","American IPA",32,12,"American IPA",33,"James Page Brewing Company","Stevens Point","WI","JP's Ould Sod Irish Red IPA (James Page Brewing Company)"
+"1139",1139,0.05,15,2060,"Weize Guy","Hefeweizen",233,12,NA,234,"Joseph James Brewing Company","Henderson","NV","Weize Guy (Joseph James Brewing Company)"
+"1140",1140,0.05,50,469,"Fox Tail Gluten Free Ale","American Pale Ale (APA)",233,12,"American Pale Ale (APA)",234,"Joseph James Brewing Company","Henderson","NV","Fox Tail Gluten Free Ale (Joseph James Brewing Company)"
+"1141",1141,0.093,90,468,"Hop Box Imperial IPA","American Double / Imperial IPA",233,12,"American Double / Imperial IPA",234,"Joseph James Brewing Company","Henderson","NV","Hop Box Imperial IPA (Joseph James Brewing Company)"
+"1142",1142,0.052,15,467,"Joseph James American Lager","American Adjunct Lager",233,12,NA,234,"Joseph James Brewing Company","Henderson","NV","Joseph James American Lager (Joseph James Brewing Company)"
+"1143",1143,0.071,NA,2163,"Sucha Much IPA","American IPA",208,12,"American IPA",209,"Kalona Brewing Company","Kalona","IA","Sucha Much IPA (Kalona Brewing Company)"
+"1144",1144,0.075,24,2162,"Lewbricator Wheat Dopplebock","Doppelbock",208,12,NA,209,"Kalona Brewing Company","Kalona","IA","Lewbricator Wheat Dopplebock (Kalona Brewing Company)"
+"1145",1145,0.052,16,2374,"Weisse Versa (2012)","Hefeweizen",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Weisse Versa (2012) (Karbach Brewing Company)"
+"1146",1146,0.0579999999999999,25,1560,"Mother in Lager","Munich Dunkel Lager",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Mother in Lager (Karbach Brewing Company)"
+"1147",1147,0.055,40,1557,"Weekend Warrior Pale Ale","American Pale Ale (APA)",125,12,"American Pale Ale (APA)",126,"Karbach Brewing Company","Houston","TX","Weekend Warrior Pale Ale (Karbach Brewing Company)"
+"1148",1148,0.055,25,1458,"Karbachtoberfest","Märzen / Oktoberfest",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Karbachtoberfest (Karbach Brewing Company)"
+"1149",1149,0.047,20,1235,"Love Street Summer Seasonal (2014)","Kölsch",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Love Street Summer Seasonal (2014) (Karbach Brewing Company)"
+"1150",1150,0.066,20,1068,"Barn Burner Saison","Saison / Farmhouse Ale",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Barn Burner Saison (Karbach Brewing Company)"
+"1151",1151,0.095,85,666,"Rodeo Clown Double IPA","American Double / Imperial IPA",125,12,"American Double / Imperial IPA",126,"Karbach Brewing Company","Houston","TX","Rodeo Clown Double IPA (Karbach Brewing Company)"
+"1152",1152,0.049,45,465,"Sympathy for the Lager","American Amber / Red Lager",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Sympathy for the Lager (Karbach Brewing Company)"
+"1153",1153,0.052,15,464,"Weisse Versa","Hefeweizen",125,12,NA,126,"Karbach Brewing Company","Houston","TX","Weisse Versa (Karbach Brewing Company)"
+"1154",1154,0.066,70,463,"Hopadillo India Pale Ale","American IPA",125,12,"American IPA",126,"Karbach Brewing Company","Houston","TX","Hopadillo India Pale Ale (Karbach Brewing Company)"
+"1155",1155,0.057,19,1678,"KelSo Nut Brown Lager","Euro Dark Lager",342,12,NA,343,"KelSo Beer Company","Brooklyn","NY","KelSo Nut Brown Lager (KelSo Beer Company)"
+"1156",1156,0.06,64,1572,"KelSo India Pale Ale","American IPA",342,12,"American IPA",343,"KelSo Beer Company","Brooklyn","NY","KelSo India Pale Ale (KelSo Beer Company)"
+"1157",1157,0.055,23,1348,"KelSo Pilsner","Czech Pilsener",342,12,NA,343,"KelSo Beer Company","Brooklyn","NY","KelSo Pilsner (KelSo Beer Company)"
+"1158",1158,0.0579999999999999,NA,1193,"Skilak Scottish Ale","Scottish Ale",458,12,NA,459,"Kenai River Brewing Company","Soldotna","AK","Skilak Scottish Ale (Kenai River Brewing Company)"
+"1159",1159,0.05,15,1187,"Peninsula Brewers Reserve (PBR)","American Blonde Ale",458,12,"American Blonde Ale",459,"Kenai River Brewing Company","Soldotna","AK","Peninsula Brewers Reserve (PBR) (Kenai River Brewing Company)"
+"1160",1160,0.068,NA,349,"Sunken Island IPA","American IPA",458,12,"American IPA",459,"Kenai River Brewing Company","Soldotna","AK","Sunken Island IPA (Kenai River Brewing Company)"
+"1161",1161,0.0579999999999999,NA,348,"Skilak Scottish Ale (2011)","Scottish Ale",458,12,NA,459,"Kenai River Brewing Company","Soldotna","AK","Skilak Scottish Ale (2011) (Kenai River Brewing Company)"
+"1162",1162,0.065,11,760,"Cold Smoke Scotch Ale (2007)","Scotch Ale / Wee Heavy",510,16,NA,511,"Kettle House Brewing Company","Missoula","MT","Cold Smoke Scotch Ale (2007) (Kettle House Brewing Company)"
+"1163",1163,0.065,65,759,"Double Haul IPA (2009)","American IPA",510,16,"American IPA",511,"Kettle House Brewing Company","Missoula","MT","Double Haul IPA (2009) (Kettle House Brewing Company)"
+"1164",1164,0.065,65,758,"Double Haul IPA (2006)","American IPA",510,16,"American IPA",511,"Kettle House Brewing Company","Missoula","MT","Double Haul IPA (2006) (Kettle House Brewing Company)"
+"1165",1165,0.055,50,87,"Eddy Out Pale Ale","American Pale Ale (APA)",510,16,"American Pale Ale (APA)",511,"Kettle House Brewing Company","Missoula","MT","Eddy Out Pale Ale (Kettle House Brewing Company)"
+"1166",1166,0.065,65,86,"Double Haul IPA","American IPA",510,16,"American IPA",511,"Kettle House Brewing Company","Missoula","MT","Double Haul IPA (Kettle House Brewing Company)"
+"1167",1167,0.065,11,85,"Cold Smoke Scotch Ale","Scotch Ale / Wee Heavy",510,16,NA,511,"Kettle House Brewing Company","Missoula","MT","Cold Smoke Scotch Ale (Kettle House Brewing Company)"
+"1168",1168,NA,NA,2472,"U. P. Witbier","Witbier",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","U. P. Witbier (Keweenaw Brewing Company)"
+"1169",1169,NA,NA,779,"November Gale Pale Ale","American Pale Ale (APA)",84,12,"American Pale Ale (APA)",85,"Keweenaw Brewing Company","Houghton","MI","November Gale Pale Ale (Keweenaw Brewing Company)"
+"1170",1170,NA,NA,364,"Olde Ore Dock Scottish Ale","Scottish Ale",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","Olde Ore Dock Scottish Ale (Keweenaw Brewing Company)"
+"1171",1171,NA,NA,60,"Widow Maker Black Ale","American Brown Ale",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","Widow Maker Black Ale (Keweenaw Brewing Company)"
+"1172",1172,NA,NA,59,"Lift Bridge Brown Ale","American Brown Ale",84,12,NA,85,"Keweenaw Brewing Company","Houghton","MI","Lift Bridge Brown Ale (Keweenaw Brewing Company)"
+"1173",1173,NA,NA,58,"Pick Axe Blonde Ale","American Blonde Ale",84,12,"American Blonde Ale",85,"Keweenaw Brewing Company","Houghton","MI","Pick Axe Blonde Ale (Keweenaw Brewing Company)"
+"1174",1174,NA,NA,57,"Red Jacket Amber Ale","American Amber / Red Ale",84,12,"American Amber / Red Ale",85,"Keweenaw Brewing Company","Houghton","MI","Red Jacket Amber Ale (Keweenaw Brewing Company)"
+"1175",1175,0.051,NA,2436,"Amber Ale","American Amber / Red Ale",102,12,"American Amber / Red Ale",103,"King Street Brewing Company","Anchorage","AK","Amber Ale (King Street Brewing Company)"
+"1176",1176,0.055,NA,1706,"King Street Pilsner","Czech Pilsener",102,12,NA,103,"King Street Brewing Company","Anchorage","AK","King Street Pilsner (King Street Brewing Company)"
+"1177",1177,0.06,70,1667,"King Street IPA","American IPA",102,12,"American IPA",103,"King Street Brewing Company","Anchorage","AK","King Street IPA (King Street Brewing Company)"
+"1178",1178,0.057,10,1666,"King Street Hefeweizen","Hefeweizen",102,12,NA,103,"King Street Brewing Company","Anchorage","AK","King Street Hefeweizen (King Street Brewing Company)"
+"1179",1179,0.049,NA,1665,"King Street Blonde Ale","American Blonde Ale",102,12,"American Blonde Ale",103,"King Street Brewing Company","Anchorage","AK","King Street Blonde Ale (King Street Brewing Company)"
+"1180",1180,0.063,65,2460,"India Pale Ale","American IPA",87,16,"American IPA",88,"Kirkwood Station Brewing Company","Kirkwood","MO","India Pale Ale (Kirkwood Station Brewing Company)"
+"1181",1181,0.048,11,2459,"Blackberry Wheat","American Pale Wheat Ale",87,16,"American Pale Wheat Ale",88,"Kirkwood Station Brewing Company","Kirkwood","MO","Blackberry Wheat (Kirkwood Station Brewing Company)"
+"1182",1182,0.046,18,1274,"Longboard Island Lager","American Amber / Red Lager",439,24,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1183",1183,0.046,18,1220,"Longboard Island Lager","American Amber / Red Lager",439,16,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1184",1184,0.046,18,1070,"Longboard Island Lager","American Amber / Red Lager",439,12,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1185",1185,0.046,18,590,"Longboard Island Lager","American Amber / Red Lager",439,12,NA,440,"Kona Brewing Company","Kona","HI","Longboard Island Lager (Kona Brewing Company)"
+"1186",1186,0.04,9,781,"Choc Beer (2003)","American Dark Wheat Ale",505,12,NA,506,"Krebs Brewing Company (Pete's Pl...","Krebs","OK","Choc Beer (2003) (Krebs Brewing Company (Pete's Pl...)"
+"1187",1187,0.08,NA,1637,"Bellingham Beer Week 2013 Collaboration","Belgian Strong Dark Ale",354,16,NA,355,"Kulshan Brewery","Bellingham","WA","Bellingham Beer Week 2013 Collaboration (Kulshan Brewery)"
+"1188",1188,0.054,15,1741,"A Slice of Hefen","Hefeweizen",332,16,NA,333,"La Cumbre Brewing Company","Albuquerque","NM","A Slice of Hefen (La Cumbre Brewing Company)"
+"1189",1189,0.072,100,664,"Elevated IPA","American IPA",332,16,"American IPA",333,"La Cumbre Brewing Company","Albuquerque","NM","Elevated IPA (La Cumbre Brewing Company)"
+"1190",1190,0.066,30,392,"Rumspringa Golden Bock","Maibock / Helles Bock",545,12,NA,546,"Lancaster Brewing Company","Lancaster","PA","Rumspringa Golden Bock (Lancaster Brewing Company)"
+"1191",1191,0.048,28,195,"Lancaster German Style Kölsch","Kölsch",545,12,NA,546,"Lancaster Brewing Company","Lancaster","PA","Lancaster German Style Kölsch (Lancaster Brewing Company)"
+"1192",1192,0.045,NA,2547,"Beach Cruiser","Hefeweizen",59,12,NA,60,"Latitude 42 Brewing Company","Portage","MI","Beach Cruiser (Latitude 42 Brewing Company)"
+"1193",1193,0.068,NA,2493,"I.P. Eh!","American IPA",59,12,"American IPA",60,"Latitude 42 Brewing Company","Portage","MI","I.P. Eh! (Latitude 42 Brewing Company)"
+"1194",1194,0.05,NA,2492,"Schoolhouse Honey","American Amber / Red Ale",59,12,"American Amber / Red Ale",60,"Latitude 42 Brewing Company","Portage","MI","Schoolhouse Honey (Latitude 42 Brewing Company)"
+"1195",1195,0.055,NA,2491,"10 Degrees of Separation","English Brown Ale",59,12,NA,60,"Latitude 42 Brewing Company","Portage","MI","10 Degrees of Separation (Latitude 42 Brewing Company)"
+"1196",1196,0.05,12,2108,"Laughing Dog Cream Ale","Cream Ale",218,12,NA,219,"Laughing Dog Brewing Company","Ponderay","ID","Laughing Dog Cream Ale (Laughing Dog Brewing Company)"
+"1197",1197,0.048,9,1397,"Two-One Niner","American Pilsner",218,12,NA,219,"Laughing Dog Brewing Company","Ponderay","ID","Two-One Niner (Laughing Dog Brewing Company)"
+"1198",1198,0.064,66,1396,"Laughing Dog IPA","American IPA",218,12,"American IPA",219,"Laughing Dog Brewing Company","Ponderay","ID","Laughing Dog IPA (Laughing Dog Brewing Company)"
+"1199",1199,0.064,95,1675,"Madra Allta","American IPA",345,12,"American IPA",346,"Lavery Brewing Company","Erie","PA","Madra Allta (Lavery Brewing Company)"
+"1200",1200,0.0559999999999999,70,1249,"Duluchan India Pale Ale","American IPA",345,12,"American IPA",346,"Lavery Brewing Company","Erie","PA","Duluchan India Pale Ale (Lavery Brewing Company)"
+"1201",1201,0.05,NA,1445,"Lazy Monk Bohemian Pilsner","Czech Pilsener",406,16,NA,407,"Lazy Monk Brewing","Eau Claire","WI","Lazy Monk Bohemian Pilsner (Lazy Monk Brewing)"
+"1202",1202,0.051,NA,475,"Yellowstone Golden Ale","Kölsch",537,12,NA,538,"Lewis and Clark Brewing Company","Helena","MT","Yellowstone Golden Ale (Lewis and Clark Brewing Company)"
+"1203",1203,0.057,NA,474,"Tumbleweed IPA","American IPA",537,12,"American IPA",538,"Lewis and Clark Brewing Company","Helena","MT","Tumbleweed IPA (Lewis and Clark Brewing Company)"
+"1204",1204,0.05,NA,473,"Lewis & Clark Amber Ale","American Amber / Red Ale",537,12,"American Amber / Red Ale",538,"Lewis and Clark Brewing Company","Helena","MT","Lewis & Clark Amber Ale (Lewis and Clark Brewing Company)"
+"1205",1205,0.05,NA,472,"Miner's Gold Hefeweizen","Hefeweizen",537,12,NA,538,"Lewis and Clark Brewing Company","Helena","MT","Miner's Gold Hefeweizen (Lewis and Clark Brewing Company)"
+"1206",1206,0.057,NA,471,"Back Country Scottish Ale","Scottish Ale",537,12,NA,538,"Lewis and Clark Brewing Company","Helena","MT","Back Country Scottish Ale (Lewis and Clark Brewing Company)"
+"1207",1207,0.052,30,2036,"Getaway","German Pilsener",244,16,NA,245,"Lift Bridge Brewing Company","Stillwater","MN","Getaway (Lift Bridge Brewing Company)"
+"1208",1208,0.06,30,1168,"Farm Girl Saison","Saison / Farmhouse Ale",244,16,NA,245,"Lift Bridge Brewing Company","Stillwater","MN","Farm Girl Saison (Lift Bridge Brewing Company)"
+"1209",1209,0.0579999999999999,40,1832,"Adam's Stout","American Stout",298,12,NA,299,"Liquid Hero Brewery","York","PA","Adam's Stout (Liquid Hero Brewery)"
+"1210",1210,0.057,42,1688,"American Hero","American Amber / Red Ale",298,12,"American Amber / Red Ale",299,"Liquid Hero Brewery","York","PA","American Hero (Liquid Hero Brewery)"
+"1211",1211,0.052,20,1687,"Schweet Ale","Fruit / Vegetable Beer",298,12,NA,299,"Liquid Hero Brewery","York","PA","Schweet Ale (Liquid Hero Brewery)"
+"1212",1212,0.065,75,1686,"Irregardless IPA","American IPA",298,12,"American IPA",299,"Liquid Hero Brewery","York","PA","Irregardless IPA (Liquid Hero Brewery)"
+"1213",1213,0.057,40,2434,"Peach Pale Ale","American Pale Ale (APA)",104,12,"American Pale Ale (APA)",105,"Lone Tree Brewing Company","Lone Tree","CO","Peach Pale Ale (Lone Tree Brewing Company)"
+"1214",1214,0.06,NA,2332,"Deadeye Jack","American Porter",149,12,NA,150,"Lonerider Brewing Company","Raleigh","NC","Deadeye Jack (Lonerider Brewing Company)"
+"1215",1215,0.075,NA,2330,"Pistols at Dawn","American Stout",149,16,NA,150,"Lonerider Brewing Company","Raleigh","NC","Pistols at Dawn (Lonerider Brewing Company)"
+"1216",1216,0.057,47,2329,"Peacemaker Pale Ale","American Pale Ale (APA)",149,12,"American Pale Ale (APA)",150,"Lonerider Brewing Company","Raleigh","NC","Peacemaker Pale Ale (Lonerider Brewing Company)"
+"1217",1217,0.0579999999999999,11,2327,"Shotgun Betty","Hefeweizen",149,12,NA,150,"Lonerider Brewing Company","Raleigh","NC","Shotgun Betty (Lonerider Brewing Company)"
+"1218",1218,0.061,30,2326,"Sweet Josie","American Brown Ale",149,12,NA,150,"Lonerider Brewing Company","Raleigh","NC","Sweet Josie (Lonerider Brewing Company)"
+"1219",1219,0.059,42,1926,"Long Trail IPA","English India Pale Ale (IPA)",268,12,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Long Trail IPA (Long Trail Brewing Company)"
+"1220",1220,0.046,30,1924,"Long Trail Ale","American Amber / Red Ale",268,12,"American Amber / Red Ale",269,"Long Trail Brewing Company","Bridgewater Corners","VT","Long Trail Ale (Long Trail Brewing Company)"
+"1221",1221,0.072,33,1090,"Double Bag","Altbier",268,16,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Double Bag (Long Trail Brewing Company)"
+"1222",1222,0.04,8,574,"Blackbeary Wheat","Fruit / Vegetable Beer",268,12,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Blackbeary Wheat (Long Trail Brewing Company)"
+"1223",1223,0.046,30,573,"Long Trail Ale (1)","Altbier",268,12,NA,269,"Long Trail Brewing Company","Bridgewater Corners","VT","Long Trail Ale (1) (Long Trail Brewing Company)"
+"1224",1224,0.046,8,2584,"Gose","Gose",41,16,NA,42,"Lost Nation Brewing","East Fairfield","VT","Gose (Lost Nation Brewing)"
+"1225",1225,0.048,20,2583,"Vermont Pilsner","German Pilsener",41,16,NA,42,"Lost Nation Brewing","East Fairfield","VT","Vermont Pilsner (Lost Nation Brewing)"
+"1226",1226,0.055,NA,2582,"Mosaic Single Hop IPA","American IPA",41,16,"American IPA",42,"Lost Nation Brewing","East Fairfield","VT","Mosaic Single Hop IPA (Lost Nation Brewing)"
+"1227",1227,0.045,NA,2581,"Lost Galaxy","American IPA",41,16,"American IPA",42,"Lost Nation Brewing","East Fairfield","VT","Lost Galaxy (Lost Nation Brewing)"
+"1228",1228,0.062,65,1309,"Face Plant IPA","American IPA",430,12,"American IPA",431,"Lost Rhino Brewing Company","Ashburn","VA","Face Plant IPA (Lost Rhino Brewing Company)"
+"1229",1229,0.0559999999999999,55,1308,"Rhino Chasers Pilsner","Czech Pilsener",430,12,NA,431,"Lost Rhino Brewing Company","Ashburn","VA","Rhino Chasers Pilsner (Lost Rhino Brewing Company)"
+"1230",1230,0.052,29,1571,"Slow Hand Stout","American Stout",377,16,NA,378,"Lucette Brewing Company","Menominee","WI","Slow Hand Stout (Lucette Brewing Company)"
+"1231",1231,0.062,NA,1204,"Hips Don't Lie","Hefeweizen",456,16,NA,457,"Lucette Brewing Company","Menominie","WI","Hips Don't Lie (Lucette Brewing Company)"
+"1232",1232,0.052,NA,1122,"Ride Again Pale Ale","American Pale Ale (APA)",456,16,"American Pale Ale (APA)",457,"Lucette Brewing Company","Menominie","WI","Ride Again Pale Ale (Lucette Brewing Company)"
+"1233",1233,0.048,NA,700,"The Farmer's Daughter","American Blonde Ale",456,16,"American Blonde Ale",457,"Lucette Brewing Company","Menominie","WI","The Farmer's Daughter (Lucette Brewing Company)"
+"1234",1234,0.038,18,2033,"Pub Ale","English Dark Mild Ale",245,12,NA,246,"Lucky Town Brewing Company","Jackson","MS","Pub Ale (Lucky Town Brewing Company)"
+"1235",1235,0.051,31,2032,"Ballistic Blonde","Belgian Pale Ale",245,12,NA,246,"Lucky Town Brewing Company","Jackson","MS","Ballistic Blonde (Lucky Town Brewing Company)"
+"1236",1236,0.054,NA,2311,"Knotty Pine","American Pale Ale (APA)",158,12,"American Pale Ale (APA)",159,"Lumberyard Brewing Company","Flagstaff","AZ","Knotty Pine (Lumberyard Brewing Company)"
+"1237",1237,0.053,20,1153,"Lumberyard Pilsner","American Pilsner",158,12,NA,159,"Lumberyard Brewing Company","Flagstaff","AZ","Lumberyard Pilsner (Lumberyard Brewing Company)"
+"1238",1238,0.061,NA,355,"Lumberyard IPA","American IPA",158,12,"American IPA",159,"Lumberyard Brewing Company","Flagstaff","AZ","Lumberyard IPA (Lumberyard Brewing Company)"
+"1239",1239,0.0579999999999999,NA,125,"Lumberyard Red Ale","American Amber / Red Ale",158,12,"American Amber / Red Ale",159,"Lumberyard Brewing Company","Flagstaff","AZ","Lumberyard Red Ale (Lumberyard Brewing Company)"
+"1240",1240,0.05,NA,962,"Mac's Highlander Pale Ale (2000)","American Pale Ale (APA)",485,12,"American Pale Ale (APA)",486,"MacTarnahans Brewing Company","Portland","OR","Mac's Highlander Pale Ale (2000) (MacTarnahans Brewing Company)"
+"1241",1241,0.051,32,961,"Mac's Scottish Style Amber Ale (2000)","American Amber / Red Ale",485,12,"American Amber / Red Ale",486,"MacTarnahans Brewing Company","Portland","OR","Mac's Scottish Style Amber Ale (2000) (MacTarnahans Brewing Company)"
+"1242",1242,0.05,NA,1475,"Macon Progress Ale","American Pale Ale (APA)",400,12,"American Pale Ale (APA)",401,"Macon Beer Company","Macon","GA","Macon Progress Ale (Macon Beer Company)"
+"1243",1243,0.055,NA,1008,"Macon History Ale","American Brown Ale",400,12,NA,401,"Macon Beer Company","Macon","GA","Macon History Ale (Macon Beer Company)"
+"1244",1244,0.099,NA,2454,"Galaxy High","American Double / Imperial IPA",91,12,"American Double / Imperial IPA",92,"Madtree Brewing Company","Cincinnati","OH","Galaxy High (Madtree Brewing Company)"
+"1245",1245,0.043,18,2209,"Sol Drifter","American Blonde Ale",91,12,"American Blonde Ale",92,"Madtree Brewing Company","Cincinnati","OH","Sol Drifter (Madtree Brewing Company)"
+"1246",1246,0.085,NA,2133,"Thunder Snow","Winter Warmer",91,12,NA,92,"Madtree Brewing Company","Cincinnati","OH","Thunder Snow (Madtree Brewing Company)"
+"1247",1247,0.079,18,1994,"The Great Pumpcan","Fruit / Vegetable Beer",91,16,NA,92,"Madtree Brewing Company","Cincinnati","OH","The Great Pumpcan (Madtree Brewing Company)"
+"1248",1248,0.047,11,1816,"LIFT","Kölsch",91,12,NA,92,"Madtree Brewing Company","Cincinnati","OH","LIFT (Madtree Brewing Company)"
+"1249",1249,0.05,40,1815,"SPRYE","American Pale Ale (APA)",91,12,"American Pale Ale (APA)",92,"Madtree Brewing Company","Cincinnati","OH","SPRYE (Madtree Brewing Company)"
+"1250",1250,0.069,70,1126,"Psychopathy","American IPA",91,12,"American IPA",92,"Madtree Brewing Company","Cincinnati","OH","Psychopathy (Madtree Brewing Company)"
+"1251",1251,0.07,32,1125,"Gnarly Brown","American Brown Ale",91,12,NA,92,"Madtree Brewing Company","Cincinnati","OH","Gnarly Brown (Madtree Brewing Company)"
+"1252",1252,0.06,30,1124,"Happy Amber","American Amber / Red Ale",91,12,"American Amber / Red Ale",92,"Madtree Brewing Company","Cincinnati","OH","Happy Amber (Madtree Brewing Company)"
+"1253",1253,0.051,20,1813,"#9","Fruit / Vegetable Beer",303,16,NA,304,"Magic Hat Brewing Company","South Burlington","VT","#9 (Magic Hat Brewing Company)"
+"1254",1254,0.055,13,1113,"Elder Betty","Hefeweizen",303,12,NA,304,"Magic Hat Brewing Company","South Burlington","VT","Elder Betty (Magic Hat Brewing Company)"
+"1255",1255,0.051,20,360,"#9","Fruit / Vegetable Beer",303,12,NA,304,"Magic Hat Brewing Company","South Burlington","VT","#9 (Magic Hat Brewing Company)"
+"1256",1256,0.042,NA,511,"High Country Pilsner (Current)","German Pilsener",534,12,NA,535,"Mammoth Brewing Company","Mammoth Lakes","CA","High Country Pilsner (Current) (Mammoth Brewing Company)"
+"1257",1257,0.065,NA,75,"Epic IPA","American IPA",534,12,"American IPA",535,"Mammoth Brewing Company","Mammoth Lakes","CA","Epic IPA (Mammoth Brewing Company)"
+"1258",1258,0.042,NA,74,"Golden Trout Pilsner","German Pilsener",534,12,NA,535,"Mammoth Brewing Company","Mammoth Lakes","CA","Golden Trout Pilsner (Mammoth Brewing Company)"
+"1259",1259,0.045,NA,73,"Real McCoy Amber Ale (Current)","American Amber / Red Ale",534,12,"American Amber / Red Ale",535,"Mammoth Brewing Company","Mammoth Lakes","CA","Real McCoy Amber Ale (Current) (Mammoth Brewing Company)"
+"1260",1260,0.072,NA,1628,"Festivus (1)","Winter Warmer",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Festivus (1) (Manayunk Brewing Company)"
+"1261",1261,0.067,NA,1626,"Manayunk Oktoberfest","Märzen / Oktoberfest",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Manayunk Oktoberfest (Manayunk Brewing Company)"
+"1262",1262,0.045,21,1625,"Belgian Style Session Ale","Belgian Pale Ale",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Belgian Style Session Ale (Manayunk Brewing Company)"
+"1263",1263,0.055,NA,1624,"Manayunk IPA","American IPA",356,12,"American IPA",357,"Manayunk Brewing Company","Philadelphia","PA","Manayunk IPA (Manayunk Brewing Company)"
+"1264",1264,0.055,NA,1600,"Yunkin' Punkin'","Pumpkin Ale",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Yunkin' Punkin' (Manayunk Brewing Company)"
+"1265",1265,0.05,18,1484,"Summer Paradise","American Pale Wheat Ale",356,12,"American Pale Wheat Ale",357,"Manayunk Brewing Company","Philadelphia","PA","Summer Paradise (Manayunk Brewing Company)"
+"1266",1266,0.09,30,1356,"Monk from the 'Yunk","Tripel",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Monk from the 'Yunk (Manayunk Brewing Company)"
+"1267",1267,0.06,14,1355,"Schuylkill Punch","Fruit / Vegetable Beer",356,12,NA,357,"Manayunk Brewing Company","Philadelphia","PA","Schuylkill Punch (Manayunk Brewing Company)"
+"1268",1268,0.085,85,1334,"Dreamin' Double IPA","American Double / Imperial IPA",356,12,"American Double / Imperial IPA",357,"Manayunk Brewing Company","Philadelphia","PA","Dreamin' Double IPA (Manayunk Brewing Company)"
+"1269",1269,0.099,93,1674,"Chaotic Double IPA","American Double / Imperial IPA",346,12,"American Double / Imperial IPA",347,"Manzanita Brewing Company","Santee","CA","Chaotic Double IPA (Manzanita Brewing Company)"
+"1270",1270,0.08,88,1673,"Manzanita IPA","American IPA",346,12,"American IPA",347,"Manzanita Brewing Company","Santee","CA","Manzanita IPA (Manzanita Brewing Company)"
+"1271",1271,0.06,25,1672,"Riverwalk Blonde Ale","American Blonde Ale",346,12,"American Blonde Ale",347,"Manzanita Brewing Company","Santee","CA","Riverwalk Blonde Ale (Manzanita Brewing Company)"
+"1272",1272,0.095,49,1671,"Gillespie Brown Ale","American Brown Ale",346,12,NA,347,"Manzanita Brewing Company","Santee","CA","Gillespie Brown Ale (Manzanita Brewing Company)"
+"1273",1273,0.066,44,1670,"Manzanita Pale Ale","American Pale Ale (APA)",346,12,"American Pale Ale (APA)",347,"Manzanita Brewing Company","Santee","CA","Manzanita Pale Ale (Manzanita Brewing Company)"
+"1274",1274,0.047,NA,1262,"Marble Pilsner","German Pilsener",443,12,NA,444,"Marble Brewery","Albuquerque","NM","Marble Pilsner (Marble Brewery)"
+"1275",1275,0.062,NA,845,"Marble India Pale Ale","American IPA",443,12,"American IPA",444,"Marble Brewery","Albuquerque","NM","Marble India Pale Ale (Marble Brewery)"
+"1276",1276,0.072,NA,1783,"Toughcats IPA","American IPA",317,16,"American IPA",318,"Marshall Wharf Brewing Company","Belfast","ME","Toughcats IPA (Marshall Wharf Brewing Company)"
+"1277",1277,0.05,NA,1717,"Tug Pale Ale","American Pale Ale (APA)",317,16,"American Pale Ale (APA)",318,"Marshall Wharf Brewing Company","Belfast","ME","Tug Pale Ale (Marshall Wharf Brewing Company)"
+"1278",1278,0.099,NA,1716,"Sexy Chaos","Russian Imperial Stout",317,16,NA,318,"Marshall Wharf Brewing Company","Belfast","ME","Sexy Chaos (Marshall Wharf Brewing Company)"
+"1279",1279,0.063,NA,1516,"Ace Hole American Pale Ale","American Pale Ale (APA)",317,16,"American Pale Ale (APA)",318,"Marshall Wharf Brewing Company","Belfast","ME","Ace Hole American Pale Ale (Marshall Wharf Brewing Company)"
+"1280",1280,0.0969999999999999,NA,725,"Cant Dog Imperial Pale Ale","American Double / Imperial IPA",317,16,"American Double / Imperial IPA",318,"Marshall Wharf Brewing Company","Belfast","ME","Cant Dog Imperial Pale Ale (Marshall Wharf Brewing Company)"
+"1281",1281,0.05,20,2308,"River House","Saison / Farmhouse Ale",161,16,NA,162,"Martin House Brewing Company","Fort Worth","TX","River House (Martin House Brewing Company)"
+"1282",1282,0.065,47,2268,"Pretzel Stout","American Stout",161,16,NA,162,"Martin House Brewing Company","Fort Worth","TX","Pretzel Stout (Martin House Brewing Company)"
+"1283",1283,0.05,35,2197,"Rubberneck Red","American Amber / Red Ale",161,16,"American Amber / Red Ale",162,"Martin House Brewing Company","Fort Worth","TX","Rubberneck Red (Martin House Brewing Company)"
+"1284",1284,0.08,NA,2120,"The Imperial Texan","American Double / Imperial IPA",161,16,"American Double / Imperial IPA",162,"Martin House Brewing Company","Fort Worth","TX","The Imperial Texan (Martin House Brewing Company)"
+"1285",1285,0.08,NA,1234,"The Imperial Texan","American Double / Imperial IPA",161,12,"American Double / Imperial IPA",162,"Martin House Brewing Company","Fort Worth","TX","The Imperial Texan (Martin House Brewing Company)"
+"1286",1286,0.05,NA,1233,"Day Break 4-Grain Breakfast Beer","Rye Beer",161,16,NA,162,"Martin House Brewing Company","Fort Worth","TX","Day Break 4-Grain Breakfast Beer (Martin House Brewing Company)"
+"1287",1287,0.05,NA,1232,"River House Saison","Saison / Farmhouse Ale",161,12,NA,162,"Martin House Brewing Company","Fort Worth","TX","River House Saison (Martin House Brewing Company)"
+"1288",1288,0.065,NA,1231,"There Will Be Stout","American Stout",161,12,NA,162,"Martin House Brewing Company","Fort Worth","TX","There Will Be Stout (Martin House Brewing Company)"
+"1289",1289,0.065,60,1831,"Our Legacy IPA","American IPA",299,12,"American IPA",300,"Matt Brewing Company","Utica","NY","Our Legacy IPA (Matt Brewing Company)"
+"1290",1290,0.042,NA,1359,"Saranac Shandy","Shandy",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Shandy (Matt Brewing Company)"
+"1291",1291,0.065,60,1135,"Our Legacy IPA","American IPA",299,16,"American IPA",300,"Matt Brewing Company","Utica","NY","Our Legacy IPA (Matt Brewing Company)"
+"1292",1292,0.051,NA,960,"Saranac Golden Pilsener (2003)","German Pilsener",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Golden Pilsener (2003) (Matt Brewing Company)"
+"1293",1293,0.045,NA,959,"Saranac Adirondack Light (2002)","Light Lager",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Adirondack Light (2002) (Matt Brewing Company)"
+"1294",1294,0.045,NA,958,"DAX Light (1998)","Light Lager",299,12,NA,300,"Matt Brewing Company","Utica","NY","DAX Light (1998) (Matt Brewing Company)"
+"1295",1295,0.048,NA,957,"Saranac Traditional Lager (2000)","American Pale Lager",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Traditional Lager (2000) (Matt Brewing Company)"
+"1296",1296,0.047,NA,956,"Pomegranate Wheat (2008)","Fruit / Vegetable Beer",299,12,NA,300,"Matt Brewing Company","Utica","NY","Pomegranate Wheat (2008) (Matt Brewing Company)"
+"1297",1297,0.05,12,773,"Blueberry Blonde Ale","American Blonde Ale",299,12,"American Blonde Ale",300,"Matt Brewing Company","Utica","NY","Blueberry Blonde Ale (Matt Brewing Company)"
+"1298",1298,0.06,NA,686,"Saranac White IPA","American IPA",299,12,"American IPA",300,"Matt Brewing Company","Utica","NY","Saranac White IPA (Matt Brewing Company)"
+"1299",1299,0.047,NA,453,"Saranac Summer Ale (2011)","American Pale Wheat Ale",299,12,"American Pale Wheat Ale",300,"Matt Brewing Company","Utica","NY","Saranac Summer Ale (2011) (Matt Brewing Company)"
+"1300",1300,0.055,NA,150,"Saranac Pale Ale (12 oz.)","English Pale Ale",299,12,NA,300,"Matt Brewing Company","Utica","NY","Saranac Pale Ale (12 oz.) (Matt Brewing Company)"
+"1301",1301,0.055,NA,133,"Saranac Pale Ale (16 oz.)","English Pale Ale",299,16,NA,300,"Matt Brewing Company","Utica","NY","Saranac Pale Ale (16 oz.) (Matt Brewing Company)"
+"1302",1302,0.051,20,1578,"Lahaina Town Brown","American Brown Ale",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Lahaina Town Brown (Maui Brewing Company)"
+"1303",1303,0.055,NA,1429,"Pau Hana Pilsner","Czech Pilsener",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Pau Hana Pilsner (Maui Brewing Company)"
+"1304",1304,0.05,NA,1271,"Lemongrass Saison","Saison / Farmhouse Ale",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Lemongrass Saison (Maui Brewing Company)"
+"1305",1305,0.07,NA,713,"Aloha B’ak’tun","Belgian Strong Dark Ale",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Aloha B’ak’tun (Maui Brewing Company)"
+"1306",1306,0.0819999999999999,NA,712,"Liquid Breadfruit","Fruit / Vegetable Beer",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Liquid Breadfruit (Maui Brewing Company)"
+"1307",1307,0.06,24,690,"Sobrehumano Palena'ole","American Amber / Red Ale",375,12,"American Amber / Red Ale",376,"Maui Brewing Company","Lahaina","HI","Sobrehumano Palena'ole (Maui Brewing Company)"
+"1308",1308,0.05,12,547,"La Perouse White","Witbier",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","La Perouse White (Maui Brewing Company)"
+"1309",1309,0.068,68,435,"Flyin' HI.P.Hay","American IPA",375,12,"American IPA",376,"Maui Brewing Company","Lahaina","HI","Flyin' HI.P.Hay (Maui Brewing Company)"
+"1310",1310,0.055,15,313,"Mana Wheat","American Pale Wheat Ale",375,12,"American Pale Wheat Ale",376,"Maui Brewing Company","Lahaina","HI","Mana Wheat (Maui Brewing Company)"
+"1311",1311,0.045,18,33,"Bikini Blonde Lager","Munich Helles Lager",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","Bikini Blonde Lager (Maui Brewing Company)"
+"1312",1312,0.057,30,32,"CoCoNut Porter","American Porter",375,12,NA,376,"Maui Brewing Company","Lahaina","HI","CoCoNut Porter (Maui Brewing Company)"
+"1313",1313,0.062,65,31,"Big Swell IPA","American IPA",375,12,"American IPA",376,"Maui Brewing Company","Lahaina","HI","Big Swell IPA (Maui Brewing Company)"
+"1314",1314,0.037,34,1237,"Pit Stop Chocolate Porter","American Porter",448,12,NA,449,"Mavericks Beer Company","Half Moon Bay","CA","Pit Stop Chocolate Porter (Mavericks Beer Company)"
+"1315",1315,0.037,21,1236,"Pace Setter Belgian Style Wit","Witbier",448,12,NA,449,"Mavericks Beer Company","Half Moon Bay","CA","Pace Setter Belgian Style Wit (Mavericks Beer Company)"
+"1316",1316,0.037,53,1047,"Back in the Saddle Rye Pale Ale","American Pale Ale (APA)",448,12,"American Pale Ale (APA)",449,"Mavericks Beer Company","Half Moon Bay","CA","Back in the Saddle Rye Pale Ale (Mavericks Beer Company)"
+"1317",1317,0.069,NA,1986,"Bushwhacker Cider","Cider",254,16,NA,255,"Meckley's Cidery","Somerset Center","MI","Bushwhacker Cider (Meckley's Cidery)"
+"1318",1318,0.069,NA,1985,"Weim-R-Iner","Cider",254,16,NA,255,"Meckley's Cidery","Somerset Center","MI","Weim-R-Iner (Meckley's Cidery)"
+"1319",1319,0.069,NA,1984,"Cherry Bomb","Cider",254,16,NA,255,"Meckley's Cidery","Somerset Center","MI","Cherry Bomb (Meckley's Cidery)"
+"1320",1320,0.072,75,2186,"Tsunami IPA","American IPA",203,19.2,"American IPA",204,"Mehana Brewing Co.","Hilo","HI","Tsunami IPA (Mehana Brewing Co.)"
+"1321",1321,0.072,75,2185,"Tsunami IPA","American IPA",203,12,"American IPA",204,"Mehana Brewing Co.","Hilo","HI","Tsunami IPA (Mehana Brewing Co.)"
+"1322",1322,0.042,22,2184,"Humpback Blonde Ale","American Blonde Ale",203,12,"American Blonde Ale",204,"Mehana Brewing Co.","Hilo","HI","Humpback Blonde Ale (Mehana Brewing Co.)"
+"1323",1323,0.052,27,2178,"Hawaiian Crow Porter","American Porter",203,12,NA,204,"Mehana Brewing Co.","Hilo","HI","Hawaiian Crow Porter (Mehana Brewing Co.)"
+"1324",1324,0.052,23,2177,"Volcano Red Ale","American Amber / Red Ale",203,12,"American Amber / Red Ale",204,"Mehana Brewing Co.","Hilo","HI","Volcano Red Ale (Mehana Brewing Co.)"
+"1325",1325,0.054,42,2176,"Mauna Kea Pale Ale","American Pale Ale (APA)",203,12,"American Pale Ale (APA)",204,"Mehana Brewing Co.","Hilo","HI","Mauna Kea Pale Ale (Mehana Brewing Co.)"
+"1326",1326,0.053,11,1508,"Shark Bait","Fruit / Vegetable Beer",393,12,NA,394,"Miami Brewing Company","Miami","FL","Shark Bait (Miami Brewing Company)"
+"1327",1327,0.053,30,1507,"Gator Tail Brown Ale","American Brown Ale",393,12,NA,394,"Miami Brewing Company","Miami","FL","Gator Tail Brown Ale (Miami Brewing Company)"
+"1328",1328,0.071,62,1506,"Miami Vice IPA","American IPA",393,12,"American IPA",394,"Miami Brewing Company","Miami","FL","Miami Vice IPA (Miami Brewing Company)"
+"1329",1329,0.053,16,1325,"Big Rod Coconut Ale","American Blonde Ale",393,12,"American Blonde Ale",394,"Miami Brewing Company","Miami","FL","Big Rod Coconut Ale (Miami Brewing Company)"
+"1330",1330,0.0559999999999999,NA,174,"Mickey Finn's Amber Ale","American Amber / Red Ale",552,12,"American Amber / Red Ale",553,"Mickey Finn's Brewery","Libertyville","IL","Mickey Finn's Amber Ale (Mickey Finn's Brewery)"
+"1331",1331,0.063,61,2093,"Pleasure Town","American IPA",223,12,"American IPA",224,"Midnight Sun Brewing Company","Anchorage","AK","Pleasure Town (Midnight Sun Brewing Company)"
+"1332",1332,0.063,61,1814,"Pleasure Town IPA","American IPA",223,12,"American IPA",224,"Midnight Sun Brewing Company","Anchorage","AK","Pleasure Town IPA (Midnight Sun Brewing Company)"
+"1333",1333,0.048,12,587,"Snowshoe White Ale","Witbier",223,12,NA,224,"Midnight Sun Brewing Company","Anchorage","AK","Snowshoe White Ale (Midnight Sun Brewing Company)"
+"1334",1334,0.05,24,586,"Kodiak Brown Ale","American Brown Ale",223,12,NA,224,"Midnight Sun Brewing Company","Anchorage","AK","Kodiak Brown Ale (Midnight Sun Brewing Company)"
+"1335",1335,0.057,70,434,"Sockeye Red IPA","American IPA",223,12,"American IPA",224,"Midnight Sun Brewing Company","Anchorage","AK","Sockeye Red IPA (Midnight Sun Brewing Company)"
+"1336",1336,0.08,100,2668,"Habitus (2014)","American Double / Imperial IPA",3,16,"American Double / Imperial IPA",4,"Mike Hess Brewing Company","San Diego","CA","Habitus (2014) (Mike Hess Brewing Company)"
+"1337",1337,0.075,85,2667,"Solis","American IPA",3,16,"American IPA",4,"Mike Hess Brewing Company","San Diego","CA","Solis (Mike Hess Brewing Company)"
+"1338",1338,0.06,24,2666,"Jucundus","Wheat Ale",3,16,NA,4,"Mike Hess Brewing Company","San Diego","CA","Jucundus (Mike Hess Brewing Company)"
+"1339",1339,0.08,100,2664,"Habitus","American Double / Imperial IPA",3,16,"American Double / Imperial IPA",4,"Mike Hess Brewing Company","San Diego","CA","Habitus (Mike Hess Brewing Company)"
+"1340",1340,0.063,30,2663,"Grazias","Cream Ale",3,16,NA,4,"Mike Hess Brewing Company","San Diego","CA","Grazias (Mike Hess Brewing Company)"
+"1341",1341,0.0579999999999999,28,2662,"Claritas","Kölsch",3,16,NA,4,"Mike Hess Brewing Company","San Diego","CA","Claritas (Mike Hess Brewing Company)"
+"1342",1342,0.083,NA,2535,"Vinyl Frontier","American Double / Imperial IPA",65,24,"American Double / Imperial IPA",66,"Mikerphone Brewing","Chicago","IL","Vinyl Frontier (Mikerphone Brewing)"
+"1343",1343,0.08,NA,2534,"Disco Superfly","American IPA",65,24,"American IPA",66,"Mikerphone Brewing","Chicago","IL","Disco Superfly (Mikerphone Brewing)"
+"1344",1344,0.075,NA,2533,"Misty Mountain Hop","American IPA",65,24,"American IPA",66,"Mikerphone Brewing","Chicago","IL","Misty Mountain Hop (Mikerphone Brewing)"
+"1345",1345,0.075,NA,2532,"One-Hit Wonderful","Belgian IPA",65,24,NA,66,"Mikerphone Brewing","Chicago","IL","One-Hit Wonderful (Mikerphone Brewing)"
+"1346",1346,0.065,NA,2531,"En Parfaite Harmonie","Saison / Farmhouse Ale",65,24,NA,66,"Mikerphone Brewing","Chicago","IL","En Parfaite Harmonie (Mikerphone Brewing)"
+"1347",1347,0.043,8,2530,"Daft Funk","Berliner Weissbier",65,24,NA,66,"Mikerphone Brewing","Chicago","IL","Daft Funk (Mikerphone Brewing)"
+"1348",1348,0.075,NA,2529,"Love In An Ellavator","American IPA",65,24,"American IPA",66,"Mikerphone Brewing","Chicago","IL","Love In An Ellavator (Mikerphone Brewing)"
+"1349",1349,0.053,NA,2528,"Spin Doctor","American Pale Ale (APA)",65,24,"American Pale Ale (APA)",66,"Mikerphone Brewing","Chicago","IL","Spin Doctor (Mikerphone Brewing)"
+"1350",1350,0.05,NA,1612,"Keeper (Current)","American Pilsner",363,12,NA,364,"Mikkeller","Pottstown","PA","Keeper (Current) (Mikkeller)"
+"1351",1351,0.068,NA,1611,"Better Half","American IPA",363,12,"American IPA",364,"Mikkeller","Pottstown","PA","Better Half (Mikkeller)"
+"1352",1352,0.048,NA,1273,"SNO White Ale","Witbier",440,16,NA,441,"MillKing It Productions","Royal Oak","MI","SNO White Ale (MillKing It Productions)"
+"1353",1353,0.048,NA,365,"BRIK Irish Red Ale","Irish Red Ale",440,16,NA,441,"MillKing It Productions","Royal Oak","MI","BRIK Irish Red Ale (MillKing It Productions)"
+"1354",1354,NA,NA,273,"AXL Pale Ale","American Pale Ale (APA)",440,16,"American Pale Ale (APA)",441,"MillKing It Productions","Royal Oak","MI","AXL Pale Ale (MillKing It Productions)"
+"1355",1355,0.087,80,1884,"Hop Freak","American Double / Imperial IPA",284,16,"American Double / Imperial IPA",285,"Milwaukee Brewing Company","Milwaukee","WI","Hop Freak (Milwaukee Brewing Company)"
+"1356",1356,0.051,24,1272,"Louie's Demise Amber Ale","American Amber / Red Ale",284,16,"American Amber / Red Ale",285,"Milwaukee Brewing Company","Milwaukee","WI","Louie's Demise Amber Ale (Milwaukee Brewing Company)"
+"1357",1357,0.075,51,1080,"Hop Happy","American IPA",284,16,"American IPA",285,"Milwaukee Brewing Company","Milwaukee","WI","Hop Happy (Milwaukee Brewing Company)"
+"1358",1358,0.065,20,932,"Booyah Farmhouse Ale","Saison / Farmhouse Ale",284,16,NA,285,"Milwaukee Brewing Company","Milwaukee","WI","Booyah Farmhouse Ale (Milwaukee Brewing Company)"
+"1359",1359,0.092,NA,776,"O-Gii","Witbier",284,16,NA,285,"Milwaukee Brewing Company","Milwaukee","WI","O-Gii (Milwaukee Brewing Company)"
+"1360",1360,0.048,18,172,"Flaming Damsel Lager (2010)","Vienna Lager",284,16,NA,285,"Milwaukee Brewing Company","Milwaukee","WI","Flaming Damsel Lager (2010) (Milwaukee Brewing Company)"
+"1361",1361,0.051,24,171,"Louie’s Demise Immort-Ale (2010)","American Amber / Red Ale",284,16,"American Amber / Red Ale",285,"Milwaukee Brewing Company","Milwaukee","WI","Louie’s Demise Immort-Ale (2010) (Milwaukee Brewing Company)"
+"1362",1362,0.099,NA,2361,"Axe Head Malt Liquor","American Malt Liquor",134,24,NA,135,"Minhas Craft Brewery","Monroe","WI","Axe Head Malt Liquor (Minhas Craft Brewery)"
+"1363",1363,0.054,NA,2359,"Huber Bock (2014)","Bock",134,16,NA,135,"Minhas Craft Brewery","Monroe","WI","Huber Bock (2014) (Minhas Craft Brewery)"
+"1364",1364,0.04,NA,2358,"Minhas Light (2012)","Light Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Minhas Light (2012) (Minhas Craft Brewery)"
+"1365",1365,0.05,NA,2282,"Huber","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Huber (Minhas Craft Brewery)"
+"1366",1366,0.062,NA,2281,"Clear Creek Ice","American Pale Lager",134,16,NA,135,"Minhas Craft Brewery","Monroe","WI","Clear Creek Ice (Minhas Craft Brewery)"
+"1367",1367,0.062,NA,2280,"Clear Creek Ice","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Clear Creek Ice (Minhas Craft Brewery)"
+"1368",1368,0.055,NA,2279,"Mountain Crest","American Pale Lager",134,16,NA,135,"Minhas Craft Brewery","Monroe","WI","Mountain Crest (Minhas Craft Brewery)"
+"1369",1369,0.055,NA,2278,"Mountain Crest","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Mountain Crest (Minhas Craft Brewery)"
+"1370",1370,0.055,NA,2277,"Mountain Creek (2013)","American Pale Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Mountain Creek (2013) (Minhas Craft Brewery)"
+"1371",1371,0.05,NA,2276,"Boxer","American Adjunct Lager",134,24,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer (Minhas Craft Brewery)"
+"1372",1372,0.042,NA,2275,"Boxer Light","Light Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer Light (Minhas Craft Brewery)"
+"1373",1373,0.055,NA,2274,"Boxer Ice","American Adjunct Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer Ice (Minhas Craft Brewery)"
+"1374",1374,0.05,NA,2273,"Boxer","American Adjunct Lager",134,12,NA,135,"Minhas Craft Brewery","Monroe","WI","Boxer (Minhas Craft Brewery)"
+"1375",1375,0.05,NA,2442,"Cortez Gold","Belgian Pale Ale",98,32,NA,99,"Mission Brewery","San Diego","CA","Cortez Gold (Mission Brewery)"
+"1376",1376,0.068,66,2441,"Mission IPA","American IPA",98,32,"American IPA",99,"Mission Brewery","San Diego","CA","Mission IPA (Mission Brewery)"
+"1377",1377,0.048,44,1460,"El Conquistador Extra Pale Ale","American Pale Ale (APA)",98,32,"American Pale Ale (APA)",99,"Mission Brewery","San Diego","CA","El Conquistador Extra Pale Ale (Mission Brewery)"
+"1378",1378,0.092,75,1459,"Shipwrecked Double IPA","American Double / Imperial IPA",98,32,"American Double / Imperial IPA",99,"Mission Brewery","San Diego","CA","Shipwrecked Double IPA (Mission Brewery)"
+"1379",1379,0.04,NA,1476,"Squeaky Bike Nut Brown Ale","American Brown Ale",399,16,NA,400,"Moab Brewery","Moab","UT","Squeaky Bike Nut Brown Ale (Moab Brewery)"
+"1380",1380,0.04,NA,902,"Dead Horse Amber","American Pale Wheat Ale",399,16,"American Pale Wheat Ale",400,"Moab Brewery","Moab","UT","Dead Horse Amber (Moab Brewery)"
+"1381",1381,0.04,NA,645,"Rocket Bike American Lager","California Common / Steam Beer",399,16,NA,400,"Moab Brewery","Moab","UT","Rocket Bike American Lager (Moab Brewery)"
+"1382",1382,0.04,NA,644,"Johnny's American IPA","American IPA",399,16,"American IPA",400,"Moab Brewery","Moab","UT","Johnny's American IPA (Moab Brewery)"
+"1383",1383,0.055,NA,337,"Boneshaker Brown Ale","English Brown Ale",547,24,NA,548,"Moat Mountain Smoke House & Brew...","North Conway","NH","Boneshaker Brown Ale (Moat Mountain Smoke House & Brew...)"
+"1384",1384,0.0559999999999999,NA,336,"Iron Mike Pale Ale","American Pale Ale (APA)",547,24,"American Pale Ale (APA)",548,"Moat Mountain Smoke House & Brew...","North Conway","NH","Iron Mike Pale Ale (Moat Mountain Smoke House & Brew...)"
+"1385",1385,0.042,NA,2236,"Monkadelic","American Pale Ale (APA)",189,12,"American Pale Ale (APA)",190,"Modern Monks Brewery","Lincoln","NE","Monkadelic (Modern Monks Brewery)"
+"1386",1386,0.075,85,2159,"City of the Sun","American IPA",209,16,"American IPA",210,"Modern Times Beer","San Diego","CA","City of the Sun (Modern Times Beer)"
+"1387",1387,0.068,75,2157,"Booming Rollers","American IPA",209,16,"American IPA",210,"Modern Times Beer","San Diego","CA","Booming Rollers (Modern Times Beer)"
+"1388",1388,0.052,50,2156,"Oneida","American Pale Ale (APA)",209,16,"American Pale Ale (APA)",210,"Modern Times Beer","San Diego","CA","Oneida (Modern Times Beer)"
+"1389",1389,0.067,75,2154,"Aurora","American Amber / Red Ale",209,16,"American Amber / Red Ale",210,"Modern Times Beer","San Diego","CA","Aurora (Modern Times Beer)"
+"1390",1390,0.055,30,1495,"Lomaland","Saison / Farmhouse Ale",209,16,NA,210,"Modern Times Beer","San Diego","CA","Lomaland (Modern Times Beer)"
+"1391",1391,0.047,46,1494,"Fortunate Islands","American Pale Wheat Ale",209,16,"American Pale Wheat Ale",210,"Modern Times Beer","San Diego","CA","Fortunate Islands (Modern Times Beer)"
+"1392",1392,0.0579999999999999,40,1493,"Black House","American Stout",209,16,NA,210,"Modern Times Beer","San Diego","CA","Black House (Modern Times Beer)"
+"1393",1393,0.065,115,1492,"Blazing World","American Amber / Red Ale",209,16,"American Amber / Red Ale",210,"Modern Times Beer","San Diego","CA","Blazing World (Modern Times Beer)"
+"1394",1394,0.05,NA,327,"Wapiti Amber Ale","American Amber / Red Ale",549,12,"American Amber / Red Ale",550,"Mogollon Brewing Company","Flagstaff","AZ","Wapiti Amber Ale (Mogollon Brewing Company)"
+"1395",1395,0.054,NA,719,"Sweet Georgia Brown","American Brown Ale",514,16,NA,515,"Monkey Paw Pub & Brewery","San Diego","CA","Sweet Georgia Brown (Monkey Paw Pub & Brewery)"
+"1396",1396,0.087,NA,718,"Rich Man's IIPA","American Double / Imperial IPA",514,16,"American Double / Imperial IPA",515,"Monkey Paw Pub & Brewery","San Diego","CA","Rich Man's IIPA (Monkey Paw Pub & Brewery)"
+"1397",1397,0.0579999999999999,NA,717,"Monkey Paw Oatmeal Pale Ale","American Pale Ale (APA)",514,16,"American Pale Ale (APA)",515,"Monkey Paw Pub & Brewery","San Diego","CA","Monkey Paw Oatmeal Pale Ale (Monkey Paw Pub & Brewery)"
+"1398",1398,0.0559999999999999,28,1907,"Montauk Summer Ale","American Blonde Ale",276,12,"American Blonde Ale",277,"Montauk Brewing Company","Montauk","NY","Montauk Summer Ale (Montauk Brewing Company)"
+"1399",1399,0.06,49,1906,"Driftwood Ale","Extra Special / Strong Bitter (ESB)",276,12,NA,277,"Montauk Brewing Company","Montauk","NY","Driftwood Ale (Montauk Brewing Company)"
+"1400",1400,0.0559999999999999,18,1756,"When Helles Freezes Over","Munich Helles Lager",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","When Helles Freezes Over (Morgan Street Brewery)"
+"1401",1401,0.049,24,1617,"Morgan Street Oktoberfest","Märzen / Oktoberfest",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","Morgan Street Oktoberfest (Morgan Street Brewery)"
+"1402",1402,0.047,14,1052,"Honey Wheat","American Pale Wheat Ale",326,12,"American Pale Wheat Ale",327,"Morgan Street Brewery","Saint Louis","MO","Honey Wheat (Morgan Street Brewery)"
+"1403",1403,0.046,24,1051,"Black Bear Dark Lager","Schwarzbier",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","Black Bear Dark Lager (Morgan Street Brewery)"
+"1404",1404,0.05,35,1046,"Golden Pilsner","German Pilsener",326,12,NA,327,"Morgan Street Brewery","Saint Louis","MO","Golden Pilsner (Morgan Street Brewery)"
+"1405",1405,0.052,21,2413,"Cali Creamin'","Cream Ale",111,12,NA,112,"Mother Earth Brew Company","Vista","CA","Cali Creamin' (Mother Earth Brew Company)"
+"1406",1406,0.05,NA,419,"Second Wind Pale Ale","American Pale Ale (APA)",540,12,"American Pale Ale (APA)",541,"Mother Earth Brewing Company","Kinston","NC","Second Wind Pale Ale (Mother Earth Brewing Company)"
+"1407",1407,0.05,NA,408,"Sunny Haze","Hefeweizen",540,12,NA,541,"Mother Earth Brewing Company","Kinston","NC","Sunny Haze (Mother Earth Brewing Company)"
+"1408",1408,0.052,21,2237,"Towhead","American Blonde Ale",188,12,"American Blonde Ale",189,"Mother's Brewing","Springfield","MO","Towhead (Mother's Brewing)"
+"1409",1409,0.07,70,2208,"Lil' Helper","American IPA",188,12,"American IPA",189,"Mother's Brewing","Springfield","MO","Lil' Helper (Mother's Brewing)"
+"1410",1410,0.0819999999999999,NA,1952,"Train Wreck","American Amber / Red Ale",260,16,"American Amber / Red Ale",261,"Mountain Town Brewing Company","Mount Pleasant","MI","Train Wreck (Mountain Town Brewing Company)"
+"1411",1411,0.085,NA,768,"Full Moon Belgian White Ale","Witbier",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Full Moon Belgian White Ale (Mudshark Brewing Company)"
+"1412",1412,0.072,NA,625,"Desert Magic IPA","American IPA",507,12,"American IPA",508,"Mudshark Brewing Company","Lake Havasu City","AZ","Desert Magic IPA (Mudshark Brewing Company)"
+"1413",1413,0.042,NA,326,"Up River Light","Light Lager",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Up River Light (Mudshark Brewing Company)"
+"1414",1414,0.085,NA,132,"Full Moon Belgian White Ale (2007)","Witbier",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Full Moon Belgian White Ale (2007) (Mudshark Brewing Company)"
+"1415",1415,0.055,NA,131,"Dry Heat Hefeweizen (2006)","Hefeweizen",507,12,NA,508,"Mudshark Brewing Company","Lake Havasu City","AZ","Dry Heat Hefeweizen (2006) (Mudshark Brewing Company)"
+"1416",1416,0.05,NA,1598,"Mustang Sixty-Six","American Amber / Red Lager",366,12,NA,367,"Mustang Brewing Company","Mustang","OK","Mustang Sixty-Six (Mustang Brewing Company)"
+"1417",1417,0.04,NA,862,"Mustang '33","American Pale Lager",366,12,NA,367,"Mustang Brewing Company","Mustang","OK","Mustang '33 (Mustang Brewing Company)"
+"1418",1418,0.04,NA,699,"Session '33 (2011)","American Pale Lager",366,12,NA,367,"Mustang Brewing Company","Mustang","OK","Session '33 (2011) (Mustang Brewing Company)"
+"1419",1419,0.053,10,421,"Mustang Golden Ale","American Blonde Ale",366,12,"American Blonde Ale",367,"Mustang Brewing Company","Mustang","OK","Mustang Golden Ale (Mustang Brewing Company)"
+"1420",1420,0.053,14,420,"Washita Wheat","American Pale Wheat Ale",366,12,"American Pale Wheat Ale",367,"Mustang Brewing Company","Mustang","OK","Washita Wheat (Mustang Brewing Company)"
+"1421",1421,0.037,10,2345,"Gansett Light","Light Lager",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Gansett Light (Narragansett Brewing Company)"
+"1422",1422,0.052,30,2224,"Bohemian Pils","American Pilsner",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Bohemian Pils (Narragansett Brewing Company)"
+"1423",1423,0.053,30,1775,"Autocrat Coffee Milk Stout","Milk / Sweet Stout",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Autocrat Coffee Milk Stout (Narragansett Brewing Company)"
+"1424",1424,0.086,35,1291,"Narragansett Bohemian Pilsner","German Pilsener",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Bohemian Pilsner (Narragansett Brewing Company)"
+"1425",1425,0.042,24,1093,"Narragansett Summer Ale","American Pale Wheat Ale",143,12,"American Pale Wheat Ale",144,"Narragansett Brewing Company","Providence","RI","Narragansett Summer Ale (Narragansett Brewing Company)"
+"1426",1426,0.05,22,580,"Narragansett Cream Ale","Cream Ale",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Cream Ale (Narragansett Brewing Company)"
+"1427",1427,0.042,24,403,"Narragansett Summer Ale","American Pale Wheat Ale",143,16,"American Pale Wheat Ale",144,"Narragansett Brewing Company","Providence","RI","Narragansett Summer Ale (Narragansett Brewing Company)"
+"1428",1428,0.07,22,316,"Narragansett Porter","American Porter",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Porter (Narragansett Brewing Company)"
+"1429",1429,0.065,32,315,"Narragansett Bock","Bock",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Bock (Narragansett Brewing Company)"
+"1430",1430,0.055,15,314,"Narragansett Fest Lager","Märzen / Oktoberfest",143,16,NA,144,"Narragansett Brewing Company","Providence","RI","Narragansett Fest Lager (Narragansett Brewing Company)"
+"1431",1431,0.053,NA,1537,"Undun Blonde Ale","American Blonde Ale",387,16,"American Blonde Ale",388,"Natian Brewery","Portland","OR","Undun Blonde Ale (Natian Brewery)"
+"1432",1432,0.074,NA,1536,"CuDa Cascadian Dark Ale","American Black Ale",387,16,NA,388,"Natian Brewery","Portland","OR","CuDa Cascadian Dark Ale (Natian Brewery)"
+"1433",1433,0.085,86,1265,"Old Grogham Imperial India Pale Ale","American Double / Imperial IPA",387,16,"American Double / Imperial IPA",388,"Natian Brewery","Portland","OR","Old Grogham Imperial India Pale Ale (Natian Brewery)"
+"1434",1434,0.085,86,747,"Old Grogham Imperial India Pale Ale (2012)","American Double / Imperial IPA",387,16,"American Double / Imperial IPA",388,"Natian Brewery","Portland","OR","Old Grogham Imperial India Pale Ale (2012) (Natian Brewery)"
+"1435",1435,0.074,NA,746,"CuDa Cascadian Dark Ale (2012)","American Black Ale",387,16,NA,388,"Natian Brewery","Portland","OR","CuDa Cascadian Dark Ale (2012) (Natian Brewery)"
+"1436",1436,0.053,NA,654,"Undun Blonde Ale (2012)","American Blonde Ale",387,16,"American Blonde Ale",388,"Natian Brewery","Portland","OR","Undun Blonde Ale (2012) (Natian Brewery)"
+"1437",1437,0.061,11,1705,"Wick For Brains","Pumpkin Ale",337,12,NA,338,"Nebraska Brewing Company","Papillion","NE","Wick For Brains (Nebraska Brewing Company)"
+"1438",1438,0.065,65,1148,"Nebraska India Pale Ale","American IPA",337,12,"American IPA",338,"Nebraska Brewing Company","Papillion","NE","Nebraska India Pale Ale (Nebraska Brewing Company)"
+"1439",1439,0.048,10,1147,"EOS Hefeweizen","Hefeweizen",337,12,NA,338,"Nebraska Brewing Company","Papillion","NE","EOS Hefeweizen (Nebraska Brewing Company)"
+"1440",1440,0.048,15,1146,"Brunette Nut Brown Ale","English Brown Ale",337,12,NA,338,"Nebraska Brewing Company","Papillion","NE","Brunette Nut Brown Ale (Nebraska Brewing Company)"
+"1441",1441,0.057,29,1145,"Cardinal Pale Ale","American Pale Ale (APA)",337,12,"American Pale Ale (APA)",338,"Nebraska Brewing Company","Papillion","NE","Cardinal Pale Ale (Nebraska Brewing Company)"
+"1442",1442,0.066,NA,1758,"County Line IPA","American IPA",325,12,"American IPA",326,"Neshaminy Creek Brewing Company","Croydon","PA","County Line IPA (Neshaminy Creek Brewing Company)"
+"1443",1443,0.048,NA,1757,"Trauger Pilsner","German Pilsener",325,12,NA,326,"Neshaminy Creek Brewing Company","Croydon","PA","Trauger Pilsner (Neshaminy Creek Brewing Company)"
+"1444",1444,0.045,40,2475,"Slow Ride","American IPA",82,12,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Slow Ride (New Belgium Brewing Company)"
+"1445",1445,0.065,70,2230,"Ranger IPA","American IPA",82,12,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Ranger IPA (New Belgium Brewing Company)"
+"1446",1446,0.05,29,1987,"Shift","American Pale Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Shift (New Belgium Brewing Company)"
+"1447",1447,0.0559999999999999,21,1978,"1554 Black Lager","Euro Dark Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","1554 Black Lager (New Belgium Brewing Company)"
+"1448",1448,0.048,NA,1975,"Blue Paddle","Czech Pilsener",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Blue Paddle (New Belgium Brewing Company)"
+"1449",1449,0.055,NA,1737,"California Route","American Amber / Red Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","California Route (New Belgium Brewing Company)"
+"1450",1450,0.052,NA,1707,"Snapshot","American Pale Wheat Ale",82,16,"American Pale Wheat Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Snapshot (New Belgium Brewing Company)"
+"1451",1451,0.048,NA,1690,"Sunshine Wheat Beer","American Pale Wheat Ale",82,12,"American Pale Wheat Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Sunshine Wheat Beer (New Belgium Brewing Company)"
+"1452",1452,0.052,18,1586,"Fat Tire Amber Ale","American Amber / Red Ale",82,12,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (New Belgium Brewing Company)"
+"1453",1453,0.05,29,952,"Shift (1)","American Pale Lager",82,12,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Shift (1) (New Belgium Brewing Company)"
+"1454",1454,0.052,18,748,"Fat Tire Amber Ale (2011)","American Amber / Red Ale",82,12,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (2011) (New Belgium Brewing Company)"
+"1455",1455,0.05,29,578,"Shift","American Pale Lager",82,16,NA,83,"New Belgium Brewing Company","Fort Collins","CO","Shift (New Belgium Brewing Company)"
+"1456",1456,0.065,70,564,"Ranger IPA","American IPA",82,16,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Ranger IPA (New Belgium Brewing Company)"
+"1457",1457,0.052,18,563,"Fat Tire Amber Ale","American Amber / Red Ale",82,16,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (New Belgium Brewing Company)"
+"1458",1458,0.065,70,115,"Ranger IPA (Current)","American IPA",82,12,"American IPA",83,"New Belgium Brewing Company","Fort Collins","CO","Ranger IPA (Current) (New Belgium Brewing Company)"
+"1459",1459,0.048,NA,72,"Sunshine Wheat Beer (2009)","American Pale Wheat Ale",82,12,"American Pale Wheat Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Sunshine Wheat Beer (2009) (New Belgium Brewing Company)"
+"1460",1460,0.052,18,71,"Fat Tire Amber Ale (2008)","American Amber / Red Ale",82,12,"American Amber / Red Ale",83,"New Belgium Brewing Company","Fort Collins","CO","Fat Tire Amber Ale (2008) (New Belgium Brewing Company)"
+"1461",1461,0.034,6,1417,"Weiss Trash Culture","Berliner Weissbier",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","Weiss Trash Culture (New England Brewing Company)"
+"1462",1462,0.062,NA,885,"Sea Hag IPA","American IPA",410,12,"American IPA",411,"New England Brewing Company","Woodbridge","CT","Sea Hag IPA (New England Brewing Company)"
+"1463",1463,0.05,NA,884,"Elm City Pilsner","American Pilsner",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","Elm City Pilsner (New England Brewing Company)"
+"1464",1464,0.05,NA,757,"Atlantic Amber Ale (2004)","American Amber / Red Ale",410,12,"American Amber / Red Ale",411,"New England Brewing Company","Woodbridge","CT","Atlantic Amber Ale (2004) (New England Brewing Company)"
+"1465",1465,0.09,NA,568,"668 Neighbor of the Beast12 oz.","Belgian Pale Ale",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","668 Neighbor of the Beast12 oz. (New England Brewing Company)"
+"1466",1466,0.088,85,320,"Gandhi-Bot Double IPA (12 oz.)","American Double / Imperial IPA",410,12,"American Double / Imperial IPA",411,"New England Brewing Company","Woodbridge","CT","Gandhi-Bot Double IPA (12 oz.) (New England Brewing Company)"
+"1467",1467,0.09,NA,43,"668 Neighbor of the Beast (16 oz.) (2010)","Belgian Pale Ale",410,16,NA,411,"New England Brewing Company","Woodbridge","CT","668 Neighbor of the Beast (16 oz.) (2010) (New England Brewing Company)"
+"1468",1468,0.088,85,42,"Gandhi-Bot Double IPA (16 oz.) (2010)","American Double / Imperial IPA",410,16,"American Double / Imperial IPA",411,"New England Brewing Company","Woodbridge","CT","Gandhi-Bot Double IPA (16 oz.) (2010) (New England Brewing Company)"
+"1469",1469,0.05,NA,41,"Elm City Lager (2007)","American Pilsner",410,12,NA,411,"New England Brewing Company","Woodbridge","CT","Elm City Lager (2007) (New England Brewing Company)"
+"1470",1470,0.05,NA,40,"Atlantic Amber Ale (2007)","American Amber / Red Ale",410,12,"American Amber / Red Ale",411,"New England Brewing Company","Woodbridge","CT","Atlantic Amber Ale (2007) (New England Brewing Company)"
+"1471",1471,0.062,NA,39,"Sea Hag IPA (Current)","American IPA",410,12,"American IPA",411,"New England Brewing Company","Woodbridge","CT","Sea Hag IPA (Current) (New England Brewing Company)"
+"1472",1472,0.05,NA,2272,"Rebirth Pale Ale","American Pale Ale (APA)",174,12,"American Pale Ale (APA)",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","Rebirth Pale Ale (New Orleans Lager & Ale Brewing ...)"
+"1473",1473,0.068,NA,1582,"Irish Channel Stout","American Stout",174,16,NA,175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","Irish Channel Stout (New Orleans Lager & Ale Brewing ...)"
+"1474",1474,0.088,NA,1114,"MechaHopzilla","American Double / Imperial IPA",174,16,"American Double / Imperial IPA",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","MechaHopzilla (New Orleans Lager & Ale Brewing ...)"
+"1475",1475,0.065,NA,486,"Hopitoulas IPA","American IPA",174,16,"American IPA",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","Hopitoulas IPA (New Orleans Lager & Ale Brewing ...)"
+"1476",1476,0.039,NA,485,"NOLA Brown Ale","English Dark Mild Ale",174,12,NA,175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","NOLA Brown Ale (New Orleans Lager & Ale Brewing ...)"
+"1477",1477,0.049,NA,484,"NOLA Blonde Ale","American Blonde Ale",174,12,"American Blonde Ale",175,"New Orleans Lager & Ale Brewing ...","New Orleans","LA","NOLA Blonde Ale (New Orleans Lager & Ale Brewing ...)"
+"1478",1478,0.0559999999999999,20,2043,"Skylight","Dunkelweizen",241,12,NA,242,"New Republic Brewing Company","College Station","TX","Skylight (New Republic Brewing Company)"
+"1479",1479,0.0559999999999999,30,2042,"Kadigan","American Blonde Ale",241,12,"American Blonde Ale",242,"New Republic Brewing Company","College Station","TX","Kadigan (New Republic Brewing Company)"
+"1480",1480,0.052,50,2041,"Dammit Jim!","American Amber / Red Ale",241,12,"American Amber / Red Ale",242,"New Republic Brewing Company","College Station","TX","Dammit Jim! (New Republic Brewing Company)"
+"1481",1481,0.054,NA,646,"Nut Brown Ale","English Brown Ale",518,12,NA,519,"New South Brewing Company","Myrtle Beach","SC","Nut Brown Ale (New South Brewing Company)"
+"1482",1482,0.046,NA,165,"White Ale","Witbier",518,12,NA,519,"New South Brewing Company","Myrtle Beach","SC","White Ale (New South Brewing Company)"
+"1483",1483,0.042,35,2050,"Cream Ale","Cream Ale",238,12,NA,239,"Newburgh Brewing Company","Newburgh","NY","Cream Ale (Newburgh Brewing Company)"
+"1484",1484,0.072,NA,915,"Green Head IPA","American IPA",495,12,"American IPA",496,"Newburyport Brewing Company","Newburyport","MA","Green Head IPA (Newburyport Brewing Company)"
+"1485",1485,0.054,NA,914,"Plum Island Belgian White","Witbier",495,12,NA,496,"Newburyport Brewing Company","Newburyport","MA","Plum Island Belgian White (Newburyport Brewing Company)"
+"1486",1486,0.055,NA,913,"Newburyport Pale Ale","American Pale Ale (APA)",495,12,"American Pale Ale (APA)",496,"Newburyport Brewing Company","Newburyport","MA","Newburyport Pale Ale (Newburyport Brewing Company)"
+"1487",1487,0.055,NA,1811,"Marblehead","American Amber / Red Ale",305,16,"American Amber / Red Ale",306,"Night Shift Brewing","Everett","MA","Marblehead (Night Shift Brewing)"
+"1488",1488,0.051,31,1622,"Jam Session","American Pale Ale (APA)",359,16,"American Pale Ale (APA)",360,"NoDa Brewing Company","Charlotte","NC","Jam Session (NoDa Brewing Company)"
+"1489",1489,0.072,80,1621,"Hop Drop 'N Roll IPA","American IPA",359,16,"American IPA",360,"NoDa Brewing Company","Charlotte","NC","Hop Drop 'N Roll IPA (NoDa Brewing Company)"
+"1490",1490,0.06,NA,1307,"Paleo IPA","English India Pale Ale (IPA)",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Paleo IPA (North Country Brewing Company)"
+"1491",1491,0.061,NA,1306,"Buck Snort Stout","American Stout",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Buck Snort Stout (North Country Brewing Company)"
+"1492",1492,0.055,NA,1305,"Station 33 Firehouse Red","Irish Red Ale",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Station 33 Firehouse Red (North Country Brewing Company)"
+"1493",1493,0.045,NA,1304,"Slimy Pebble Pils","German Pilsener",431,12,NA,432,"North Country Brewing Company","Slippery Rock","PA","Slimy Pebble Pils (North Country Brewing Company)"
+"1494",1494,0.045,50,2692,"Get Together","American IPA",0,16,"American IPA",1,"NorthGate Brewing","Minneapolis","MN","Get Together (NorthGate Brewing)"
+"1495",1495,0.049,26,2691,"Maggie's Leap","Milk / Sweet Stout",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Maggie's Leap (NorthGate Brewing)"
+"1496",1496,0.048,19,2690,"Wall's End","English Brown Ale",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Wall's End (NorthGate Brewing)"
+"1497",1497,0.06,38,2689,"Pumpion","Pumpkin Ale",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Pumpion (NorthGate Brewing)"
+"1498",1498,0.06,25,2688,"Stronghold","American Porter",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Stronghold (NorthGate Brewing)"
+"1499",1499,0.0559999999999999,47,2687,"Parapet ESB","Extra Special / Strong Bitter (ESB)",0,16,NA,1,"NorthGate Brewing","Minneapolis","MN","Parapet ESB (NorthGate Brewing)"
+"1500",1500,0.069,NA,1854,"Blue Boots IPA","American IPA",293,16,"American IPA",294,"Northampton Brewery","Northamtpon","MA","Blue Boots IPA (Northampton Brewery)"
+"1501",1501,0.063,NA,1227,"Hoppy Bitch IPA","American IPA",450,16,"American IPA",451,"Northwest Brewing Company","Pacific","WA","Hoppy Bitch IPA (Northwest Brewing Company)"
+"1502",1502,0.063,42,1226,"Three Skulls Ale Pale Ale","American Pale Ale (APA)",450,16,"American Pale Ale (APA)",451,"Northwest Brewing Company","Pacific","WA","Three Skulls Ale Pale Ale (Northwest Brewing Company)"
+"1503",1503,0.045,NA,541,"Walter's Premium Pilsener Beer","German Pilsener",529,12,NA,530,"Northwoods Brewpub","Eau Claire","WI","Walter's Premium Pilsener Beer (Northwoods Brewpub)"
+"1504",1504,0.045,NA,109,"Floppin' Crappie","American Pale Wheat Ale",529,12,"American Pale Wheat Ale",530,"Northwoods Brewpub","Eau Claire","WI","Floppin' Crappie (Northwoods Brewpub)"
+"1505",1505,0.043,NA,1917,"Left of the Dial IPA","American IPA",271,12,"American IPA",272,"Notch Brewing Company","Ipswich","MA","Left of the Dial IPA (Notch Brewing Company)"
+"1506",1506,0.04,NA,1190,"Notch Session Pils","Czech Pilsener",271,12,NA,272,"Notch Brewing Company","Ipswich","MA","Notch Session Pils (Notch Brewing Company)"
+"1507",1507,0.055,NA,1264,"O'Fallon Pumpkin Beer","Pumpkin Ale",442,12,NA,443,"O'Fallon Brewery","O'Fallon","MO","O'Fallon Pumpkin Beer (O'Fallon Brewery)"
+"1508",1508,0.061,66,1258,"5 Day IPA","American IPA",442,12,"American IPA",443,"O'Fallon Brewery","O'Fallon","MO","5 Day IPA (O'Fallon Brewery)"
+"1509",1509,0.051,7,128,"O'Fallon Wheach","Fruit / Vegetable Beer",442,12,NA,443,"O'Fallon Brewery","O'Fallon","MO","O'Fallon Wheach (O'Fallon Brewery)"
+"1510",1510,0.067,70,2331,"Watershed IPA","American IPA",150,12,"American IPA",151,"Oakshire Brewing","Eugene","OR","Watershed IPA (Oakshire Brewing)"
+"1511",1511,0.054,24,1669,"Oakshire Amber Ale","American Amber / Red Ale",150,12,"American Amber / Red Ale",151,"Oakshire Brewing","Eugene","OR","Oakshire Amber Ale (Oakshire Brewing)"
+"1512",1512,0.0579999999999999,27,1668,"Overcast Espresso Stout","American Stout",150,12,NA,151,"Oakshire Brewing","Eugene","OR","Overcast Espresso Stout (Oakshire Brewing)"
+"1513",1513,0.067,70,999,"Watershed IPA (2013)","American IPA",150,12,"American IPA",151,"Oakshire Brewing","Eugene","OR","Watershed IPA (2013) (Oakshire Brewing)"
+"1514",1514,0.0819999999999999,25,2247,"Lake Monster","Baltic Porter",184,16,NA,185,"Oasis Texas Brewing Company","Austin","TX","Lake Monster (Oasis Texas Brewing Company)"
+"1515",1515,0.049,27,2071,"London Homesick Ale","English Bitter",184,12,NA,185,"Oasis Texas Brewing Company","Austin","TX","London Homesick Ale (Oasis Texas Brewing Company)"
+"1516",1516,0.048,35,2070,"Luchesa Lager","Keller Bier / Zwickel Bier",184,12,NA,185,"Oasis Texas Brewing Company","Austin","TX","Luchesa Lager (Oasis Texas Brewing Company)"
+"1517",1517,0.048,35,2069,"Slow Ride","American Pale Ale (APA)",184,12,"American Pale Ale (APA)",185,"Oasis Texas Brewing Company","Austin","TX","Slow Ride (Oasis Texas Brewing Company)"
+"1518",1518,0.047,NA,2192,"Occidental Hefeweizen","American Pale Wheat Ale",200,16,"American Pale Wheat Ale",201,"Occidental Brewing Company","Portland","OR","Occidental Hefeweizen (Occidental Brewing Company)"
+"1519",1519,0.051,NA,1130,"Occidental Dunkel","Dunkelweizen",200,16,NA,201,"Occidental Brewing Company","Portland","OR","Occidental Dunkel (Occidental Brewing Company)"
+"1520",1520,0.05,NA,1129,"Occidental Altbier","Altbier",200,16,NA,201,"Occidental Brewing Company","Portland","OR","Occidental Altbier (Occidental Brewing Company)"
+"1521",1521,0.045,NA,1081,"Occidental Kölsch","Kölsch",200,16,NA,201,"Occidental Brewing Company","Portland","OR","Occidental Kölsch (Occidental Brewing Company)"
+"1522",1522,0.092,72,2335,"Perpetual Darkness","Belgian Strong Dark Ale",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Perpetual Darkness (Odyssey Beerwerks)"
+"1523",1523,0.087,29,2334,"Clan Warrior","Scotch Ale / Wee Heavy",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Clan Warrior (Odyssey Beerwerks)"
+"1524",1524,0.054,36,2333,"Psycho Penguin Vanilla Porter","American Porter",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Psycho Penguin Vanilla Porter (Odyssey Beerwerks)"
+"1525",1525,0.047,NA,1721,"Heliocentric Hefeweizen","Hefeweizen",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Heliocentric Hefeweizen (Odyssey Beerwerks)"
+"1526",1526,0.051,NA,1720,"Ghose Drifter Pale Ale","American Pale Ale (APA)",148,12,"American Pale Ale (APA)",149,"Odyssey Beerwerks","Arvada","CO","Ghose Drifter Pale Ale (Odyssey Beerwerks)"
+"1527",1527,0.051,NA,1431,"Ghost Rider Pale Ale (2013)","American Pale Ale (APA)",148,12,"American Pale Ale (APA)",149,"Odyssey Beerwerks","Arvada","CO","Ghost Rider Pale Ale (2013) (Odyssey Beerwerks)"
+"1528",1528,0.047,NA,1430,"Helios Hefeweizen (2013)","Hefeweizen",148,12,NA,149,"Odyssey Beerwerks","Arvada","CO","Helios Hefeweizen (2013) (Odyssey Beerwerks)"
+"1529",1529,0.095,19,1059,"The Hole in Hadrian's Wall","Scottish Ale",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","The Hole in Hadrian's Wall (Okoboji Brewing Company)"
+"1530",1530,0.065,26,1058,"33 Select Brown Ale","American Brown Ale",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","33 Select Brown Ale (Okoboji Brewing Company)"
+"1531",1531,0.06,29,603,"Midwest Charm Farmhouse Ale","Saison / Farmhouse Ale",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","Midwest Charm Farmhouse Ale (Okoboji Brewing Company)"
+"1532",1532,0.05,45,602,"Boji Blue Pale Ale","American Pale Ale (APA)",471,16,"American Pale Ale (APA)",472,"Okoboji Brewing Company","Spirit Lake","IA","Boji Blue Pale Ale (Okoboji Brewing Company)"
+"1533",1533,0.057,26,601,"Winter Games Select #32 Stout","American Stout",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","Winter Games Select #32 Stout (Okoboji Brewing Company)"
+"1534",1534,0.05,23,600,"Boji Beach Golden Rye Ale","Rye Beer",471,16,NA,472,"Okoboji Brewing Company","Spirit Lake","IA","Boji Beach Golden Rye Ale (Okoboji Brewing Company)"
+"1535",1535,0.06,NA,1828,"Hopsmith Pale Lager","American Pale Lager",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Hopsmith Pale Lager (Old Forge Brewing Company)"
+"1536",1536,0.065,65,1487,"Falling Down Brown Ale","American Brown Ale",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Falling Down Brown Ale (Old Forge Brewing Company)"
+"1537",1537,0.068,NA,1486,"Resolution Rye Stout","American Stout",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Resolution Rye Stout (Old Forge Brewing Company)"
+"1538",1538,0.055,NA,1485,"Plowshare Porter","American Porter",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Plowshare Porter (Old Forge Brewing Company)"
+"1539",1539,0.046,20,1394,"Old Forge Pumpkin Ale","Pumpkin Ale",301,16,NA,302,"Old Forge Brewing Company","Danville","PA","Old Forge Pumpkin Ale (Old Forge Brewing Company)"
+"1540",1540,0.045,NA,1381,"Endless Sun Ale","American Pale Wheat Ale",301,16,"American Pale Wheat Ale",302,"Old Forge Brewing Company","Danville","PA","Endless Sun Ale (Old Forge Brewing Company)"
+"1541",1541,0.065,NA,900,"Celestial Blonde Ale","American Blonde Ale",301,16,"American Blonde Ale",302,"Old Forge Brewing Company","Danville","PA","Celestial Blonde Ale (Old Forge Brewing Company)"
+"1542",1542,0.075,NA,891,"Overbite IPA","American IPA",301,16,"American IPA",302,"Old Forge Brewing Company","Danville","PA","Overbite IPA (Old Forge Brewing Company)"
+"1543",1543,0.055,NA,509,"T-Rail Pale Ale","American Pale Ale (APA)",301,16,"American Pale Ale (APA)",302,"Old Forge Brewing Company","Danville","PA","T-Rail Pale Ale (Old Forge Brewing Company)"
+"1544",1544,0.048,NA,508,"Endless Summer Ale (2011)","American Pale Wheat Ale",301,16,"American Pale Wheat Ale",302,"Old Forge Brewing Company","Danville","PA","Endless Summer Ale (2011) (Old Forge Brewing Company)"
+"1545",1545,0.053,NA,1530,"Clem's Gold","American Pale Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Clem's Gold (Orlison Brewing Company)"
+"1546",1546,0.055,NA,1529,"Lizzy's Red","American Amber / Red Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Lizzy's Red (Orlison Brewing Company)"
+"1547",1547,0.067,NA,1528,"Orlison India Pale Lager","American Pale Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Orlison India Pale Lager (Orlison Brewing Company)"
+"1548",1548,0.042,NA,1527,"Brünette","Euro Dark Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Brünette (Orlison Brewing Company)"
+"1549",1549,0.0409999999999999,NA,1526,"Havanüther","Light Lager",390,16,NA,391,"Orlison Brewing Company","Airway Heights","WA","Havanüther (Orlison Brewing Company)"
+"1550",1550,0.065,NA,2113,"Lyric Ale","Saison / Farmhouse Ale",216,12,NA,217,"Orpheus Brewing","Atlanta","GA","Lyric Ale (Orpheus Brewing)"
+"1551",1551,0.053,NA,2112,"Atalanta","Saison / Farmhouse Ale",216,12,NA,217,"Orpheus Brewing","Atlanta","GA","Atalanta (Orpheus Brewing)"
+"1552",1552,0.049,35,2302,"Pinner Throwback IPA","American IPA",166,12,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","Pinner Throwback IPA (Oskar Blues Brewery)"
+"1553",1553,0.052,NA,1883,"Centennial State Pale Ale","American Pale Ale (APA)",166,19.2,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Centennial State Pale Ale (Oskar Blues Brewery)"
+"1554",1554,0.08,NA,1859,"Old Chub NITRO","Scotch Ale / Wee Heavy",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","Old Chub NITRO (Oskar Blues Brewery)"
+"1555",1555,NA,NA,1796,"The CROWLERâ„¢",NA,166,32,NA,167,"Oskar Blues Brewery","Longmont","CO","The CROWLERâ„¢ (Oskar Blues Brewery)"
+"1556",1556,NA,NA,1790,"CAN'D AID Foundation",NA,166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","CAN'D AID Foundation (Oskar Blues Brewery)"
+"1557",1557,NA,NA,1752,"Icey.P.A.","American IPA",166,16,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","Icey.P.A. (Oskar Blues Brewery)"
+"1558",1558,0.05,NA,1751,"One Nut Brown","English Brown Ale",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","One Nut Brown (Oskar Blues Brewery)"
+"1559",1559,NA,NA,1750,"Birth IPA","American IPA",166,12,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","Birth IPA (Oskar Blues Brewery)"
+"1560",1560,0.065,65,1444,"Dale's Pale Ale","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1561",1561,0.065,65,1252,"Dale's Pale Ale","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1562",1562,0.053,35,1167,"Mama's Little Yella Pils","Czech Pilsener",166,19.2,NA,167,"Oskar Blues Brewery","Longmont","CO","Mama's Little Yella Pils (Oskar Blues Brewery)"
+"1563",1563,0.085,NA,993,"oSKAr the G'Rauch","American IPA",166,19.2,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","oSKAr the G'Rauch (Oskar Blues Brewery)"
+"1564",1564,0.085,NA,992,"oSKAr the G'Rauch","American IPA",166,16,"American IPA",167,"Oskar Blues Brewery","Longmont","CO","oSKAr the G'Rauch (Oskar Blues Brewery)"
+"1565",1565,0.065,65,955,"Dale's Pale Ale","American Pale Ale (APA)",166,19.2,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1566",1566,0.07,NA,933,"The Deuce","American Brown Ale",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","The Deuce (Oskar Blues Brewery)"
+"1567",1567,0.065,65,892,"Dale's Pale Ale (10 Year Anniversary)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (10 Year Anniversary) (Oskar Blues Brewery)"
+"1568",1568,0.065,65,828,"Dale's Pale Ale (2012)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (2012) (Oskar Blues Brewery)"
+"1569",1569,0.087,85,806,"Gordon Imperial Red (2010)","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","Gordon Imperial Red (2010) (Oskar Blues Brewery)"
+"1570",1570,0.065,65,755,"Dale's Pale Ale (2011)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (2011) (Oskar Blues Brewery)"
+"1571",1571,0.065,65,754,"Dale's Pale Ale (2010)","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (2010) (Oskar Blues Brewery)"
+"1572",1572,0.087,85,726,"G'KNIGHT (16 oz.)","American Double / Imperial IPA",166,16,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","G'KNIGHT (16 oz.) (Oskar Blues Brewery)"
+"1573",1573,0.09,NA,720,"15th Anniversary Abbey Ale (2012)","Belgian Dark Ale",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","15th Anniversary Abbey Ale (2012) (Oskar Blues Brewery)"
+"1574",1574,0.08,NA,661,"Chaka","Belgian Strong Pale Ale",166,16,NA,167,"Oskar Blues Brewery","Longmont","CO","Chaka (Oskar Blues Brewery)"
+"1575",1575,0.08,70,585,"HGH (Home Grown Hops): Part Duh","American Strong Ale",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","HGH (Home Grown Hops): Part Duh (Oskar Blues Brewery)"
+"1576",1576,0.08,NA,565,"Deviant Dale's IPA","American Double / Imperial IPA",166,16,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","Deviant Dale's IPA (Oskar Blues Brewery)"
+"1577",1577,0.09,60,391,"One Hit Wonder","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","One Hit Wonder (Oskar Blues Brewery)"
+"1578",1578,0.087,85,388,"G'KNIGHT (12 oz.)","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","G'KNIGHT (12 oz.) (Oskar Blues Brewery)"
+"1579",1579,0.099,98,8,"Ten Fidy Imperial Stout","Russian Imperial Stout",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","Ten Fidy Imperial Stout (Oskar Blues Brewery)"
+"1580",1580,0.053,35,7,"Mama's Little Yella Pils","Czech Pilsener",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","Mama's Little Yella Pils (Oskar Blues Brewery)"
+"1581",1581,0.099,100,6,"GUBNA Imperial IPA","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","GUBNA Imperial IPA (Oskar Blues Brewery)"
+"1582",1582,0.08,35,5,"Old Chub","Scottish Ale",166,12,NA,167,"Oskar Blues Brewery","Longmont","CO","Old Chub (Oskar Blues Brewery)"
+"1583",1583,0.087,85,4,"Gordon Ale (2009)","American Double / Imperial IPA",166,12,"American Double / Imperial IPA",167,"Oskar Blues Brewery","Longmont","CO","Gordon Ale (2009) (Oskar Blues Brewery)"
+"1584",1584,0.065,65,1,"Dale's Pale Ale","American Pale Ale (APA)",166,12,"American Pale Ale (APA)",167,"Oskar Blues Brewery","Longmont","CO","Dale's Pale Ale (Oskar Blues Brewery)"
+"1585",1585,0.092,85,805,"Gordon (2005)","American Double / Imperial IPA",503,12,"American Double / Imperial IPA",504,"Oskar Blues Brewery","Lyons","CO","Gordon (2005) (Oskar Blues Brewery)"
+"1586",1586,0.095,98,804,"Ten Fidy Imperial Stout (2008)","Russian Imperial Stout",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Ten Fidy Imperial Stout (2008) (Oskar Blues Brewery)"
+"1587",1587,0.099,98,803,"Ten Fidy Imperial Stout (2007)","Russian Imperial Stout",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Ten Fidy Imperial Stout (2007) (Oskar Blues Brewery)"
+"1588",1588,0.08,35,787,"Old Chub (2008)","Scottish Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Old Chub (2008) (Oskar Blues Brewery)"
+"1589",1589,0.08,35,786,"Old Chub (2004)","Scottish Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Old Chub (2004) (Oskar Blues Brewery)"
+"1590",1590,0.08,35,785,"Old Chub (2003)","Scottish Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Old Chub (2003) (Oskar Blues Brewery)"
+"1591",1591,0.065,65,745,"Dale's Pale Ale (2008)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2008) (Oskar Blues Brewery)"
+"1592",1592,0.065,65,744,"Dale's Pale Ale (2006)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2006) (Oskar Blues Brewery)"
+"1593",1593,0.065,65,743,"Dale's Pale Ale (2004)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2004) (Oskar Blues Brewery)"
+"1594",1594,0.065,65,742,"Dale's Pale Ale (2003)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2003) (Oskar Blues Brewery)"
+"1595",1595,0.065,65,741,"Dale's Pale Ale (2002)","American Pale Ale (APA)",503,12,"American Pale Ale (APA)",504,"Oskar Blues Brewery","Lyons","CO","Dale's Pale Ale (2002) (Oskar Blues Brewery)"
+"1596",1596,0.052,NA,734,"Leroy (2005)","American Brown Ale",503,12,NA,504,"Oskar Blues Brewery","Lyons","CO","Leroy (2005) (Oskar Blues Brewery)"
+"1597",1597,0.087,60,733,"Gordon Beer (2006)","American Double / Imperial IPA",503,12,"American Double / Imperial IPA",504,"Oskar Blues Brewery","Lyons","CO","Gordon Beer (2006) (Oskar Blues Brewery)"
+"1598",1598,0.087,85,1533,"G'KNIGHT","American Double / Imperial IPA",389,12,"American Double / Imperial IPA",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","G'KNIGHT (Oskar Blues Brewery (North Carol...)"
+"1599",1599,0.099,98,1532,"Ten Fidy","Russian Imperial Stout",389,12,NA,390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Ten Fidy (Oskar Blues Brewery (North Carol...)"
+"1600",1600,0.08,85,1328,"Deviant Dale's IPA","American Double / Imperial IPA",389,16,"American Double / Imperial IPA",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Deviant Dale's IPA (Oskar Blues Brewery (North Carol...)"
+"1601",1601,0.08,35,1175,"Old Chub","Scottish Ale",389,12,NA,390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Old Chub (Oskar Blues Brewery (North Carol...)"
+"1602",1602,0.065,65,1166,"Dale's Pale Ale","American Pale Ale (APA)",389,19.2,"American Pale Ale (APA)",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Dale's Pale Ale (Oskar Blues Brewery (North Carol...)"
+"1603",1603,0.065,65,1065,"Dale's Pale Ale","American Pale Ale (APA)",389,12,"American Pale Ale (APA)",390,"Oskar Blues Brewery (North Carol...","Brevard","NC","Dale's Pale Ale (Oskar Blues Brewery (North Carol...)"
+"1604",1604,0.055,45,1908,"Fresh Slice White IPA","American White IPA",275,12,NA,276,"Otter Creek Brewing","Middlebury","VT","Fresh Slice White IPA (Otter Creek Brewing)"
+"1605",1605,0.055,55,1946,"Overgrown American Pale Ale","American Pale Ale (APA)",261,12,"American Pale Ale (APA)",262,"Otter Creek Brewing","Waterbury","VT","Overgrown American Pale Ale (Otter Creek Brewing)"
+"1606",1606,0.04,39,1961,"Ozark American Pale Ale","American Pale Ale (APA)",259,12,"American Pale Ale (APA)",260,"Ozark Beer Company","Rogers","AR","Ozark American Pale Ale (Ozark Beer Company)"
+"1607",1607,0.048,NA,1684,"Hula Hoppie Session IPA","American IPA",341,12,"American IPA",342,"Palisade Brewing Company","Palisade","CO","Hula Hoppie Session IPA (Palisade Brewing Company)"
+"1608",1608,0.053,NA,927,"Dirty Hippie Dark Wheat","American Dark Wheat Ale",341,12,NA,342,"Palisade Brewing Company","Palisade","CO","Dirty Hippie Dark Wheat (Palisade Brewing Company)"
+"1609",1609,0.052,23,1268,"Rustic Red","Irish Red Ale",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Rustic Red (Pateros Creek Brewing Company)"
+"1610",1610,0.053,48,697,"Stimulator Pale Ale","American Pale Ale (APA)",441,16,"American Pale Ale (APA)",442,"Pateros Creek Brewing Company","Fort Collins","CO","Stimulator Pale Ale (Pateros Creek Brewing Company)"
+"1611",1611,0.045,22,696,"Old Town Ale","Kölsch",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Old Town Ale (Pateros Creek Brewing Company)"
+"1612",1612,0.044,28,695,"Car 21","English Bitter",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Car 21 (Pateros Creek Brewing Company)"
+"1613",1613,0.05,24,694,"Cache La Porter","American Porter",441,16,NA,442,"Pateros Creek Brewing Company","Fort Collins","CO","Cache La Porter (Pateros Creek Brewing Company)"
+"1614",1614,0.042,35,1805,"Rodeo Rye Pale Ale","American Pale Ale (APA)",307,12,"American Pale Ale (APA)",308,"Payette Brewing Company","Garden City","ID","Rodeo Rye Pale Ale (Payette Brewing Company)"
+"1615",1615,0.062,65,1048,"Outlaw IPA","American IPA",307,12,"American IPA",308,"Payette Brewing Company","Garden City","ID","Outlaw IPA (Payette Brewing Company)"
+"1616",1616,0.044,NA,1043,"North Fork Lager","American Pale Lager",307,12,NA,308,"Payette Brewing Company","Garden City","ID","North Fork Lager (Payette Brewing Company)"
+"1617",1617,0.048,35,890,"Payette Pale Ale","American Pale Ale (APA)",307,12,"American Pale Ale (APA)",308,"Payette Brewing Company","Garden City","ID","Payette Pale Ale (Payette Brewing Company)"
+"1618",1618,0.055,25,775,"Mutton Buster","American Brown Ale",307,12,NA,308,"Payette Brewing Company","Garden City","ID","Mutton Buster (Payette Brewing Company)"
+"1619",1619,0.05,NA,1087,"Side Kick Kölsch","Kölsch",468,12,NA,469,"Peace Tree Brewing Company","Knoxville","IA","Side Kick Kölsch (Peace Tree Brewing Company)"
+"1620",1620,0.046,NA,1931,"Fresh Cut Pilsner","American Pilsner",266,12,NA,267,"Peak Organic Brewing Company","Portland","ME","Fresh Cut Pilsner (Peak Organic Brewing Company)"
+"1621",1621,0.05,61,1930,"Summer Session Ale","American Pale Wheat Ale",266,12,"American Pale Wheat Ale",267,"Peak Organic Brewing Company","Portland","ME","Summer Session Ale (Peak Organic Brewing Company)"
+"1622",1622,0.04,12,2238,"Lobo Lito","Light Lager",187,12,NA,188,"Pedernales Brewing Company","Fredericksburg","TX","Lobo Lito (Pedernales Brewing Company)"
+"1623",1623,0.05,17,2144,"Robert Earl Keen Honey Pils","American Pilsner",187,12,NA,188,"Pedernales Brewing Company","Fredericksburg","TX","Robert Earl Keen Honey Pils (Pedernales Brewing Company)"
+"1624",1624,0.065,77,2175,"Mound Builder IPA","American IPA",205,12,"American IPA",206,"People's Brewing Company","Lafayette","IN","Mound Builder IPA (People's Brewing Company)"
+"1625",1625,0.062,62,2168,"Amazon Princess IPA","American IPA",205,12,"American IPA",206,"People's Brewing Company","Lafayette","IN","Amazon Princess IPA (People's Brewing Company)"
+"1626",1626,0.042,NA,1956,"Farmer's Daughter Wheat","American Pale Wheat Ale",205,12,"American Pale Wheat Ale",206,"People's Brewing Company","Lafayette","IN","Farmer's Daughter Wheat (People's Brewing Company)"
+"1627",1627,0.045,NA,1794,"People's Pilsner","German Pilsener",205,12,NA,206,"People's Brewing Company","Lafayette","IN","People's Pilsner (People's Brewing Company)"
+"1628",1628,0.055,10,2633,"Hotbox Brown","American Brown Ale",13,12,NA,14,"Perrin Brewing Company","Comstock Park","MI","Hotbox Brown (Perrin Brewing Company)"
+"1629",1629,0.048,15,2632,"Gold","American Blonde Ale",13,12,"American Blonde Ale",14,"Perrin Brewing Company","Comstock Park","MI","Gold (Perrin Brewing Company)"
+"1630",1630,0.0579999999999999,NA,2631,"Black","American Black Ale",13,12,NA,14,"Perrin Brewing Company","Comstock Park","MI","Black (Perrin Brewing Company)"
+"1631",1631,0.065,65,2630,"98 Problems (Cuz A Hop Ain't One)","American IPA",13,12,"American IPA",14,"Perrin Brewing Company","Comstock Park","MI","98 Problems (Cuz A Hop Ain't One) (Perrin Brewing Company)"
+"1632",1632,0.05,40,2629,"Veteran’s Pale Ale (VPA)","American Pale Ale (APA)",13,12,"American Pale Ale (APA)",14,"Perrin Brewing Company","Comstock Park","MI","Veteran’s Pale Ale (VPA) (Perrin Brewing Company)"
+"1633",1633,0.05,35,2628,"Grapefruit IPA","American IPA",13,12,"American IPA",14,"Perrin Brewing Company","Comstock Park","MI","Grapefruit IPA (Perrin Brewing Company)"
+"1634",1634,0.051,NA,1062,"Pete's ESP Lager (1998)","American Pale Lager",470,12,NA,471,"Pete's Brewing Company","San Antonio","TX","Pete's ESP Lager (1998) (Pete's Brewing Company)"
+"1635",1635,0.047,NA,1061,"Pete's Wicked Summer Brew (1995)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (1995) (Pete's Brewing Company)"
+"1636",1636,0.049,NA,1060,"Pete's Wicked Bohemian Pilsner (1997)","Czech Pilsener",470,12,NA,471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Bohemian Pilsner (1997) (Pete's Brewing Company)"
+"1637",1637,NA,NA,1056,"Pete's Wicked Pale Ale (1997)","American Pale Ale (APA)",470,12,"American Pale Ale (APA)",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Pale Ale (1997) (Pete's Brewing Company)"
+"1638",1638,0.047,NA,1055,"Pete's Wicked Summer Brew (2002)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (2002) (Pete's Brewing Company)"
+"1639",1639,0.047,NA,1054,"Pete's Wicked Summer Brew (1997)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (1997) (Pete's Brewing Company)"
+"1640",1640,0.047,NA,1053,"Pete's Wicked Summer Brew (1996)","American Pale Wheat Ale",470,12,"American Pale Wheat Ale",471,"Pete's Brewing Company","San Antonio","TX","Pete's Wicked Summer Brew (1996) (Pete's Brewing Company)"
+"1641",1641,0.0409999999999999,12,2635,"Sparkle","American Pale Lager",11,16,NA,12,"Petoskey Brewing","Petoskey","MI","Sparkle (Petoskey Brewing)"
+"1642",1642,0.059,25,1404,"North 45 Amber Ale","American Amber / Red Ale",11,16,"American Amber / Red Ale",12,"Petoskey Brewing","Petoskey","MI","North 45 Amber Ale (Petoskey Brewing)"
+"1643",1643,0.069,20,1403,"Horny Monk","Dubbel",11,16,NA,12,"Petoskey Brewing","Petoskey","MI","Horny Monk (Petoskey Brewing)"
+"1644",1644,0.067,74,1402,"Mind's Eye PA","American IPA",11,16,"American IPA",12,"Petoskey Brewing","Petoskey","MI","Mind's Eye PA (Petoskey Brewing)"
+"1645",1645,0.061,60,2312,"Camelback","American IPA",157,12,"American IPA",158,"Phoenix Ale Brewery","Phoenix","AZ","Camelback (Phoenix Ale Brewery)"
+"1646",1646,0.0559999999999999,NA,1636,"Local 5 Pale Ale","American Pale Ale (APA)",355,16,"American Pale Ale (APA)",356,"Pikes Peak Brewing Company","Monument","CO","Local 5 Pale Ale (Pikes Peak Brewing Company)"
+"1647",1647,0.073,NA,1518,"Devils Head Red Ale","American Amber / Red Ale",355,16,"American Amber / Red Ale",356,"Pikes Peak Brewing Company","Monument","CO","Devils Head Red Ale (Pikes Peak Brewing Company)"
+"1648",1648,0.07,75,1384,"Elephant Rock IPA","American IPA",355,12,"American IPA",356,"Pikes Peak Brewing Company","Monument","CO","Elephant Rock IPA (Pikes Peak Brewing Company)"
+"1649",1649,0.05,NA,1797,"Black Bay Milk Stout","Milk / Sweet Stout",310,12,NA,311,"Pine Street Brewery","San Francisco","CA","Black Bay Milk Stout (Pine Street Brewery)"
+"1650",1650,0.05,NA,1437,"Atom Splitter Pale Ale","American Pale Ale (APA)",310,12,"American Pale Ale (APA)",311,"Pine Street Brewery","San Francisco","CA","Atom Splitter Pale Ale (Pine Street Brewery)"
+"1651",1651,0.06,20,1791,"Hot Date Ale","Chile Beer",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Hot Date Ale (Piney River Brewing Company)"
+"1652",1652,0.07,NA,1540,"Masked Bandit IPA","American Black Ale",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Masked Bandit IPA (Piney River Brewing Company)"
+"1653",1653,0.06,24,1491,"Sweet Potato Ale","Fruit / Vegetable Beer",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Sweet Potato Ale (Piney River Brewing Company)"
+"1654",1654,0.045,18,1335,"Float Trip Ale","American Blonde Ale",314,16,"American Blonde Ale",315,"Piney River Brewing Company","Bucryus","MO","Float Trip Ale (Piney River Brewing Company)"
+"1655",1655,0.055,25,847,"Old Tom Porter","American Porter",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Old Tom Porter (Piney River Brewing Company)"
+"1656",1656,0.045,18,846,"Black Walnut Wheat","American Dark Wheat Ale",314,16,NA,315,"Piney River Brewing Company","Bucryus","MO","Black Walnut Wheat (Piney River Brewing Company)"
+"1657",1657,0.055,20,521,"McKinney Eddy Amber Ale","American Amber / Red Ale",314,16,"American Amber / Red Ale",315,"Piney River Brewing Company","Bucryus","MO","McKinney Eddy Amber Ale (Piney River Brewing Company)"
+"1658",1658,0.07,70,479,"Missouri Mule India Pale Ale","American IPA",314,16,"American IPA",315,"Piney River Brewing Company","Bucryus","MO","Missouri Mule India Pale Ale (Piney River Brewing Company)"
+"1659",1659,0.065,NA,2559,"Blood of the Unicorn","American Amber / Red Ale",52,16,"American Amber / Red Ale",53,"Pipeworks Brewing Company","Chicago","IL","Blood of the Unicorn (Pipeworks Brewing Company)"
+"1660",1660,0.069,51,1760,"GreyBeardâ„¢ IPA","American IPA",324,12,"American IPA",325,"Pisgah Brewing Company","Black Mountain","NC","GreyBeardâ„¢ IPA (Pisgah Brewing Company)"
+"1661",1661,0.057,31,1759,"Pisgah Pale Ale","American Pale Ale (APA)",324,12,"American Pale Ale (APA)",325,"Pisgah Brewing Company","Black Mountain","NC","Pisgah Pale Ale (Pisgah Brewing Company)"
+"1662",1662,0.045,NA,1589,"PONTO S.I.P.A.","American IPA",370,16,"American IPA",371,"Pizza Port Brewing Company","Carlsbad","CA","PONTO S.I.P.A. (Pizza Port Brewing Company)"
+"1663",1663,0.049,NA,1457,"Chronic Ale","American Amber / Red Ale",370,16,"American Amber / Red Ale",371,"Pizza Port Brewing Company","Carlsbad","CA","Chronic Ale (Pizza Port Brewing Company)"
+"1664",1664,0.068,NA,1191,"Swami's India Pale Ale","American IPA",370,16,"American IPA",371,"Pizza Port Brewing Company","Carlsbad","CA","Swami's India Pale Ale (Pizza Port Brewing Company)"
+"1665",1665,0.05,NA,2336,"New Cleveland Palesner","American Pilsner",147,12,NA,148,"Platform Beer Company","Cleveland","OH","New Cleveland Palesner (Platform Beer Company)"
+"1666",1666,0.054,45,2553,"Mazzie","American Pale Ale (APA)",55,12,"American Pale Ale (APA)",56,"Pollyanna Brewing Company","Lemont","IL","Mazzie (Pollyanna Brewing Company)"
+"1667",1667,0.099,NA,1909,"Big Chuck Barleywine","American Barleywine",274,12,NA,275,"Portside Brewery","Cleveland","OH","Big Chuck Barleywine (Portside Brewery)"
+"1668",1668,NA,NA,335,"Ponderosa IPA","American IPA",548,12,"American IPA",549,"Prescott Brewing Company","Prescott","AZ","Ponderosa IPA (Prescott Brewing Company)"
+"1669",1669,NA,NA,64,"Liquid Amber Ale","American Amber / Red Ale",548,12,"American Amber / Red Ale",549,"Prescott Brewing Company","Prescott","AZ","Liquid Amber Ale (Prescott Brewing Company)"
+"1670",1670,0.059,14,2360,"Morning Wood Wheat (Current)","American Pale Wheat Ale",135,12,"American Pale Wheat Ale",136,"Pug Ryan's Brewery","Dillon","CO","Morning Wood Wheat (Current) (Pug Ryan's Brewery)"
+"1671",1671,0.069,17,1463,"Hideout Helles","Munich Helles Lager",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Hideout Helles (Pug Ryan's Brewery)"
+"1672",1672,0.06,15,1462,"Dead Eye Dunkel","Munich Dunkel Lager",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Dead Eye Dunkel (Pug Ryan's Brewery)"
+"1673",1673,0.0579999999999999,21,1461,"Peacemaker Pilsner","Czech Pilsener",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Peacemaker Pilsner (Pug Ryan's Brewery)"
+"1674",1674,0.057,68,711,"Over the Rail Pale Ale","American Pale Ale (APA)",135,12,"American Pale Ale (APA)",136,"Pug Ryan's Brewery","Dillon","CO","Over the Rail Pale Ale (Pug Ryan's Brewery)"
+"1675",1675,0.0579999999999999,21,188,"Pallavicini Pilsner (2009)","Czech Pilsener",135,12,NA,136,"Pug Ryan's Brewery","Dillon","CO","Pallavicini Pilsner (2009) (Pug Ryan's Brewery)"
+"1676",1676,0.059,14,130,"Morning Wood Wheat (Current)","American Pale Wheat Ale",135,12,"American Pale Wheat Ale",136,"Pug Ryan's Brewery","Dillon","CO","Morning Wood Wheat (Current) (Pug Ryan's Brewery)"
+"1677",1677,0.052,18,399,"Pyramid Hefeweizen (2011)","Hefeweizen",544,12,NA,545,"Pyramid Breweries","Seattle","WA","Pyramid Hefeweizen (2011) (Pyramid Breweries)"
+"1678",1678,0.052,18,82,"Haywire Hefeweizen (2010)","Hefeweizen",544,16,NA,545,"Pyramid Breweries","Seattle","WA","Haywire Hefeweizen (2010) (Pyramid Breweries)"
+"1679",1679,0.045,35,2031,"Golden Fleece","Belgian Pale Ale",246,12,NA,247,"Quest Brewing Company","Greenville","SC","Golden Fleece (Quest Brewing Company)"
+"1680",1680,0.055,30,2030,"Smoking Mirror","American Porter",246,12,NA,247,"Quest Brewing Company","Greenville","SC","Smoking Mirror (Quest Brewing Company)"
+"1681",1681,0.046,NA,2269,"Rahr's Blonde","Munich Helles Lager",176,12,NA,177,"Rahr & Sons Brewing Company","Fort Worth","TX","Rahr's Blonde (Rahr & Sons Brewing Company)"
+"1682",1682,0.0579999999999999,60,2229,"Pride of Texas Pale Ale","American Pale Ale (APA)",176,12,"American Pale Ale (APA)",177,"Rahr & Sons Brewing Company","Fort Worth","TX","Pride of Texas Pale Ale (Rahr & Sons Brewing Company)"
+"1683",1683,0.044,5,2370,"18th Anniversary Gose","Gose",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","18th Anniversary Gose (Real Ale Brewing Company)"
+"1684",1684,0.046,25,2211,"White (2015)","Witbier",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","White (2015) (Real Ale Brewing Company)"
+"1685",1685,0.099,85,1861,"BLAKKR","American Black Ale",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","BLAKKR (Real Ale Brewing Company)"
+"1686",1686,0.051,21,1718,"Firemans #4 Blonde Ale (2013)","American Blonde Ale",128,12,"American Blonde Ale",129,"Real Ale Brewing Company","Blanco","TX","Firemans #4 Blonde Ale (2013) (Real Ale Brewing Company)"
+"1687",1687,0.059,NA,1290,"The Sword Iron Swan Ale","English Pale Ale",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","The Sword Iron Swan Ale (Real Ale Brewing Company)"
+"1688",1688,0.053,52,1091,"Hans' Pils (2015)","German Pilsener",128,12,NA,129,"Real Ale Brewing Company","Blanco","TX","Hans' Pils (2015) (Real Ale Brewing Company)"
+"1689",1689,0.06,50,1086,"Four Squared (2015)","American Blonde Ale",128,12,"American Blonde Ale",129,"Real Ale Brewing Company","Blanco","TX","Four Squared (2015) (Real Ale Brewing Company)"
+"1690",1690,0.051,21,830,"Firemans #4 Blonde Ale (2015)","American Blonde Ale",128,12,"American Blonde Ale",129,"Real Ale Brewing Company","Blanco","TX","Firemans #4 Blonde Ale (2015) (Real Ale Brewing Company)"
+"1691",1691,0.072,55,1021,"Watership Brown Ale","American Brown Ale",475,12,NA,476,"Red Hare Brewing Company","Marietta","GA","Watership Brown Ale (Red Hare Brewing Company)"
+"1692",1692,0.062,55,938,"Gangway IPA","American IPA",475,12,"American IPA",476,"Red Hare Brewing Company","Marietta","GA","Gangway IPA (Red Hare Brewing Company)"
+"1693",1693,0.049,NA,715,"Long Day Lager","Czech Pilsener",475,12,NA,476,"Red Hare Brewing Company","Marietta","GA","Long Day Lager (Red Hare Brewing Company)"
+"1694",1694,0.051,17,2516,"Farmer's Daughter Blonde","American Blonde Ale",68,16,"American Blonde Ale",69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Farmer's Daughter Blonde (Red Shedman Farm Brewery and Hop...)"
+"1695",1695,0.055,45,2515,"Pump House IPA","American IPA",68,16,"American IPA",69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Pump House IPA (Red Shedman Farm Brewery and Hop...)"
+"1696",1696,0.07,NA,2514,"Suicide Blonde IPA","Belgian IPA",68,16,NA,69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Suicide Blonde IPA (Red Shedman Farm Brewery and Hop...)"
+"1697",1697,0.047,25,2513,"Vanilla Porter","American Porter",68,16,NA,69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Vanilla Porter (Red Shedman Farm Brewery and Hop...)"
+"1698",1698,0.0579999999999999,18,2512,"Honey Rye","Rye Beer",68,16,NA,69,"Red Shedman Farm Brewery and Hop...","Mt. Airy","MD","Honey Rye (Red Shedman Farm Brewery and Hop...)"
+"1699",1699,0.055,NA,1467,"Happy Cider","Cider",403,16,NA,404,"Red Tank Cider Company","Bend","OR","Happy Cider (Red Tank Cider Company)"
+"1700",1700,0.065,44,945,"Long Hammer IPA","American IPA",487,16,"American IPA",488,"Redhook Brewery","Woodinville","WA","Long Hammer IPA (Redhook Brewery)"
+"1701",1701,0.065,44,583,"Long Hammer IPA","American IPA",487,12,"American IPA",488,"Redhook Brewery","Woodinville","WA","Long Hammer IPA (Redhook Brewery)"
+"1702",1702,0.0579999999999999,27,339,"Copper Hook (2011)","American Amber / Red Ale",487,12,"American Amber / Red Ale",488,"Redhook Brewery","Woodinville","WA","Copper Hook (2011) (Redhook Brewery)"
+"1703",1703,0.08,NA,1375,"Nectar of the Hops","Mead",421,16,NA,422,"Redstone Meadery","Boulder","CO","Nectar of the Hops (Redstone Meadery)"
+"1704",1704,0.08,NA,1374,"Sunshine Nectar","Mead",421,16,NA,422,"Redstone Meadery","Boulder","CO","Sunshine Nectar (Redstone Meadery)"
+"1705",1705,0.08,NA,1373,"Black Raspberry Nectar","Mead",421,16,NA,422,"Redstone Meadery","Boulder","CO","Black Raspberry Nectar (Redstone Meadery)"
+"1706",1706,0.05,16,2087,"Blood Orange Wit","Witbier",225,16,NA,226,"Refuge Brewery","Temecula","CA","Blood Orange Wit (Refuge Brewery)"
+"1707",1707,0.05,40,2414,"Consilium","American Pale Ale (APA)",110,12,"American Pale Ale (APA)",111,"Renegade Brewing Company","Denver","CO","Consilium (Renegade Brewing Company)"
+"1708",1708,0.09,60,1581,"Hammer & Sickle","Russian Imperial Stout",110,12,NA,111,"Renegade Brewing Company","Denver","CO","Hammer & Sickle (Renegade Brewing Company)"
+"1709",1709,0.07,100,1176,"Redacted Rye IPA","American IPA",110,16,"American IPA",111,"Renegade Brewing Company","Denver","CO","Redacted Rye IPA (Renegade Brewing Company)"
+"1710",1710,0.099,100,1006,"Elevation Triple India Pale Ale","American Double / Imperial IPA",110,12,"American Double / Imperial IPA",111,"Renegade Brewing Company","Denver","CO","Elevation Triple India Pale Ale (Renegade Brewing Company)"
+"1711",1711,0.05,25,1005,"5:00 O'Clock Afternoon Ale","American Blonde Ale",110,16,"American Blonde Ale",111,"Renegade Brewing Company","Denver","CO","5:00 O'Clock Afternoon Ale (Renegade Brewing Company)"
+"1712",1712,0.07,100,636,"Ryeteous Rye IPA (2012)","American IPA",110,16,"American IPA",111,"Renegade Brewing Company","Denver","CO","Ryeteous Rye IPA (2012) (Renegade Brewing Company)"
+"1713",1713,0.064,NA,1538,"Stout Ol' Friend","American Stout",386,16,NA,387,"Revolution Brewing","Paonia","CO","Stout Ol' Friend (Revolution Brewing)"
+"1714",1714,0.064,NA,1075,"Stout Ol' Friend (2012)","American Stout",386,16,NA,387,"Revolution Brewing","Paonia","CO","Stout Ol' Friend (2012) (Revolution Brewing)"
+"1715",1715,NA,NA,710,"Rye Porter","American Porter",386,16,NA,387,"Revolution Brewing","Paonia","CO","Rye Porter (Revolution Brewing)"
+"1716",1716,0.05,NA,709,"Miner's Gold","American Blonde Ale",386,16,"American Blonde Ale",387,"Revolution Brewing","Paonia","CO","Miner's Gold (Revolution Brewing)"
+"1717",1717,0.046,NA,708,"Vienna Lager","Vienna Lager",386,16,NA,387,"Revolution Brewing","Paonia","CO","Vienna Lager (Revolution Brewing)"
+"1718",1718,0.0559999999999999,NA,706,"Jessie's Garage","American Pale Ale (APA)",386,16,"American Pale Ale (APA)",387,"Revolution Brewing","Paonia","CO","Jessie's Garage (Revolution Brewing)"
+"1719",1719,0.062,NA,220,"Colorado Red Ale","American Amber / Red Ale",386,12,"American Amber / Red Ale",387,"Revolution Brewing","Paonia","CO","Colorado Red Ale (Revolution Brewing)"
+"1720",1720,NA,NA,219,"Miner's Gold","American Blonde Ale",386,12,"American Blonde Ale",387,"Revolution Brewing","Paonia","CO","Miner's Gold (Revolution Brewing)"
+"1721",1721,0.055,40,2576,"Fist City","American Pale Ale (APA)",44,12,"American Pale Ale (APA)",45,"Revolution Brewing Company","Chicago","IL","Fist City (Revolution Brewing Company)"
+"1722",1722,0.068,NA,1133,"A Little Crazy","Belgian Pale Ale",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","A Little Crazy (Revolution Brewing Company)"
+"1723",1723,0.0579999999999999,15,609,"Rosa Hibiscus Ale","Herbed / Spiced Beer",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Rosa Hibiscus Ale (Revolution Brewing Company)"
+"1724",1724,0.061,31,418,"Fistmas Ale","Herbed / Spiced Beer",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Fistmas Ale (Revolution Brewing Company)"
+"1725",1725,0.057,25,417,"Oktoberfest Revolution","Märzen / Oktoberfest",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Oktoberfest Revolution (Revolution Brewing Company)"
+"1726",1726,0.068,28,416,"Eugene Porter","American Porter",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Eugene Porter (Revolution Brewing Company)"
+"1727",1727,0.065,70,415,"Anti-Hero IPA","American IPA",44,12,"American IPA",45,"Revolution Brewing Company","Chicago","IL","Anti-Hero IPA (Revolution Brewing Company)"
+"1728",1728,0.05,14,414,"Bottom Up Belgian Wit","Witbier",44,12,NA,45,"Revolution Brewing Company","Chicago","IL","Bottom Up Belgian Wit (Revolution Brewing Company)"
+"1729",1729,0.057,42,2452,"Hustle","American Amber / Red Ale",93,12,"American Amber / Red Ale",94,"Rhinegeist Brewery","Cincinnati","OH","Hustle (Rhinegeist Brewery)"
+"1730",1730,0.055,42,2451,"Pure Fury","American Pale Ale (APA)",93,12,"American Pale Ale (APA)",94,"Rhinegeist Brewery","Cincinnati","OH","Pure Fury (Rhinegeist Brewery)"
+"1731",1731,0.06,60,2132,"Dad","American Amber / Red Ale",93,12,"American Amber / Red Ale",94,"Rhinegeist Brewery","Cincinnati","OH","Dad (Rhinegeist Brewery)"
+"1732",1732,0.0579999999999999,35,1993,"Panther","American Porter",93,12,NA,94,"Rhinegeist Brewery","Cincinnati","OH","Panther (Rhinegeist Brewery)"
+"1733",1733,0.052,21,1992,"Franz","Märzen / Oktoberfest",93,12,NA,94,"Rhinegeist Brewery","Cincinnati","OH","Franz (Rhinegeist Brewery)"
+"1734",1734,0.043,45,1935,"Zen","American Pale Ale (APA)",93,12,"American Pale Ale (APA)",94,"Rhinegeist Brewery","Cincinnati","OH","Zen (Rhinegeist Brewery)"
+"1735",1735,0.072,75,1852,"Truth","American IPA",93,12,"American IPA",94,"Rhinegeist Brewery","Cincinnati","OH","Truth (Rhinegeist Brewery)"
+"1736",1736,0.048,25,1851,"Cougar","American Blonde Ale",93,12,"American Blonde Ale",94,"Rhinegeist Brewery","Cincinnati","OH","Cougar (Rhinegeist Brewery)"
+"1737",1737,0.038,NA,2307,"Smooth Operator","Cream Ale",162,16,NA,163,"Right Brain Brewery","Traverse City","MI","Smooth Operator (Right Brain Brewery)"
+"1738",1738,0.035,NA,2580,"Gose","Gose",42,16,NA,43,"Rising Tide Brewing Company","Portland","ME","Gose (Rising Tide Brewing Company)"
+"1739",1739,0.043,NA,1807,"Maine Island Trail Ale","American Pale Ale (APA)",42,16,"American Pale Ale (APA)",43,"Rising Tide Brewing Company","Portland","ME","Maine Island Trail Ale (Rising Tide Brewing Company)"
+"1740",1740,0.05,NA,1180,"River North White Ale","Witbier",459,16,NA,460,"River North Brewery","Denver","CO","River North White Ale (River North Brewery)"
+"1741",1741,0.05,NA,1179,"River North Ale","American Amber / Red Ale",459,16,"American Amber / Red Ale",460,"River North Brewery","Denver","CO","River North Ale (River North Brewery)"
+"1742",1742,0.05,55,1771,"Lil SIPA","American IPA",321,16,"American IPA",322,"Rivertown Brewing Company","Lockland","OH","Lil SIPA (Rivertown Brewing Company)"
+"1743",1743,0.055,60,1654,"Hop Bomber Rye Pale Ale","American Pale Ale (APA)",321,16,"American Pale Ale (APA)",322,"Rivertown Brewing Company","Lockland","OH","Hop Bomber Rye Pale Ale (Rivertown Brewing Company)"
+"1744",1744,0.05,100,2579,"Jah Mon","American IPA",43,12,"American IPA",44,"Rivertowne Brewing Company","Export","PA","Jah Mon (Rivertowne Brewing Company)"
+"1745",1745,0.062,NA,2373,"Oktoberfest","Märzen / Oktoberfest",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Oktoberfest (Rivertowne Brewing Company)"
+"1746",1746,0.08,NA,2049,"Headless Wylie","Pumpkin Ale",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Headless Wylie (Rivertowne Brewing Company)"
+"1747",1747,0.05,NA,2048,"Dayman IPA","American IPA",43,12,"American IPA",44,"Rivertowne Brewing Company","Export","PA","Dayman IPA (Rivertowne Brewing Company)"
+"1748",1748,0.071,NA,1880,"All Aboard! Anniversary Stout","Oatmeal Stout",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","All Aboard! Anniversary Stout (Rivertowne Brewing Company)"
+"1749",1749,0.062,NA,1879,"Hop Lace","American White IPA",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Hop Lace (Rivertowne Brewing Company)"
+"1750",1750,0.048,NA,1878,"OH-PA Session Pale Ale","American Pale Ale (APA)",43,12,"American Pale Ale (APA)",44,"Rivertowne Brewing Company","Export","PA","OH-PA Session Pale Ale (Rivertowne Brewing Company)"
+"1751",1751,0.08,NA,1877,"Patrick's Poison","American Amber / Red Ale",43,12,"American Amber / Red Ale",44,"Rivertowne Brewing Company","Export","PA","Patrick's Poison (Rivertowne Brewing Company)"
+"1752",1752,0.081,NA,1764,"Rudolph's Red","American Amber / Red Ale",43,12,"American Amber / Red Ale",44,"Rivertowne Brewing Company","Export","PA","Rudolph's Red (Rivertowne Brewing Company)"
+"1753",1753,0.053,NA,1103,"Babbling Blonde","American Blonde Ale",43,12,"American Blonde Ale",44,"Rivertowne Brewing Company","Export","PA","Babbling Blonde (Rivertowne Brewing Company)"
+"1754",1754,0.051,NA,1102,"Maxwell's Scottish Ale","Scottish Ale",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Maxwell's Scottish Ale (Rivertowne Brewing Company)"
+"1755",1755,0.061,NA,1101,"Grateful White","Witbier",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Grateful White (Rivertowne Brewing Company)"
+"1756",1756,0.055,NA,1100,"RT Lager","American Amber / Red Lager",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","RT Lager (Rivertowne Brewing Company)"
+"1757",1757,0.062,NA,1099,"Old Wylie's IPA","American IPA",43,12,"American IPA",44,"Rivertowne Brewing Company","Export","PA","Old Wylie's IPA (Rivertowne Brewing Company)"
+"1758",1758,0.048,NA,1098,"Hala Kahiki Pineapple Beer","Fruit / Vegetable Beer",43,12,NA,44,"Rivertowne Brewing Company","Export","PA","Hala Kahiki Pineapple Beer (Rivertowne Brewing Company)"
+"1759",1759,0.045,NA,1330,"Track 1 Amber Lager","American Amber / Red Lager",427,16,NA,428,"Roanoke Railhouse Brewery","Roanoke","VA","Track 1 Amber Lager (Roanoke Railhouse Brewery)"
+"1760",1760,0.053,NA,2074,"Pine Knob Pilsner","Czech Pilsener",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Pine Knob Pilsner (Rochester Mills Brewing Company)"
+"1761",1761,NA,NA,1724,"Cal and Co. Black Cherry Porter","American Porter",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Cal and Co. Black Cherry Porter (Rochester Mills Brewing Company)"
+"1762",1762,0.055,NA,1280,"Lazy Daze Lager","American Adjunct Lager",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Lazy Daze Lager (Rochester Mills Brewing Company)"
+"1763",1763,0.059,NA,899,"Rochester Red Ale","American Amber / Red Ale",229,16,"American Amber / Red Ale",230,"Rochester Mills Brewing Company","Rochester","MI","Rochester Red Ale (Rochester Mills Brewing Company)"
+"1764",1764,0.05,NA,363,"Milkshake Stout","Milk / Sweet Stout",229,16,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Milkshake Stout (Rochester Mills Brewing Company)"
+"1765",1765,0.07,NA,158,"Cornerstone IPA","American IPA",229,16,"American IPA",230,"Rochester Mills Brewing Company","Rochester","MI","Cornerstone IPA (Rochester Mills Brewing Company)"
+"1766",1766,0.055,NA,97,"Lazy Daze Lager","American Adjunct Lager",229,12,NA,230,"Rochester Mills Brewing Company","Rochester","MI","Lazy Daze Lager (Rochester Mills Brewing Company)"
+"1767",1767,0.051,NA,1860,"Rogue American Amber Ale","American Amber / Red Ale",289,16,"American Amber / Red Ale",290,"Rogue Ales","Newport","OR","Rogue American Amber Ale (Rogue Ales)"
+"1768",1768,0.076,78,1577,"12th Round","American Strong Ale",376,16,NA,377,"RoughTail Brewing Company","Midwest City","OK","12th Round (RoughTail Brewing Company)"
+"1769",1769,0.07,80,1576,"RoughTail IPA","American IPA",376,16,"American IPA",377,"RoughTail Brewing Company","Midwest City","OK","RoughTail IPA (RoughTail Brewing Company)"
+"1770",1770,0.08,NA,1575,"Polar Night Stout","American Stout",376,16,NA,377,"RoughTail Brewing Company","Midwest City","OK","Polar Night Stout (RoughTail Brewing Company)"
+"1771",1771,0.071,36,2304,"Sundown","Saison / Farmhouse Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Sundown (Round Guys Brewing)"
+"1772",1772,0.099,NA,2249,"Sanctified","Belgian Strong Pale Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Sanctified (Round Guys Brewing)"
+"1773",1773,0.051,NA,2053,"Fear of a Brett Planet","American Pale Ale (APA)",164,12,"American Pale Ale (APA)",165,"Round Guys Brewing","Lansdale","PA","Fear of a Brett Planet (Round Guys Brewing)"
+"1774",1774,0.0559999999999999,40,1842,"Original Slacker Ale","English Brown Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Original Slacker Ale (Round Guys Brewing)"
+"1775",1775,0.072,NA,1841,"Alpha Blackback","American Black Ale",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Alpha Blackback (Round Guys Brewing)"
+"1776",1776,0.063,NA,1782,"Kiss Off IPA","American IPA",164,12,"American IPA",165,"Round Guys Brewing","Lansdale","PA","Kiss Off IPA (Round Guys Brewing)"
+"1777",1777,0.045,28,1552,"Dog Days Summer Ale","Kölsch",164,12,NA,165,"Round Guys Brewing","Lansdale","PA","Dog Days Summer Ale (Round Guys Brewing)"
+"1778",1778,0.0559999999999999,35,1479,"1881 California Red","American Amber / Red Ale",397,12,"American Amber / Red Ale",398,"Ruhstaller Beer Company","Sacramento","CA","1881 California Red (Ruhstaller Beer Company)"
+"1779",1779,0.073,55,1478,"CAPT Black IPA","American Black Ale",397,12,NA,398,"Ruhstaller Beer Company","Sacramento","CA","CAPT Black IPA (Ruhstaller Beer Company)"
+"1780",1780,0.048,42,1370,"Ruhstaller's Gilt Edge Lager Beer","American Amber / Red Lager",397,12,NA,398,"Ruhstaller Beer Company","Sacramento","CA","Ruhstaller's Gilt Edge Lager Beer (Ruhstaller Beer Company)"
+"1781",1781,0.073,55,883,"CAPT Black IPA","American Black Ale",397,16,NA,398,"Ruhstaller Beer Company","Sacramento","CA","CAPT Black IPA (Ruhstaller Beer Company)"
+"1782",1782,0.0559999999999999,35,882,"1881 California Red Ale","American Amber / Red Ale",397,16,"American Amber / Red Ale",398,"Ruhstaller Beer Company","Sacramento","CA","1881 California Red Ale (Ruhstaller Beer Company)"
+"1783",1783,0.05,15,1868,"Saint Archer White Ale","Witbier",288,12,NA,289,"Saint Archer Brewery","San Diego","CA","Saint Archer White Ale (Saint Archer Brewery)"
+"1784",1784,0.068,66,1867,"Saint Archer IPA","American IPA",288,12,"American IPA",289,"Saint Archer Brewery","San Diego","CA","Saint Archer IPA (Saint Archer Brewery)"
+"1785",1785,0.052,40,1865,"Saint Archer Pale Ale","American Pale Ale (APA)",288,12,"American Pale Ale (APA)",289,"Saint Archer Brewery","San Diego","CA","Saint Archer Pale Ale (Saint Archer Brewery)"
+"1786",1786,0.048,22,1864,"Saint Archer Blonde","Kölsch",288,12,NA,289,"Saint Archer Brewery","San Diego","CA","Saint Archer Blonde (Saint Archer Brewery)"
+"1787",1787,0.069,20,2599,"Sex Panther","American Porter",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Sex Panther (SanTan Brewing Company)"
+"1788",1788,0.095,25,2073,"Winter Warmer (Vault Series)","Winter Warmer",30,16,NA,31,"SanTan Brewing Company","Chandler","AZ","Winter Warmer (Vault Series) (SanTan Brewing Company)"
+"1789",1789,0.091,99,2063,"Count Hopula (Vault Series)","American Double / Imperial IPA",30,16,"American Double / Imperial IPA",31,"SanTan Brewing Company","Chandler","AZ","Count Hopula (Vault Series) (SanTan Brewing Company)"
+"1790",1790,0.055,NA,1995,"Oktoberfest","Märzen / Oktoberfest",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Oktoberfest (SanTan Brewing Company)"
+"1791",1791,0.05,15,1934,"SunSpot Golden Ale","American Blonde Ale",30,12,"American Blonde Ale",31,"SanTan Brewing Company","Chandler","AZ","SunSpot Golden Ale (SanTan Brewing Company)"
+"1792",1792,0.06,NA,1329,"I.W.A. (2011)","American Pale Wheat Ale",30,12,"American Pale Wheat Ale",31,"SanTan Brewing Company","Chandler","AZ","I.W.A. (2011) (SanTan Brewing Company)"
+"1793",1793,0.065,NA,1299,"Supermonk I.P.A.","Belgian IPA",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Supermonk I.P.A. (SanTan Brewing Company)"
+"1794",1794,0.055,20,1073,"Epicenter Amber Ale","American Amber / Red Ale",30,12,"American Amber / Red Ale",31,"SanTan Brewing Company","Chandler","AZ","Epicenter Amber Ale (SanTan Brewing Company)"
+"1795",1795,0.05,15,1072,"SanTan HefeWeizen","Hefeweizen",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","SanTan HefeWeizen (SanTan Brewing Company)"
+"1796",1796,0.07,85,1071,"Hop Shock IPA","American IPA",30,12,"American IPA",31,"SanTan Brewing Company","Chandler","AZ","Hop Shock IPA (SanTan Brewing Company)"
+"1797",1797,0.069,20,852,"Sex Panther (2014)","American Porter",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Sex Panther (2014) (SanTan Brewing Company)"
+"1798",1798,0.055,45,850,"Devil’s Ale","American Pale Ale (APA)",30,12,"American Pale Ale (APA)",31,"SanTan Brewing Company","Chandler","AZ","Devil’s Ale (SanTan Brewing Company)"
+"1799",1799,0.081,NA,839,"Rail Slide Imperial Spiced Ale","Herbed / Spiced Beer",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Rail Slide Imperial Spiced Ale (SanTan Brewing Company)"
+"1800",1800,0.05,20,777,"Mr. Pineapple","Fruit / Vegetable Beer",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","Mr. Pineapple (SanTan Brewing Company)"
+"1801",1801,0.055,45,764,"American Idiot Ale (2012)","American Pale Ale (APA)",30,12,"American Pale Ale (APA)",31,"SanTan Brewing Company","Chandler","AZ","American Idiot Ale (2012) (SanTan Brewing Company)"
+"1802",1802,0.07,85,317,"Hop Shock IPA (2010)","American IPA",30,12,"American IPA",31,"SanTan Brewing Company","Chandler","AZ","Hop Shock IPA (2010) (SanTan Brewing Company)"
+"1803",1803,0.05,15,286,"SanTan HefeWeizen (2010)","Hefeweizen",30,12,NA,31,"SanTan Brewing Company","Chandler","AZ","SanTan HefeWeizen (2010) (SanTan Brewing Company)"
+"1804",1804,0.055,45,285,"Devil’s Ale (2010)","American Pale Ale (APA)",30,12,"American Pale Ale (APA)",31,"SanTan Brewing Company","Chandler","AZ","Devil’s Ale (2010) (SanTan Brewing Company)"
+"1805",1805,0.055,20,124,"Epicenter Amber Ale (2010)","American Amber / Red Ale",30,12,"American Amber / Red Ale",31,"SanTan Brewing Company","Chandler","AZ","Epicenter Amber Ale (2010) (SanTan Brewing Company)"
+"1806",1806,0.0579999999999999,20,1392,"Sanitas Saison Ale","Saison / Farmhouse Ale",419,12,NA,420,"Sanitas Brewing Company","Boulder","CO","Sanitas Saison Ale (Sanitas Brewing Company)"
+"1807",1807,0.068,65,1391,"Sanitas Black IPA","American Black Ale",419,12,NA,420,"Sanitas Brewing Company","Boulder","CO","Sanitas Black IPA (Sanitas Brewing Company)"
+"1808",1808,0.089,88,2002,"Giant DIPA","American Double / Imperial IPA",252,16,"American Double / Imperial IPA",253,"Santa Cruz Mountain Brewing","Santa Cruz","CA","Giant DIPA (Santa Cruz Mountain Brewing)"
+"1809",1809,0.054,NA,1683,"Dread Brown Ale","American Brown Ale",252,12,NA,253,"Santa Cruz Mountain Brewing","Santa Cruz","CA","Dread Brown Ale (Santa Cruz Mountain Brewing)"
+"1810",1810,0.07,NA,1362,"Casinos IPA","English India Pale Ale (IPA)",252,16,NA,253,"Santa Cruz Mountain Brewing","Santa Cruz","CA","Casinos IPA (Santa Cruz Mountain Brewing)"
+"1811",1811,0.055,30,1519,"Saison 88","Saison / Farmhouse Ale",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Saison 88 (Santa Fe Brewing Company)"
+"1812",1812,0.071,95,967,"Black IPA","American Black Ale",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Black IPA (Santa Fe Brewing Company)"
+"1813",1813,0.045,NA,599,"Santa Fe Irish Red Ale","Irish Red Ale",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Santa Fe Irish Red Ale (Santa Fe Brewing Company)"
+"1814",1814,NA,NA,307,"Santa Fe Oktoberfest","Märzen / Oktoberfest",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Santa Fe Oktoberfest (Santa Fe Brewing Company)"
+"1815",1815,0.08,NA,305,"Imperial Java Stout","Russian Imperial Stout",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Imperial Java Stout (Santa Fe Brewing Company)"
+"1816",1816,0.055,NA,304,"Freestyle Pilsner","German Pilsener",392,12,NA,393,"Santa Fe Brewing Company","Santa Fe","NM","Freestyle Pilsner (Santa Fe Brewing Company)"
+"1817",1817,0.066,NA,217,"Happy Camper IPA","American IPA",392,12,"American IPA",393,"Santa Fe Brewing Company","Santa Fe","NM","Happy Camper IPA (Santa Fe Brewing Company)"
+"1818",1818,0.05,11,1477,"Oval Beach Blonde Ale","American Blonde Ale",398,16,"American Blonde Ale",399,"Saugatuck Brewing Company","Douglas","MI","Oval Beach Blonde Ale (Saugatuck Brewing Company)"
+"1819",1819,0.065,NA,1503,"Oak Aged Cider","Cider",394,12,NA,395,"Schilling & Company","Seattle","WA","Oak Aged Cider (Schilling & Company)"
+"1820",1820,0.065,NA,1466,"Ginger Cider","Cider",394,12,NA,395,"Schilling & Company","Seattle","WA","Ginger Cider (Schilling & Company)"
+"1821",1821,0.065,NA,1245,"Schilling Hard Cider","Cider",394,12,NA,395,"Schilling & Company","Seattle","WA","Schilling Hard Cider (Schilling & Company)"
+"1822",1822,0.05,45,1324,"Schlafly Yakima Wheat Ale","American Pale Wheat Ale",428,12,"American Pale Wheat Ale",429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Yakima Wheat Ale (Schlafly Brewing Company)"
+"1823",1823,0.05,NA,1323,"Schlafly Black Lager","Schwarzbier",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Black Lager (Schlafly Brewing Company)"
+"1824",1824,0.045,30,1078,"Schlafly IPA","American IPA",428,12,"American IPA",429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly IPA (Schlafly Brewing Company)"
+"1825",1825,0.05,30,1077,"Schlafly American Brown Ale","American Brown Ale",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly American Brown Ale (Schlafly Brewing Company)"
+"1826",1826,0.0409999999999999,16,588,"Schlafly Hefeweizen","Hefeweizen",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Hefeweizen (Schlafly Brewing Company)"
+"1827",1827,0.045,17,53,"Schlafly Summer Lager","Munich Helles Lager",428,12,NA,429,"Schlafly Brewing Company","Saint Louis","MO","Schlafly Summer Lager (Schlafly Brewing Company)"
+"1828",1828,0.047,NA,815,"Sea Dog Wild Blueberry Wheat Ale","Fruit / Vegetable Beer",502,12,NA,503,"Sea Dog Brewing Company","Portland","ME","Sea Dog Wild Blueberry Wheat Ale (Sea Dog Brewing Company)"
+"1829",1829,0.074,60,1302,"Blur India Pale Ale","American IPA",432,12,"American IPA",433,"Seabright Brewery","Santa Cruz","CA","Blur India Pale Ale (Seabright Brewery)"
+"1830",1830,0.065,NA,1416,"Dry Cider","Cider",411,16,NA,412,"Seattle Cider Company","Seattle","WA","Dry Cider (Seattle Cider Company)"
+"1831",1831,0.065,NA,1415,"Dry Hard Cider","Cider",411,16,NA,412,"Seattle Cider Company","Seattle","WA","Dry Hard Cider (Seattle Cider Company)"
+"1832",1832,0.07,105,918,"Frankenlou's IPA","American IPA",494,16,"American IPA",495,"Seven Brides Brewery","Silverton","OR","Frankenlou's IPA (Seven Brides Brewery)"
+"1833",1833,0.07,55,917,"Becky's Black Cat Porter","American Porter",494,16,NA,495,"Seven Brides Brewery","Silverton","OR","Becky's Black Cat Porter (Seven Brides Brewery)"
+"1834",1834,0.077,40,2250,"Seventh Son of a Seventh Son","American Strong Ale",183,16,NA,184,"Seventh Son Brewing Company","Columbus","OH","Seventh Son of a Seventh Son (Seventh Son Brewing Company)"
+"1835",1835,0.053,20,1768,"Stone Fort Brown Ale","English Brown Ale",183,16,NA,184,"Seventh Son Brewing Company","Columbus","OH","Stone Fort Brown Ale (Seventh Son Brewing Company)"
+"1836",1836,0.077,40,1767,"Seventh Son Hopped Red Ale","American Amber / Red Ale",183,16,"American Amber / Red Ale",184,"Seventh Son Brewing Company","Columbus","OH","Seventh Son Hopped Red Ale (Seventh Son Brewing Company)"
+"1837",1837,0.06,53,1766,"Humulus Nimbus Super Pale Ale","American Pale Ale (APA)",183,16,"American Pale Ale (APA)",184,"Seventh Son Brewing Company","Columbus","OH","Humulus Nimbus Super Pale Ale (Seventh Son Brewing Company)"
+"1838",1838,0.07,68,1765,"Golden Ratio IPA","American IPA",183,16,"American IPA",184,"Seventh Son Brewing Company","Columbus","OH","Golden Ratio IPA (Seventh Son Brewing Company)"
+"1839",1839,0.068,NA,2368,"Black Hop IPA","American Black Ale",130,12,NA,131,"Shebeen Brewing Company","Wolcott","CT","Black Hop IPA (Shebeen Brewing Company)"
+"1840",1840,0.05,NA,738,"Archer's Ale (2004)","English Pale Ale",511,12,NA,512,"Sherwood Forest Brewers","Marlborough","MA","Archer's Ale (2004) (Sherwood Forest Brewers)"
+"1841",1841,0.069,65,1539,"Monkey Fist IPA","American IPA",385,12,"American IPA",386,"Shipyard Brewing Company","Portland","ME","Monkey Fist IPA (Shipyard Brewing Company)"
+"1842",1842,0.051,NA,975,"Shipyard Summer Ale","American Pale Wheat Ale",385,12,"American Pale Wheat Ale",386,"Shipyard Brewing Company","Portland","ME","Shipyard Summer Ale (Shipyard Brewing Company)"
+"1843",1843,0.047,NA,814,"Pumpkinhead Ale","Pumpkin Ale",385,12,NA,386,"Shipyard Brewing Company","Portland","ME","Pumpkinhead Ale (Shipyard Brewing Company)"
+"1844",1844,0.051,NA,727,"Shipyard Export","American Blonde Ale",385,12,"American Blonde Ale",386,"Shipyard Brewing Company","Portland","ME","Shipyard Export (Shipyard Brewing Company)"
+"1845",1845,0.052,NA,2474,"Nooner","German Pilsener",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","Nooner (Sierra Nevada Brewing Company)"
+"1846",1846,0.072,65,2239,"Torpedo","American IPA",83,12,"American IPA",84,"Sierra Nevada Brewing Company","Chico","CA","Torpedo (Sierra Nevada Brewing Company)"
+"1847",1847,0.06,NA,1919,"Yonder Bock","Maibock / Helles Bock",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","Yonder Bock (Sierra Nevada Brewing Company)"
+"1848",1848,0.06,NA,1918,"CANfusion Rye Bock","Rye Beer",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","CANfusion Rye Bock (Sierra Nevada Brewing Company)"
+"1849",1849,0.0559999999999999,37,1905,"Sierra Nevada Pale Ale","American Pale Ale (APA)",83,16,"American Pale Ale (APA)",84,"Sierra Nevada Brewing Company","Chico","CA","Sierra Nevada Pale Ale (Sierra Nevada Brewing Company)"
+"1850",1850,0.048,26,1338,"Old Chico Crystal Wheat","American Pale Wheat Ale",83,12,"American Pale Wheat Ale",84,"Sierra Nevada Brewing Company","Chico","CA","Old Chico Crystal Wheat (Sierra Nevada Brewing Company)"
+"1851",1851,0.05,28,1295,"Summerfest","Czech Pilsener",83,12,NA,84,"Sierra Nevada Brewing Company","Chico","CA","Summerfest (Sierra Nevada Brewing Company)"
+"1852",1852,0.072,65,426,"Torpedo","American IPA",83,16,"American IPA",84,"Sierra Nevada Brewing Company","Chico","CA","Torpedo (Sierra Nevada Brewing Company)"
+"1853",1853,0.0559999999999999,37,400,"Sierra Nevada Pale Ale","American Pale Ale (APA)",83,12,"American Pale Ale (APA)",84,"Sierra Nevada Brewing Company","Chico","CA","Sierra Nevada Pale Ale (Sierra Nevada Brewing Company)"
+"1854",1854,0.069,NA,2353,"Sietsema Red Label","Cider",137,16,NA,138,"Sietsema Orchards and Cider Mill","Ada","MI","Sietsema Red Label (Sietsema Orchards and Cider Mill)"
+"1855",1855,0.042,NA,212,"Bear Ass Brown","American Brown Ale",551,12,NA,552,"Silverton Brewery","Silverton","CO","Bear Ass Brown (Silverton Brewery)"
+"1856",1856,0.06,NA,161,"Red Mountain Ale","American Amber / Red Ale",551,12,"American Amber / Red Ale",552,"Silverton Brewery","Silverton","CO","Red Mountain Ale (Silverton Brewery)"
+"1857",1857,0.068,NA,160,"Ice Pick Ale","American IPA",551,12,"American IPA",552,"Silverton Brewery","Silverton","CO","Ice Pick Ale (Silverton Brewery)"
+"1858",1858,0.1,52,2574,"4Beans","Baltic Porter",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","4Beans (Sixpoint Craft Ales)"
+"1859",1859,0.042,16,2479,"Jammer","Gose",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Jammer (Sixpoint Craft Ales)"
+"1860",1860,0.08,NA,2443,"Abigale","Belgian Pale Ale",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Abigale (Sixpoint Craft Ales)"
+"1861",1861,0.032,7,2266,"Rad","Fruit / Vegetable Beer",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Rad (Sixpoint Craft Ales)"
+"1862",1862,0.065,62,2090,"Bengali","American IPA",46,24,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Bengali (Sixpoint Craft Ales)"
+"1863",1863,0.047,50,1962,"Sensi Harvest","American Pale Ale (APA)",46,12,"American Pale Ale (APA)",47,"Sixpoint Craft Ales","Brooklyn","NY","Sensi Harvest (Sixpoint Craft Ales)"
+"1864",1864,0.099,111,1696,"Hi-Res","American Double / Imperial IPA",46,12,"American Double / Imperial IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Hi-Res (Sixpoint Craft Ales)"
+"1865",1865,0.07,70,1608,"Global Warmer","American Strong Ale",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Global Warmer (Sixpoint Craft Ales)"
+"1866",1866,0.067,74,1591,"Autumnation (2013)","American IPA",46,16,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Autumnation (2013) (Sixpoint Craft Ales)"
+"1867",1867,0.054,42,1388,"The Crisp","German Pilsener",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","The Crisp (Sixpoint Craft Ales)"
+"1868",1868,0.052,34,1387,"Sweet Action","Cream Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Sweet Action (Sixpoint Craft Ales)"
+"1869",1869,0.063,57,1386,"Righteous Ale","Rye Beer",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Righteous Ale (Sixpoint Craft Ales)"
+"1870",1870,0.064,62,1385,"Bengali Tiger","American IPA",46,16,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Bengali Tiger (Sixpoint Craft Ales)"
+"1871",1871,0.099,85,1020,"3Beans","Baltic Porter",46,12,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","3Beans (Sixpoint Craft Ales)"
+"1872",1872,0.059,47,778,"Brownstone","American Brown Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Brownstone (Sixpoint Craft Ales)"
+"1873",1873,0.052,11,630,"Apollo","American Pale Wheat Ale",46,16,"American Pale Wheat Ale",47,"Sixpoint Craft Ales","Brooklyn","NY","Apollo (Sixpoint Craft Ales)"
+"1874",1874,0.049,35,629,"Harbinger","Saison / Farmhouse Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Harbinger (Sixpoint Craft Ales)"
+"1875",1875,0.091,103,628,"Resin","American Double / Imperial IPA",46,12,"American Double / Imperial IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Resin (Sixpoint Craft Ales)"
+"1876",1876,0.063,69,525,"Diesel","American Stout",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Diesel (Sixpoint Craft Ales)"
+"1877",1877,0.06,48,512,"Autumnation (2011-12) (2011)","Pumpkin Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Autumnation (2011-12) (2011) (Sixpoint Craft Ales)"
+"1878",1878,0.054,42,425,"The Crisp (2011)","German Pilsener",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","The Crisp (2011) (Sixpoint Craft Ales)"
+"1879",1879,0.052,34,424,"Sweet Action (2011)","Cream Ale",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Sweet Action (2011) (Sixpoint Craft Ales)"
+"1880",1880,0.063,57,423,"Righteous Ale (2011)","Rye Beer",46,16,NA,47,"Sixpoint Craft Ales","Brooklyn","NY","Righteous Ale (2011) (Sixpoint Craft Ales)"
+"1881",1881,0.064,62,422,"Bengali Tiger (2011)","American IPA",46,16,"American IPA",47,"Sixpoint Craft Ales","Brooklyn","NY","Bengali Tiger (2011) (Sixpoint Craft Ales)"
+"1882",1882,0.045,NA,1942,"Rudie Session IPA","American IPA",264,12,"American IPA",265,"Ska Brewing Company","Durango","CO","Rudie Session IPA (Ska Brewing Company)"
+"1883",1883,0.074,NA,1708,"Taster's Choice","Doppelbock",264,12,NA,265,"Ska Brewing Company","Durango","CO","Taster's Choice (Ska Brewing Company)"
+"1884",1884,0.068,65,1521,"Modus Hoperandi","American IPA",264,12,"American IPA",265,"Ska Brewing Company","Durango","CO","Modus Hoperandi (Ska Brewing Company)"
+"1885",1885,0.0579999999999999,15,1297,"Estival Cream Stout","American Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Estival Cream Stout (Ska Brewing Company)"
+"1886",1886,0.0579999999999999,NA,1192,"Vernal Minthe Stout","American Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Vernal Minthe Stout (Ska Brewing Company)"
+"1887",1887,0.08,NA,1013,"Hibernal Vinifera Stout","Foreign / Export Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Hibernal Vinifera Stout (Ska Brewing Company)"
+"1888",1888,NA,NA,774,"Autumnal Molé Stout","American Stout",264,12,NA,265,"Ska Brewing Company","Durango","CO","Autumnal Molé Stout (Ska Brewing Company)"
+"1889",1889,0.042,18,386,"Mexican Logger","American Pale Lager",264,12,NA,265,"Ska Brewing Company","Durango","CO","Mexican Logger (Ska Brewing Company)"
+"1890",1890,0.053,NA,70,"True Blonde Ale","American Blonde Ale",264,12,"American Blonde Ale",265,"Ska Brewing Company","Durango","CO","True Blonde Ale (Ska Brewing Company)"
+"1891",1891,0.061,NA,69,"Euphoria Pale Ale","American Pale Ale (APA)",264,12,"American Pale Ale (APA)",265,"Ska Brewing Company","Durango","CO","Euphoria Pale Ale (Ska Brewing Company)"
+"1892",1892,0.057,58,68,"ESB Special Ale","Extra Special / Strong Bitter (ESB)",264,12,NA,265,"Ska Brewing Company","Durango","CO","ESB Special Ale (Ska Brewing Company)"
+"1893",1893,0.068,65,67,"Modus Hoperandi","American IPA",264,12,"American IPA",265,"Ska Brewing Company","Durango","CO","Modus Hoperandi (Ska Brewing Company)"
+"1894",1894,0.0579999999999999,39,1792,"Iron Butt Red Ale","American Amber / Red Ale",313,12,"American Amber / Red Ale",314,"Slanted Rock Brewing Company","Meridian","ID","Iron Butt Red Ale (Slanted Rock Brewing Company)"
+"1895",1895,0.071,92,1609,"Initial Point India Pale Ale","American IPA",313,12,"American IPA",314,"Slanted Rock Brewing Company","Meridian","ID","Initial Point India Pale Ale (Slanted Rock Brewing Company)"
+"1896",1896,0.085,NA,2537,"Monkey Dancing On A Razor Blade","Belgian IPA",64,24,NA,65,"SlapShot Brewing Company","Chicago","IL","Monkey Dancing On A Razor Blade (SlapShot Brewing Company)"
+"1897",1897,0.0819999999999999,NA,2536,"Tripel Deke","Tripel",64,24,NA,65,"SlapShot Brewing Company","Chicago","IL","Tripel Deke (SlapShot Brewing Company)"
+"1898",1898,0.049,NA,30,"Urban Wilderness Pale Ale","English Pale Ale",557,12,NA,558,"Sleeping Lady Brewing Company","Anchorage","AK","Urban Wilderness Pale Ale (Sleeping Lady Brewing Company)"
+"1899",1899,0.06,70,2305,"Homefront IPA","American IPA",163,12,"American IPA",164,"Sly Fox Brewing Company","Phoenixville","PA","Homefront IPA (Sly Fox Brewing Company)"
+"1900",1900,0.055,16,1588,"Sly Fox Christmas Ale 2013","Winter Warmer",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Sly Fox Christmas Ale 2013 (Sly Fox Brewing Company)"
+"1901",1901,0.0559999999999999,25,1363,"Grisette","Grisette",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Grisette (Sly Fox Brewing Company)"
+"1902",1902,0.062,NA,1211,"360° India Pale Ale","American IPA",371,12,"American IPA",372,"Sly Fox Brewing Company","Pottstown","PA","360° India Pale Ale (Sly Fox Brewing Company)"
+"1903",1903,0.049,18,1123,"Helles Golden Lager","Munich Helles Lager",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Helles Golden Lager (Sly Fox Brewing Company)"
+"1904",1904,0.055,16,926,"Sly Fox Christmas Ale 2012 (2012)","Winter Warmer",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Sly Fox Christmas Ale 2012 (2012) (Sly Fox Brewing Company)"
+"1905",1905,0.084,90,894,"Odyssey Imperial IPA","American Double / Imperial IPA",371,12,"American Double / Imperial IPA",372,"Sly Fox Brewing Company","Pottstown","PA","Odyssey Imperial IPA (Sly Fox Brewing Company)"
+"1906",1906,0.0579999999999999,25,166,"Oktoberfest Lager","Märzen / Oktoberfest",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Oktoberfest Lager (Sly Fox Brewing Company)"
+"1907",1907,0.07,113,24,"113 IPA","American IPA",371,12,"American IPA",372,"Sly Fox Brewing Company","Pottstown","PA","113 IPA (Sly Fox Brewing Company)"
+"1908",1908,0.053,21,23,"Dunkel Lager","Munich Dunkel Lager",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Dunkel Lager (Sly Fox Brewing Company)"
+"1909",1909,0.0559999999999999,11,22,"Royal Weisse Ale","Hefeweizen",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Royal Weisse Ale (Sly Fox Brewing Company)"
+"1910",1910,0.049,44,21,"Pikeland Pils","German Pilsener",371,12,NA,372,"Sly Fox Brewing Company","Pottstown","PA","Pikeland Pils (Sly Fox Brewing Company)"
+"1911",1911,0.051,40,20,"Phoenix Pale Ale","American Pale Ale (APA)",371,12,"American Pale Ale (APA)",372,"Sly Fox Brewing Company","Pottstown","PA","Phoenix Pale Ale (Sly Fox Brewing Company)"
+"1912",1912,0.07,88,2407,"Rule G IPA","American IPA",115,12,"American IPA",116,"Smartmouth Brewing Company","Norfolk","VA","Rule G IPA (Smartmouth Brewing Company)"
+"1913",1913,0.0579999999999999,35,2406,"Murphy's Law","American Amber / Red Ale",115,12,"American Amber / Red Ale",116,"Smartmouth Brewing Company","Norfolk","VA","Murphy's Law (Smartmouth Brewing Company)"
+"1914",1914,0.062,33,2405,"Alter Ego","Saison / Farmhouse Ale",115,12,NA,116,"Smartmouth Brewing Company","Norfolk","VA","Alter Ego (Smartmouth Brewing Company)"
+"1915",1915,0.05,NA,2234,"Monarch Pilsner","American Pilsner",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","Monarch Pilsner (Snake River Brewing Company)"
+"1916",1916,0.06,55,1606,"Snow King Pale Ale","American Pale Ale (APA)",191,12,"American Pale Ale (APA)",192,"Snake River Brewing Company","Jackson","WY","Snow King Pale Ale (Snake River Brewing Company)"
+"1917",1917,0.054,36,617,"Zonker Stout","Foreign / Export Stout",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","Zonker Stout (Snake River Brewing Company)"
+"1918",1918,0.05,22,407,"OB-1 Organic Ale","English Brown Ale",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","OB-1 Organic Ale (Snake River Brewing Company)"
+"1919",1919,0.05,18,406,"Snake River Lager","Vienna Lager",191,12,NA,192,"Snake River Brewing Company","Jackson","WY","Snake River Lager (Snake River Brewing Company)"
+"1920",1920,0.052,32,402,"Snake River Pale Ale","American Pale Ale (APA)",191,12,"American Pale Ale (APA)",192,"Snake River Brewing Company","Jackson","WY","Snake River Pale Ale (Snake River Brewing Company)"
+"1921",1921,0.068,60,393,"Pako’s EyePA","American IPA",191,12,"American IPA",192,"Snake River Brewing Company","Jackson","WY","Pako’s EyePA (Snake River Brewing Company)"
+"1922",1922,0.05,NA,1798,"Thanksgiving Ale","Kölsch",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Thanksgiving Ale (Sockeye Brewing Company)"
+"1923",1923,0.092,NA,1655,"Double Dagger Imperial IPA","American Double / Imperial IPA",309,12,"American Double / Imperial IPA",310,"Sockeye Brewing Company","Boise","ID","Double Dagger Imperial IPA (Sockeye Brewing Company)"
+"1924",1924,0.063,100,1596,"Dagger Falls IPA","American IPA",309,12,"American IPA",310,"Sockeye Brewing Company","Boise","ID","Dagger Falls IPA (Sockeye Brewing Company)"
+"1925",1925,0.063,100,1595,"Dagger Falls IPA","American IPA",309,12,"American IPA",310,"Sockeye Brewing Company","Boise","ID","Dagger Falls IPA (Sockeye Brewing Company)"
+"1926",1926,0.06,NA,1482,"Socktoberfest","Märzen / Oktoberfest",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Socktoberfest (Sockeye Brewing Company)"
+"1927",1927,0.079,NA,1447,"Hopnoxious Imperial IPA","American Double / Imperial IPA",309,12,"American Double / Imperial IPA",310,"Sockeye Brewing Company","Boise","ID","Hopnoxious Imperial IPA (Sockeye Brewing Company)"
+"1928",1928,0.099,NA,1425,"Barrel Aged Seven Devils Imperial Stout","American Double / Imperial Stout",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Barrel Aged Seven Devils Imperial Stout (Sockeye Brewing Company)"
+"1929",1929,0.055,NA,1424,"Boise Co-Op Two Score Ale","Saison / Farmhouse Ale",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Boise Co-Op Two Score Ale (Sockeye Brewing Company)"
+"1930",1930,0.05,NA,1298,"Sockeye Belgian Style Summer Ale","Witbier",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Sockeye Belgian Style Summer Ale (Sockeye Brewing Company)"
+"1931",1931,0.064,NA,1181,"Sockeye Maibock","Maibock / Helles Bock",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Sockeye Maibock (Sockeye Brewing Company)"
+"1932",1932,0.099,100,1160,"Old Devil's Tooth","American Barleywine",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Old Devil's Tooth (Sockeye Brewing Company)"
+"1933",1933,0.043,NA,1152,"Galena Golden","American Blonde Ale",309,12,"American Blonde Ale",310,"Sockeye Brewing Company","Boise","ID","Galena Golden (Sockeye Brewing Company)"
+"1934",1934,0.052,32,1151,"Hell-Diver Pale Ale","American Pale Ale (APA)",309,12,"American Pale Ale (APA)",310,"Sockeye Brewing Company","Boise","ID","Hell-Diver Pale Ale (Sockeye Brewing Company)"
+"1935",1935,0.046,12,1150,"Woolybugger Wheat","American Pale Wheat Ale",309,12,"American Pale Wheat Ale",310,"Sockeye Brewing Company","Boise","ID","Woolybugger Wheat (Sockeye Brewing Company)"
+"1936",1936,0.057,NA,1076,"Power House Porter","American Porter",309,12,NA,310,"Sockeye Brewing Company","Boise","ID","Power House Porter (Sockeye Brewing Company)"
+"1937",1937,0.084,90,995,"Winterfest","American Strong Ale",309,16,NA,310,"Sockeye Brewing Company","Boise","ID","Winterfest (Sockeye Brewing Company)"
+"1938",1938,0.063,100,879,"Dagger Falls IPA","American IPA",309,12,"American IPA",310,"Sockeye Brewing Company","Boise","ID","Dagger Falls IPA (Sockeye Brewing Company)"
+"1939",1939,0.07,18,1972,"LuckenBock","Bock",257,16,NA,258,"South Austin Brewery","South Austin","TX","LuckenBock (South Austin Brewery)"
+"1940",1940,0.055,40,1971,"Texas Pale Ale (TPA)","American IPA",257,16,"American IPA",258,"South Austin Brewery","South Austin","TX","Texas Pale Ale (TPA) (South Austin Brewery)"
+"1941",1941,0.08,NA,1970,"6 String Saison","Saison / Farmhouse Ale",257,16,NA,258,"South Austin Brewery","South Austin","TX","6 String Saison (South Austin Brewery)"
+"1942",1942,0.05,22,1969,"Kol' Beer","Kölsch",257,16,NA,258,"South Austin Brewery","South Austin","TX","Kol' Beer (South Austin Brewery)"
+"1943",1943,0.035,NA,2024,"Montauk Light","Light Lager",249,12,NA,250,"Southampton Publick House","Southampton","NY","Montauk Light (Southampton Publick House)"
+"1944",1944,0.048,32,1283,"Na Zdraví Pilsner","Czech Pilsener",436,16,NA,437,"Southern Oregon Brewing Company","Medford","OR","Na Zdraví Pilsner (Southern Oregon Brewing Company)"
+"1945",1945,0.055,65,1282,"Nice Rack IPA","American IPA",436,16,"American IPA",437,"Southern Oregon Brewing Company","Medford","OR","Nice Rack IPA (Southern Oregon Brewing Company)"
+"1946",1946,0.075,72,2362,"2014 IPA Cicada Series","American IPA",133,16,"American IPA",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","2014 IPA Cicada Series (Southern Prohibition Brewing Com...)"
+"1947",1947,0.077,65,2346,"Sinister Minister Black IPA","American IPA",133,16,"American IPA",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Sinister Minister Black IPA (Southern Prohibition Brewing Com...)"
+"1948",1948,0.053,45,2320,"Jack the Sipper","Extra Special / Strong Bitter (ESB)",133,12,NA,134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Jack the Sipper (Southern Prohibition Brewing Com...)"
+"1949",1949,0.0579999999999999,60,2297,"Devil's Harvest Extra Pale Ale","American Pale Ale (APA)",133,12,"American Pale Ale (APA)",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Devil's Harvest Extra Pale Ale (Southern Prohibition Brewing Com...)"
+"1950",1950,0.05,20,2296,"Suzy B Dirty Blonde Ale","American Blonde Ale",133,12,"American Blonde Ale",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Suzy B Dirty Blonde Ale (Southern Prohibition Brewing Com...)"
+"1951",1951,0.08,80,1745,"Mississippi Fire Ant","American Amber / Red Ale",133,16,"American Amber / Red Ale",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Mississippi Fire Ant (Southern Prohibition Brewing Com...)"
+"1952",1952,0.0579999999999999,40,1120,"Hipster Breakfast","Oatmeal Stout",133,16,NA,134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Hipster Breakfast (Southern Prohibition Brewing Com...)"
+"1953",1953,0.05,20,1118,"Suzy B Dirty Blonde Ale","American Blonde Ale",133,16,"American Blonde Ale",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Suzy B Dirty Blonde Ale (Southern Prohibition Brewing Com...)"
+"1954",1954,0.0579999999999999,60,1117,"Devil's Harvest Extra Pale Ale","American Pale Ale (APA)",133,16,"American Pale Ale (APA)",134,"Southern Prohibition Brewing Com...","Hattiesburg","MS","Devil's Harvest Extra Pale Ale (Southern Prohibition Brewing Com...)"
+"1955",1955,0.065,45,2387,"Pine Belt Pale Ale","American Pale Ale (APA)",118,12,"American Pale Ale (APA)",119,"Southern Star Brewing Company","Conroe","TX","Pine Belt Pale Ale (Southern Star Brewing Company)"
+"1956",1956,0.055,NA,2267,"Walloon","Saison / Farmhouse Ale",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Walloon (Southern Star Brewing Company)"
+"1957",1957,0.069,23,1740,"Le Mort Vivant","Bière de Garde",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Le Mort Vivant (Southern Star Brewing Company)"
+"1958",1958,0.085,110,1728,"Red Cockaded Ale","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","Red Cockaded Ale (Southern Star Brewing Company)"
+"1959",1959,0.092,100,1497,"Valkyrie Double IPA","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","Valkyrie Double IPA (Southern Star Brewing Company)"
+"1960",1960,0.085,110,1011,"Red Cockaded Ale (2013)","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","Red Cockaded Ale (2013) (Southern Star Brewing Company)"
+"1961",1961,0.072,40,1010,"Old Potentate","Old Ale",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Old Potentate (Southern Star Brewing Company)"
+"1962",1962,0.05,20,856,"Bombshell Blonde","American Blonde Ale",118,16,"American Blonde Ale",119,"Southern Star Brewing Company","Conroe","TX","Bombshell Blonde (Southern Star Brewing Company)"
+"1963",1963,0.099,100,853,"PRO-AM (2012) (2012)","American Double / Imperial IPA",118,12,"American Double / Imperial IPA",119,"Southern Star Brewing Company","Conroe","TX","PRO-AM (2012) (2012) (Southern Star Brewing Company)"
+"1964",1964,0.055,NA,691,"Walloon (2014)","Saison / Farmhouse Ale",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Walloon (2014) (Southern Star Brewing Company)"
+"1965",1965,0.069,23,555,"Le Mort Vivant (2011)","Bière de Garde",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Le Mort Vivant (2011) (Southern Star Brewing Company)"
+"1966",1966,0.083,50,46,"Buried Hatchet Stout","Foreign / Export Stout",118,12,NA,119,"Southern Star Brewing Company","Conroe","TX","Buried Hatchet Stout (Southern Star Brewing Company)"
+"1967",1967,0.065,45,45,"Pine Belt Pale Ale","American Pale Ale (APA)",118,16,"American Pale Ale (APA)",119,"Southern Star Brewing Company","Conroe","TX","Pine Belt Pale Ale (Southern Star Brewing Company)"
+"1968",1968,0.05,20,44,"Bombshell Blonde","American Blonde Ale",118,12,"American Blonde Ale",119,"Southern Star Brewing Company","Conroe","TX","Bombshell Blonde (Southern Star Brewing Company)"
+"1969",1969,0.047,35,2486,"Baby Daddy Session IPA","American IPA",78,12,"American IPA",79,"Speakasy Ales & Lagers","San Francisco","CA","Baby Daddy Session IPA (Speakasy Ales & Lagers)"
+"1970",1970,NA,NA,763,"Hopluia (2004)","English India Pale Ale (IPA)",508,16,NA,509,"Spilker Ales","Cortland","NE","Hopluia (2004) (Spilker Ales)"
+"1971",1971,0.0579999999999999,NA,2271,"Ball & Chain (2014)","American Pale Ale (APA)",175,16,"American Pale Ale (APA)",176,"Spiteful Brewing Company","Chicago","IL","Ball & Chain (2014) (Spiteful Brewing Company)"
+"1972",1972,0.096,NA,2206,"Bitter Biker Double IPA","American Double / Imperial IPA",175,16,"American Double / Imperial IPA",176,"Spiteful Brewing Company","Chicago","IL","Bitter Biker Double IPA (Spiteful Brewing Company)"
+"1973",1973,0.0819999999999999,NA,2136,"God Damn Pigeon Porter","American Porter",175,16,NA,176,"Spiteful Brewing Company","Chicago","IL","God Damn Pigeon Porter (Spiteful Brewing Company)"
+"1974",1974,0.079,NA,2135,"Working for the Weekend","American Double / Imperial IPA",175,16,"American Double / Imperial IPA",176,"Spiteful Brewing Company","Chicago","IL","Working for the Weekend (Spiteful Brewing Company)"
+"1975",1975,0.06,NA,2134,"Angry Adam","American Amber / Red Ale",175,16,"American Amber / Red Ale",176,"Spiteful Brewing Company","Chicago","IL","Angry Adam (Spiteful Brewing Company)"
+"1976",1976,0.055,NA,2109,"Freedom Fries","American Stout",175,16,NA,176,"Spiteful Brewing Company","Chicago","IL","Freedom Fries (Spiteful Brewing Company)"
+"1977",1977,0.096,NA,1821,"Bitter Biker Double IPA","American Double / Imperial IPA",175,12,"American Double / Imperial IPA",176,"Spiteful Brewing Company","Chicago","IL","Bitter Biker Double IPA (Spiteful Brewing Company)"
+"1978",1978,0.073,NA,1820,"Ghost Bike Pale Ale","American Pale Ale (APA)",175,16,"American Pale Ale (APA)",176,"Spiteful Brewing Company","Chicago","IL","Ghost Bike Pale Ale (Spiteful Brewing Company)"
+"1979",1979,0.062,NA,1819,"Spiteful IPA","American IPA",175,12,"American IPA",176,"Spiteful Brewing Company","Chicago","IL","Spiteful IPA (Spiteful Brewing Company)"
+"1980",1980,0.06,NA,1634,"Alley Time","American Pale Ale (APA)",175,12,"American Pale Ale (APA)",176,"Spiteful Brewing Company","Chicago","IL","Alley Time (Spiteful Brewing Company)"
+"1981",1981,0.0579999999999999,NA,1633,"Fat Badger","Irish Red Ale",175,12,NA,176,"Spiteful Brewing Company","Chicago","IL","Fat Badger (Spiteful Brewing Company)"
+"1982",1982,0.055,NA,1632,"In the Weeds","American Pale Wheat Ale",175,12,"American Pale Wheat Ale",176,"Spiteful Brewing Company","Chicago","IL","In the Weeds (Spiteful Brewing Company)"
+"1983",1983,0.05,22,855,"Special Amber","Vienna Lager",498,12,NA,499,"Sprecher Brewing Company","Glendale","WI","Special Amber (Sprecher Brewing Company)"
+"1984",1984,0.05,22,445,"Special Amber","Vienna Lager",498,12,NA,499,"Sprecher Brewing Company","Glendale","WI","Special Amber (Sprecher Brewing Company)"
+"1985",1985,0.0559999999999999,NA,1587,"Seven Gates Pale Ale","American Pale Ale (APA)",372,12,"American Pale Ale (APA)",373,"Spring House Brewing Company","Conestoga","PA","Seven Gates Pale Ale (Spring House Brewing Company)"
+"1986",1986,0.052,NA,2242,"Gunga Din","Cider",186,16,NA,187,"St. Julian Winery","Paw Paw","MI","Gunga Din (St. Julian Winery)"
+"1987",1987,0.042,20,1544,"Starr Pils","German Pilsener",383,12,NA,384,"Starr Hill Brewery","Crozet","VA","Starr Pils (Starr Hill Brewery)"
+"1988",1988,0.065,52,1205,"Northern Lights India Pale Ale","American IPA",383,16,"American IPA",384,"Starr Hill Brewery","Crozet","VA","Northern Lights India Pale Ale (Starr Hill Brewery)"
+"1989",1989,0.048,12,369,"Festie","Märzen / Oktoberfest",383,12,NA,384,"Starr Hill Brewery","Crozet","VA","Festie (Starr Hill Brewery)"
+"1990",1990,0.065,52,368,"Northern Lights India Pale Ale","American IPA",383,12,"American IPA",384,"Starr Hill Brewery","Crozet","VA","Northern Lights India Pale Ale (Starr Hill Brewery)"
+"1991",1991,0.065,65,2386,"Third Eye Enlightened Pale Ale","American Pale Ale (APA)",119,12,"American Pale Ale (APA)",120,"Steamworks Brewing Company","Durango","CO","Third Eye Enlightened Pale Ale (Steamworks Brewing Company)"
+"1992",1992,0.049,17,92,"Colorado Kölsch","Kölsch",119,12,NA,120,"Steamworks Brewing Company","Durango","CO","Colorado Kölsch (Steamworks Brewing Company)"
+"1993",1993,0.057,25,91,"Steam Engine Lager","American Amber / Red Lager",119,12,NA,120,"Steamworks Brewing Company","Durango","CO","Steam Engine Lager (Steamworks Brewing Company)"
+"1994",1994,0.065,65,90,"Third Eye Pale Ale","American IPA",119,12,"American IPA",120,"Steamworks Brewing Company","Durango","CO","Third Eye Pale Ale (Steamworks Brewing Company)"
+"1995",1995,0.047,9,2366,"Point Special (Current)","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (Current) (Stevens Point Brewery)"
+"1996",1996,0.047,9,2365,"Point Special","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (Stevens Point Brewery)"
+"1997",1997,0.054,33,2270,"Point Cascade Pale Ale (2013)","American Pale Ale (APA)",131,12,"American Pale Ale (APA)",132,"Stevens Point Brewery","Stevens Point","WI","Point Cascade Pale Ale (2013) (Stevens Point Brewery)"
+"1998",1998,0.047,9,2228,"Point Special","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (Stevens Point Brewery)"
+"1999",1999,0.052,9,2151,"Onyx Black Ale","American Black Ale",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Onyx Black Ale (Stevens Point Brewery)"
+"2000",2000,0.063,64,2150,"Beyond The Pale IPA","American IPA",131,12,"American IPA",132,"Stevens Point Brewery","Stevens Point","WI","Beyond The Pale IPA (Stevens Point Brewery)"
+"2001",2001,0.047,9,2122,"Point Special (2013)","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (2013) (Stevens Point Brewery)"
+"2002",2002,0.047,9,2121,"Point Special (2012)","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special (2012) (Stevens Point Brewery)"
+"2003",2003,0.047,9,2115,"Point Special Lager","American Adjunct Lager",131,16,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special Lager (Stevens Point Brewery)"
+"2004",2004,0.062,NA,1450,"St. Benedict's Winter Ale","Winter Warmer",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","St. Benedict's Winter Ale (Stevens Point Brewery)"
+"2005",2005,0.057,15,1357,"Point Oktoberfest","Märzen / Oktoberfest",131,16,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Oktoberfest (Stevens Point Brewery)"
+"2006",2006,0.052,7,1225,"Point Nude Beach Summer Wheat","American Pale Wheat Ale",131,16,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (Stevens Point Brewery)"
+"2007",2007,0.05,7,816,"Point Nude Beach Summer Wheat","American Pale Wheat Ale",131,12,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (Stevens Point Brewery)"
+"2008",2008,0.05,7,772,"Point Nude Beach Summer Wheat (2011)","American Pale Wheat Ale",131,12,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (2011) (Stevens Point Brewery)"
+"2009",2009,0.035,NA,684,"Drop Dead Blonde","American Blonde Ale",131,12,"American Blonde Ale",132,"Stevens Point Brewery","Stevens Point","WI","Drop Dead Blonde (Stevens Point Brewery)"
+"2010",2010,0.049,13,650,"Three Kings Ale","Kölsch",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Three Kings Ale (Stevens Point Brewery)"
+"2011",2011,0.057,15,456,"Point Oktoberfest","Märzen / Oktoberfest",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Oktoberfest (Stevens Point Brewery)"
+"2012",2012,0.054,32,357,"2012 Black Ale","American Brown Ale",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","2012 Black Ale (Stevens Point Brewery)"
+"2013",2013,0.05,7,141,"Point Nude Beach Summer Wheat (2010)","American Pale Wheat Ale",131,12,"American Pale Wheat Ale",132,"Stevens Point Brewery","Stevens Point","WI","Point Nude Beach Summer Wheat (2010) (Stevens Point Brewery)"
+"2014",2014,0.054,33,140,"Point Cascade Pale Ale","American Pale Ale (APA)",131,12,"American Pale Ale (APA)",132,"Stevens Point Brewery","Stevens Point","WI","Point Cascade Pale Ale (Stevens Point Brewery)"
+"2015",2015,0.047,14,139,"Point Amber Classic","American Amber / Red Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Amber Classic (Stevens Point Brewery)"
+"2016",2016,0.047,9,138,"Point Special Lager","American Adjunct Lager",131,12,NA,132,"Stevens Point Brewery","Stevens Point","WI","Point Special Lager (Stevens Point Brewery)"
+"2017",2017,0.051,31,953,"Wisco Disco","American Amber / Red Ale",486,16,"American Amber / Red Ale",487,"Stillmank Beer Company","Green Bay","WI","Wisco Disco (Stillmank Beer Company)"
+"2018",2018,0.05,NA,1983,"Brontide","American Black Ale",255,12,NA,256,"Stillwater Artisanal Ales","Baltimore","MD","Brontide (Stillwater Artisanal Ales)"
+"2019",2019,0.05,NA,1631,"Brontide","American Black Ale",255,12,NA,256,"Stillwater Artisanal Ales","Baltimore","MD","Brontide (Stillwater Artisanal Ales)"
+"2020",2020,0.045,NA,1344,"Classique","Saison / Farmhouse Ale",255,12,NA,256,"Stillwater Artisanal Ales","Baltimore","MD","Classique (Stillwater Artisanal Ales)"
+"2021",2021,0.045,NA,922,"Sunsplash Golden Ale (2004)","American Blonde Ale",492,12,"American Blonde Ale",493,"Stone Coast Brewing Company","Portland","ME","Sunsplash Golden Ale (2004) (Stone Coast Brewing Company)"
+"2022",2022,0.051,25,1410,"Sand Island Lighthouse","Kölsch",412,12,NA,413,"Straight to Ale","Huntsville","AL","Sand Island Lighthouse (Straight to Ale)"
+"2023",2023,0.05,30,925,"Lily Flagg Milk Stout","Milk / Sweet Stout",412,12,NA,413,"Straight to Ale","Huntsville","AL","Lily Flagg Milk Stout (Straight to Ale)"
+"2024",2024,0.072,70,637,"Monkeynaut IPA","American IPA",412,12,"American IPA",413,"Straight to Ale","Huntsville","AL","Monkeynaut IPA (Straight to Ale)"
+"2025",2025,0.05,NA,2369,"Straub Beer (Current)","American Adjunct Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","Straub Beer (Current) (Straub Brewery)"
+"2026",2026,0.0409999999999999,8,2233,"American Lager","American Adjunct Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","American Lager (Straub Brewery)"
+"2027",2027,0.0409999999999999,8,2232,"American Amber","American Amber / Red Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","American Amber (Straub Brewery)"
+"2028",2028,0.032,13,2231,"American Light","Light Lager",129,12,NA,130,"Straub Brewery","St Mary's","PA","American Light (Straub Brewery)"
+"2029",2029,0.053,49,2352,"Extra Pale Ale","American Pale Ale (APA)",138,12,"American Pale Ale (APA)",139,"Summit Brewing Company","St Paul","MN","Extra Pale Ale (Summit Brewing Company)"
+"2030",2030,0.053,40,2549,"Make It So","Extra Special / Strong Bitter (ESB)",58,12,NA,59,"Summit Brewing Company","St. Paul","MN","Make It So (Summit Brewing Company)"
+"2031",2031,0.047,55,2473,"Hopvale Organic Ale","American Pale Ale (APA)",58,16,"American Pale Ale (APA)",59,"Summit Brewing Company","St. Paul","MN","Hopvale Organic Ale (Summit Brewing Company)"
+"2032",2032,0.083,100,2415,"Unchained #18 Hop Silo","American Double / Imperial IPA",58,16,"American Double / Imperial IPA",59,"Summit Brewing Company","St. Paul","MN","Unchained #18 Hop Silo (Summit Brewing Company)"
+"2033",2033,0.052,29,2605,"Tip Off","Altbier",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Tip Off (Sun King Brewing Company)"
+"2034",2034,0.054,NA,2215,"Java Mac","Scottish Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Java Mac (Sun King Brewing Company)"
+"2035",2035,0.054,23,2164,"Cowbell","American Porter",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Cowbell (Sun King Brewing Company)"
+"2036",2036,0.0579999999999999,20,2085,"Hop Up Offa That Brett (2014)","Belgian Pale Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Hop Up Offa That Brett (2014) (Sun King Brewing Company)"
+"2037",2037,0.083,23,2084,"PV Muckle (2013)","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","PV Muckle (2013) (Sun King Brewing Company)"
+"2038",2038,0.099,36,2083,"Bourbon Barrel Batch 666: Sympathy for the Devil","Belgian Dark Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Batch 666: Sympathy for the Devil (Sun King Brewing Company)"
+"2039",2039,0.09,30,2082,"Whip Fight","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Whip Fight (Sun King Brewing Company)"
+"2040",2040,0.053,23,2081,"Port Barrel Wee Mac","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Port Barrel Wee Mac (Sun King Brewing Company)"
+"2041",2041,0.064,75,2001,"Fistful Of Hops Red","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful Of Hops Red (Sun King Brewing Company)"
+"2042",2042,0.063,75,2000,"Fistful of Hops Orange","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful of Hops Orange (Sun King Brewing Company)"
+"2043",2043,0.064,75,1999,"Fistful Of Hops Blue","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful Of Hops Blue (Sun King Brewing Company)"
+"2044",2044,0.064,75,1996,"Fistful of Hops Green","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Fistful of Hops Green (Sun King Brewing Company)"
+"2045",2045,NA,NA,1948,"30 Min Coma","Belgian IPA",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","30 Min Coma (Sun King Brewing Company)"
+"2046",2046,0.09,30,1656,"Wee Muckle","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Wee Muckle (Sun King Brewing Company)"
+"2047",2047,0.065,55,1599,"Royal Brat","Extra Special / Strong Bitter (ESB)",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Royal Brat (Sun King Brewing Company)"
+"2048",2048,0.075,77,1420,"Grapefruit Jungle (GFJ)","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Grapefruit Jungle (GFJ) (Sun King Brewing Company)"
+"2049",2049,0.0559999999999999,50,1389,"Osiris Pale Ale","American Pale Ale (APA)",25,16,"American Pale Ale (APA)",26,"Sun King Brewing Company","Indianapolis","IN","Osiris Pale Ale (Sun King Brewing Company)"
+"2050",2050,0.099,75,1367,"Bourbon Barrel Aged Timmie","Russian Imperial Stout",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Aged Timmie (Sun King Brewing Company)"
+"2051",2051,0.063,23,1366,"Stupid Sexy Flanders","Flanders Oud Bruin",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Stupid Sexy Flanders (Sun King Brewing Company)"
+"2052",2052,NA,NA,1347,"Bourbon Barrel Cowbell","American Porter",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Cowbell (Sun King Brewing Company)"
+"2053",2053,0.054,NA,1314,"Popcorn Pilsner","German Pilsener",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Popcorn Pilsner (Sun King Brewing Company)"
+"2054",2054,0.071,27,1128,"Ring of Dingle","Irish Dry Stout",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Ring of Dingle (Sun King Brewing Company)"
+"2055",2055,0.054,23,1127,"Bourbon Barrel Wee Mac","Scottish Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Wee Mac (Sun King Brewing Company)"
+"2056",2056,0.099,60,1049,"Bourbon Barrel Johan","English Barleywine",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Bourbon Barrel Johan (Sun King Brewing Company)"
+"2057",2057,0.07,NA,934,"The Deuce","American Brown Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","The Deuce (Sun King Brewing Company)"
+"2058",2058,0.09,24,923,"The Velvet Fog","Quadrupel (Quad)",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","The Velvet Fog (Sun King Brewing Company)"
+"2059",2059,0.055,23,874,"Sun King Oktoberfest","Märzen / Oktoberfest",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Sun King Oktoberfest (Sun King Brewing Company)"
+"2060",2060,0.052,24,739,"Indianapolis Indians Lager","Dortmunder / Export Lager",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Indianapolis Indians Lager (Sun King Brewing Company)"
+"2061",2061,0.052,24,698,"Indians Victory Lager (2012)","Dortmunder / Export Lager",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Indians Victory Lager (2012) (Sun King Brewing Company)"
+"2062",2062,0.08,NA,660,"Chaka","Belgian Strong Pale Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Chaka (Sun King Brewing Company)"
+"2063",2063,0.091,91,651,"Isis","American Double / Imperial IPA",25,16,"American Double / Imperial IPA",26,"Sun King Brewing Company","Indianapolis","IN","Isis (Sun King Brewing Company)"
+"2064",2064,0.09,30,584,"Wee Muckle (2011)","Scotch Ale / Wee Heavy",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Wee Muckle (2011) (Sun King Brewing Company)"
+"2065",2065,0.075,77,532,"Grapefruit Jungle (GFJ) (2011)","American IPA",25,16,"American IPA",26,"Sun King Brewing Company","Indianapolis","IN","Grapefruit Jungle (GFJ) (2011) (Sun King Brewing Company)"
+"2066",2066,0.055,23,526,"Sun King Oktoberfest (2011)","Märzen / Oktoberfest",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Sun King Oktoberfest (2011) (Sun King Brewing Company)"
+"2067",2067,0.099,60,394,"Johan the Barleywine","English Barleywine",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Johan the Barleywine (Sun King Brewing Company)"
+"2068",2068,0.054,23,213,"Wee Mac Scottish-Style Ale","Scottish Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Wee Mac Scottish-Style Ale (Sun King Brewing Company)"
+"2069",2069,0.053,20,55,"Sunlight Cream Ale","Cream Ale",25,16,NA,26,"Sun King Brewing Company","Indianapolis","IN","Sunlight Cream Ale (Sun King Brewing Company)"
+"2070",2070,0.0559999999999999,50,54,"Osiris Pale Ale (2010)","American Pale Ale (APA)",25,16,"American Pale Ale (APA)",26,"Sun King Brewing Company","Indianapolis","IN","Osiris Pale Ale (2010) (Sun King Brewing Company)"
+"2071",2071,0.045,NA,1207,"Dam Lager","American Amber / Red Lager",455,12,NA,456,"Sunken City Brewing Company","Hardy","VA","Dam Lager (Sunken City Brewing Company)"
+"2072",2072,0.07,NA,1206,"Red Clay IPA","American IPA",455,12,"American IPA",456,"Sunken City Brewing Company","Hardy","VA","Red Clay IPA (Sunken City Brewing Company)"
+"2073",2073,0.072,NA,2543,"Todd the Axe Man","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Todd the Axe Man (Surly Brewing Company)"
+"2074",2074,0.057,NA,2409,"Doomtree","Extra Special / Strong Bitter (ESB)",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Doomtree (Surly Brewing Company)"
+"2075",2075,0.099,85,1739,"BLAKKR","American Black Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","BLAKKR (Surly Brewing Company)"
+"2076",2076,0.073,69,1112,"Overrated! West Coast Style IPA","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Overrated! West Coast Style IPA (Surly Brewing Company)"
+"2077",2077,0.075,90,329,"WET","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","WET (Surly Brewing Company)"
+"2078",2078,0.04,37,19,"Bitter Brewer","English Bitter",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Bitter Brewer (Surly Brewing Company)"
+"2079",2079,0.055,34,18,"SurlyFest","Rye Beer",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","SurlyFest (Surly Brewing Company)"
+"2080",2080,0.051,45,17,"Coffee Bender","American Brown Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Coffee Bender (Surly Brewing Company)"
+"2081",2081,0.051,45,16,"Bender","American Brown Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Bender (Surly Brewing Company)"
+"2082",2082,0.0969999999999999,120,15,"Abrasive Ale","American Double / Imperial IPA",61,16,"American Double / Imperial IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Abrasive Ale (Surly Brewing Company)"
+"2083",2083,0.051,20,14,"Hell","Keller Bier / Zwickel Bier",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","Hell (Surly Brewing Company)"
+"2084",2084,0.067,33,13,"CynicAle","Saison / Farmhouse Ale",61,16,NA,62,"Surly Brewing Company","Brooklyn Center","MN","CynicAle (Surly Brewing Company)"
+"2085",2085,0.062,99,12,"Furious","American IPA",61,16,"American IPA",62,"Surly Brewing Company","Brooklyn Center","MN","Furious (Surly Brewing Company)"
+"2086",2086,0.073,50,1242,"Big Nose","American IPA",447,12,"American IPA",448,"Swamp Head Brewery","Gainesville","FL","Big Nose (Swamp Head Brewery)"
+"2087",2087,0.05,10,1241,"Cotton Mouth","Witbier",447,12,NA,448,"Swamp Head Brewery","Gainesville","FL","Cotton Mouth (Swamp Head Brewery)"
+"2088",2088,0.0559999999999999,35,1240,"Stump Knocker Pale Ale","American Pale Ale (APA)",447,12,"American Pale Ale (APA)",448,"Swamp Head Brewery","Gainesville","FL","Stump Knocker Pale Ale (Swamp Head Brewery)"
+"2089",2089,0.05,38,1239,"Midnight Oil","Oatmeal Stout",447,12,NA,448,"Swamp Head Brewery","Gainesville","FL","Midnight Oil (Swamp Head Brewery)"
+"2090",2090,0.059,18,1238,"Wild Night","Cream Ale",447,12,NA,448,"Swamp Head Brewery","Gainesville","FL","Wild Night (Swamp Head Brewery)"
+"2091",2091,0.045,NA,1554,"Bermuda Triangle Ginger Beer","Herbed / Spiced Beer",381,12,NA,382,"Swashbuckler Brewing Company","Manheim","PA","Bermuda Triangle Ginger Beer (Swashbuckler Brewing Company)"
+"2092",2092,0.055,35,2568,"Take Two Pils","German Pilsener",49,12,NA,50,"SweetWater Brewing Company","Atlanta","GA","Take Two Pils (SweetWater Brewing Company)"
+"2093",2093,0.057,NA,2551,"Waterkeeper","Hefeweizen",49,12,NA,50,"SweetWater Brewing Company","Atlanta","GA","Waterkeeper (SweetWater Brewing Company)"
+"2094",2094,0.064,NA,1710,"SweetWater IPA","American IPA",49,12,"American IPA",50,"SweetWater Brewing Company","Atlanta","GA","SweetWater IPA (SweetWater Brewing Company)"
+"2095",2095,0.054,NA,1709,"420 Extra Pale Ale","American Pale Ale (APA)",49,12,"American Pale Ale (APA)",50,"SweetWater Brewing Company","Atlanta","GA","420 Extra Pale Ale (SweetWater Brewing Company)"
+"2096",2096,0.08,95,1229,"Dodgy Knight Imperial IPA","American Double / Imperial IPA",449,12,"American Double / Imperial IPA",450,"TailGate Beer","San Diego","CA","Dodgy Knight Imperial IPA (TailGate Beer)"
+"2097",2097,0.05,NA,1164,"TailGate Saison","Saison / Farmhouse Ale",449,12,NA,450,"TailGate Beer","San Diego","CA","TailGate Saison (TailGate Beer)"
+"2098",2098,0.05,44,663,"TailGate IPA","American IPA",449,24,"American IPA",450,"TailGate Beer","San Diego","CA","TailGate IPA (TailGate Beer)"
+"2099",2099,0.05,44,662,"TailGate IPA","American IPA",449,12,"American IPA",450,"TailGate Beer","San Diego","CA","TailGate IPA (TailGate Beer)"
+"2100",2100,0.049,28,623,"TailGate Hefeweizen","Hefeweizen",449,24,NA,450,"TailGate Beer","San Diego","CA","TailGate Hefeweizen (TailGate Beer)"
+"2101",2101,0.05,19,622,"Blacktop Blonde","American Blonde Ale",449,24,"American Blonde Ale",450,"TailGate Beer","San Diego","CA","Blacktop Blonde (TailGate Beer)"
+"2102",2102,0.05,19,362,"Blacktop Blonde","American Blonde Ale",449,12,"American Blonde Ale",450,"TailGate Beer","San Diego","CA","Blacktop Blonde (TailGate Beer)"
+"2103",2103,0.049,28,361,"TailGate Hefeweizen","Hefeweizen",449,12,NA,450,"TailGate Beer","San Diego","CA","TailGate Hefeweizen (TailGate Beer)"
+"2104",2104,0.085,34,2575,"Wooden Rooster","Tripel",45,16.9,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Wooden Rooster (Tallgrass Brewing Company)"
+"2105",2105,0.048,20,2555,"Ginger Peach Saison","Saison / Farmhouse Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Ginger Peach Saison (Tallgrass Brewing Company)"
+"2106",2106,0.062,35,1736,"Zombie Monkie","American Porter",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Zombie Monkie (Tallgrass Brewing Company)"
+"2107",2107,0.0559999999999999,20,1196,"Wild Plum Farmhouse Ale","Saison / Farmhouse Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Wild Plum Farmhouse Ale (Tallgrass Brewing Company)"
+"2108",2108,0.05,20,1063,"Vanilla Bean Buffalo Sweat","Oatmeal Stout",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Vanilla Bean Buffalo Sweat (Tallgrass Brewing Company)"
+"2109",2109,0.068,110,1017,"Ethos IPA","American IPA",45,16,"American IPA",46,"Tallgrass Brewing Company","Manhattan","KS","Ethos IPA (Tallgrass Brewing Company)"
+"2110",2110,0.044,12,1009,"Tallgrass Pub Ale","American Brown Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Tallgrass Pub Ale (Tallgrass Brewing Company)"
+"2111",2111,0.072,93,912,"Oasis","Extra Special / Strong Bitter (ESB)",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Oasis (Tallgrass Brewing Company)"
+"2112",2112,0.05,20,765,"Buffalo Sweat","Milk / Sweet Stout",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Buffalo Sweat (Tallgrass Brewing Company)"
+"2113",2113,0.05,20,676,"Halcyon Unfiltered Wheat","American Pale Wheat Ale",45,16,"American Pale Wheat Ale",46,"Tallgrass Brewing Company","Manhattan","KS","Halcyon Unfiltered Wheat (Tallgrass Brewing Company)"
+"2114",2114,0.052,NA,595,"8-Bit Pale Ale","American Pale Ale (APA)",45,16,"American Pale Ale (APA)",46,"Tallgrass Brewing Company","Manhattan","KS","8-Bit Pale Ale (Tallgrass Brewing Company)"
+"2115",2115,0.085,NA,537,"Velvet Rooster","Tripel",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Velvet Rooster (Tallgrass Brewing Company)"
+"2116",2116,0.05,20,412,"Halcyon Unfiltered Wheat","American Pale Wheat Ale",45,12,"American Pale Wheat Ale",46,"Tallgrass Brewing Company","Manhattan","KS","Halcyon Unfiltered Wheat (Tallgrass Brewing Company)"
+"2117",2117,0.05,16,105,"Köld Lager (2010)","German Pilsener",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Köld Lager (2010) (Tallgrass Brewing Company)"
+"2118",2118,0.072,93,104,"Oasis (2010)","American Double / Imperial IPA",45,16,"American Double / Imperial IPA",46,"Tallgrass Brewing Company","Manhattan","KS","Oasis (2010) (Tallgrass Brewing Company)"
+"2119",2119,0.044,22,103,"Tallgrass Ale","American Brown Ale",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Tallgrass Ale (Tallgrass Brewing Company)"
+"2120",2120,0.05,20,102,"Buffalo Sweat (2010)","Milk / Sweet Stout",45,16,NA,46,"Tallgrass Brewing Company","Manhattan","KS","Buffalo Sweat (2010) (Tallgrass Brewing Company)"
+"2121",2121,0.063,60,101,"Tallgrass IPA","American IPA",45,16,"American IPA",46,"Tallgrass Brewing Company","Manhattan","KS","Tallgrass IPA (Tallgrass Brewing Company)"
+"2122",2122,0.068,NA,1433,"Hat Trick Hop IPA","American IPA",409,16,"American IPA",410,"Tamarack Brewing Company","Lakeside","MT","Hat Trick Hop IPA (Tamarack Brewing Company)"
+"2123",2123,0.0559999999999999,NA,1432,"Yard Sale Amber Ale","American Amber / Red Ale",409,16,"American Amber / Red Ale",410,"Tamarack Brewing Company","Lakeside","MT","Yard Sale Amber Ale (Tamarack Brewing Company)"
+"2124",2124,0.055,NA,936,"Loafin Bräu","Altbier",490,16,NA,491,"Tampa Bay Brewing Company","Tampa","FL","Loafin Bräu (Tampa Bay Brewing Company)"
+"2125",2125,0.07,80,544,"Old Elephant Foot IPA","American IPA",490,16,"American IPA",491,"Tampa Bay Brewing Company","Tampa","FL","Old Elephant Foot IPA (Tampa Bay Brewing Company)"
+"2126",2126,0.065,35,2640,"Peck's Porter","American Porter",7,16,NA,8,"Tapistry Brewing","Bridgman","MI","Peck's Porter (Tapistry Brewing)"
+"2127",2127,0.07,NA,2448,"Reactor","American IPA",7,16,"American IPA",8,"Tapistry Brewing","Bridgman","MI","Reactor (Tapistry Brewing)"
+"2128",2128,0.057,NA,2447,"Mr. Orange","Witbier",7,16,NA,8,"Tapistry Brewing","Bridgman","MI","Mr. Orange (Tapistry Brewing)"
+"2129",2129,0.08,22,2601,"Deduction","Dubbel",28,12,NA,29,"Taxman Brewing Company","Bargersville","IN","Deduction (Taxman Brewing Company)"
+"2130",2130,0.057,NA,973,"Face Down Brown Ale","American Brown Ale",480,12,NA,481,"Telluride Brewing Company","Telluride","CO","Face Down Brown Ale (Telluride Brewing Company)"
+"2131",2131,0.064,NA,827,"Tempter IPA","American IPA",480,12,"American IPA",481,"Telluride Brewing Company","Telluride","CO","Tempter IPA (Telluride Brewing Company)"
+"2132",2132,0.055,NA,589,"Bridal Veil Rye Pale Ale","American Pale Ale (APA)",480,12,"American Pale Ale (APA)",481,"Telluride Brewing Company","Telluride","CO","Bridal Veil Rye Pale Ale (Telluride Brewing Company)"
+"2133",2133,0.048,NA,2155,"Smittytown","Extra Special / Strong Bitter (ESB)",210,12,NA,211,"Temperance Beer Company","Evanston","IL","Smittytown (Temperance Beer Company)"
+"2134",2134,0.04,NA,1982,"Greenwood Beach","Fruit / Vegetable Beer",210,12,NA,211,"Temperance Beer Company","Evanston","IL","Greenwood Beach (Temperance Beer Company)"
+"2135",2135,0.066,NA,1939,"Gatecrasher","English India Pale Ale (IPA)",210,12,NA,211,"Temperance Beer Company","Evanston","IL","Gatecrasher (Temperance Beer Company)"
+"2136",2136,0.047,42,1082,"RecreationAle","American Pale Ale (APA)",469,12,"American Pale Ale (APA)",470,"Terrapin Brewing Company","Athens","GA","RecreationAle (Terrapin Brewing Company)"
+"2137",2137,0.055,35,2119,"First Stand","Saison / Farmhouse Ale",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","First Stand (Texian Brewing Co.)"
+"2138",2138,0.063,23,2118,"Battle LIne","American Brown Ale",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","Battle LIne (Texian Brewing Co.)"
+"2139",2139,0.0559999999999999,12,2117,"Broken Bridge","Dunkelweizen",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","Broken Bridge (Texian Brewing Co.)"
+"2140",2140,0.071,69,2116,"Brutus","English India Pale Ale (IPA)",215,12,NA,216,"Texian Brewing Co.","Richmond","TX","Brutus (Texian Brewing Co.)"
+"2141",2141,0.06,NA,1916,"Petit Mutant","American Wild Ale",272,16,NA,273,"The Alchemist","Waterbury","VT","Petit Mutant (The Alchemist)"
+"2142",2142,0.096,NA,1915,"The Crusher","American Double / Imperial IPA",272,16,"American Double / Imperial IPA",273,"The Alchemist","Waterbury","VT","The Crusher (The Alchemist)"
+"2143",2143,0.08,NA,1914,"Beelzebub","American Double / Imperial Stout",272,16,NA,273,"The Alchemist","Waterbury","VT","Beelzebub (The Alchemist)"
+"2144",2144,0.07,NA,1810,"Focal Banger","American IPA",272,16,"American IPA",273,"The Alchemist","Waterbury","VT","Focal Banger (The Alchemist)"
+"2145",2145,0.08,120,1111,"Heady Topper","American Double / Imperial IPA",272,16,"American Double / Imperial IPA",273,"The Alchemist","Waterbury","VT","Heady Topper (The Alchemist)"
+"2146",2146,0.08,120,379,"Heady Topper","American Double / Imperial IPA",272,16,"American Double / Imperial IPA",273,"The Alchemist","Waterbury","VT","Heady Topper (The Alchemist)"
+"2147",2147,0.046,20,1200,"Bomber Mountain Amber Ale (2013)","American Amber / Red Ale",457,12,"American Amber / Red Ale",458,"The Black Tooth Brewing Company","Sheridan","WY","Bomber Mountain Amber Ale (2013) (The Black Tooth Brewing Company)"
+"2148",2148,0.07,75,1199,"Indian Paintbrush IPA","American IPA",457,12,"American IPA",458,"The Black Tooth Brewing Company","Sheridan","WY","Indian Paintbrush IPA (The Black Tooth Brewing Company)"
+"2149",2149,0.048,16,1198,"Saddle Bronc Brown Ale (2013)","English Brown Ale",457,12,NA,458,"The Black Tooth Brewing Company","Sheridan","WY","Saddle Bronc Brown Ale (2013) (The Black Tooth Brewing Company)"
+"2150",2150,0.059,15,1197,"Wagon Box Wheat Beer","American Pale Wheat Ale",457,12,"American Pale Wheat Ale",458,"The Black Tooth Brewing Company","Sheridan","WY","Wagon Box Wheat Beer (The Black Tooth Brewing Company)"
+"2151",2151,0.05,NA,1945,"Birdhouse Pale Ale","Belgian Pale Ale",262,12,NA,263,"The Brewer's Art","Baltimore","MD","Birdhouse Pale Ale (The Brewer's Art)"
+"2152",2152,0.073,NA,1079,"Ozzy","Belgian Pale Ale",262,12,NA,263,"The Brewer's Art","Baltimore","MD","Ozzy (The Brewer's Art)"
+"2153",2153,0.07,NA,94,"Resurrection","Dubbel",262,12,NA,263,"The Brewer's Art","Baltimore","MD","Resurrection (The Brewer's Art)"
+"2154",2154,0.052,16,1748,"Bronx Summer Pale Ale","American Pale Ale (APA)",329,16,"American Pale Ale (APA)",330,"The Bronx Brewery","Bronx","NY","Bronx Summer Pale Ale (The Bronx Brewery)"
+"2155",2155,0.057,46,1747,"Bronx Black Pale Ale","American Black Ale",329,16,NA,330,"The Bronx Brewery","Bronx","NY","Bronx Black Pale Ale (The Bronx Brewery)"
+"2156",2156,0.063,50,1037,"Bronx Pale Ale","American Pale Ale (APA)",329,16,"American Pale Ale (APA)",330,"The Bronx Brewery","Bronx","NY","Bronx Pale Ale (The Bronx Brewery)"
+"2157",2157,0.052,35,2594,"Surfrider","American Pale Ale (APA)",33,16,"American Pale Ale (APA)",34,"The Dudes' Brewing Company","Torrance","CA","Surfrider (The Dudes' Brewing Company)"
+"2158",2158,0.055,NA,2035,"Kolschtal Eddy","Kölsch",33,16,NA,34,"The Dudes' Brewing Company","Torrance","CA","Kolschtal Eddy (The Dudes' Brewing Company)"
+"2159",2159,0.05,NA,2034,"South Bay Session IPA","American IPA",33,16,"American IPA",34,"The Dudes' Brewing Company","Torrance","CA","South Bay Session IPA (The Dudes' Brewing Company)"
+"2160",2160,0.069,34,1562,"Grandma's Pecan","English Brown Ale",33,16,NA,34,"The Dudes' Brewing Company","Torrance","CA","Grandma's Pecan (The Dudes' Brewing Company)"
+"2161",2161,0.099,101,1561,"Double Trunk","American Double / Imperial IPA",33,16,"American Double / Imperial IPA",34,"The Dudes' Brewing Company","Torrance","CA","Double Trunk (The Dudes' Brewing Company)"
+"2162",2162,0.046,45,1749,"Just IPA","American IPA",328,12,"American IPA",329,"The Just Beer Project","Burlington","VT","Just IPA (The Just Beer Project)"
+"2163",2163,0.045,NA,2455,"Lionshead","American Pilsner",90,12,NA,91,"The Lion Brewery","Wilkes-Barre","PA","Lionshead (The Lion Brewery)"
+"2164",2164,NA,NA,963,"Manhattan Gold Lager (1990)","American Amber / Red Lager",484,12,NA,485,"The Manhattan Brewing Company","New York","NY","Manhattan Gold Lager (1990) (The Manhattan Brewing Company)"
+"2165",2165,0.052,NA,2638,"G. B. Russo’s Italian Pistachio Pale Ale","American Pale Ale (APA)",9,16,"American Pale Ale (APA)",10,"The Mitten Brewing Company","Grand Rapids","MI","G. B. Russo’s Italian Pistachio Pale Ale (The Mitten Brewing Company)"
+"2166",2166,0.0579999999999999,NA,1278,"Northern Hawk Owl Amber","American Amber / Red Ale",438,12,"American Amber / Red Ale",439,"The Right Brain Brewery","Traverse City","MI","Northern Hawk Owl Amber (The Right Brain Brewery)"
+"2167",2167,0.059,NA,1277,"CEO Stout","American Stout",438,16,NA,439,"The Right Brain Brewery","Traverse City","MI","CEO Stout (The Right Brain Brewery)"
+"2168",2168,0.047,NA,1276,"Will Power Pale Ale","American Pale Ale (APA)",438,16,"American Pale Ale (APA)",439,"The Right Brain Brewery","Traverse City","MI","Will Power Pale Ale (The Right Brain Brewery)"
+"2169",2169,0.044,NA,1732,"Curious Traveler Shandy","Shandy",334,12,NA,335,"The Traveler Beer Company","Burlington","VT","Curious Traveler Shandy (The Traveler Beer Company)"
+"2170",2170,0.048,18,2347,"Hunny Do Wheat","American Pale Wheat Ale",142,12,"American Pale Wheat Ale",143,"Third Street Brewhouse","Cold Spring","MN","Hunny Do Wheat (Third Street Brewhouse)"
+"2171",2171,0.052,NA,1781,"Three Way Pale Ale","American Pale Ale (APA)",142,12,"American Pale Ale (APA)",143,"Third Street Brewhouse","Cold Spring","MN","Three Way Pale Ale (Third Street Brewhouse)"
+"2172",2172,0.0409999999999999,NA,1780,"Rise to the Top","Cream Ale",142,12,NA,143,"Third Street Brewhouse","Cold Spring","MN","Rise to the Top (Third Street Brewhouse)"
+"2173",2173,0.049,NA,1779,"Lost Trout Brown Ale","American Brown Ale",142,12,NA,143,"Third Street Brewhouse","Cold Spring","MN","Lost Trout Brown Ale (Third Street Brewhouse)"
+"2174",2174,0.051,11,2421,"Watermelon Ale","Fruit / Vegetable Beer",108,12,NA,109,"Thomas Hooker Brewing Company","Bloomfield","CT","Watermelon Ale (Thomas Hooker Brewing Company)"
+"2175",2175,0.04,18,2319,"Knotty Blonde Ale","American Blonde Ale",153,12,"American Blonde Ale",154,"Three Creeks Brewing","Sisters","OR","Knotty Blonde Ale (Three Creeks Brewing)"
+"2176",2176,0.062,40,2317,"Fivepine Chocolate Porter","American Porter",153,12,NA,154,"Three Creeks Brewing","Sisters","OR","Fivepine Chocolate Porter (Three Creeks Brewing)"
+"2177",2177,0.062,82,2316,"Hoodoo Voodoo IPA","American IPA",153,12,"American IPA",154,"Three Creeks Brewing","Sisters","OR","Hoodoo Voodoo IPA (Three Creeks Brewing)"
+"2178",2178,0.053,22,1913,"Hydraulion Red","Irish Red Ale",273,12,NA,274,"Three Notch'd Brewing Company","Charlottesville","VA","Hydraulion Red (Three Notch'd Brewing Company)"
+"2179",2179,0.06,50,1912,"40 Mile IPA","American IPA",273,12,"American IPA",274,"Three Notch'd Brewing Company","Charlottesville","VA","40 Mile IPA (Three Notch'd Brewing Company)"
+"2180",2180,0.055,64,2617,"Citra Faced","American Pale Wheat Ale",21,16,"American Pale Wheat Ale",22,"Three Pints Brewing","Martinsville","IN","Citra Faced (Three Pints Brewing)"
+"2181",2181,0.055,31,2616,"Pole Barn Stout","Oatmeal Stout",21,16,NA,22,"Three Pints Brewing","Martinsville","IN","Pole Barn Stout (Three Pints Brewing)"
+"2182",2182,0.054,37,2615,"Pale","American Pale Ale (APA)",21,16,"American Pale Ale (APA)",22,"Three Pints Brewing","Martinsville","IN","Pale (Three Pints Brewing)"
+"2183",2183,0.053,27,2614,"Yoshi's Nectar","California Common / Steam Beer",21,16,NA,22,"Three Pints Brewing","Martinsville","IN","Yoshi's Nectar (Three Pints Brewing)"
+"2184",2184,0.052,NA,1889,"Leatherhead Red","American Amber / Red Ale",282,12,"American Amber / Red Ale",283,"Thunderhead Brewing Company","Kearney","NE","Leatherhead Red (Thunderhead Brewing Company)"
+"2185",2185,0.065,NA,1222,"Cropduster Mid-American IPA","American IPA",282,12,"American IPA",283,"Thunderhead Brewing Company","Kearney","NE","Cropduster Mid-American IPA (Thunderhead Brewing Company)"
+"2186",2186,0.075,NA,122,"Golden Frau Honey Wheat","Braggot",282,12,NA,283,"Thunderhead Brewing Company","Kearney","NE","Golden Frau Honey Wheat (Thunderhead Brewing Company)"
+"2187",2187,NA,NA,121,"Cornstalker Dark Wheat","American Dark Wheat Ale",282,12,NA,283,"Thunderhead Brewing Company","Kearney","NE","Cornstalker Dark Wheat (Thunderhead Brewing Company)"
+"2188",2188,0.0579999999999999,20,2623,"Cafe Leche","American Porter",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Cafe Leche (Tin Man Brewing Company)"
+"2189",2189,0.052,12,2622,"Damascene Apricot Sour","Fruit / Vegetable Beer",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Damascene Apricot Sour (Tin Man Brewing Company)"
+"2190",2190,0.12,90,2621,"Csar","Russian Imperial Stout",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Csar (Tin Man Brewing Company)"
+"2191",2191,0.055,NA,1817,"Klingon Warnog Roggen Dunkel","Roggenbier",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Klingon Warnog Roggen Dunkel (Tin Man Brewing Company)"
+"2192",2192,0.085,115,1449,"Overlord Imperial IPA","American Double / Imperial IPA",17,16,"American Double / Imperial IPA",18,"Tin Man Brewing Company","Evansville","IN","Overlord Imperial IPA (Tin Man Brewing Company)"
+"2193",2193,0.0579999999999999,36,951,"Alloy","American IPA",17,16,"American IPA",18,"Tin Man Brewing Company","Evansville","IN","Alloy (Tin Man Brewing Company)"
+"2194",2194,0.051,22,950,"Rivet Irish Red Ale","Irish Red Ale",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Rivet Irish Red Ale (Tin Man Brewing Company)"
+"2195",2195,0.052,50,949,"3 Gear Robust Porter","American Porter",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","3 Gear Robust Porter (Tin Man Brewing Company)"
+"2196",2196,0.045,35,948,"Circuit Bohemian Pilsner","Czech Pilsener",17,16,NA,18,"Tin Man Brewing Company","Evansville","IN","Circuit Bohemian Pilsner (Tin Man Brewing Company)"
+"2197",2197,0.055,NA,2321,"Turnrow Harvest Ale","American Blonde Ale",152,12,"American Blonde Ale",153,"Tin Roof Brewing Company","Baton Rouge","LA","Turnrow Harvest Ale (Tin Roof Brewing Company)"
+"2198",2198,0.07,60,1755,"Juke Joint IPA","American IPA",152,12,"American IPA",153,"Tin Roof Brewing Company","Baton Rouge","LA","Juke Joint IPA (Tin Roof Brewing Company)"
+"2199",2199,0.07,35,1754,"Parade Ground Coffee Porter","American Porter",152,12,NA,153,"Tin Roof Brewing Company","Baton Rouge","LA","Parade Ground Coffee Porter (Tin Roof Brewing Company)"
+"2200",2200,0.05,21,1428,"Tin Roof Watermelon Wheat","Fruit / Vegetable Beer",152,12,NA,153,"Tin Roof Brewing Company","Baton Rouge","LA","Tin Roof Watermelon Wheat (Tin Roof Brewing Company)"
+"2201",2201,0.045,18,529,"Tin Roof Blonde Ale","American Blonde Ale",152,12,"American Blonde Ale",153,"Tin Roof Brewing Company","Baton Rouge","LA","Tin Roof Blonde Ale (Tin Roof Brewing Company)"
+"2202",2202,0.055,37,495,"Voodoo Bengal Pale Ale","American Pale Ale (APA)",152,12,"American Pale Ale (APA)",153,"Tin Roof Brewing Company","Baton Rouge","LA","Voodoo Bengal Pale Ale (Tin Roof Brewing Company)"
+"2203",2203,0.045,28,494,"Perfect Tin Amber","American Amber / Red Ale",152,12,"American Amber / Red Ale",153,"Tin Roof Brewing Company","Baton Rouge","LA","Perfect Tin Amber (Tin Roof Brewing Company)"
+"2204",2204,0.073,87,1856,"IPA & a Half","American IPA",291,12,"American IPA",292,"Tommyknocker Brewery","Idaho Springs","CO","IPA & a Half (Tommyknocker Brewery)"
+"2205",2205,0.055,33,736,"Ornery Amber Lager (2003)","Vienna Lager",291,12,NA,292,"Tommyknocker Brewery","Idaho Springs","CO","Ornery Amber Lager (2003) (Tommyknocker Brewery)"
+"2206",2206,0.05,NA,1027,"Big Island Shandy","Shandy",474,16,NA,475,"Tonka Beer Company","Minnetonka","MN","Big Island Shandy (Tonka Beer Company)"
+"2207",2207,0.068,NA,1026,"Preservation IPA","American IPA",474,16,"American IPA",475,"Tonka Beer Company","Minnetonka","MN","Preservation IPA (Tonka Beer Company)"
+"2208",2208,0.062,72,1938,"Almanac IPA","American IPA",265,12,"American IPA",266,"Tractor Brewing Company","Albuquerque","NM","Almanac IPA (Tractor Brewing Company)"
+"2209",2209,0.065,NA,1937,"Milk Mustachio Stout","Milk / Sweet Stout",265,12,NA,266,"Tractor Brewing Company","Albuquerque","NM","Milk Mustachio Stout (Tractor Brewing Company)"
+"2210",2210,0.06,30,1936,"Farmer's Tan Red Ale","American Amber / Red Ale",265,12,"American Amber / Red Ale",266,"Tractor Brewing Company","Albuquerque","NM","Farmer's Tan Red Ale (Tractor Brewing Company)"
+"2211",2211,0.057,NA,594,"Triangle India Pale Ale","American IPA",524,12,"American IPA",525,"Triangle Brewing Company","Durham","NC","Triangle India Pale Ale (Triangle Brewing Company)"
+"2212",2212,0.05,NA,114,"Triangle White Ale","Witbier",524,12,NA,525,"Triangle Brewing Company","Durham","NC","Triangle White Ale (Triangle Brewing Company)"
+"2213",2213,0.08,NA,113,"Triangle Belgian Golden Ale","Belgian Strong Pale Ale",524,12,NA,525,"Triangle Brewing Company","Durham","NC","Triangle Belgian Golden Ale (Triangle Brewing Company)"
+"2214",2214,0.0819999999999999,NA,2445,"Troegenator","Doppelbock",97,16,NA,98,"Tröegs Brewing Company","Hershey","PA","Troegenator (Tröegs Brewing Company)"
+"2215",2215,0.075,93,2444,"Nugget Nectar","American Amber / Red Ale",97,16,"American Amber / Red Ale",98,"Tröegs Brewing Company","Hershey","PA","Nugget Nectar (Tröegs Brewing Company)"
+"2216",2216,0.045,45,2203,"Sunshine Pils","American Pilsner",97,12,NA,98,"Tröegs Brewing Company","Hershey","PA","Sunshine Pils (Tröegs Brewing Company)"
+"2217",2217,0.0819999999999999,25,1510,"Troegenator Doublebock","Doppelbock",97,16,NA,98,"Tröegs Brewing Company","Hershey","PA","Troegenator Doublebock (Tröegs Brewing Company)"
+"2218",2218,0.075,85,1509,"Perpetual IPA","American IPA",97,12,"American IPA",98,"Tröegs Brewing Company","Hershey","PA","Perpetual IPA (Tröegs Brewing Company)"
+"2219",2219,0.055,52,433,"Greenville Pale Ale","American Pale Ale (APA)",539,12,"American Pale Ale (APA)",540,"Twin Lakes Brewing Company","Greenville","DE","Greenville Pale Ale (Twin Lakes Brewing Company)"
+"2220",2220,0.062,65,641,"Hoppy Boy","American IPA",520,16,"American IPA",521,"Twisted Pine Brewing Company","Boulder","CO","Hoppy Boy (Twisted Pine Brewing Company)"
+"2221",2221,0.054,26,2588,"Cow Creek","American Amber / Red Lager",38,12,NA,39,"Twisted X Brewing Company","Dripping Springs","TX","Cow Creek (Twisted X Brewing Company)"
+"2222",2222,0.075,63,2458,"Chupahopra","American IPA",38,12,"American IPA",39,"Twisted X Brewing Company","Dripping Springs","TX","Chupahopra (Twisted X Brewing Company)"
+"2223",2223,0.051,19,2212,"Twisted X","American Adjunct Lager",38,12,NA,39,"Twisted X Brewing Company","Dripping Springs","TX","Twisted X (Twisted X Brewing Company)"
+"2224",2224,0.0409999999999999,41,2235,"Day Hike Session","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Day Hike Session (Two Beers Brewing Company)"
+"2225",2225,0.048,48,1661,"Trailhead ISA","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Trailhead ISA (Two Beers Brewing Company)"
+"2226",2226,0.052,27,1660,"Immersion Amber","American Amber / Red Ale",190,12,"American Amber / Red Ale",191,"Two Beers Brewing Company","Seattle","WA","Immersion Amber (Two Beers Brewing Company)"
+"2227",2227,0.062,70,1659,"Evo IPA","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Evo IPA (Two Beers Brewing Company)"
+"2228",2228,0.048,NA,1438,"Presidential Pils","Czech Pilsener",190,12,NA,191,"Two Beers Brewing Company","Seattle","WA","Presidential Pils (Two Beers Brewing Company)"
+"2229",2229,0.062,70,1173,"Evolutionary IPA (2012)","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Evolutionary IPA (2012) (Two Beers Brewing Company)"
+"2230",2230,0.057,36,560,"Persnickety Pale","American Pale Ale (APA)",190,12,"American Pale Ale (APA)",191,"Two Beers Brewing Company","Seattle","WA","Persnickety Pale (Two Beers Brewing Company)"
+"2231",2231,0.054,20,519,"SoDo Brown Ale","American Brown Ale",190,12,NA,191,"Two Beers Brewing Company","Seattle","WA","SoDo Brown Ale (Two Beers Brewing Company)"
+"2232",2232,0.052,27,518,"Immersion Amber Ale (2011)","American Amber / Red Ale",190,12,"American Amber / Red Ale",191,"Two Beers Brewing Company","Seattle","WA","Immersion Amber Ale (2011) (Two Beers Brewing Company)"
+"2233",2233,0.062,70,505,"Evolutionary IPA (2011)","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Evolutionary IPA (2011) (Two Beers Brewing Company)"
+"2234",2234,0.048,48,482,"Trailhead India Style Session Ale (2011)","American IPA",190,12,"American IPA",191,"Two Beers Brewing Company","Seattle","WA","Trailhead India Style Session Ale (2011) (Two Beers Brewing Company)"
+"2235",2235,0.046,NA,451,"Panorama Wheat Ale","American Pale Wheat Ale",190,12,"American Pale Wheat Ale",191,"Two Beers Brewing Company","Seattle","WA","Panorama Wheat Ale (Two Beers Brewing Company)"
+"2236",2236,0.063,69,2497,"Wobble","American IPA",74,16,"American IPA",75,"Two Brothers Brewing Company","Warrenville","IL","Wobble (Two Brothers Brewing Company)"
+"2237",2237,0.0579999999999999,43,2246,"Night Cat","American Dark Wheat Ale",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Night Cat (Two Brothers Brewing Company)"
+"2238",2238,0.0579999999999999,43,1630,"Night Cat (2014)","American Dark Wheat Ale",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Night Cat (2014) (Two Brothers Brewing Company)"
+"2239",2239,0.051,17,1284,"Dog Days Lager","Dortmunder / Export Lager",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Dog Days Lager (Two Brothers Brewing Company)"
+"2240",2240,0.051,36,1121,"Sidekick Extra Pale Ale","American Pale Ale (APA)",74,12,"American Pale Ale (APA)",75,"Two Brothers Brewing Company","Warrenville","IL","Sidekick Extra Pale Ale (Two Brothers Brewing Company)"
+"2241",2241,0.077,23,1042,"Atom Smasher","Märzen / Oktoberfest",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Atom Smasher (Two Brothers Brewing Company)"
+"2242",2242,0.045,NA,1041,"Testudo","Bière de Garde",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Testudo (Two Brothers Brewing Company)"
+"2243",2243,0.065,NA,1040,"Hobnob B & B Pale Ale","American Pale Ale (APA)",74,12,"American Pale Ale (APA)",75,"Two Brothers Brewing Company","Warrenville","IL","Hobnob B & B Pale Ale (Two Brothers Brewing Company)"
+"2244",2244,0.07,68,861,"Cane and Ebel","American Strong Ale",74,12,NA,75,"Two Brothers Brewing Company","Warrenville","IL","Cane and Ebel (Two Brothers Brewing Company)"
+"2245",2245,0.065,NA,642,"Outlaw IPA (2015)","American IPA",74,12,"American IPA",75,"Two Brothers Brewing Company","Warrenville","IL","Outlaw IPA (2015) (Two Brothers Brewing Company)"
+"2246",2246,0.045,NA,2037,"The Gilded Age","Munich Helles Lager",243,12,NA,244,"Two Henrys Brewing Company","Plant City","FL","The Gilded Age (Two Henrys Brewing Company)"
+"2247",2247,0.05,NA,1285,"No Limits Hefeweizen","Hefeweizen",435,16,NA,436,"Two Roads Brewing Company","Stratford","CT","No Limits Hefeweizen (Two Roads Brewing Company)"
+"2248",2248,0.06,NA,1189,"Honeyspot Road White IPA","American White IPA",435,12,NA,436,"Two Roads Brewing Company","Stratford","CT","Honeyspot Road White IPA (Two Roads Brewing Company)"
+"2249",2249,0.072,NA,1171,"Road 2 Ruin Double IPA","American Double / Imperial IPA",435,12,"American Double / Imperial IPA",436,"Two Roads Brewing Company","Stratford","CT","Road 2 Ruin Double IPA (Two Roads Brewing Company)"
+"2250",2250,0.048,NA,1170,"Workers Comp Saison","Saison / Farmhouse Ale",435,12,NA,436,"Two Roads Brewing Company","Stratford","CT","Workers Comp Saison (Two Roads Brewing Company)"
+"2251",2251,0.05,NA,1169,"Ol' Factory Pils","German Pilsener",435,12,NA,436,"Two Roads Brewing Company","Stratford","CT","Ol' Factory Pils (Two Roads Brewing Company)"
+"2252",2252,0.05,10,2310,"PUNK'N","Pumpkin Ale",159,12,NA,160,"Uinta Brewing Company","Salt Lake City","UT","PUNK'N (Uinta Brewing Company)"
+"2253",2253,0.04,22,2100,"Yard Sale Winter Lager","American Amber / Red Lager",159,12,NA,160,"Uinta Brewing Company","Salt Lake City","UT","Yard Sale Winter Lager (Uinta Brewing Company)"
+"2254",2254,0.04,42,1925,"Trader Session IPA","American IPA",159,12,"American IPA",160,"Uinta Brewing Company","Salt Lake City","UT","Trader Session IPA (Uinta Brewing Company)"
+"2255",2255,0.073,83,1723,"Hop Nosh IPA","American IPA",159,12,"American IPA",160,"Uinta Brewing Company","Salt Lake City","UT","Hop Nosh IPA (Uinta Brewing Company)"
+"2256",2256,0.04,17,1212,"SUM'R","American Blonde Ale",159,12,"American Blonde Ale",160,"Uinta Brewing Company","Salt Lake City","UT","SUM'R (Uinta Brewing Company)"
+"2257",2257,0.04,32,1097,"Organic Baba Black Lager","Schwarzbier",159,12,NA,160,"Uinta Brewing Company","Salt Lake City","UT","Organic Baba Black Lager (Uinta Brewing Company)"
+"2258",2258,0.073,82,1089,"Hop Notch IPA (2013)","American IPA",159,12,"American IPA",160,"Uinta Brewing Company","Salt Lake City","UT","Hop Notch IPA (2013) (Uinta Brewing Company)"
+"2259",2259,0.04,34,1088,"Cutthroat Pale Ale","American Pale Ale (APA)",159,12,"American Pale Ale (APA)",160,"Uinta Brewing Company","Salt Lake City","UT","Cutthroat Pale Ale (Uinta Brewing Company)"
+"2260",2260,0.04,29,974,"WYLD Extra Pale Ale","American Pale Ale (APA)",159,12,"American Pale Ale (APA)",160,"Uinta Brewing Company","Salt Lake City","UT","WYLD Extra Pale Ale (Uinta Brewing Company)"
+"2261",2261,0.055,NA,98,"Pilsner Ukiah","German Pilsener",555,12,NA,556,"Ukiah Brewing Company","Ukiah","CA","Pilsner Ukiah (Ukiah Brewing Company)"
+"2262",2262,0.06,75,2372,"The Green Room","American IPA",126,16,"American IPA",127,"Uncle Billy's Brewery and Smokeh...","Austin","TX","The Green Room (Uncle Billy's Brewery and Smokeh...)"
+"2263",2263,0.047,25,2367,"Humbucker Helles","Maibock / Helles Bock",126,16,NA,127,"Uncle Billy's Brewery and Smokeh...","Austin","TX","Humbucker Helles (Uncle Billy's Brewery and Smokeh...)"
+"2264",2264,0.065,NA,1704,"Uncle John's Apple Cherry Cider","Cider",338,16,NA,339,"Uncle John's Fruit House Winery","St. John's","MI","Uncle John's Apple Cherry Cider (Uncle John's Fruit House Winery)"
+"2265",2265,0.065,NA,1703,"Uncle John's Apricot Apple Cider","Cider",338,16,NA,339,"Uncle John's Fruit House Winery","St. John's","MI","Uncle John's Apricot Apple Cider (Uncle John's Fruit House Winery)"
+"2266",2266,0.065,NA,877,"Draught Hard Apple Cider","Cider",338,16,NA,339,"Uncle John's Fruit House Winery","St. John's","MI","Draught Hard Apple Cider (Uncle John's Fruit House Winery)"
+"2267",2267,0.001,NA,606,"Scotty K NA","Low Alcohol Beer",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Scotty K NA (Uncommon Brewers)"
+"2268",2268,0.068,NA,543,"Bacon Brown Ale","American Brown Ale",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Bacon Brown Ale (Uncommon Brewers)"
+"2269",2269,0.064,NA,347,"Golden State Ale","Belgian Pale Ale",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Golden State Ale (Uncommon Brewers)"
+"2270",2270,0.078,NA,346,"Baltic Porter","Baltic Porter",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Baltic Porter (Uncommon Brewers)"
+"2271",2271,0.085,NA,25,"Siamese twin","Dubbel",522,16,NA,523,"Uncommon Brewers","Santa Cruz","CA","Siamese twin (Uncommon Brewers)"
+"2272",2272,0.085,90,2507,"Double Duckpin","American Double / Imperial IPA",71,12,"American Double / Imperial IPA",72,"Union Craft Brewing","Baltimore","MD","Double Duckpin (Union Craft Brewing)"
+"2273",2273,0.042,10,2506,"Old Pro","Gose",71,12,NA,72,"Union Craft Brewing","Baltimore","MD","Old Pro (Union Craft Brewing)"
+"2274",2274,0.055,NA,829,"Duckpin Pale Ale","American Pale Ale (APA)",71,12,"American Pale Ale (APA)",72,"Union Craft Brewing","Baltimore","MD","Duckpin Pale Ale (Union Craft Brewing)"
+"2275",2275,0.06,NA,582,"Balt Altbier","Altbier",71,12,NA,72,"Union Craft Brewing","Baltimore","MD","Balt Altbier (Union Craft Brewing)"
+"2276",2276,0.045,50,2190,"Campside Session IPA","American IPA",202,16,"American IPA",203,"Upland Brewing Company","Bloomington","IN","Campside Session IPA (Upland Brewing Company)"
+"2277",2277,0.045,15,1951,"Upland Wheat Ale","Witbier",202,16,NA,203,"Upland Brewing Company","Bloomington","IN","Upland Wheat Ale (Upland Brewing Company)"
+"2278",2278,0.06,NA,1950,"Dragonfly IPA","American IPA",202,16,"American IPA",203,"Upland Brewing Company","Bloomington","IN","Dragonfly IPA (Upland Brewing Company)"
+"2279",2279,0.128,NA,2565,"Lee Hill Series Vol. 5 - Belgian Style Quadrupel Ale","Quadrupel (Quad)",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 5 - Belgian Style Quadrupel Ale (Upslope Brewing Company)"
+"2280",2280,0.104,NA,2564,"Lee Hill Series Vol. 4 - Manhattan Style Rye Ale","Rye Beer",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 4 - Manhattan Style Rye Ale (Upslope Brewing Company)"
+"2281",2281,0.068,24,2563,"Lee Hill Series Vol. 2 - Wild Saison","American Wild Ale",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 2 - Wild Saison (Upslope Brewing Company)"
+"2282",2282,0.099,51,2562,"Lee Hill Series Vol. 3 - Barrel Aged Imperial Stout","American Double / Imperial Stout",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 3 - Barrel Aged Imperial Stout (Upslope Brewing Company)"
+"2283",2283,0.076,NA,2561,"Lee Hill Series Vol. 1 - Barrel Aged Brown Ale","American Brown Ale",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Lee Hill Series Vol. 1 - Barrel Aged Brown Ale (Upslope Brewing Company)"
+"2284",2284,0.06,NA,2560,"Blood Orange Saison","Saison / Farmhouse Ale",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Blood Orange Saison (Upslope Brewing Company)"
+"2285",2285,0.065,33,1932,"Thai Style White IPA","American White IPA",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Thai Style White IPA (Upslope Brewing Company)"
+"2286",2286,0.075,30,1853,"Ferus Fluxus Wild Belgian Pale Ale","American Wild Ale",51,19.2,NA,52,"Upslope Brewing Company","Boulder","CO","Ferus Fluxus Wild Belgian Pale Ale (Upslope Brewing Company)"
+"2287",2287,0.099,90,1315,"Upslope Imperial India Pale Ale","American Double / Imperial IPA",51,19.2,"American Double / Imperial IPA",52,"Upslope Brewing Company","Boulder","CO","Upslope Imperial India Pale Ale (Upslope Brewing Company)"
+"2288",2288,0.0819999999999999,NA,907,"Upslope Christmas Ale","Winter Warmer",51,16,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Christmas Ale (Upslope Brewing Company)"
+"2289",2289,0.077,NA,906,"Upslope Pumpkin Ale","Pumpkin Ale",51,16,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Pumpkin Ale (Upslope Brewing Company)"
+"2290",2290,0.075,30,683,"Upslope Belgian Style Pale Ale","Belgian Pale Ale",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Belgian Style Pale Ale (Upslope Brewing Company)"
+"2291",2291,0.069,NA,614,"Upslope Foreign Style Stout","Foreign / Export Stout",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Foreign Style Stout (Upslope Brewing Company)"
+"2292",2292,0.048,15,466,"Top Rope Mexican-style Craft Lager","Vienna Lager",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Top Rope Mexican-style Craft Lager (Upslope Brewing Company)"
+"2293",2293,0.048,22,444,"Upslope Craft Lager","Vienna Lager",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Craft Lager (Upslope Brewing Company)"
+"2294",2294,0.067,NA,345,"Upslope Brown Ale","English Brown Ale",51,12,NA,52,"Upslope Brewing Company","Boulder","CO","Upslope Brown Ale (Upslope Brewing Company)"
+"2295",2295,0.0579999999999999,NA,80,"Upslope Pale Ale","American Pale Ale (APA)",51,12,"American Pale Ale (APA)",52,"Upslope Brewing Company","Boulder","CO","Upslope Pale Ale (Upslope Brewing Company)"
+"2296",2296,0.072,NA,79,"Upslope India Pale Ale","American IPA",51,12,"American IPA",52,"Upslope Brewing Company","Boulder","CO","Upslope India Pale Ale (Upslope Brewing Company)"
+"2297",2297,0.053,22,382,"Common Sense Kentucky Common Ale","American Brown Ale",546,16,NA,547,"Upstate Brewing Company","Elmira","NY","Common Sense Kentucky Common Ale (Upstate Brewing Company)"
+"2298",2298,0.065,70,381,"Upstate I.P.W.","American IPA",546,12,"American IPA",547,"Upstate Brewing Company","Elmira","NY","Upstate I.P.W. (Upstate Brewing Company)"
+"2299",2299,0.04,NA,1826,"Squatters Full Suspension Pale Ale","American Pale Ale (APA)",302,12,"American Pale Ale (APA)",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Full Suspension Pale Ale (Utah Brewers Cooperative)"
+"2300",2300,0.09,75,1825,"Squatters Hop Rising Double IPA","American Double / Imperial IPA",302,12,"American Double / Imperial IPA",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Hop Rising Double IPA (Utah Brewers Cooperative)"
+"2301",2301,0.08,NA,1824,"Devastator Double Bock","Doppelbock",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Devastator Double Bock (Utah Brewers Cooperative)"
+"2302",2302,0.06,NA,1823,"Wasatch Ghostrider White IPA","American White IPA",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Wasatch Ghostrider White IPA (Utah Brewers Cooperative)"
+"2303",2303,0.06,NA,1682,"Wasatch Ghostrider White IPA (2014)","American White IPA",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Wasatch Ghostrider White IPA (2014) (Utah Brewers Cooperative)"
+"2304",2304,0.04,NA,1681,"Wasatch Apricot Hefeweizen","Fruit / Vegetable Beer",302,12,NA,303,"Utah Brewers Cooperative","Salt Lake City","UT","Wasatch Apricot Hefeweizen (Utah Brewers Cooperative)"
+"2305",2305,0.09,75,1680,"Squatters Hop Rising Double IPA (2014)","American Double / Imperial IPA",302,12,"American Double / Imperial IPA",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Hop Rising Double IPA (2014) (Utah Brewers Cooperative)"
+"2306",2306,0.04,NA,1679,"Squatters Full Suspension Pale Ale","American Pale Ale (APA)",302,12,"American Pale Ale (APA)",303,"Utah Brewers Cooperative","Salt Lake City","UT","Squatters Full Suspension Pale Ale (Utah Brewers Cooperative)"
+"2307",2307,0.068,NA,2245,"Nunica Pine","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Nunica Pine (Vander Mill Ciders)"
+"2308",2308,0.069,NA,2244,"Ginger Peach","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Ginger Peach (Vander Mill Ciders)"
+"2309",2309,0.068,NA,1378,"Totally Roasted","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Totally Roasted (Vander Mill Ciders)"
+"2310",2310,0.068,NA,1377,"Blue Gold","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Blue Gold (Vander Mill Ciders)"
+"2311",2311,0.068,NA,1376,"Hard Apple","Cider",185,16,NA,186,"Vander Mill Ciders","Spring Lake","MI","Hard Apple (Vander Mill Ciders)"
+"2312",2312,0.052,NA,2411,"Nitro Can Coffee Stout","American Stout",113,12,NA,114,"Vault Brewing Company","Yardley","PA","Nitro Can Coffee Stout (Vault Brewing Company)"
+"2313",2313,0.092,25,1770,"Voodoo Love Child","Tripel",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Voodoo Love Child (Voodoo Brewery)"
+"2314",2314,0.079,23,1769,"White Magick of the Sun","Witbier",322,12,NA,323,"Voodoo Brewery","Meadville","PA","White Magick of the Sun (Voodoo Brewery)"
+"2315",2315,0.075,31,1730,"Wynona's Big Brown Ale","American Brown Ale",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Wynona's Big Brown Ale (Voodoo Brewery)"
+"2316",2316,0.092,25,1729,"Gran Met","Belgian Strong Pale Ale",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Gran Met (Voodoo Brewery)"
+"2317",2317,0.073,85,1603,"Good Vibes IPA","American IPA",322,12,"American IPA",323,"Voodoo Brewery","Meadville","PA","Good Vibes IPA (Voodoo Brewery)"
+"2318",2318,0.075,85,1488,"Pilzilla","American Double / Imperial Pilsner",322,12,NA,323,"Voodoo Brewery","Meadville","PA","Pilzilla (Voodoo Brewery)"
+"2319",2319,0.04,37,1846,"Wachusett Light IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Wachusett Light IPA (Wachusett Brewing Company)"
+"2320",2320,0.06,55,1845,"Green Monsta IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Green Monsta IPA (Wachusett Brewing Company)"
+"2321",2321,0.0559999999999999,50,1844,"Wachusett IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Wachusett IPA (Wachusett Brewing Company)"
+"2322",2322,0.047,NA,1843,"Strawberry White","Witbier",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Strawberry White (Wachusett Brewing Company)"
+"2323",2323,0.085,85,1418,"Larry Imperial IPA","American Double / Imperial IPA",295,12,"American Double / Imperial IPA",296,"Wachusett Brewing Company","Westminster","MA","Larry Imperial IPA (Wachusett Brewing Company)"
+"2324",2324,0.047,NA,1038,"Wachusett Summer","American Pale Wheat Ale",295,12,"American Pale Wheat Ale",296,"Wachusett Brewing Company","Westminster","MA","Wachusett Summer (Wachusett Brewing Company)"
+"2325",2325,0.051,17,1030,"Country Pale Ale","English Pale Ale",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Country Pale Ale (Wachusett Brewing Company)"
+"2326",2326,0.04,37,1029,"Wachusett Light IPA (2013)","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Wachusett Light IPA (2013) (Wachusett Brewing Company)"
+"2327",2327,0.052,20,908,"Pumpkan","Pumpkin Ale",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Pumpkan (Wachusett Brewing Company)"
+"2328",2328,0.045,10,619,"Wachusett Blueberry Ale","Fruit / Vegetable Beer",295,12,NA,296,"Wachusett Brewing Company","Westminster","MA","Wachusett Blueberry Ale (Wachusett Brewing Company)"
+"2329",2329,0.06,55,618,"Green Monsta IPA","American IPA",295,12,"American IPA",296,"Wachusett Brewing Company","Westminster","MA","Green Monsta IPA (Wachusett Brewing Company)"
+"2330",2330,0.047,NA,780,"T-6 Red Ale (2004)","American Amber / Red Ale",506,12,"American Amber / Red Ale",507,"Warbird Brewing Company","Fort Wayne","IN","T-6 Red Ale (2004) (Warbird Brewing Company)"
+"2331",2331,0.052,67,2450,"Self Starter","American IPA",94,16,"American IPA",95,"Warped Wing Brewing Company","Dayton","OH","Self Starter (Warped Wing Brewing Company)"
+"2332",2332,0.054,20,2223,"Ermal's","Cream Ale",94,16,NA,95,"Warped Wing Brewing Company","Dayton","OH","Ermal's (Warped Wing Brewing Company)"
+"2333",2333,0.07,NA,2222,"10 Ton","Oatmeal Stout",94,16,NA,95,"Warped Wing Brewing Company","Dayton","OH","10 Ton (Warped Wing Brewing Company)"
+"2334",2334,0.07,NA,2221,"Flyin' Rye","American IPA",94,16,"American IPA",95,"Warped Wing Brewing Company","Dayton","OH","Flyin' Rye (Warped Wing Brewing Company)"
+"2335",2335,0.09,NA,2439,"Christmas Ale","Herbed / Spiced Beer",100,12,NA,101,"West Sixth Brewing","Lexington","KY","Christmas Ale (West Sixth Brewing)"
+"2336",2336,0.07,NA,2356,"Pay It Forward Cocoa Porter","American Porter",100,12,NA,101,"West Sixth Brewing","Lexington","KY","Pay It Forward Cocoa Porter (West Sixth Brewing)"
+"2337",2337,0.055,NA,1069,"West Sixth Amber Ale","American Amber / Red Ale",100,12,"American Amber / Red Ale",101,"West Sixth Brewing","Lexington","KY","West Sixth Amber Ale (West Sixth Brewing)"
+"2338",2338,NA,NA,652,"West Sixth IPA","American IPA",100,12,"American IPA",101,"West Sixth Brewing","Lexington","KY","West Sixth IPA (West Sixth Brewing)"
+"2339",2339,0.055,NA,1542,"One Claw","American Pale Ale (APA)",384,12,"American Pale Ale (APA)",385,"Westbrook Brewing Company","Mt. Pleasant","SC","One Claw (Westbrook Brewing Company)"
+"2340",2340,0.04,5,1312,"Westbrook Gose","Gose",384,12,NA,385,"Westbrook Brewing Company","Mt. Pleasant","SC","Westbrook Gose (Westbrook Brewing Company)"
+"2341",2341,0.05,16,576,"White Thai","Witbier",384,12,NA,385,"Westbrook Brewing Company","Mt. Pleasant","SC","White Thai (Westbrook Brewing Company)"
+"2342",2342,0.068,65,575,"Westbrook IPA","American IPA",384,12,"American IPA",385,"Westbrook Brewing Company","Mt. Pleasant","SC","Westbrook IPA (Westbrook Brewing Company)"
+"2343",2343,0.057,22,1645,"Westfield Octoberfest","Märzen / Oktoberfest",351,12,NA,352,"Westfield River Brewing Company","Westfield","MA","Westfield Octoberfest (Westfield River Brewing Company)"
+"2344",2344,0.052,NA,1551,"Pop's Old Fashioned Lager","American Amber / Red Lager",351,12,NA,352,"Westfield River Brewing Company","Westfield","MA","Pop's Old Fashioned Lager (Westfield River Brewing Company)"
+"2345",2345,0.0579999999999999,55,1550,"Charlie in the Rye","American IPA",351,12,"American IPA",352,"Westfield River Brewing Company","Westfield","MA","Charlie in the Rye (Westfield River Brewing Company)"
+"2346",2346,NA,NA,2364,"Royal Lager","American Pale Lager",132,16,NA,133,"Weston Brewing Company","Weston","MO","Royal Lager (Weston Brewing Company)"
+"2347",2347,0.08,NA,2348,"Rip Van Winkle (Current)","Bock",132,12,NA,133,"Weston Brewing Company","Weston","MO","Rip Van Winkle (Current) (Weston Brewing Company)"
+"2348",2348,NA,NA,2344,"O’Malley’s Stout","English Stout",132,12,NA,133,"Weston Brewing Company","Weston","MO","O’Malley’s Stout (Weston Brewing Company)"
+"2349",2349,0.075,89,2343,"O’Malley’s IPA","American IPA",132,12,"American IPA",133,"Weston Brewing Company","Weston","MO","O’Malley’s IPA (Weston Brewing Company)"
+"2350",2350,NA,NA,2342,"O’Malley’s Irish Style Cream Ale","Cream Ale",132,12,NA,133,"Weston Brewing Company","Weston","MO","O’Malley’s Irish Style Cream Ale (Weston Brewing Company)"
+"2351",2351,0.049,28,2341,"L'il Lucy's Hot Pepper Ale","Chile Beer",132,12,NA,133,"Weston Brewing Company","Weston","MO","L'il Lucy's Hot Pepper Ale (Weston Brewing Company)"
+"2352",2352,0.052,NA,2340,"Drop Kick Ale","American Amber / Red Ale",132,12,"American Amber / Red Ale",133,"Weston Brewing Company","Weston","MO","Drop Kick Ale (Weston Brewing Company)"
+"2353",2353,0.055,NA,2573,"Raspberry Berliner Weisse","Berliner Weissbier",47,12,NA,48,"White Birch Brewing","Hooksett","NH","Raspberry Berliner Weisse (White Birch Brewing)"
+"2354",2354,0.05,NA,2572,"Hop Session","American IPA",47,12,"American IPA",48,"White Birch Brewing","Hooksett","NH","Hop Session (White Birch Brewing)"
+"2355",2355,0.055,NA,2571,"Blueberry Berliner Weisse","Berliner Weissbier",47,12,NA,48,"White Birch Brewing","Hooksett","NH","Blueberry Berliner Weisse (White Birch Brewing)"
+"2356",2356,0.055,NA,2570,"Berliner Weisse","Berliner Weissbier",47,12,NA,48,"White Birch Brewing","Hooksett","NH","Berliner Weisse (White Birch Brewing)"
+"2357",2357,0.06,NA,1498,"Super G IPA","American IPA",396,16,"American IPA",397,"White Flame Brewing Company","Hudsonville","MI","Super G IPA (White Flame Brewing Company)"
+"2358",2358,0.049,30,1838,"Hefe Lemon","Radler",296,12,NA,297,"Widmer Brothers Brewing Company","Portland","OR","Hefe Lemon (Widmer Brothers Brewing Company)"
+"2359",2359,0.049,30,1837,"Hefe Black","Hefeweizen",296,12,NA,297,"Widmer Brothers Brewing Company","Portland","OR","Hefe Black (Widmer Brothers Brewing Company)"
+"2360",2360,0.049,30,1836,"Widmer Brothers Hefeweizen","Hefeweizen",296,12,NA,297,"Widmer Brothers Brewing Company","Portland","OR","Widmer Brothers Hefeweizen (Widmer Brothers Brewing Company)"
+"2361",2361,0.0819999999999999,100,1619,"Hop Slayer Double IPA","American Double / Imperial IPA",361,12,"American Double / Imperial IPA",362,"Wild Onion Brewing Company","Lake Barrington","IL","Hop Slayer Double IPA (Wild Onion Brewing Company)"
+"2362",2362,0.045,NA,1618,"Pumpkin Ale","Pumpkin Ale",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Pumpkin Ale (Wild Onion Brewing Company)"
+"2363",2363,0.05,NA,1364,"Big Bowl Blonde Ale","American Brown Ale",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Big Bowl Blonde Ale (Wild Onion Brewing Company)"
+"2364",2364,0.052,27,971,"Phat Chance","American Blonde Ale",361,12,"American Blonde Ale",362,"Wild Onion Brewing Company","Lake Barrington","IL","Phat Chance (Wild Onion Brewing Company)"
+"2365",2365,0.0819999999999999,100,740,"Hop Slayer Double IPA (2011)","American Double / Imperial IPA",361,12,"American Double / Imperial IPA",362,"Wild Onion Brewing Company","Lake Barrington","IL","Hop Slayer Double IPA (2011) (Wild Onion Brewing Company)"
+"2366",2366,0.0819999999999999,100,430,"Hop Slayer Double IPA (2011)","American Double / Imperial IPA",361,12,"American Double / Imperial IPA",362,"Wild Onion Brewing Company","Lake Barrington","IL","Hop Slayer Double IPA (2011) (Wild Onion Brewing Company)"
+"2367",2367,0.042,13,398,"Wild Onion Summer Wit","Witbier",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Wild Onion Summer Wit (Wild Onion Brewing Company)"
+"2368",2368,0.06,23,366,"Jack Stout","Oatmeal Stout",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Jack Stout (Wild Onion Brewing Company)"
+"2369",2369,0.045,NA,334,"Wild Onion Pumpkin Ale (2010)","Pumpkin Ale",361,12,NA,362,"Wild Onion Brewing Company","Lake Barrington","IL","Wild Onion Pumpkin Ale (2010) (Wild Onion Brewing Company)"
+"2370",2370,0.0559999999999999,41,162,"Paddy Pale Ale","American Pale Ale (APA)",361,12,"American Pale Ale (APA)",362,"Wild Onion Brewing Company","Lake Barrington","IL","Paddy Pale Ale (Wild Onion Brewing Company)"
+"2371",2371,0.068,21,2253,"Blonde Hunny","Belgian Pale Ale",181,12,NA,182,"Wild Wolf Brewing Company","Nellysford","VA","Blonde Hunny (Wild Wolf Brewing Company)"
+"2372",2372,0.057,20,1318,"Wild Wolf Wee Heavy Scottish Style Ale","Scotch Ale / Wee Heavy",181,12,NA,182,"Wild Wolf Brewing Company","Nellysford","VA","Wild Wolf Wee Heavy Scottish Style Ale (Wild Wolf Brewing Company)"
+"2373",2373,0.045,25,1195,"Wild Wolf American Pilsner","American Pilsner",181,12,NA,182,"Wild Wolf Brewing Company","Nellysford","VA","Wild Wolf American Pilsner (Wild Wolf Brewing Company)"
+"2374",2374,0.051,45,1194,"Alpha Ale","American Pale Ale (APA)",181,12,"American Pale Ale (APA)",182,"Wild Wolf Brewing Company","Nellysford","VA","Alpha Ale (Wild Wolf Brewing Company)"
+"2375",2375,0.054,NA,826,"Mystical Stout","Irish Dry Stout",499,16,NA,500,"Wildwood Brewing Company","Stevensville","MT","Mystical Stout (Wildwood Brewing Company)"
+"2376",2376,0.075,NA,825,"Bodacious Bock","Bock",499,16,NA,500,"Wildwood Brewing Company","Stevensville","MT","Bodacious Bock (Wildwood Brewing Company)"
+"2377",2377,0.05,NA,813,"Ambitious Lager","Munich Helles Lager",499,16,NA,500,"Wildwood Brewing Company","Stevensville","MT","Ambitious Lager (Wildwood Brewing Company)"
+"2378",2378,0.072,NA,324,"Wyoming Pale Ale","American Pale Ale (APA)",550,16,"American Pale Ale (APA)",551,"Wind River Brewing Company","Pinedale","WY","Wyoming Pale Ale (Wind River Brewing Company)"
+"2379",2379,0.05,NA,323,"Wind River Blonde Ale","American Blonde Ale",550,16,"American Blonde Ale",551,"Wind River Brewing Company","Pinedale","WY","Wind River Blonde Ale (Wind River Brewing Company)"
+"2380",2380,0.074,83,762,"Ace IPA","American IPA",509,16,"American IPA",510,"Wingman Brewers","Tacoma","WA","Ace IPA (Wingman Brewers)"
+"2381",2381,0.08,31,761,"P-51 Porter","American Porter",509,16,NA,510,"Wingman Brewers","Tacoma","WA","P-51 Porter (Wingman Brewers)"
+"2382",2382,0.055,NA,2149,"#001 Golden Amber Lager","American Amber / Red Lager",211,12,NA,212,"Wisconsin Brewing Company","Verona","WI","#001 Golden Amber Lager (Wisconsin Brewing Company)"
+"2383",2383,0.071,60,2148,"#002 American I.P.A.","American IPA",211,12,"American IPA",212,"Wisconsin Brewing Company","Verona","WI","#002 American I.P.A. (Wisconsin Brewing Company)"
+"2384",2384,0.052,NA,2147,"#003 Brown & Robust Porter","American Porter",211,12,NA,212,"Wisconsin Brewing Company","Verona","WI","#003 Brown & Robust Porter (Wisconsin Brewing Company)"
+"2385",2385,0.048,38,2146,"#004 Session I.P.A.","American IPA",211,12,"American IPA",212,"Wisconsin Brewing Company","Verona","WI","#004 Session I.P.A. (Wisconsin Brewing Company)"
+"2386",2386,0.059,NA,2047,"Tarasque","Saison / Farmhouse Ale",239,12,NA,240,"Wiseacre Brewing Company","Memphis","TN","Tarasque (Wiseacre Brewing Company)"
+"2387",2387,0.062,61,1470,"Ananda India Pale Ale","American IPA",239,12,"American IPA",240,"Wiseacre Brewing Company","Memphis","TN","Ananda India Pale Ale (Wiseacre Brewing Company)"
+"2388",2388,0.045,23,1469,"Tiny Bomb","American Pilsner",239,12,NA,240,"Wiseacre Brewing Company","Memphis","TN","Tiny Bomb (Wiseacre Brewing Company)"
+"2389",2389,0.0579999999999999,72,2627,"Train Hopper","American IPA",14,12,"American IPA",15,"Witch's Hat Brewing Company","South Lyon","MI","Train Hopper (Witch's Hat Brewing Company)"
+"2390",2390,0.045,NA,2626,"Edward’s Portly Brown","American Brown Ale",14,12,NA,15,"Witch's Hat Brewing Company","South Lyon","MI","Edward’s Portly Brown (Witch's Hat Brewing Company)"
+"2391",2391,0.059,135,1676,"Troopers Alley IPA","American IPA",344,12,"American IPA",345,"Wolf Hills Brewing Company","Abingdon","VA","Troopers Alley IPA (Wolf Hills Brewing Company)"
+"2392",2392,0.047,15,1468,"Wolverine Premium Lager","American Pale Lager",402,12,NA,403,"Wolverine State Brewing Company","Ann Arbor","MI","Wolverine Premium Lager (Wolverine State Brewing Company)"
+"2393",2393,0.05,NA,822,"Woodchuck Amber Hard Cider","Cider",501,12,NA,502,"Woodchuck Hard Cider","Middlebury","VT","Woodchuck Amber Hard Cider (Woodchuck Hard Cider)"
+"2394",2394,0.065,82,2417,"4000 Footer IPA","American IPA",109,12,"American IPA",110,"Woodstock Inn, Station & Brewery","North Woodstock","NH","4000 Footer IPA (Woodstock Inn, Station & Brewery)"
+"2395",2395,0.0279999999999999,15,2306,"Summer Brew","American Pilsner",109,12,NA,110,"Woodstock Inn, Station & Brewery","North Woodstock","NH","Summer Brew (Woodstock Inn, Station & Brewery)"
+"2396",2396,0.065,69,1697,"Be Hoppy IPA","American IPA",339,16,"American IPA",340,"Wormtown Brewery","Worcester","MA","Be Hoppy IPA (Wormtown Brewery)"
+"2397",2397,0.069,69,2194,"Worthy IPA","American IPA",199,12,"American IPA",200,"Worthy Brewing Company","Bend","OR","Worthy IPA (Worthy Brewing Company)"
+"2398",2398,0.045,25,1514,"Easy Day Kolsch","Kölsch",199,12,NA,200,"Worthy Brewing Company","Bend","OR","Easy Day Kolsch (Worthy Brewing Company)"
+"2399",2399,0.077,30,1513,"Lights Out Vanilla Cream Extra Stout","American Double / Imperial IPA",199,12,"American Double / Imperial IPA",200,"Worthy Brewing Company","Bend","OR","Lights Out Vanilla Cream Extra Stout (Worthy Brewing Company)"
+"2400",2400,0.069,69,1512,"Worthy IPA (2013)","American IPA",199,12,"American IPA",200,"Worthy Brewing Company","Bend","OR","Worthy IPA (2013) (Worthy Brewing Company)"
+"2401",2401,0.06,50,1511,"Worthy Pale","American Pale Ale (APA)",199,12,"American Pale Ale (APA)",200,"Worthy Brewing Company","Bend","OR","Worthy Pale (Worthy Brewing Company)"
+"2402",2402,0.042,NA,1345,"Patty's Chile Beer","Chile Beer",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Patty's Chile Beer (Wynkoop Brewing Company)"
+"2403",2403,0.0819999999999999,NA,1316,"Colorojo Imperial Red Ale","American Strong Ale",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Colorojo Imperial Red Ale (Wynkoop Brewing Company)"
+"2404",2404,0.055,NA,1045,"Wynkoop Pumpkin Ale","Pumpkin Ale",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Wynkoop Pumpkin Ale (Wynkoop Brewing Company)"
+"2405",2405,0.075,NA,1035,"Rocky Mountain Oyster Stout","American Stout",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Rocky Mountain Oyster Stout (Wynkoop Brewing Company)"
+"2406",2406,0.067,45,928,"Belgorado","Belgian IPA",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","Belgorado (Wynkoop Brewing Company)"
+"2407",2407,0.052,NA,807,"Rail Yard Ale","American Amber / Red Ale",424,12,"American Amber / Red Ale",425,"Wynkoop Brewing Company","Denver","CO","Rail Yard Ale (Wynkoop Brewing Company)"
+"2408",2408,0.055,NA,620,"B3K Black Lager","Schwarzbier",424,12,NA,425,"Wynkoop Brewing Company","Denver","CO","B3K Black Lager (Wynkoop Brewing Company)"
+"2409",2409,0.055,40,145,"Silverback Pale Ale","American Pale Ale (APA)",424,12,"American Pale Ale (APA)",425,"Wynkoop Brewing Company","Denver","CO","Silverback Pale Ale (Wynkoop Brewing Company)"
+"2410",2410,0.052,NA,84,"Rail Yard Ale (2009)","American Amber / Red Ale",424,12,"American Amber / Red Ale",425,"Wynkoop Brewing Company","Denver","CO","Rail Yard Ale (2009) (Wynkoop Brewing Company)"
diff --git a/examples/ktu.png b/examples/ktu.png
new file mode 100644
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diff --git a/lab1.ipynb b/lab1.ipynb
new file mode 100644
index 0000000..16bde84
--- /dev/null
+++ b/lab1.ipynb
@@ -0,0 +1,397 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Įsidiekite programinę įrangą\n",
+    "import imageio.v3 as imageio\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas\n",
+    "import sklearn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2.1. Veiksmai su matricomis\n",
+    "# Pamėginkite įsivesti naujas matricas ir atlikti veiksmus su jomis.\n",
+    "\n",
+    "A = np.array([[1, 2], [3, 4]])\n",
+    "B = np.array([[1, 2], [3, 4]])\n",
+    "\n",
+    "C = A + B\n",
+    "D = A * B\n",
+    "E = np.matmul(A,B)\n",
+    "\n",
+    "print(\"C=\", C)\n",
+    "print(\"D=\", D)\n",
+    "print(\"E=\", E)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2.2. MSE skaičiavimas\n",
+    "# Išanalizuokite žemiau pateikta MSE skaičiavimo pavyzdį.\n",
+    "\n",
+    "x = np.arange(0, 5.0, 0.1)\n",
+    "y = np.sin(x)\n",
+    "y2 = y + np.random.normal(0,0.1,len(y))\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "plt.plot(x, y2)\n",
+    "plt.show()\n",
+    "\n",
+    "MSE = (1/len(y))*np.sum(np.power((y-y2),2))\n",
+    "\n",
+    "print(\"MSE=\", MSE)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2.3. Atlikite veiksmus su paveikslėliais\n",
+    "# Pamėginkite pritaikyti įvarias numpy, ndimage ir matplotlib funkcijas paveikslėliams.\n",
+    "\n",
+    "ktu = imageio.imread('assets/ktu.png')\n",
+    "new_ktu = np.full(ktu.shape, [0, 0, 0, 255])\n",
+    "\n",
+    "kernel_variant = 0\n",
+    "if kernel_variant == 0:\n",
+    "    # Edge detection\n",
+    "    kernel_coef = 1\n",
+    "    kernel = np.array([\n",
+    "        [ 0, -1,  0],\n",
+    "        [-1,  4, -1],\n",
+    "        [ 0, -1,  0]\n",
+    "    ])\n",
+    "elif kernel_variant == 1:\n",
+    "    # 3x3 Gaussian blur\n",
+    "    kernel_coef = 1/16\n",
+    "    kernel = np.array([\n",
+    "        [1, 2, 1],\n",
+    "        [2, 4, 2],\n",
+    "        [1, 2, 1]\n",
+    "    ])\n",
+    "\n",
+    "for y, row in enumerate(ktu):\n",
+    "    for x, pixel in enumerate(row):\n",
+    "        neighbour_sum = [0, 0, 0]\n",
+    "        for dy, kernel_row in enumerate(kernel):\n",
+    "            neighbour_y = y + dy - kernel.shape[0]//2\n",
+    "            for dx, kernel_pixel_coeff in enumerate(kernel_row):\n",
+    "                neighbour_x = x + dx - kernel.shape[1]//2\n",
+    "\n",
+    "                if 0 <= neighbour_x < ktu.shape[0] and 0 <= neighbour_y < ktu.shape[1]:\n",
+    "                    neighbour_sum[0] += ktu[neighbour_y][neighbour_x][0] * kernel_pixel_coeff\n",
+    "                    neighbour_sum[1] += ktu[neighbour_y][neighbour_x][1] * kernel_pixel_coeff\n",
+    "                    neighbour_sum[2] += ktu[neighbour_y][neighbour_x][2] * kernel_pixel_coeff\n",
+    "\n",
+    "        new_ktu[y][x] = [\n",
+    "            neighbour_sum[0] * kernel_coef,\n",
+    "            neighbour_sum[1] * kernel_coef,\n",
+    "            neighbour_sum[2] * kernel_coef,\n",
+    "            255\n",
+    "        ]\n",
+    "\n",
+    "plt.imshow(new_ktu)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2.4. Išvestinių skaičiavimas\n",
+    "# Pakeiskite žingsnio ir kitus parametrus.\n",
+    "\n",
+    "delta_x = 0.01\n",
+    "\n",
+    "x = np.arange(0, 5.0, delta_x)\n",
+    "y = np.cos(x)+np.cos(6*x)\n",
+    "\n",
+    "dydx = np.diff(y)/delta_x\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "plt.plot(x[1:]-delta_x/2, dydx)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2.5. Išvestinės skaičiavimas su np.gradient\n",
+    "# * Kodėl dydx_numerical ir dydx_analytical reikšmės nesutampa?\n",
+    "#   Ats.: Nes 'dydx_numerical' tiktais aproksimuoja, sources: https://numpy.org/doc/stable/reference/generated/numpy.gradient.html\n",
+    "#         O 'dydx_analytical' yra tiksli formulė išvesta ranka\n",
+    "#\n",
+    "# * Pakeiskite y=f(x) funkciją ir braižomus parametrus.\n",
+    "\n",
+    "x = np.linspace(-5, 5, 30)\n",
+    "dx = x[1]-x[0]\n",
+    "\n",
+    "y = np.sin(x)+np.cos(2*x)\n",
+    "#y = np.tan(x)+1/(2*x)\n",
+    "\n",
+    "dydx_numerical = np.gradient(y, dx)\n",
+    "dydx_analytical = np.cos(x)-2*np.sin(2*x)\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "plt.plot(x, dydx_numerical)\n",
+    "plt.plot(x, dydx_analytical)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1ea68b5d410>"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2.6. Gradientinio lauko radimas\n",
+    "# Išanalizuokite žemiau pateiktą kodą. Pamėginkite atvaizduoti kitas $z(x,y)$ funkcijas.\n",
+    "\n",
+    "feature_x = np.arange(-2, 2, 0.1)\n",
+    "feature_y = np.arange(-2, 2, 0.1)\n",
+    "\n",
+    "x, y = np.meshgrid(feature_x, feature_y)\n",
+    "\n",
+    "#z = x * np.exp(-(x**2 + y**2))\n",
+    "z = x * np.sin((x + y**2))\n",
+    "\n",
+    "u = 1*np.exp(-(x**2 + y**2))+x*np.exp(-(x**2 + y**2))*(-2*x)\n",
+    "v = x*np.exp(-(x**2 + y**2))*(-2*y)\n",
+    "\n",
+    "norm = np.linalg.norm(np.array((u, v)), axis=0)\n",
+    "u = u / norm\n",
+    "v = v / norm\n",
+    "\n",
+    "fig, ax = plt.subplots(1, 1)\n",
+    "ax.set_aspect(1)\n",
+    "ax.quiver(x, y, u, v, units='xy', scale=10, color='gray')\n",
+    "ax.contour(x, y, z, 10, cmap='jet')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TensorFlow version: 2.15.0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x1ea78389b10>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2.7. MNIST duomenų bazė\n",
+    "# Pamėginkite išsiaiškinti duomenų tipą ir juos atvaizduoti.\n",
+    "\n",
+    "import tensorflow as tf\n",
+    "print(\"TensorFlow version:\", tf.__version__)\n",
+    "\n",
+    "mnist = tf.keras.datasets.mnist\n",
+    "\n",
+    "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
+    "x_train, x_test = x_train / 255.0, x_test / 255.0\n",
+    "\n",
+    "plt.imshow(x_train[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     A          B    C  D      E    F\n",
+      "0  1.0 2013-01-02  1.0  3   test  foo\n",
+      "1  1.0 2013-01-02  1.0  3  train  foo\n",
+      "2  1.0 2013-01-02  1.0  3   test  foo\n",
+      "3  1.0 2013-01-02  1.0  3  train  foo\n",
+      "21                 Lower De Boom (21st Amendment Brewery)\n",
+      "32                    Hop Crisis (21st Amendment Brewery)\n",
+      "70             London Balling (Against the Grain Brewery)\n",
+      "134                Quakertown Stout (Armadillo Ale Works)\n",
+      "171     Devils Tramping Ground Tripel (Aviator Brewing...\n",
+      "                              ...                        \n",
+      "2279    Lee Hill Series Vol. 4 - Manhattan Style Rye A...\n",
+      "2281    Lee Hill Series Vol. 3 - Barrel Aged Imperial ...\n",
+      "2286    Upslope Imperial India Pale Ale (Upslope Brewi...\n",
+      "2312                   Voodoo Love Child (Voodoo Brewery)\n",
+      "2315                            Gran Met (Voodoo Brewery)\n",
+      "Name: label, Length: 84, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 2.8. Pandas biblioteka\n",
+    "# Išanalizuokite žemiau pateiktą kodą, pamėginkite rasti įvairių duomenų\n",
+    "# rinkinių internete ir jiems pritaikyti žemiau esantį kodą. Atlikite duomenų filtravimą,\n",
+    "# atvaizdavimą ir pritaikykite įvairiais Pandas bibliotekos funkcijas.\n",
+    "#\n",
+    "# https://pandas.pydata.org/docs/user_guide/10min.html\n",
+    "\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "df1 = pd.DataFrame({\n",
+    "    \"A\": 1.0,\n",
+    "    \"B\": pd.Timestamp(\"20130102\"),\n",
+    "    \"C\": pd.Series(1, index=list(range(4)), dtype=\"float32\"),\n",
+    "    \"D\": np.array([3] * 4, dtype=\"int32\"),\n",
+    "    \"E\": pd.Categorical([\"test\", \"train\", \"test\", \"train\"]),\n",
+    "    \"F\": \"foo\",\n",
+    "})\n",
+    "\n",
+    "print(df1)\n",
+    "\n",
+    "df2 = pd.read_csv('assets/beers.csv')\n",
+    "\n",
+    "print(df2[df2.abv>0.09].label)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Ice Cream Profits')"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('assets/Ice Cream Sales - temperatures.csv')\n",
+    "\n",
+    "df.sort_values('Ice Cream Profits', ascending=False, inplace=True)\n",
+    "\n",
+    "plt.plot(df['Temperature'], df['Ice Cream Profits'])\n",
+    "plt.xlabel('Temperature')\n",
+    "plt.ylabel('Ice Cream Profits')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/lab2-tmp.py b/lab2-tmp.py
new file mode 100644
index 0000000..7496610
--- /dev/null
+++ b/lab2-tmp.py
@@ -0,0 +1,101 @@
+from dataclasses import dataclass
+import numpy as np
+from typing import Literal
+
+@dataclass
+class NeuralNetworkLayer:
+    weights: np.array
+    bias: np.array
+    activation: Literal["relu", "sigmoid"]
+
+@dataclass
+class NeuralNetwork:
+    layers: list[NeuralNetworkLayer]
+
+def init_network(architecture, seed=1):
+    np.random.seed(seed)
+
+    layers = []
+    for i in range(len(architecture) - 1):
+        layer_input_size = architecture[i]["size"]
+        layer_output_size = architecture[i+1]["size"]
+
+        layers.append(NeuralNetworkLayer(
+            np.random.randn(layer_output_size, layer_input_size) * 0.01,
+            np.random.randn(layer_output_size, 1) * 0.1,
+            architecture[i+1]["activation"]
+        ))
+
+    return NeuralNetwork(layers)
+
+def relu(Z):
+    return np.maximum(0, Z)
+
+def sigmoid(Z):
+    return 1/(1+np.exp(-Z))
+
+def single_layer_forward_propagation(A_prev, W_curr, b_curr, activation="relu"):
+    Z_curr = np.dot(W_curr, A_prev) + b_curr
+
+    if activation == "relu":
+        activation_func = relu
+    elif activation == "sigmoid":
+        activation_func = sigmoid
+    else:
+        raise Exception(f"Non-supported activation function: '{activation}'")
+
+    return activation_func(Z_curr), Z_curr
+
+def get_cost_value(Y_hat, Y):
+    # number of examples
+    m = Y_hat.shape[1]
+    # calculation of the cost according to the formula
+    cost = -1 / m * (np.dot(Y, np.log(Y_hat).T) + np.dot(1 - Y, np.log(1 - Y_hat).T))
+    return np.squeeze(cost)
+
+def full_forward_propagation(X, network: NeuralNetwork):
+    A_values = []
+    Z_values = []
+
+    A_curr = X
+    for layer in network.layers:
+        A_prev = A_curr
+
+        W_curr = layer.weights
+        b_curr = layer.bias
+        A_curr, Z_curr = single_layer_forward_propagation(A_prev, W_curr, b_curr, layer.activation)
+
+        A_values.append(A_curr)
+        Z_values.append(Z_curr)
+
+    return A_curr, A_values, Z_values
+
+def train(X, Y, network: NeuralNetwork, epochs, learning_rate, verbose=False, callback=None):
+    print(X)
+    print(Y)
+
+    cost_history = []
+    accuracy_history = []
+
+    for i in range(epochs):
+        Y_hat, A_values, Z_values = full_forward_propagation(X, network)
+
+    return cost_history, accuracy_history
+
+def main(architecture):
+    network = init_network(architecture)
+
+    X_train = np.array([[0,0],[0,1],[1,0],[1,1]])
+    Y_train = np.array([0,1,1,1])
+    cost_history, accuracy_history = train(X_train.T, np.transpose(Y_train.reshape((Y_train.shape[0], 1))), network, 1000, 0.1)
+
+
+
+main(architecture = [
+    {"size":  2},
+    {"size": 25, "activation": "relu"},
+    {"size": 50, "activation": "relu"},
+    {"size": 50, "activation": "relu"},
+    {"size": 25, "activation": "relu"},
+    {"size":  1, "activation": "sigmoid"}
+])
diff --git a/lab2.ipynb b/lab2.ipynb
new file mode 100644
index 0000000..8d83fe6
--- /dev/null
+++ b/lab2.ipynb
@@ -0,0 +1,2028 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 429,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Imports\n",
+    "import imageio.v3 as imageio\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "from sklearn.datasets import make_regression\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from dataclasses import dataclass\n",
+    "from typing import Literal\n",
+    "import seaborn as sns\n",
+    "from matplotlib import cm\n",
+    "from sklearn.datasets import make_moons"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lab21"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cost functions\n",
+    "\n",
+    "def cost_cross_entropy(y, yhat):\n",
+    "    eps = 1e-8\n",
+    "    return -(yhat * np.log(y+eps) + (1-yhat) * np.log(1-y+eps))\n",
+    "\n",
+    "def cost_cross_entropy_derivative(y, yhat):\n",
+    "    eps = 1e-8\n",
+    "    return (1-yhat)/(1-y+eps) - yhat/(y+eps)\n",
+    "\n",
+    "\n",
+    "def cost_mse(y, yhat):\n",
+    "    return np.sum((yhat - y)**2) / (2 * y.shape[0])\n",
+    "\n",
+    "def cost_mse_derivative(y, yhat):\n",
+    "    return -2 * np.sum((yhat - y))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Forward propagation & Backward propagation variants\n",
+    "\n",
+    "def f(z):\n",
+    "    return 1 / (1 + np.exp(-z))\n",
+    "\n",
+    "def dfdz(z):\n",
+    "    return f(z) * (1 - f(z))\n",
+    "\n",
+    "def forward(x, w, b):\n",
+    "    return f(np.matmul(x,w)+b)\n",
+    "\n",
+    "## Option one: use the given derivatives (clearer)\n",
+    "def backward1(x, w, b, y, yhat, alpha, dJdy):\n",
+    "    z = np.dot(x, w)\n",
+    "    delta = dJdy(y, yhat) * dfdz(z)\n",
+    "\n",
+    "    dw = np.reshape(delta*x, (x.shape[0], -1))\n",
+    "    db = delta\n",
+    "\n",
+    "    w -= alpha*dw\n",
+    "    b -= alpha*db\n",
+    "\n",
+    "    return w, b\n",
+    "\n",
+    "## Option two: use the explicit calculted form, uses cross entropy (faster)\n",
+    "def backward2(x, w, b, y, yhat, alpha):  # w not needed for this form\n",
+    "    delta = ( y*(1-yhat) - yhat*(1-y) )\n",
+    "\n",
+    "    dw = np.reshape(delta*x, (2, -1))\n",
+    "    db = delta\n",
+    "\n",
+    "    w -= alpha*dw\n",
+    "    b -= alpha*db\n",
+    "\n",
+    "    return w, b\n",
+    "\n",
+    "def backward3(X, w, b, y, yhat, alpha):\n",
+    "    delta = ( y*(1-yhat) - yhat*(1-y) )\n",
+    "\n",
+    "    dw = np.reshape(np.mean(delta * X, axis=0), (2, -1))\n",
+    "    db = np.mean(delta)\n",
+    "\n",
+    "    w -= alpha*dw\n",
+    "    b -= alpha*db\n",
+    "\n",
+    "    return w, b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Training function\n",
+    "\n",
+    "def train(X, yhat, n_epoch, alpha, J=cost_cross_entropy, dJdy=cost_cross_entropy_derivative, rounding=0):\n",
+    "    costs = np.zeros(shape=(n_epoch,))\n",
+    "\n",
+    "    np.random.seed(1)\n",
+    "    w = np.random.normal(0, 0.01, size=(X.shape[1],1))\n",
+    "    b = np.random.normal(0, 0.01)\n",
+    "\n",
+    "    for epoch in range(n_epoch):\n",
+    "\n",
+    "        for i, x in enumerate(X):\n",
+    "            y = forward(x, w, b)  # prediction for one sample\n",
+    "            w, b = backward1(x, w, b, y, yhat[i], alpha, dJdy)  # take step\n",
+    "\n",
+    "        # Calculate total cost after epoch\n",
+    "        predictions = forward(X, w, b)  # predictions for entire set\n",
+    "        costs[epoch] = np.mean(J(predictions, yhat))  # mean cost per sample\n",
+    "\n",
+    "        # report progress\n",
+    "        if ((epoch % 10) == 0) or (epoch == (n_epoch - 1)):\n",
+    "            accuracy = np.mean((predictions.round(rounding) - yhat) < 1/(10**rounding))  # current accuracy on entire set\n",
+    "            print('Training accuracy after epoch {}: {:.4%}'.format(epoch, accuracy))\n",
+    "\n",
+    "    return w, b, costs\n",
+    "\n",
+    "def train_batched(X, yhat, n_epoch, alpha, rounding=0):\n",
+    "    costs = np.zeros(shape=(n_epoch,))\n",
+    "\n",
+    "    J = cost_cross_entropy\n",
+    "\n",
+    "    np.random.seed(1)\n",
+    "    w = np.random.normal(0, 0.01, size=(X.shape[1],1))\n",
+    "    b = np.random.normal(0, 0.01)\n",
+    "\n",
+    "    for epoch in range(n_epoch):\n",
+    "        y = forward(X, w, b)\n",
+    "        w, b = backward3(X, w, b, y, yhat, alpha)\n",
+    "\n",
+    "        # Calculate total cost after epoch\n",
+    "        predictions = forward(X, w, b)  # predictions for entire set\n",
+    "        costs[epoch] = np.mean(J(predictions, yhat))  # mean cost per sample\n",
+    "\n",
+    "        # report progress\n",
+    "        if ((epoch % 10) == 0) or (epoch == (n_epoch - 1)):\n",
+    "            accuracy = np.mean((predictions.round(rounding) - yhat) < 1/(10**rounding))  # current accuracy on entire set\n",
+    "            print('Training accuracy after epoch {}: {:.4%}'.format(epoch, accuracy))\n",
+    "\n",
+    "    return w, b, costs\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Studijuokite (Lab21) pateiktą interaktyvų programos kodą.\n",
+    "\n",
+    "# [x] Done"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training accuracy after epoch 0: 75.0000%\n",
+      "Training accuracy after epoch 10: 100.0000%\n",
+      "Training accuracy after epoch 20: 100.0000%\n",
+      "Training accuracy after epoch 30: 50.0000%\n",
+      "Training accuracy after epoch 40: 50.0000%\n",
+      "Training accuracy after epoch 50: 50.0000%\n",
+      "Training accuracy after epoch 60: 50.0000%\n",
+      "Training accuracy after epoch 70: 50.0000%\n",
+      "Training accuracy after epoch 80: 50.0000%\n",
+      "Training accuracy after epoch 90: 50.0000%\n",
+      "Training accuracy after epoch 100: 50.0000%\n",
+      "Training accuracy after epoch 110: 50.0000%\n",
+      "Training accuracy after epoch 120: 50.0000%\n",
+      "Training accuracy after epoch 130: 50.0000%\n",
+      "Training accuracy after epoch 140: 50.0000%\n",
+      "Training accuracy after epoch 150: 50.0000%\n",
+      "Training accuracy after epoch 160: 50.0000%\n",
+      "Training accuracy after epoch 170: 50.0000%\n",
+      "Training accuracy after epoch 180: 50.0000%\n",
+      "Training accuracy after epoch 190: 50.0000%\n",
+      "Training accuracy after epoch 199: 50.0000%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2. Pakeiskite parametrus - mokymosi greiti, epochų skaičių.\n",
+    "\n",
+    "X = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "yhat = np.array([[0],[1],[1],[1]])\n",
+    "\n",
+    "w, b, costs = train(X, yhat, 200, 1)\n",
+    "plt.plot(costs);\n",
+    "plt.title('Vidutinės nuostolių funkcijos reikšmės kiekvienai epochai');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training accuracy after epoch 0: 75.0000%\n",
+      "Training accuracy after epoch 10: 100.0000%\n",
+      "Training accuracy after epoch 20: 100.0000%\n",
+      "Training accuracy after epoch 30: 100.0000%\n",
+      "Training accuracy after epoch 40: 100.0000%\n",
+      "Training accuracy after epoch 50: 100.0000%\n",
+      "Training accuracy after epoch 60: 100.0000%\n",
+      "Training accuracy after epoch 70: 100.0000%\n",
+      "Training accuracy after epoch 80: 100.0000%\n",
+      "Training accuracy after epoch 90: 100.0000%\n",
+      "Training accuracy after epoch 100: 100.0000%\n",
+      "Training accuracy after epoch 110: 100.0000%\n",
+      "Training accuracy after epoch 120: 100.0000%\n",
+      "Training accuracy after epoch 130: 100.0000%\n",
+      "Training accuracy after epoch 140: 100.0000%\n",
+      "Training accuracy after epoch 150: 100.0000%\n",
+      "Training accuracy after epoch 160: 100.0000%\n",
+      "Training accuracy after epoch 170: 100.0000%\n",
+      "Training accuracy after epoch 180: 100.0000%\n",
+      "Training accuracy after epoch 190: 100.0000%\n",
+      "Training accuracy after epoch 199: 100.0000%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 3. Pakeiskite nuostolių funkciją į MSE.\n",
+    "\n",
+    "X = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "yhat = np.array([[0],[1],[1],[1]])\n",
+    "\n",
+    "w, b, costs = train(X, yhat, 200, 1, cost_mse, cost_mse_derivative)\n",
+    "plt.plot(costs);\n",
+    "plt.title('Vidutinės nuostolių funkcijos reikšmės kiekvienai epochai');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training accuracy after epoch 0: 55.8904%\n",
+      "Training accuracy after epoch 10: 49.5890%\n",
+      "Training accuracy after epoch 20: 48.2192%\n",
+      "Training accuracy after epoch 30: 48.4932%\n",
+      "Training accuracy after epoch 40: 49.3151%\n",
+      "Training accuracy after epoch 50: 49.8630%\n",
+      "Training accuracy after epoch 60: 50.1370%\n",
+      "Training accuracy after epoch 70: 50.6849%\n",
+      "Training accuracy after epoch 80: 51.2329%\n",
+      "Training accuracy after epoch 90: 52.3288%\n",
+      "Training accuracy after epoch 100: 52.8767%\n",
+      "Training accuracy after epoch 110: 53.1507%\n",
+      "Training accuracy after epoch 120: 53.1507%\n",
+      "Training accuracy after epoch 130: 53.1507%\n",
+      "Training accuracy after epoch 140: 53.4247%\n",
+      "Training accuracy after epoch 150: 53.9726%\n",
+      "Training accuracy after epoch 160: 54.7945%\n",
+      "Training accuracy after epoch 170: 55.3425%\n",
+      "Training accuracy after epoch 180: 56.1644%\n",
+      "Training accuracy after epoch 190: 56.4384%\n",
+      "Training accuracy after epoch 200: 56.9863%\n",
+      "Training accuracy after epoch 210: 57.2603%\n",
+      "Training accuracy after epoch 220: 57.2603%\n",
+      "Training accuracy after epoch 230: 57.5342%\n",
+      "Training accuracy after epoch 240: 57.5342%\n",
+      "Training accuracy after epoch 250: 57.5342%\n",
+      "Training accuracy after epoch 260: 57.8082%\n",
+      "Training accuracy after epoch 270: 58.0822%\n",
+      "Training accuracy after epoch 280: 58.0822%\n",
+      "Training accuracy after epoch 290: 58.6301%\n",
+      "Training accuracy after epoch 300: 58.6301%\n",
+      "Training accuracy after epoch 310: 58.9041%\n",
+      "Training accuracy after epoch 320: 59.1781%\n",
+      "Training accuracy after epoch 330: 59.1781%\n",
+      "Training accuracy after epoch 340: 59.7260%\n",
+      "Training accuracy after epoch 350: 60.0000%\n",
+      "Training accuracy after epoch 360: 60.0000%\n",
+      "Training accuracy after epoch 370: 60.2740%\n",
+      "Training accuracy after epoch 380: 60.2740%\n",
+      "Training accuracy after epoch 390: 60.2740%\n",
+      "Training accuracy after epoch 400: 60.2740%\n",
+      "Training accuracy after epoch 410: 60.0000%\n",
+      "Training accuracy after epoch 420: 60.2740%\n",
+      "Training accuracy after epoch 430: 60.5479%\n",
+      "Training accuracy after epoch 440: 60.8219%\n",
+      "Training accuracy after epoch 450: 61.3699%\n",
+      "Training accuracy after epoch 460: 61.6438%\n",
+      "Training accuracy after epoch 470: 61.9178%\n",
+      "Training accuracy after epoch 480: 61.9178%\n",
+      "Training accuracy after epoch 490: 61.6438%\n",
+      "Training accuracy after epoch 499: 61.9178%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 4. Raskite realaus pasaulio duomenų rinkinį ir pritaikykite šį modelį.\n",
+    "\n",
+    "def map_value(x, from_min, from_max, to_min, to_max):\n",
+    "    return (x - from_min) / (from_max - from_min) * (to_max - to_min) + to_min\n",
+    "\n",
+    "def normalize_column(column):\n",
+    "    min_value = min(column)\n",
+    "    max_value = max(column)\n",
+    "\n",
+    "    return map(lambda x: map_value(float(x), min_value, max_value, 0, 1), column)\n",
+    "\n",
+    "def prepare_number_list(numbers):\n",
+    "    return np.array(list(map(lambda value: [float(value)], numbers)))\n",
+    "\n",
+    "df = pd.read_csv('assets/Ice Cream Sales - temperatures.csv')\n",
+    "X = prepare_number_list(normalize_column(df['Temperature'].values))\n",
+    "yhat = prepare_number_list(normalize_column(df['Ice Cream Profits'].values))\n",
+    "\n",
+    "w, b, costs = train(X, yhat, 500, 0.003, cost_mse, cost_mse_derivative, rounding=3)\n",
+    "plt.plot(costs);\n",
+    "plt.title('Vidutinės nuostolių funkcijos reikšmės kiekvienai epochai');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training accuracy after epoch 0: 75.0000%\n",
+      "Training accuracy after epoch 10: 75.0000%\n",
+      "Training accuracy after epoch 20: 100.0000%\n",
+      "Training accuracy after epoch 30: 100.0000%\n",
+      "Training accuracy after epoch 40: 100.0000%\n",
+      "Training accuracy after epoch 50: 100.0000%\n",
+      "Training accuracy after epoch 60: 100.0000%\n",
+      "Training accuracy after epoch 70: 100.0000%\n",
+      "Training accuracy after epoch 80: 100.0000%\n",
+      "Training accuracy after epoch 90: 100.0000%\n",
+      "Training accuracy after epoch 100: 100.0000%\n",
+      "Training accuracy after epoch 110: 100.0000%\n",
+      "Training accuracy after epoch 120: 100.0000%\n",
+      "Training accuracy after epoch 130: 100.0000%\n",
+      "Training accuracy after epoch 140: 100.0000%\n",
+      "Training accuracy after epoch 150: 100.0000%\n",
+      "Training accuracy after epoch 160: 100.0000%\n",
+      "Training accuracy after epoch 170: 100.0000%\n",
+      "Training accuracy after epoch 180: 100.0000%\n",
+      "Training accuracy after epoch 190: 100.0000%\n",
+      "Training accuracy after epoch 199: 100.0000%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 5. Perdarykite algoritmą, kad gradientas būtų skaičiuojamas ne atskiroms  X\n",
+    "# reikšmėms, o reikšmių rinkiniams (batches).\n",
+    "\n",
+    "X = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "yhat = np.array([[0],[1],[1],[1]])\n",
+    "\n",
+    "w, b, costs = train_batched(X, yhat, 200, 1)\n",
+    "plt.plot(costs);\n",
+    "plt.title('Vidutinės nuostolių funkcijos reikšmės kiekvienai epochai');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 6. Studijuokite ir eksperimentuokite naudojant https://playground.tensorflow.org\n",
+    "\n",
+    "# [x] Done"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lab22"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 223,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Visualization functions\n",
+    "\n",
+    "def plot_graph(X, y, pred_line=None, losses=None):\n",
+    "\n",
+    "    plots = 2 if losses!=None else 1\n",
+    "\n",
+    "    fig = plt.figure(figsize=(8 * plots, 6))\n",
+    "\n",
+    "    ax1 = fig.add_subplot(1, plots, 1)\n",
+    "    ax1.scatter(X, y, alpha=0.8)                                # Plot the original set of datapoints\n",
+    "\n",
+    "    if(pred_line != None):\n",
+    "        x_line, y_line = pred_line['x_line'], pred_line['y_line']\n",
+    "        ax1.plot(x_line, y_line, linewidth=2, markersize=12, color='red', alpha=0.8)      # Plot the randomly generated line\n",
+    "        ax1.set_title('Predicted Line on set of Datapoints')\n",
+    "    else:\n",
+    "        ax1.set_title('Plot of Datapoints generated')\n",
+    "\n",
+    "    ax1.set_xlabel('x')\n",
+    "    ax1.set_ylabel('y')\n",
+    "\n",
+    "    if(losses!=None):\n",
+    "        ax2 = fig.add_subplot(1, plots, 2)\n",
+    "        ax2.plot(np.arange(len(losses)), losses, marker='o')\n",
+    "\n",
+    "        ax2.set_xlabel('Epoch')\n",
+    "        ax2.set_ylabel('Loss')\n",
+    "        ax2.set_title('Loss')\n",
+    "\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_pred_line(X, y, w, b,losses=None):\n",
+    "    # Generate a set of datapoints on x for creating a line.\n",
+    "    # We shall consider the range of X_train for generating the line so that the line superposes the datapoints.\n",
+    "    x_line = np.linspace(np.min(X), np.max(X), 10)\n",
+    "\n",
+    "    # Calculate the corresponding y with the parameter values of m & b\n",
+    "    y_line = w[0] * x_line + b\n",
+    "\n",
+    "    plot_graph(X[:, 0], y, pred_line={'x_line': x_line, 'y_line':y_line}, losses=losses)\n",
+    "\n",
+    "    return\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Main\n",
+    "\n",
+    "def forward_prop(X, w, b):\n",
+    "    #y_pred = w * X + b\n",
+    "    y_pred = np.reshape(np.sum(w*X,1),(X.shape[0],1)) + b\n",
+    "    return y_pred\n",
+    "\n",
+    "def compute_loss(y, y_pred):\n",
+    "    loss = np.mean((y_pred - y)**2)\n",
+    "\n",
+    "    return loss\n",
+    "\n",
+    "def grad_desc(w, b, X_train, y_train, y_pred):\n",
+    "    dw = np.mean(2*(y_pred - y_train) * X_train)\n",
+    "    db = np.mean(2*(y_pred - y_train))\n",
+    "\n",
+    "    return dw, db\n",
+    "\n",
+    "def back_prop(X_train, y_train, y_pred, w, b, l_r):\n",
+    "    dw, db = grad_desc(w, b, X_train, y_train, y_pred)\n",
+    "\n",
+    "    w -= l_r * dw\n",
+    "    b -= l_r * db\n",
+    "\n",
+    "    return w, b\n",
+    "\n",
+    "def train_and_show(X, y, epochs, l_r, show_every=10):\n",
+    "    m = np.random.normal(scale=10)\n",
+    "    b = np.random.normal(scale=10)\n",
+    "    w = np.random.normal(scale=10, size=(X.shape[1],))\n",
+    "\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
+    "\n",
+    "    losses = []\n",
+    "\n",
+    "    for i in range(epochs):\n",
+    "        y_pred = forward_prop(X_train, w, b)\n",
+    "\n",
+    "        #print(y_pred)\n",
+    "\n",
+    "        loss = compute_loss(y_train, y_pred)\n",
+    "        losses.append(loss)\n",
+    "\n",
+    "        w, b = back_prop(X_train, y_train, y_pred, w, b, l_r)\n",
+    "\n",
+    "        if (i%show_every==0):\n",
+    "            print('Epoch: ', i)\n",
+    "            print('Loss = ', loss)\n",
+    "            plot_pred_line(X_train, y_train, w, b, losses)\n",
+    "\n",
+    "    del losses[:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Studijuokite (Lab22) pateiktą interaktyvų programos kodą.\n",
+    "\n",
+    "# [x] Done"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  0\n",
+      "Loss =  5110.689639001278\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  10\n",
+      "Loss =  2311.6455734490687\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  20\n",
+      "Loss =  2060.4015232793877\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  30\n",
+      "Loss =  2036.0784662556812\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  40\n",
+      "Loss =  2033.4746907569347\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  50\n",
+      "Loss =  2033.1634891959918\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  60\n",
+      "Loss =  2033.1224666056237\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  70\n",
+      "Loss =  2033.1166547779553\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  80\n",
+      "Loss =  2033.115792691137\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  90\n",
+      "Loss =  2033.1156613671992\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  100\n",
+      "Loss =  2033.115641068914\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  110\n",
+      "Loss =  2033.115637907174\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  120\n",
+      "Loss =  2033.1156374127052\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  130\n",
+      "Loss =  2033.1156373352128\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  140\n",
+      "Loss =  2033.1156373230558\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  150\n",
+      "Loss =  2033.1156373211477\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  160\n",
+      "Loss =  2033.1156373208487\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  170\n",
+      "Loss =  2033.1156373208019\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  180\n",
+      "Loss =  2033.1156373207946\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  190\n",
+      "Loss =  2033.1156373207923\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  200\n",
+      "Loss =  2033.1156373207916\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  210\n",
+      "Loss =  2033.1156373207912\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  220\n",
+      "Loss =  2033.1156373207916\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  230\n",
+      "Loss =  2033.1156373207912\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  240\n",
+      "Loss =  2033.1156373207916\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  250\n",
+      "Loss =  2033.1156373207912\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  260\n",
+      "Loss =  2033.1156373207923\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  270\n",
+      "Loss =  2033.1156373207923\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  280\n",
+      "Loss =  2033.1156373207923\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  290\n",
+      "Loss =  2033.1156373207928\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2. Pakeiskite parametrus - mokymosi greiti, epochų skaičių, nepriklausomų kintamųjų skaičių,\n",
+    "# pradinių duomenų pasiskirstymą.\n",
+    "\n",
+    "# Sample size\n",
+    "M = 100\n",
+    "\n",
+    "# No. of input features\n",
+    "n = 2\n",
+    "\n",
+    "# Learning Rate - Define during explanation\n",
+    "l_r = 0.05\n",
+    "\n",
+    "# Number of iterations for updates - Define during explanation\n",
+    "epochs = 300\n",
+    "\n",
+    "X, y = make_regression(n_samples=M, n_features=n, n_informative=n, n_targets=1, random_state=100, noise=1)\n",
+    "y = np.reshape(y,(y.size, 1))\n",
+    "\n",
+    "train_and_show(X, y, epochs, l_r)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 3. Nustatykite, kokia nuostolių funkcija naudojama?\n",
+    "\n",
+    "# Ats.: MSE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 4. Kodėl atnaujinant parametro  b reikšmę nedauginame iš X_train?\n",
+    "\n",
+    "# Ats.: Nes 'b' yra laisvas kintamasis ir jo reikšmė tiesiogiai nedauginama su 'xi' reikšme"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  0\n",
+      "Loss =  31.87688937887143\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  200\n",
+      "Loss =  0.03017754359223175\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  400\n",
+      "Loss =  0.0029373331436930022\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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mm27ixhtv5P777+eUU07Z1VsVERGRvVBf70MhWdV0+umn849//INHH32UH/7whyxcuJCnnnqKT33qUxl+BiKyu1PwUWQAlJeX88QTT3DUUUd1KhPd1v777w8ks/c6Zjpt2rSpz0y61MCKt99+mxNOOKHH43oqwR6MPQ6G1OsQDod7fR16sv/++/PWW2/heV6nIHKqhDf1/HeFwsJC5syZw5w5c2hqamL69Olcd911XHTRRenX1u/39/k8+lNWn5La/zvvvNPlvnXr1jF8+PAByXpcsmQJLS0tnQKpS5YsYfbs2fzyl79Mr7W2tlJfX9/p3J6e39NPP83mzZu5//77mT59eno9NX1+W5WVlV2yOt99912AdOP0wfr+9/Y9Ky0t5dJLL+XSSy+lpqaGT3/609xwww0KPoqIiEiP9tlnH0KhUI/v8WzbZtSoUem13t6HppSXl/Ptb3+bb3/727z33nscfvjh/PKXv+Qvf/nLoDwnEdlzqeejyAA499xzcV2Xn/zkJ13uSyQS6WDLCSecgN/v59e//nWnLKlbb721z8f49Kc/zZgxY7j11lu7BG86XisVeNn2mMHY42CYPHky5eXl/OIXv6CpqanL/Zs2ber1/FNPPZXq6mruueee9FoikeDXv/41ubm5zJgxY5fsc/PmzZ1u5+bmMm7cOKLRKADFxcXMnDmTO+64g6qqqi7nd3wePX1Pu1NaWsrhhx/OH//4x07Hv/322zz22GOceuqpO/Bsevfmm29y5ZVXMmzYMObNm5dedxynSzbgr3/9a1zX7bTW0/NLZRh2vEYsFuO2227rdh+JRII77rij07F33HEH++yzD5MnTwYG7/ufk5PT5fm4rtulVLy4uJiysrL07wsRERGR7jiOw0knncQDDzzAf/7zn/T6xo0bufvuuzn66KPT7V/6eh/a3NxMa2trp2PKy8vJy8vTexIR2SWU+SgyAGbMmMHFF1/MwoULWblyJSeddBJ+v5/33nuP++67j1/96lecc8457LPPPnznO99h4cKFnHbaaZx66qm88cYbPPzwwwwfPrzXx7Btm8WLF3P66adz+OGHM2fOHEpLS1m3bh2rV6/m0UcfBUgHWa644gpmzZqF4zh8+ctfHpQ9dvTqq6/y05/+tMv6zJkzOfroo7fj1e36Ovzud7/jlFNOYeLEicyZM4d9992XTz75hGXLlhEOh3nwwQd7PP+b3/wmd9xxBxdccAGvvfYao0ePZsmSJTz//PPceuutnXoW7owJEyYwc+ZMJk+eTGFhIa+++ipLlizhsssuSx+zaNEijj76aCZNmsQ3vvENxo4dy8aNG3nhhRf4+OOPefPNNwE4/PDDcRyHG2+8kYaGBoLBIMcdd1yP/TtvuukmTjnlFKZOncqFF15IS0sLv/71r8nPz+e6667bqef17LPP0traiuu6bN68meeff55//vOf5Ofns3Tp0k59gk477TT+/Oc/k5+fz4QJE3jhhRd44oknKCoq6nTNnp7ftGnTGDZsGLNnz+aKK67Asiz+/Oc/91jeXFZWxo033sh//vMfDjzwQO655x5WrlzJb37zG/x+PzB43//JkyfzxBNPcPPNN1NWVsaYMWM46KCDGDlyJOeccw6HHXYYubm5PPHEE7zyyiudskNFRERk7/aHP/yBRx55pMv6ddddx+OPP87RRx/NpZdeis/n44477iAajfLzn/88fVxf70Pfffddjj/+eM4991wmTJiAz+dj6dKlbNy4kS9/+cuD9jxFZA+WoSnbIkPanXfeaQDzyiuv9Hrc7NmzTU5OTo/3/+Y3vzGTJ0822dnZJi8vz0yaNMl897vfNZWVleljXNc1119/vSktLTXZ2dlm5syZ5u233zb777+/mT17dvq4ZcuWGcAsW7as02M899xz5sQTTzR5eXkmJyfHHHrooebXv/51+v5EImEuv/xys88++xjLssy2f+x35R57AvT49ZOf/MQYY8yMGTPMjBkzujzf++67r9O13n//fQOYO++8s9P6G2+8Yc466yxTVFRkgsGg2X///c25555rnnzyyT73t3HjRjNnzhwzfPhwEwgEzKRJk7pcP/W4N910U7fP79prr+31MX7605+aI444whQUFJjs7Gxz8MEHmxtuuMHEYrFOx1VUVJjzzz/flJSUGL/fb/bdd19z2mmnmSVLlnQ67re//a0ZO3ascRyn298X23riiSfMUUcdZbKzs004HDann366WbNmTadjenrNu5M6NvXl9/vNPvvsY6ZPn25uuOEGU1NT0+WcLVu2pF/n3NxcM2vWLLNu3bpufx/19Pyef/55M2XKFJOdnW3KysrMd7/7XfPoo492eQ1mzJhhJk6caF599VUzdepUk5WVZfbff3/zv//7v1321Z/vvzFdv8/XXnutAcymTZs6HZf6++P9999Pr61bt85Mnz7dZGdnG8DMnj3bRKNR89///d/msMMOS//5Peyww8xtt93W5+svIiIie77Ue4qevj766CPz+uuvm1mzZpnc3FwTCoXMsccea1asWNHpOn29D62trTXz5s0zBx98sMnJyTH5+fnmyCOPNPfee28mnraI7IEsY/rREV9ERGQ3MnPmTGpra3n77bczvRUREREREZG9mno+ioiIiIiIiIiIyIBQ8FFEREREREREREQGhIKPIiIiIiIiIiIiMiDU81FEREREREREREQGhDIfRUREREREREREZEAo+CgiIiIiIiIiIiIDwpfpDQw2z/OorKwkLy8Py7IyvR0RERGR7WaMobGxkbKyMmxbP0veHek9qYiIiOzOtuf96F4XfKysrGTUqFGZ3oaIiIjITvvoo48YOXJkprchO0DvSUVERGRP0J/3o3td8DEvLw9IvjjhcDjDuxERERHZfpFIhFGjRqXf18juR+9JRUREZHe2Pe9H97rgY6qsJRwO642eiIiI7NZUrrv70ntSERER2RP05/2omgSJiIiIiIiIiIjIgFDwUURERERERERERAaEgo8iIiIiIiIiIiIyIBR8FBERERERERERkQGh4KOIiIiIiIiIiIgMCAUfRUREREREREREZEAo+CgiIiIiIiIiIiIDQsFHERERERERERERGRAKPoqIiIiIiIiIiMiAUPBRREREREREREREBoSCjyIiIiIiIiIiIjIgFHwUERERERERERGRAaHgo4iIiIiIiIiIiAwIX6Y3ICIiIjIUeJ5hdWWEuuYYhaEAE8vC2LaV6W2J7BDXM7z8fh01ja0U52VxxJhCHP1+FhERkQzIaPDxmWee4aabbuK1116jqqqKpUuXcsYZZ/R6ztNPP83VV1/N6tWrGTVqFD/4wQ+44IILBmW/IiIismdasb6WxcsrqKhpIu4a/I5FeXEuc2eUM23c8ExvT2S7PPJ2Fdc/uIaqhtb0Wml+FteePoGTDynN4M5ERERkb5TRsuutW7dy2GGHsWjRon4d//777/O5z32OY489lpUrV3LllVdy0UUX8eijjw7wTkVERGRPtWJ9LfOXrmJtVYScoI/ivCA5QR9rqxqZv3QVK9bXZnqLIv32yNtVzP3L650CjwDVDa3M/cvrPPJ2VYZ2JiIiInurjGY+nnLKKZxyyin9Pv72229nzJgx/PKXvwRg/PjxPPfcc9xyyy3MmjVroLYpIiIieyjPMyxeXkFTNEFJOAvLSpalZtkOJWGb6kiUxcsrmDK2SCXYMuS5nuH6B9dgurnPABZw/YNrOHFCiUqwRUREZNDsVgNnXnjhBU444YROa7NmzeKFF17o8ZxoNEokEun0JSIiIgKwujJCRU0Tw0KBdOAxxbIsCkJ+KmqaWF2p9w8y9L38fl2XjMeODFDV0MrL79cN3qZERERkr7dbBR+rq6sZMWJEp7URI0YQiURoaWnp9pyFCxeSn5+f/ho1atRgbFVERER2A3XNMeKuIeB0/5Yo6NjEPUNdc2yQdyay/Woaew487shxIiIiIrvCbhV83BHXXHMNDQ0N6a+PPvoo01sSERGRIaIwFMDvWMRcr9v7o66H37YoDAUGeWci2684L2uXHiciIiKyK2S05+P2KikpYePGjZ3WNm7cSDgcJjs7u9tzgsEgwWBwMLYnIiIiu5mJZWHKi3NZW9VISdjuVHptjKG+Oc740jwmloUzuEuR/jliTCGl+VlUN7R22/fRAkryszhiTOFgb01ERET2YrtV5uPUqVN58sknO609/vjjTJ06NUM7EhERkd2ZbVvMnVFObtChOhKlJe7ieYaWuEt1JEpu0GHujHINm5HdgmNbXHv6BCAZaOwodfva0ydo2IyIiIgMqowGH5uamli5ciUrV64E4P3332flypV8+OGHQLJk+vzzz08ff8kll7Bhwwa++93vsm7dOm677TbuvfderrrqqkxsX0RERPYA08YNZ8GZkxhfmkdzNEFNU5TmaILxpXksOHMS08YNz/QWRfrt5ENKWfy1T1OS37m0uiQ/i8Vf+zQnH1KaoZ2JiIjI3iqjZdevvvoqxx57bPr21VdfDcDs2bO56667qKqqSgciAcaMGcO///1vrrrqKn71q18xcuRIfve73zFr1qxB37uIiIjsOaaNG86UsUWsroxQ1xyjMBRgYllYGY+yWzr5kFJOnFDCab9+lrVVjVx+3DiuPOFAZTyKiIhIRmQ0+Dhz5kyM6a4jTdJdd93V7TlvvPHGAO5KRERE9ka2bTFpZH6mtyGySzi2xbC2QUnjinMVeBQREZGM2a0GzoiIiIgMFM8zynyUPYrdNkCpl5/1i4iIiAw4BR9FRERkr7difS2Ll1dQUdNE3DX4HYvy4lzmzihXz0fZbaWGt3uKPoqIiEgG7VbTrkVERER2tRXra5m/dBVrqyLkBH0U5wXJCfpYW9XI/KWrWLG+NtNbFNkhVlv00VPsUURERDJIwUcRERHZa3meYfHyCpqiCUrCWWT5HWzbIsvvUBIO0hR1Wby8Ak/RG9kNpboG9NZjXURERGSgKfgoIiIie63VlREqapoYFgqks8RSLMuiIOSnoqaJ1ZWRDO1QZMep56OIiIgMBQo+ioiIyF6rrjlG3DUEnO7fEgUdm7hnqGuODfLORHaerZ6PIiIiMgQo+CgiIiJ7rcJQAL9jEXO9bu+Puh5+26IwFBjknYnsCur5KCIiIpmn4KOIiIjstSaWhSkvzmVLc7xLXzxjDPXNccqLc5lYFs7QDkV2XLrnI4o+ioiISOYo+CgiIiJ7Ldu2mDujnNygQ3UkSkvcxfMMLXGX6kiU3KDD3Bnl2LbV98VEhhhb065FRERkCFDwUURERPZq08YNZ8GZkxhfmkdzNEFNU5TmaILxpXksOHMS08YNz/QWRXaI3fZOX9OuRUREJJN8md6AiIiISKZNGzecKWOLWF0Zoa45RmEowMSysDIeZbdmpXo+KvVRREREMkjBRxEREZFdwPOMgpcypFjpno8iIiIimaPgo4iIiOz1VqyvZfHyCipqmoi7Br9jUV6cy9wZ5f0qu97Z80UGgno+ioiIyFCgno8iIiKyV1uxvpb5S1extipCTtBHcV6QnKCPtVWNzF+6ihXrawf0fJGBkp52rZ6PIiIikkEKPoqIiMhey/MMi5dX0BRNUBLOIsvvYNsWWX6HknCQpqjL4uUVPfbM29nzZehZvHgxhx56KOFwmHA4zNSpU3n44YfT97e2tjJv3jyKiorIzc3l7LPPZuPGjRnccc+sdOajfv+JiIhI5ij4KCIiInut1ZURKmqaGBYKpAM1KZZlURDyU1HTxOrKyICcL0PPyJEj+dnPfsZrr73Gq6++ynHHHccXvvAFVq9eDcBVV13Fgw8+yH333cfy5cuprKzkrLPOyvCuu5fu+ajYo4iIiGSQej6KiIjIXqG7gTB1zTHiriHgdP/z2KBj0+AZ6ppj3d6/s+fL0HP66ad3un3DDTewePFiXnzxRUaOHMnvf/977r77bo477jgA7rzzTsaPH8+LL77IlClTerxuNBolGo2mb0ciAx+QVs9HERERGQoUfBQREZE9Xk8DYWZNLMHvWMRcjyzb6XJe1PXw2xaFoUC31y0MBXbqfBnaXNflvvvuY+vWrUydOpXXXnuNeDzOCSeckD7m4IMPZr/99uOFF17oNfi4cOFCrr/++sHYdlqq56PKrkVERCSTVHYtIiIie7TeBsL89pkKinIDbGmOdxnKYYyhvjlOeXEuE8vC3V57YlmY8uLcHT5fhqZVq1aRm5tLMBjkkksuYenSpUyYMIHq6moCgQAFBQWdjh8xYgTV1dW9XvOaa66hoaEh/fXRRx8N4DNIskhGHzVwRkRERDJJmY8iIiKyx9p2IEyqL2OW7VAStqmORAlnQ07QoToSpSDkJ+jYRF2P+uY4uUGHuTPKsW2r2+vbtsXcGeXMX7pqh86Xoemggw5i5cqVNDQ0sGTJEmbPns3y5ct36prBYJBgMLiLdtg/dluagWKPIiIikknKfBQREZE9Vn8GwmxuivGNY8YyvjSP5miCmqYozdEE40vzWHDmJKaNG97rY0wbN5wFZ07a4fNl6AkEAowbN47JkyezcOFCDjvsMH71q19RUlJCLBajvr6+0/EbN26kpKQkM5vthaWejyIiIjIEKPNRRERE9lj9HQgzqjDEH+cc0WUgTX8zFqeNG86UsUU7fL4MbZ7nEY1GmTx5Mn6/nyeffJKzzz4bgHfeeYcPP/yQqVOnZniXXanno4iIiAwFCj6KiIjIHmt7BsLYtsWkkfk7/Fg7e74MDddccw2nnHIK++23H42Njdx99908/fTTPProo+Tn53PhhRdy9dVXU1hYSDgc5vLLL2fq1Km9DpvJlHTPxwzvQ0RERPZuCj6KiIjIHis1EGZtVSMlYbtT6XVqIMz40jwNhJG0mpoazj//fKqqqsjPz+fQQw/l0Ucf5cQTTwTglltuwbZtzj77bKLRKLNmzeK2227L8K67l8p81MAZERERySQFH0VERGSPpYEwsr1+//vf93p/VlYWixYtYtGiRYO0ox3X3vNRwUcRERHJHA2cERERkd2e5xlWfdzA8nc3serjBrwOEzY0EEb2VrYGzoiIiMgQoMxHERER2a2tWF/L4uUVVNQ0EXcNfseivDiXuTPK04FFDYSRvZGVLrvO7D5ERERk76bgo4iIiOy2VqyvZf7SVTRFEwwLBQg4NjHXY21VI/OXruqU2aiBMLK3Uc9HERERGQpUdi0iIiK7Jc8zLF5eQVM0QUk4iyy/g21bZPkdSsJBmqIui5dXdCrBHuj99FT6LZIJtno+ioiIyBCgzEcREZG9nOeZ3bIceXVlhIqaJoaFAp2mWENy0EZByE9FTROrKyMDnvHYn9JvkcFmqeejiIiIDAEKPoqIiOzFduegWV1zjLhrCDjdF3IEHZsGz1DXHBvQfWxP6bfIYFLPRxERERkKVHYtIiKyl0oFzdZWRcgJ+ijOC5IT9KWDZivW12Z6i70qDAXwOxYx1+v2/qjr4bctCkOBAdvDUCv9FukolcCssmsRERHJJAUfRURE9kJ7QtBsYlmY8uJctjTHuwzUMMZQ3xynvDiXiWXhAdvD9pR+iwy2VM9HDZwRERGRTFLwUUREZC+0JwTNbNti7oxycoMO1ZEoLXEXzzO0xF2qI1Fygw5zZ5QPaP/K/pR+xweh9FukO+r5KCIiIkOBej6KiIjshQazX2J/BtokEh4PvlXFJ/XN7FsQ4vRDS/H57D6vMW3ccBacOSndt7LBM/hti/GleYPSt7Jj6XeW7XS5fzBKv0V6kvpTZlD0UURERDJHwUcREZG90GAFzfoz0Oa3z1SwaFkFkdY4xiSHZFz/4GrmHVvON6aX93mNaeOGM2VsUUYmdqdKv9dWNVIStjtlkaZKv8eX5g1o6bdIT2xlPoqIiMgQoOCjiIjIXmgwgmb9mQK9urKBnz28DrdDcMQYqG+J87OH1/Gf2q08X7G5z0nStm0xaWT+zrwkOyRV+j1/6SqqI1EKQn6Cjk3U9ahvjg9K6bdIT+z0tGtFH0VERCRz1PNRRERkLzTQ/RL7M9Bm0bL13PrEu+nAo0Uy6zH1iK6Bv73yEZGW2JAeipMq/R5fmkdzNEFNU5TmaILxpXnp4KhIJqT+/HrdD4QXERERGRTKfBQREdlLDWS/xP4MtFldGWFrzGtb63hAMgBpTDIA6bPtPofiZCLrsaNMln6L9EU9H0VERCSTFHwUERHZiw1U0Kw/A21aE26/rhXvIbNxVw7F2RUyVfot0hP1fBQREZGhQMFHERGRvdzOBs26m0Tdn4E2Tj8DnD31q9MkaZHepf6Ieer5KCIiIhmk4KOIiIjssJ4mUV88fWyfA23G7ZPLmx83tK11Lr3uGCvxPIMxRpOkRbZTKvNRsUcRERHJJA2cERERkR2Smma9tipCTtBHcV6QnKCPtVWN/OAfbzP9gOG9DrT571kHMWZ4KH09Y9q/UkrCQYblBAZkKI7Ins7StGsREREZAhR8FBERke3Wn2nWz7xXy0/POKTHKdBHH7APN5wxiWEhP9uGDy1gWMjPzecezsKzDtUkaZEdYKnno4iIiAwBKrsWERGR7dafadYVNU3kZwf445wjehxoM23ccBad92kWLXuP1ZURYq4h4FhMLAsz79gD0sFFTZIW2X7q+SgiIiJDgYKPIiIist36M806NYm6r4E2/Zm4vVtNkm5qgtzcTO9CRD0fRUREZEhQ2bWIiIhst47TrLuzvZOoU8HFGQfuw6SR+btnVmMiAX/6E5x6KqxZk+ndiLT3fETRRxEREckcBR9FRERku00sC1NenMuW5niXYRapSdTlxbl7zyTqt96Cr30N/t//g+ZmWLAAXDfTu5K9XLrnY/c/IxAREREZFAo+ioiIyHazbYu5M8p7nWa9V0yijkSSgcavfx3Wr0+uWRYceijE45ndm+z11PNRREREhgL1fBQREZEdMm3ccBacOYnFyyuoqGmiwTP4bYvxpXnMnVG+XZOoPc/sXgNljIFHHoFbboG6uvb1gw+G+fNhwoTM7U2kja1p1yIiIjIEKPgoIiIiO6w/w2L6smJ9bTqAGXcNfseivDh3uwOYg+bDD+FnP4OXX25fC4Vg7lw491xwnMztTaSD9j+Fij6KiIhI5ij4KCIiIjtlZyZRr1hfy/ylq2iKJhgWChBwbGKux9qqRuYvXcWCMycNnQBkLAZ33QV33tm5pPq44+A734Hi4oxtTaQ7ynwUERGRoUDBRxEREckIzzMsXl5BUzRBSTgrPRwjy3YoCdtUR6IsXl7BlLFFmS/BfuUVWLgwmfWYUloK3/seHH105vYl0gtLPR9FRERkCFDwUUREZA+2K3opDlQ/xtWVESpqmhgWCqQDjymWZVEQ8lNR08TqysgOZ1butLo6uPVWeOih9jXHSU62vugiyM7OzL5E+kGZjyIiIjIUKPgoIiKyh9oVvRQHsh9jXXOMuGsIOHa39wcdmwbPUNcc26nH2SGeB//4B/z619DY2L5+6KHJgTLjxg3+nkS2Uyqmb5T5KCIiIhnU/bt9ERER2a2leimurYqQE/RRnBckJ+hL91Jcsb52UK7Rm8JQAL9jEXO9bu+Puh5+26IwFNipx9lu69cnsxoXLGgPPIbD8IMfwO9+p8Cj7DZSmY+KPYqIiEgmKfgoIiKyh9m2l2KW38G2LbL8DiXhIE1Rl8XLK/B6qcXcFdfoy8SyMOXFuWxpjnfJzDLGUN8cp7w4l4ll4R1+jO3S0gL/7//BeefBW2+1r596KixZAmecAbbeOsnuQz0fRUREZCjQO2gREZE9zPb0UhzIa/TFti3mzignN+hQHYnSEnfxPENL3KU6EiU36DB3RvngDJt59lk491z405+SJdcA++0HixfDj38MhYUDvweRXay956OCjyIiIpI56vkoIiKyh9kVvRQHqx/jtHHDWXDmpHRfyQbP4Lctxpfm7ZK+kn2qqYGbboJly9rXAgGYMwdmz07+WmQ31d7zMbP7EBERkb2bgo8iIiJ7mI69FLNsp8v9/emluCuu0V/Txg1nytiiAZmo3SPXhXvugdtvh+bm9vUjjoDvfz+Z9Siym1PPRxERERkKFHwUERHZw6R6Ka6taqQkbHcqm071UhxfmtdrL8VdcY3tYdsWk0bm75Jr9WnNGrjhBnjnnfa1wkK4+mqYNas9XUxkN2er56OIiIgMAer5KCIisofp3EuxlfrmGA0tMeqbY1RHWvvVS3FI9WPcVZqa4Oc/T5ZTdww8nnVWcqDMyScr8Ch7FEs9H0VERGQIUOajiIjIHmjauOF89cj9WPR0BZX1LRjAAvKy/Xz1yP361Usx4/0YdxVj4Ikn4Je/hNra9vUDDoBrroFDD83c3kQGUCqUrtCjiIiIZJKCjyIiInugFetr+etLH+JYUFaQjW1ZeMbQHHP560sfMrEsPx089DzTY7/FaeOGc8ToQh58q4pP6pvZtyDE6YeW4vP1v3iit+sPuE8+gRtvhBUr2teysuDii+ErXwGf3grJnqt92nWGNyIiIiJ7Nb3jFhER2cN4nmHx8gqaoglK87M79WvMzzZUR6IsXl7BlLFFvLhhczqzMe4a/I5FeXFuOrNxxfraLvff/8bH/c587O78jtcfMPE4/PnP8LvfQazDRO7p0+G734WSkoF7bJEhwm77GYFR2bWIiIhkkIKPIiIie5jVlREqapoYFgp0CjxCsgdcQchPRU0Td7/8Ib97dgNN0QTDQgECjk3M9Vhb1cj8pav46pH78deXPuzx/gVnTuo1gLhifS3zl67a4fN32Ouvw8KF8P777WvFxcmg48yZu/7xRIYo9XwUERGRoUADZ0RERPYwdc0x4q4h4NgYDC0xl8bWOC0xF4Mh2BYE/L+Xk4HFknAWWX4H27bI8juUhIM0RRMserqCxtY4I/KCGANbYwmMgRF5AZqiLouXV+D1UM/ZMfuy++v3fv4Oqa+HH/8YvvnN9sCjbcNXv5ocKKPAo+xlUmXXij2KiIhIJinzUUREZA9TGArgdyzqW+I0tMSJJlyMSQ5yDvoc8rP9ANREoj1mR2b7HSrrWyjMCfBBXTPRhNfhGjbh7GT25OrKCJNG5nfZQ3+zL3s6f7sYAw8+CL/6FTQ0tK9PnAj/8z9w4IE7d32R3VTqT556PoqIiEgmKfgoIiIyhO3IsJaJZWGKcgOsroyAAcexSMX/mqMJmmMJ9isMsTXqEnC6L4KwrGTAYktzDIOFz05ewwAtcY9YIkp2wEddc6zb8ztmX3Yn6Ng0eKbH8/ttwwb42c+SpdYpublw2WVw1lntTe9E9kLtmY+KPoqIiEjmKPgoIiIyRO3ssBZjksFCz+0ceLAM+GwLv2MRcz2ybKfLuV7qXA8CPiudvWgBfhvirkdLzKWgLYtyW6nsy56uH3U9/LZFYSjQ5/PoVjQKv/89/OlPkEi0r590Enz721BUtGPXFdmDpH5OoZ6PIiIikklKBxARERmCUsNa1lZFyAn6KM4LkhP0pYe1rFhf2+O5qysjVNa39JghadsWdVujFIez2NIc75IVZYyhqTWRLtlk28u03bZ6ScCcWBamvDi3x+vXN8cpL85lYlm454v0ZMUKOPdc+MMf2gOPI0fC//4vLFigwKNIG0s9H0VERGQIUPBRRERkiNnZYS21W6NEWhOAIeizCPpsAo5N0GcT9FmAoTHqcuKEEeQGHaojUVriLp5naIm7VEeiBP02oYCDY1skXINnDIbkfxOuwbaS+6lviXe7B9u2mDujvMfr5wYd5s4o77OEvPMTq4VrroErroBPPkmu+Xxw4YVwzz0wZcr2vdAiezhLmY8iIiIyBCj4KCIiMsRsz7CW7tRvjeN5yQBhd+fbloXnGcrys1lw5iTGl+bRHE1Q0xSlOZpgfGkelx93APnZforbgp+poKNnDFl+h+JwFjkBp9ey6Wnjhvd4/QVnTupX6TiQrP2+9144+2x4/PH29U9/Gv7v/2DuXAgG+3ctkb2Ipl2LiIjIUKCejyIiIkPMzg5rGRbyY7dlLLqeSfd+tEhmQhkDPsdiWMjPtHHDmTK2qMtQG4BHV1eztqqR/YuyicYNCc/DZ9sE/RYbIzHGl+b1WTbd0/X7nfG4bl2ylHrNmva1/Hy46ir43Od6r/0W2cup56OIiIgMBRnPfFy0aBGjR48mKyuLI488kpdffrnX42+99VYOOuggsrOzGTVqFFdddRWtra2DtFsREZGB13FYS3f6GtZSlBsk2+8kB8a0xRxSIbrUIJlsv0NRbjJb0LYtJo3MZ8aB+zBpZD62bXUqm94YiYEFOQEfWLAxEtuusunurt+n5ma4+WY4//zOgcfPfx7uvx9OO02BR5E+pHs+ZngfIiIisnfLaPDxnnvu4eqrr+baa6/l9ddf57DDDmPWrFnU1NR0e/zdd9/N97//fa699lrWrl3L73//e+655x7mz58/yDsXEREZODs7rGV8SR62bSUzHVPntf03tWbbFuNL8nrdxy4rm94exsBTT8E558DddydLrgHGjoXf/hZ+9KNk5qOI9Ek9H0VERGQoyGjZ9c0338w3vvEN5syZA8Dtt9/Ov//9b/7whz/w/e9/v8vxK1as4KijjuK8884DYPTo0XzlK1/hpZdeGtR9i4iIDKRU1uH8pauojkQpCPkJOjZR16O+Od5n1uHa6kYcK1la7Zlk78dU3XXqtmMlj5s0svdA3k6XTW+Pqir4+c/h2Wfb1wIB+MY34GtfA79/1z+myB4s1fPR6z6JWkRERGRQZCzzMRaL8dprr3HCCSe0b8a2OeGEE3jhhRe6PWfatGm89tpr6dLsDRs28NBDD3Hqqaf2+DjRaJRIJNLpS0REZKjrb9ah5xlWfdzA8nc3serjBry2XpC2ZVOWn0223wHaMx+z/Q5l+dnYtt1jz8ht7VDZ9PZIJOBPf4IvfrFz4HHaNLjvPpgzR4FHkR2Q+qO6bQa1iIiIyGDKWOZjbW0trusyYsSITusjRoxg3bp13Z5z3nnnUVtby9FHH40xhkQiwSWXXNJr2fXChQu5/vrrd+neRUREBkNfWYcr1teyeHkFFTVNxF2D37EoL85l1sQS/I5FwGczuiiH1riXHhaT5bdpTXj4Xa/XSdWD5q23kgNl1q9vXxs+HL7zHTj+ePV1FNkJtno+ioiIyBCQ8YEz2+Ppp59mwYIF3Hbbbbz++uvcf//9/Pvf/+YnP/lJj+dcc801NDQ0pL8++uijQdyxiIjIzukp63DF+lrmL13F2qoIOUEfxXlBcoI+1lY18ttnKijKDbClOQ5AdsAhL8tPdiCZBdlXz8hBEYkkg45f/3p74NGy4Etfgr//HU44QYFHyYiFCxfy2c9+lry8PIqLiznjjDN45513Oh0zc+ZMLMvq9HXJJZdkaMd9U89HERERyaSMZT4OHz4cx3HYuHFjp/WNGzdSUlLS7Tk//OEP+a//+i8uuugiACZNmsTWrVv55je/yf/8z/9g211jqcFgkGAwuOufgIiISIZ4nmHx8gqaoglKwlnpibZZtkNJ2KY6EiWcDTlBZ4d6Rg4oY+Dhh+GWW2DLlvb1gw+G+fNhwoTB35NIB8uXL2fevHl89rOfJZFIMH/+fE466STWrFlDTk5O+rhvfOMb/PjHP07fDoVCmdhur9I9HxV7FBERkQzKWPAxEAgwefJknnzySc444wwAPM/jySef5LLLLuv2nObm5i4BRsdp62Wln+iKiMheYnVlhIqaJoaFAunAY4plWRSE/GxuinHpseN4dHU1FTVNNHgGv20xvjSPuTPKB2ZSdV8+/BB+9jNo690MQCgEl14K554L3fwQUWSwPfLII51u33XXXRQXF/Paa68xffr09HooFOrxB+ZDReqPlN4ni4iISCZldNr11VdfzezZs/nMZz7DEUccwa233srWrVvT06/PP/989t13XxYuXAjA6aefzs0338ynPvUpjjzySNavX88Pf/hDTj/99HQQUkREZE9X1xwj7hoCTvfBuqBj0+AZRhWG+OOcIwZnUnVvYjG46y64806Ix9vXjzsu2duxuHhw9yOyHRoaGgAoLCzstP7Xv/6Vv/zlL5SUlHD66afzwx/+sNfsx2g0SjQaTd8ejCGI6Z6Pij2KiIhIBmU0+PilL32JTZs28aMf/Yjq6moOP/xwHnnkkfQQmg8//LBTpuMPfvADLMviBz/4AZ988gn77LMPp59+OjfccEOmnoKIiMigKwwF8DsWMdcjy+76w7eo6+G3LQpDgXTPyIx5+eVktuOHH7avlZXBd78LRx+duX2J9IPneVx55ZUcddRRHHLIIen18847j/3335+ysjLeeustvve97/HOO+9w//3393itTAxBTP2YQT0fRUREJJMss5fVYUQiEfLz82loaCAczmCjfRERkR3keYbZd77M2qpGSsLBTqXXxhiqI1HGl+bxxzlHZKavI0BdXbKv48MPt685Dnzta3DRRZCdnZl97SH0fmZwzJ07l4cffpjnnnuOkSNH9njcU089xfHHH8/69espLy/v9pjuMh9HjRo1oN/D9TVNnHDzcvKz/bx57UkD8hgiIiKyd9qe96NqriQiIrKbsW2LuTPKyW0bKNMSd/E8Q0vcpToSzexAGc+D+++Hs8/uHHg87DC4+264/HIFHmW3cNlll/Gvf/2LZcuW9Rp4BDjyyCMBWJ+a3N6NYDBIOBzu9DXQUn8FKPNRREREMimjZdciIiKyY6aNG86CMydx29MVvFPdSMz1CDg2B5fkcenMDA2Uee89WLgQ3nqrfS0chiuugM9/XgNlZLdgjOHyyy9n6dKlPP3004wZM6bPc1auXAlAaWnpAO9u+6R6PqLYo4iIiGSQgo8iIiK7NYPBkPyfISNRhpYW+O1v4S9/SWY+pnzuc3DllTBs2ODvSWQHzZs3j7vvvpsHHniAvLw8qqurAcjPzyc7O5uKigruvvtuTj31VIqKinjrrbe46qqrmD59OoceemiGd9+ZpcxHERERGQIUfBQREdkNrVhfy/ylq2iKJhgWChBwbGKux7rqJuYvXcWCMycxbdxwPM8M7LTrZ56Bn/8c2gI0AOy/P1xzDXzmM7vucUQGyeLFiwGYOXNmp/U777yTCy64gEAgwBNPPMGtt97K1q1bGTVqFGeffTY/+MEPMrDb3qUyHz3FHkVERCSDFHwUERHZzXieYfHyCpqiCUrCWemBM1m2Q0nYpjoSZfHyCjxjuOOZDVTUNBF3DX7Horw4l7kzdkFZ9saN8ItfwLJl7WuBAHz963D++clfi+yG+prFOGrUKJYvXz5Iu9k5ynwUERGRoUDBRxERkd3M6soIFTVNDAsFOk26BrAsi4KQnzWVDfz3kreIu16nzMi1VY2dMiO3m+vCPffA7bdDc3P7+hFHwPe/D/vtt5PPTkR2lVTmo0KPIiIikkkKPoqIiGTQjpRF1zXHiLuGgNP9AJeAbRFpTZDtN+xXGOoxM3LK2KLtK8FevRpuuAHefbd9rbAQvv1tOOmk9jQrERkS0vNmlPkoIiIiGaTgo4iISIasWF/LbU+vZ111I/GEwe+z2qZVj+s1K7EwFMDvWMRcjyzb6XJ/JJrA8wz52f4eMyMrappYXRlh0sj8vjfa1AS33Qb33QepIIZlwVlnwWWXQV7edj1vERkc6vkoIiIiQ4GCjyIiIjtoZ4a5rFhfy1X3rqRuaywdzyMGL71fx3s1K7nl3MN7DEBOLAtTXpzL2qpGSsJ2pwCjMYZISwLbtsjL6v6f+aBj0+AZ6ppjvW/SGHj8cfjlL2Hz5vb1Aw6A+fNh0qR+PVcRyQz1fBQREZGhQMFHERGRHbBifS2Ll1fs0DAXzzMsfHgtmxqjWBb4bBuLZF+2hOexqTHKwofX8sC8o7sNZtq2xdwZ5cxfuorqSJSCkJ+gYxN1Peqb4+QEHfyORdw1dFeZHXU9/LZFYaiXoTAffww33ggvvNC+lpUFl1wCX/kKOF0zLkVkaEn3fFTsUURERDKo+2ZRIiIi0qMV62uZv3QVa6si5AR9FOcFyQn60sNcVqyvBZJBxlUfN7D83U2s+rgBr632cdUnDbxT3YQF+G0b27KwLAvbsvC3BSLfqW5i1ScNPV5j2rjhLDhzEuNL82iOJqhpitIcTTC+NI+bzjmUCWVhtjTHu/R6M8ZQ3xynvDiXiWXhrk8uHoc//AHOPbdz4HH6dFiyBL72NQUeRXYTHX90ob6PIiIikinKfBQREdkOnmdYvLyCpmiCEeEg0bhhayyBz7YZEQ6wMRJj8fIKPGNY/HQFq6sixBMefp/NxNIw844dx7s1TSQ8D59jdduT0XEsEq7H/a9/wi8ee6fH7Mpp44YzZWxRt6XftmX1mBmZG3SYO6O8a1bl66/DwoXw/vvtayNGwHe/CzNmDMKrKyK7kt3h7xfPgKOZUCIiIpIBCj6KiIhsh9WVESpqmgj6HD7Y3EI04WJMsrda0OeQn+1nTWUDl/71dRpbE6RzjWIuKyo2s6YqwucPK0uuGTqnJqWY5F0PvvkJtm0xLBQg4NjEXC+dXbngzElMGzcc27a6HRqTyoxMlYY3eAa/bTG+NK9raXh9PfzqV/Dgg+1rtp0sr774YgiFdslrJyKDq3Pw0eB0+xeOiIiIyMBS8FFERGQ71DXH2BpzaY4mA4uObWHZyZ5qrXGX1lgCj/bpsp3KHoEtzXEeX7MRn23hegbbNlgdjjIYEm0ne8ZQFs5OZ0dm2Q4lYZvqSJTFyyuYMrao1wE3vWVGJh/MJAOOt94KkUj7iYcckhwoc+CBO/16iUjmWB0aLKnqWkRERDJFwUcREZHtUJDtpzXu4hmD32enA4eWBZYDsbjBazt227BgaqhMVaSVsUU5vL95K/GEh8+xsaxkcCDhJs/2WRbDc4PdlmUXhPxU1DSxujLSbdZjRz1lRrJhQ7LE+o032tdyc+Gyy+Css5KZjyKyW+v4t4cmXouIiEimKPgoIiKyndKf4bctmzakA4+pu3s6f3xpmKZYgrqtMVzPS5du27ZFbtCH5yXLuLsTdGwaPENdc2z7N9/amhwo86c/QSLRvj5rFlx9NRQVbf81RWRI6lh2rdijiIiIZIqCjyIiItuhviVOtt+hJW6Iewaf3Z7RmPAMNp0DkD0pyPFzy7mHc9vTFbxT3UjM9Qg4NgeV5HHyISXctmw9Mdcjy+4agIy6Hn7bojAU2L7Nr1gBP/sZVFa2r40cCd//PkyZsn3XEpEhb9uejyIiIiKZoOCjiIjIdigMBcgJOuRmOTS0xIkm2rMWs/02NhCJun1e57CRBT32ZAR4dHU1a6saKQnbnUqvjTHUN8cZX5qXPrZPmzbBzTfD44+3r/l8cMEFMGcOBIPb8QqIyO6iY9cGhR5FREQkUxR8FBER2Q4Ty8KUF+eytqqR/QtDRBOGhOfhs22CPotP6lv6dZ0D9snt8T7btpg7o5z5S1dRHYlSEPITdGyirkd9c5zcoMPcGeW9DpsBwPNgyRJYtAi2bm1fnzwZrrkGRo/u115FZPfUMfiozEcRERHJFAUfRUREeuB5pttJ0R0Dg9kBB8eyaE24bGl2CfocsvwerfGei69zgg4N0QQr1teyeHkFFTVNxF2D37EoL85l7oxypo0bzoIzJ6Xvb/AMfttifGle+v5erVsHCxbAmjXtawUFcNVVcOqpnaMSIrJH6tTzsT/9IEREREQGgIKPIiIi3egrMPjVI/dj0dMVVNW34AE2kJft5/OHlvHPlZXEEjG8bhKNbAuyfA4f1TXzu2c30BRNkO138DkWxsDaqgjzl65iwZmTeizL7jXjsbkZFi+Ge+5JZj6mnHEGXH455Pc+HVtE9hzq+SgiIiJDgYKPIiIi21ixvpb5S1fRFE0wLBQg4NjEXI+1VY3MX7qKrx65H3996UMcyyI/249rDI5lYVsWT62toTXh4pn2QTQpFuAZSHgeD6+qYktzjIRraGiJp/tGBhybuOuxeHkFU8YWYdsWk0b2I2BoDCxbBr/4BdTUtK+PHQvz58Phh+/aF0lEhjxbPR9FRERkCFDwUUREpAPPMyxeXkFTNEFJOCs97CXLdigJ21RHWln0dAWxuEtrwuuU3Whb0BRLEHeTGYfbfthP3U64Hm9XRtjaNpjGsS0sOxk/jCY8oglYUxlhdWWkf4HHykr4+c/huefa14JB+OY34bzzwO/fwVdDRHZnljIfRUREZAhQ8FFERAZdT70Uh4LVlREqapoYFgqABS0xNz1QJitgk+13+HhLSzqQ2HHXniHd69GiPfPRdLiNBa0JDxIGjMHvs7HarmJZYDkQT3hEWuNsbor2vtlEAu6+G37zG2htbV8/6ij43vegrCz5Wn/cMCRfaxEZeJaV/MGGgo8iIiKSKQo+iojIoOqrl2Km1TXHiLuGmOtR1dBKNOGmS6KDPodQwO4ceOwQx7NMe3ajbYPfTh6bOt8CXGNIuAYsg8+20oHH9DWwsG0LzzNsaY73vNG33oIbboCKiva1ffaB73wHjjsOLGvIv9YiMvBsy8I1BsUeRUREJFPsTG9ARET2HqleimurIuQEfRTnBckJ+tK9FFesr830FikMBfCM4ZMtLbTGXWzLwuck+zm2xl1qG2PtB2+bQNjhtuslb9uWhWMnz8dKZn3abeueMZhtIgLGGDxjsG2LgpxuyqUjkWTQ8etfbw882jZ8+cuwZAkcf3w68DjUX2sRGXipRGcFH0VERCRTFHwUEZFBsW0vxSy/g21bZPkdSsJBmqIui5dX4HU3InoQjS/JwzUG1zM4djJIaGG1BRGhw/zoLh/mO962gISbDCQakv9NuAbLssjN8pMTcLAti7hn0kFIzxjinsG2LMJZPobnBDtf/KGH4OyzYenSDhseD3/8YzLjMScH2H1eaxEZeKnsapVdi4iISKao7FpERAZFx16KHYcgQHIoQkHIT0VNU/+HrAyQtdWNOBb4HIuEBz7bpHs3JjxwLHA7fIbv6fN8lt/BtiDmehgvVbZt43MsJu2bDxje+jiC63nJY9pKs7N8No5tM6Esn4ll4eTFPvgAfvYzeOWV9gcIhWDePPjiF5OZjx3sLq+1iAy81F8BCj6KiIhIpij4KCIigyLVSzHgdJ90H3RsGjxDXXOs2/u3144OtalrjmFbNmX52dRujRKNexiTzFjM8tsUhfx8tKU1PUQG6PLrnKDD8JwgW2MJCv2B9MCHlrhLbtDHpTPLAZi/dBWNrQmG5QRw2vqytcRc8rJ8zJ1Rjp2Iw513wl13QbxD/8cTToCrr4bi4h6fw2C+1iIydNlt0UfFHkVERCRTFHwUEZFBURgK4HcsYq5Hlu10uT/qevhti8JQYKcfa2cGraT2mfBS02NMW3Axeds1FnlZPrbGXFzP4LPplBnpsy2uPP4AJpblt+/BM/hti/Gl4U57WHDmpPQxUS/5/CeUtR1TtwG++zP48MP2zZWVJadYH3VUv57DYLzWIjK0qeejiIiIZJqCjyIiMigmloUpL85lbVUjJWG7UzmwMYb65jjjS/PaS413UGrQSlM0wbBQgIBjE3O99KCVBWdO6jUAObEsTFFugNWVESzA59j42jIXW+MuVQ0tTCwLc9qhZSxeXkFjS5y22TIUhPzMm1nON6YnMxunjC3qNfty2rjhXY/JSmD/6lZ4+OH2TTkOnH8+XHghZGX1+RoM1mstIkNf6s+/yq5FREQkUxR8FBGRQWHbFnNnlDN/6SqqI1EKQn6Cjk3U9ahvjpMbdJKlxv0oje5Jx0ErI8JBonHD1lgCn20zIhxgYyTG4uUVTBlb1L/H6VhLnbrd9utvHDOWOVNHc/szG/igbiv7F+ZwyfSxBALtmYa2bfXZUzF9jOfBP/4Bv/41NDa2H3D44TB/Powd289XYXBeaxHZPajno4iIiGSago8iIjJopo0b3qnUuCFdjpzXr5Lojrrr6ZgatBL0OXywuYVowk0Pcgn6HPKz+x60sroywuamGKX5WTS0xIkm2ofBZPsdwtl+NjfFuPvlD3l0dXWH0u7NvPJB3XY/DwDeew8WLIBVq9rXwmH41rfg9NO7DJTpj135WovI7stOZz5meCMiIiKy11LwUUREBlW3pcb9HAaT0lNPx2nlRWyNuTRHExjAsS0su71kOhp3CQV96UEr3QUwU8NaivOCDAsFaI17JDwPn22T5bcxBj6ub+HXT76Ha8wOlXantbTAb34Df/1rMvMx5bTTkoHHYcO289XtbFe81iKye2v/467oo4iIiGSGgo8iIjLo+lOO3NO06t56Or63sZHmWALPGPy+ZKDQ85JZiz7HIp7waI27FGT7WbG+ltueXs+66kbiCYPfZ3FwSR4nH1KaHtYS9G+TcWhBNOHSGnexMIwcFkr3U8uyHUrCNtWRaP9Ku595Bn7+c6iubl/bf/9kifXkyTv60nbRn9daRPZcljIfRUREJMMUfBQRkSGnp8zGi6eP5Y5nNtAUTVASzuoS+PuorpmEa7AsiMaTmYTJSdVJVtvgmDc/rmfRsvXUbY21T4CNwUvv1/FuTRMj8oJ82HatjmXXQZ+dvsbw3GCnQS7J61sUhPoo7d64EW66CZ5+un0tEEgOk/mv/0r+WkRkF7HV81FEREQyTMFHEREZUnrLbPzvJW8RS7gU5nQf+AsFfTS0Jtj2M3bqpjHgdyz+8Nz7bGqMJjMibTs9RybhedQ2RrGBxpYE3jYXScRcbAuyfQ5Bn0N3go5Ng2fSpd1prgt/+xvcfnuy3Dp12SOO4J0L5rGxoJjCmhYmlvlVFi0iu0w689Hr40ARERGRAaLgo4iIDBkdp1X3lNnYHHcZkZfV7flZvvYyabstQzGV+Wi1RRijCZdP6luwAL9tpx8jdTvuemyMRHvsjuYZiLke0YRLlt/p0hMy6nr4bYvCUIcMxtWr4YYb4N1329cKC1n9lW/wM3cUFU9WE3er0hmeGggjIrtK6mcZRj0fRUREJEMUfBQRkUHXUz/H1LTqYaFAt5mN4Ww/TdEEjdEEBaGu5ckxN5naY1vgty2wrHTJNMaQ8AzGgGuSpdzdPYZlWxi39w/pcc9Q1dCafszUYwQcG8e2OWxUPhPLwniRRjb+7GZyHvwHPguyA07yMc8+mxdP/jLff/x9mqKNOze0RkSkF1Zb4wlVXYuIiEimKPgoIiKDqqd+jnNnlBP3DHHXEHDsbs/Ny/Jh2xYNLQnys/2dgofGGBpbXRwbbMsiYcBntWVAAgmTmn5tEUt4nZtBduD1cypDc8wFkoNsHDuZEdkcc3Fsj+njilj7xyW4v/wl/votbDEGy7LYsu9oQj/6Hw495RgW3flyjxme/R5aIyLSB/V8FBERkUxT8FFERAZNb/0c5y9dxUXHjG2fNG3btMY6lDQHbGKuIZzlJ+BLBugKQn6CTrLUub45Tk7Qwe9YZPlt6lviROMepi3wl+W3yc/2E4u7NHgG1zPYtklnBUGyLLG/E2EdG4I+h5jr4bZN1A4FHMqaain94XdxNqzGMgbHtogFs/nXlNO4/6DphNa4XFT0Ya8Znn0OrRER6afU3zGKPYqIiEimKPgoIiKDoq9+jtWRKI+8Xc3YfXJY9UkDCdd0KWn2ORaHjizg4uljuX15BeuqG9PZkweX5HHJjHLueGYDb31cj/EMqS5nFgbjGbZGE0zaN5/65jhrqiLEEx4+p32CdcLt/0SGkN9hv6IcNjVGiboeOcbl3HXLOOGFf+NFo7iWRcBn8/a4w7n/+K9QHy6i2BiqI1H+9vKHvWZ49ji0RkRkO9ltf80o81FEREQyRcFHEREZFH31cywI+dmwqYmTDynhxQ11uJ7ppqTZYvoBw7Eti2Qns+QUmeR/LWwref8LFZtxPYNjg2NZGAwtcY+Ya5hx4D5MLMvnqntXUrc1huu1Bzht2yI34NDQkuj7CVkWa6sbcT3DxOr1zHvhXkZFarDaahwbwsN48KSv8fYBn+ryPKsjrVgkMzyz7K5Ts7sdWiMisgNS2d39zeoWERER2dUUfBQRkUFR1xzrO9vPNbz8fh2hgIPrmS4lzY5t8883K/nLSx+ydZvS7XXVjVyzdBXhLB8Bx6LVGBIe0Dbh1W7LnnzmvVouPHost5x7OLc9XcE71Y3EXI+AY3NQSR4XHzOWuXe/RlPU7fX5RFoThFub+PqrD3BcxSukHilm4J8TjuWF48/Cl5fb7fMEKA4H2RiJUhK2u/SurG+OM740j4ll4e1/oUVEOkhPu1bmo4iIiGSIgo8iIjIoCkOBdD/HnrL9AKojrYwIZxH02bTGO/R89Nu0xF3eqW4iFHAYOSy7S+n2x/UtVG5paSu2Br9jpQfLuJ4h7nmsqWxgdWWEaeOGM2VsUbdTt79wWBl/ffmjHp+LbTyOW/8KX3/1AXJjzen1d4fvz6Kp5/J+4b6MC2Z1+49stC3Q+ZUj9uN3z27otndlbtBh7oxyDZsRkZ1mp3o+ZngfIiIisvdS8FFERAbFxLIw5cW5rK1q7DHbb0Q4yMaG1h6zI42BhOcRCnRfuh3yO9Q3x9NZjh2Pcaxk8DHSmqB2axRIlllvO9DF8wwfbmkhy2fTmujaA3JsQzXfWHEvE2s2pNea/VncNfl0Hj1wKsZK7n1jJMr+RU6PWY3nHbEfY4fnpCd/N3gGv20xvjSPuTPKmTZueH9fWhGRHqX+CvJUdy0iIiIZouCjiIgMCtu2mDujnPlLV/WY7feVI/bjtmXrqW+J0dASJ5po78cY9NkEfMnAXpa/a+YkQGpwdfrDtjHp8y2SGUCeZ6jfGk/e75kumY+rKyOsqWzANcmekZhkxlAwEePctx7jzFVPYRsvPSP7mTGf5refPYOG7DCWBT4LEh44jtVnVmNv2ZciIrtC6gcgij2KiIhIpij4KCIig2bauOEsOHNSj9l+U8YWcc8rH7K6MpIM5Nltk6iBlrjL1qiLz7HS01u7aPtw7XkQM8nAZVvVdTIgaZJBwWEhPyvW16b3kZqYXV6cy9SxhURaE7ieSZ//6Y/XMvel+xjRVJd+qKq84fz+qHNZue/BGAOBtgCnawy2ZTjvs/uxqrKhz6zG7rIvRUR2FfV8FBERkUxT8FFERAZVb9l+ncoCU79sCxqmbgd9NvXNcbLCXUuam+Mujg2ulyzR7nip1O1cv8PH9S387tkNNG0ztGZtVSNrqyIk3GTXyMLmBr7x8lKO+mBl+lqu5bBk0vHcN+lECPrpmKPoGY+EC/khP1efeCC2bSmrUUQySj0fRUREJNMUfBQRkUHXU7bf6soIm5tilOZn09ASozXeXnadHXDIzw7QGk/gd+xuS5rzs/3EXY/mDpOqU5mP6ce2LB5eVUVTNEFJOKvL0Jr/bN4KxuO0dc/xX6//m+xENH3u2yPGcdvUL/Jx/ojkggvQuS+kbcG8meX42krEldUoIpnUXnat8KOIiIhkhoKPIiIyZNQ1x4i7hlDQpnPIEMBKlly7NudPHc2KitouJc2zJpZwy+PvEo0nA4KpXo8dMx8N8M7GRoaFAmBBS8xtn6gdsBnf8AlffuKvHLC5fdp1JJjD7z97BsvGfibdUDIUcGiJuZ2yiSwgP9vPxDIFHEVkaEj9TaqejyIiIpIpCj6KiMiQURgK4BnDJ1taAHBsK9nz0UBr3OWTLS3kZ/s5etxwvnH0GB58q4pP6pvZtyDE6YeW8vyGzdiWxb7DstncFCOacPHaMiez/A5FuQHqm+PEE4aY61HV0Eo04WIMhOKtnL/yYU5e8wye157N+NgBU/jj5NNpDOZss1vDhNI8GloTxF0Pv2OTn+VjY2OMxcsrmDK2SCXWIpJxqR65ynwUERGRTFHwUUREhozxJXm4xuB6hoDPSvcqsyzANsQSBtcYtjRHueCutayrbiSeMPh9Fn9//SNOPqQUv2MRcGxGDw/RGvM6ZTW2xr1kf8eE2x7gtGDKh29y4Qt/Z1hzQzqT8cP8Em6bei5rRoztdq+hgA/btpMZlB0UhPxU1DSxujKikmsRybjU36Nq+igiIiKZouCjiIgMGWurG3Es8DkWCQ98tkmXTSe85LrnGa68ZyWNrYn2oTIxeOn9Ot7d2MiIcBZVDVFKwkGyAw7gAMmBNPXNcQ4akcvblQ24nmFkSx3feOHvfPrjNek9tDp+/u+wk3lwwgwSji/9+BadZ9/kZXX/T2jQsWnwDHXNsQF6lURE+k89H0VERCTTFHwUEZEho645hm3ZlOVnU9vUSjTh4ZnkEJcsn83w3CAf17ek13y23SE46VHbFCMn6CMn6FDV0Ep2wMGxLFxjaIm55GX5OGVSKe99soUvrn6SL73xCEE3nn78V0dO4LdTz6E6pzCdJOSzrXT00fUMGPA7Fo5tYTBdsiujrofftijcJiNSRCQT1PNRREREMk3BRxERGXSeZ1hdGaGuOUZhKMDEsjB2W8DO71gkPI9UrqHVIe9wazSB6yUDj37bTmf0WCRvx12PT7a0ct6Ro/jHykqq6lvwABvIy/bz1SP34+CaDdzw9xsZtaUK1zN4QF0on98feRavj/sURblZ5LbEsYGmWIfsSpPsQTks5GdEOIsP65pJuMnekamJ3AHHxudYHDqygIll4UF/XUVEtpVqPavMRxEREckUBR9FRGRQrVhfy+LlFVTUNBF3DX7Horw4l7kzypkytoii3ACrKyNA28AZkiOrW+IuzTEXaMtGJPlhOhX4swDHsYgnPP75ZhU+26KsIDs9sMZujGAvuIExH7xKTmMU2wLb77Ds0JksnXI6iawcRvttWhMeOQGHS48dxyNvVyX7Srbt8+CSPC6dOY7VlQ3c+Mg7uJ7B51g4djKrqDnm4tgW0w8YrmEzIjIkpHo+KvYoIiIimaLgo4iIDJoV62uZv3QVTdEEw0KB5PAX12NtVSPzl67ip2ccAiQ/JBvAc7v/tOwZQ8Iz6eMs2gOQBogmXMYU5SQzI41h8poX+cKyewk2NdDgdwj6bNYV7MuDp87m49Ix+AE/7X0hx5fmcd4R+3HeEft1ydAEWLy8glDAwfWSmY+ul3z8UMDBsW2eea+WC48eqwCkiGRce/BR0UcRERHJDAUfRURkUHieYfHyCpqiCUrCWemS6SzboSRsUx2J8ovH3qWyvgXbtpL9FbdhW8kMw4TXed3QOatnWCiAZVnsU1fNFx//C+M+XJfcg20Rsfw0fv0b3BSYQGPcUBB3CTrJXo31zXFygw5zZ5SnA4fbTqxe9XEDFTVNjAhnEfQlJ2inez62ZU5q2rWIDBnpsuvMbkNERET2Xgo+iojILtddT8fVlREqaprSgcGOLMuiIOTng9omGqMuYAj6kn0eU2XVYEhskwlppf6vLQMydbPQMcx6/gGOf+lhHDeRPn7VgZP5zRFn8j9fmskNtpUu/27wDH7bYnxpHnNnlDNt3PAen1tdc4y4awg4yZ6THSdqg6Zdi8jQop6PIiIikmkKPoqIyHbraWAM9NzTcVr58HTQrjtBxyZukh+QHdvCttqOS8cpLSzLBdO+ZNL/lxpJA4dWvcPVD95PaWNt+tp1+cP5+wnn8fqoiTRHExSGAkwamc8Rowt58K0qPqlvZt+CEKcfWorP1/3+UlJDcWKuR5btdLlf065Fdm8LFy7k/vvvZ926dWRnZzNt2jRuvPFGDjrooPQxra2tfPvb3+Zvf/sb0WiUWbNmcdtttzFixIgM7rx76bLrDO9DRERE9l4KPoqIyHbpbWAM0GNPx/U1TXjG6zVoF7AtWi0LzzMY2ySHzbQxGNy2cut98gI0xzxa4246M7I40cwlr/2DT615Kflh22fj2TbLPjuLx6aeRswXoD4SZXxpHhPLwt0+j/vf+LjPzMeJZWHKi3NZW9VISdjulMXZsWekpl2L7J6WL1/OvHnz+OxnP0sikWD+/PmcdNJJrFmzhpycHACuuuoq/v3vf3PfffeRn5/PZZddxllnncXzzz+f4d13pZ6PIiIikmkKPoqISL/1NjDmmvvfIpztpymaYEQ4SDRu2BpL4LNtRoQDbIxEcQ3UbY1Rmp/VbdBuv6IcPqprpqElTsI1ODbpadWuZ9JTpYM+h+JwFq0xDzeRYOaa5zlrxVICrc24toVlWazZZwxLZv0XdSNGJfs5RqLpfo4vbtjc6+CbBWdO6jEAadsWc2eUM3/pKqojUQpC/l57RorI7uWRRx7pdPuuu+6iuLiY1157jenTp9PQ0MDvf/977r77bo477jgA7rzzTsaPH8+LL77IlClTMrHtHlkquxYREZEMU/BRRES66K6sGuh1YMzHW1qojkQZnhvgP7XNRBMunkn2Gwv6HApCAUzcJeCzewzafeekA7njmQ289XE9CTc5Sdq0TZIO+mx8TjKw2Bxzyc/2U17/CV98/C/sX7kBgLhnIBzGXHEFf/cdQEVtM/GmaKd+jlPGFjH7zpd7HXyzeHkFU8YW9RhAnDZuOAvOnLRDPSNFZPfS0NAAQGFhIQCvvfYa8XicE044IX3MwQcfzH777ccLL7zQY/AxGo0SjUbTtyORyADuul3q7zjP6+NAERERkQGi4KOIiHTSU1n1rIklvQ6MyQ44NLTGqWpo7TRV1TOQiLm0xlvIzfJz0dT9WVGxucegnW1Z6azEQn8gnfnYEnfJDfr46pH7seTZdzn2kf/jc28vw8HgGYPrGV6eMJXxP/shR04ex1099KVMTavubfBNf6ZVTxs3nClji3rsfSkiuz/P87jyyis56qijOOSQQwCorq4mEAhQUFDQ6dgRI0ZQXV3d47UWLlzI9ddfP5Db7VbqryTlPYqIiEimKPgoIiJpHcuqs/0OPic5bXptVYR3NzbSGvMYFgpgMLTGPBKeh8+2yQrYZPltjOn5A65roDmaYFr5cL5x9NgeB71sm1UYTwcow8kAZeUaznn8Zrb852OinkfcGDYOG8FTZ17EKbM/x5FtWYe2bXUbPOw4rbo72zOtuqfHEJE9w7x583j77bd57rnndvpa11xzDVdffXX6diQSYdSoUTt93b6kej6q7FpEREQyRcFHEREBkqXWi5dXsKU5RsI1NLTE08NcAo6NZUEsYdjSHCPSmiCaaB/2EvQ5BLf5F6Vj/l/qI2/CM7zx0RZ+/sg6VldFiCc8/D6bJa99xLxjx6XLlbvNKnRasH+xEJYvZxhQMDyHZhw+PvMr7POVr3L96OH9yjrUtGoR6Y/LLruMf/3rXzzzzDOMHDkyvV5SUkIsFqO+vr5T9uPGjRspKSnp8XrBYJBgMDiQW+5W6m9FDZwRERGRTFHwUUREAFhdGWFNZYStURdjDLZtpQcVtMZdLMvCAFUNrdgW+Bwby24riY4laIp2vl5PH3NvfPgdWuJu+0LM5fmKzaypirDovE+nA5DprELXhb/9DW6/HVpa2s874gg+umAeGwuKKQz0P1CoadUi0htjDJdffjlLly7l6aefZsyYMZ3unzx5Mn6/nyeffJKzzz4bgHfeeYcPP/yQqVOnZmLLvUr3fFTsUURERDJEwUcREQFgc1OUSGsczzNgQdxt/6RqW2A8g6EtqJhOpWn7rwVWLyXXKQY6Bx472NIc53/+sYonr57ZnsH49tuwYAG8+277gYWFrP7KN/iZO4qKJ6uJu1XpvpT9GfaiadUi0pt58+Zx991388ADD5CXl5fu45ifn092djb5+flceOGFXH311RQWFhIOh7n88suZOnXqkJt0DR16Pir4KCIiIhnSfcMrERHZ62xpjuO6Bo+uGTKeAY9k8LAg20e238EzhoSXHPaS7XcoyvWnj7doj092/HVf3q9t5q2P6qGxEX72M5gzpz3waFlwzjm8+PPfMK92OGurG8kJ+ijOC5IT9LG2qpH5S1exYn1tn4+T6is5vjSP5miCmqYozdEE40vzWHDmJE2rFtmLLV68mIaGBmbOnElpaWn665577kkfc8stt3Daaadx9tlnM336dEpKSrj//vszuOueqeejiIiIZJoyH0VEBIBwyIfXj+Pygj7yQwFa4x0GzvhttkYT1DbFgc4ZkNv1cdcY1v7xPg5/bgnU1bWvH3ggzJ+PN2Eii+58maZogpJwVrqcMMt2KAnbVEeiLF5ewZSxRX1mLmpatYh0pz+9EbOysli0aBGLFi0ahB3tHLst1UA9H0VERCRTFHwUEdnLeJ7pNuBWvzXer/OjbvchytZEf0KXPSuNbGLui0uYVr8BCkPJxexsuOQS+PKXwXFY/XEDFTVNDAsFOvVqhGRfs4KQn4qaJlZXRvo1hVrTqkVkT2ehno8iIiKSWQo+iojsYXoKLgKsWF/LbU+vZ111I/GEwe+zOLgkj0tnjiPS2r/gY0NLnK1Rl5jrdZqGbUx7iXW6N2Qbi54zIP1unDPfXsaX3noMv5cgkNs2DXbmTPjOd6DD9Ni65hhx1xBwuu8aEnRsGjxDXXOsX89FRGRPZ6V7Pir6KCIiIpmh4KOIyB5kxfpaFi+voKKmibhrOg1iAbjq3pXUbY21Dx6IwUvv1/FezUpOnljaKUjYMa+w40fWeMIQxcVntwUVDWyNudgkMwkxyccFKx2cBEM8YbqUdR9SvZ5LX7iXkZGa9FpoVBlc9wOYPr3L8ysMBfA7FjHXI8t2utwfdT38tkVhqP/Tr0VE9mS2pl2LiIhIhin4KCKyh1ixvpb5S1fRFE0wLBQg4NjEXI+1VY1cc/9b2LbFpsYolgU+204HGhOex6bGKM++V4PfsUh4Jh2cNLRnM1rJuCJ+n0XcNXSssrYt8DsWrpcsf3Y9cOxkrzFjSN/GJD8Ah1ub+PqrD3BcxSvpa3iWxXOfPYlL/3oj5OZ0+xwnloUpL85lbVUjJWG7U+m1MYb65jjjS/OYWBbexa+uiMjuKdXGVgNnREREJFMyPu160aJFjB49mqysLI488khefvnlXo+vr69n3rx5lJaWEgwGOfDAA3nooYcGabciIkOT5xkWL69ID2LJ8jvYtkWW36EkHKS+Oc5/apuxAL9tY1sWlmVhWxb+tkDkx1taGTks2WvRtsHnWPhtC59jpQcW2FYyeGi1BRv9toXfsbAscNsmXxfk+MlKTcN2k2tZfoficDaFWT4+/59XuH3pgk6Bx3eGj+bac77Pp395HXYPgcfkvizmzignN+hQHWmlvjlGQ0uM+uYY1ZFWcoMOc2eUa2iMiEib1A9pFHsUERGRTMlo5uM999zD1Vdfze23386RRx7JrbfeyqxZs3jnnXcoLi7ucnwsFuPEE0+kuLiYJUuWsO+++/LBBx9QUFAw+JsXERlCVldGeh3E4vfZySxG2wIrmQGTKom2LHAci4TrccwBw9kaS3QuzTbJsr2cgENjzMUzJhmw3CbrMNUDMhb32K8wi0iLS9z18Ds24WwH/wcfctUr9zG5/kM2WTFabIut/izumfIFNh57Ct87/kCmjRve53OdNm44Xz1yPxY9XUFlfUs6OzMv289Xj9yvX9cQEdlbpHs+9th5V0RERGRgZTT4ePPNN/ONb3yDOXPmAHD77bfz73//mz/84Q98//vf73L8H/7wB+rq6lixYgV+vx+A0aNHD+aWRUSGpL4GsfjaMgE9zxBrK6tOl1Rb7WV5Y4fncsu5h7cPpWnrG3lwSR6TRhbwm+UV2LbVbYDTsS1cN/nx9r2arengZSAR48Q3H+XsNU8zuiBIbtBHbtDHpmnHUv/Vi7hg35JOQ3H6smJ9LX996UMcC8oKsrEtC88YmmMuf33pQyaW5SsAKSLSRj0fRUREJNMyFnyMxWK89tprXHPNNek127Y54YQTeOGFF7o955///CdTp05l3rx5PPDAA+yzzz6cd955fO9738Nxug4eAIhGo0Sj0fTtSCSya5+IiMgQ0NcglnTwse3DZyromOrB6JlkGfXh+xVw2KgCpowt6jIx+5l3N/G7ZzfgeQYXF9NhoIyFwfPAsukQRDR86qO1XPLifRQ31eGk1keNwnz3e2wcNZ7Edk6l7lheXpqf3SkImp9tqI5EWby8gilji1R6LSKCej6KiIhI5mUs+FhbW4vruowYMaLT+ogRI1i3bl2352zYsIGnnnqKr371qzz00EOsX7+eSy+9lHg8zrXXXtvtOQsXLuT666/f5fsXERlK+hrE0hJ30/0a2+/ofI2gz2ZiaXJQi21bTBqZ3+n+otwg4Sw/dVtjuG43FwD8lgUGPpOT4AuP/41PvfcaWGD7HVqwufdTJ3PQ9y7n9hc/puLpV7tM5O4rY7Gv8vKCkJ+KmiZWV0a67F9EZG9koZ6PIiIiklm71bRrz/MoLi7mN7/5DY7jMHnyZD755BNuuummHoOP11xzDVdffXX6diQSYdSoUYO1ZRGR7eZ5pkvWYV9ZfKlBLPOXrqI60kq230lPp26JuwR9DrlBj60xD9fr2vnLsS2CPpu11Y09Bu0mloUJZ/vYvLXnbEVjXM5Z/yJnvPAA/mhren39qAP5y7HnsS5YROCf64i7XpeJ3POXrmLBmZN6DUD2VV4edGwaPEPddmZUiojsqVIDw4yijyIiIpIhGQs+Dh8+HMdx2LhxY6f1jRs3UlJS0u05paWl+P3+TiXW48ePp7q6mlgsRiAQ6HJOMBgkGAzu2s2LiAyQFetrWby8goqapu3OCuxtEMsJ44fz5NpNDAs51DZFiSY8jDFYVjLoODw3SHPc7TVo53mGTY3tbSw6hkMNUF77EfNevJcJ9Z/geoaYMUSycrjziDN58aAjKcoLEKlPBkZHDcsmmjBsjSXw2TYj8gJsbIz1WTLdV3l51PXw2xaFoa7/HoiI7I0s9XwUERGRDMtY8DEQCDB58mSefPJJzjjjDCCZ2fjkk09y2WWXdXvOUUcdxd13343nedhtP8Z99913KS0t7TbwKCKyO1mxvpb5S1fRFE3sUFZgb4NYlr9bi2cMAZ/NmOE5tMY9Ep6Hz7bJ8tu0Jjz8rtdr0O7Bt6poibn47OSH2NTQmlCsla+tfIjPrXsWyxjibcc/edBU/nzEF2gKhHATHp9sacEzyfLuD+qa2wKgyZ6RQZ9NOLvvkum+ysvrm+OML81jYll4R74FIiJ7HPV8FBERkUzrvm5tkFx99dX89re/5Y9//CNr165l7ty5bN26NT39+vzzz+80kGbu3LnU1dXxrW99i3fffZd///vfLFiwgHnz5mXqKYiI7BIdB6mUhLPI8jvYtkWW36EkHKQp6rJ4eQVeD6kr2w5iKQgFCGf7KQgFKM3PIpbwcI1hS1tmY3bAIS/LT3YgmT1Y3xynvDg3HbTzPMOqjxtY/u4mVn3cgOcZPqlvxiNZoh3w2QQcixkfvsXtDyzk8+uewWn7YPtBfgk/+NwV3HHMeTQHc7AtC8eGhJcMWm5pjtES97AtC59tYVsWLXGP2sYoW2O9Z1+mystzgw7VkSgtcRfPS/a0rI5EyQ06zJ1RrmEzIiJtUj0flfkoIiIimZLRno9f+tKX2LRpEz/60Y+orq7m8MMP55FHHkkPofnwww/TGY4Ao0aN4tFHH+Wqq67i0EMPZd999+Vb3/oW3/ve9zL1FEREdomdHaTS1/nDcgJs2RrF79hUR6IUhPwEHZuo61HfHO8UtOup9PuQffOxSX6ALW3azEUr7uNTH61Jfqy1IOr4ufuwk3nwkJm4jg+fMbQN1CbhJYOWrmfwDAQcK71PC/DbEHc9WmIuBdn+Xl+raeOGs+DMSek9NngGv20xvjSvX+XpIiJ7k/TPYpT5KCIiIhmS8YEzl112WY9l1k8//XSXtalTp/Liiy8O8K5ERAbXzg5S6c/5tm1z/tTRrKio7TFo11vp9we1TeT64ITXn+Arbz5CwI1jSAYXXysbz+Ijz2FTXhGjCrKoa4l3KqvO9tvkBn1UR6KkmlF6xqTvT8VLrX4mLE4bN5wpY4u2ezCPiMjeRj0fRUREJNMyHnwUEZGdH6TS3/OPHjeci6eP7TZot23pd+oDa5btUBK2Cb+zmh89838U11amr1uXnc8dR57FC/sdCpZFyG8TDPgYHQp06Su5eWssHVyMxr1OE7ctktk5WX6H+pY4/WHbVo+9IUVEJMlOBx8VfRQREZHMUPBRRGQI2NlBKrtiEEtPpduhliZOX76Ez771LLFEMmjoWRb/OvgY/nr4qbQEstLH2rZF3dYYpflZbf0knfQeksNqkkHOnj4C+zSpWkRkl7LSA2cyuw8RERHZeyn4KCIyBKQGqcxfuqrPnow7c/6LGzZ3289x7oxy4p7pXLptDJ9Z8wJfWHYvOS1NyQnXwPqiUfz2qHNZP3w/jAG/BRYG14NowkuXV2+7h3CWQ8Lz2Bp1CfgswEqXXYMhljC4xjC+JG+QXnURkT1f6p+Nnn/sIyIiIjKwFHwUERkidnaQSl/nAz32c5y/dBUXHTM2Xbq935Yavvj4Xyj/6J309bf6Avx+8ud4bMJR+Hz+bv4B8Uh4hlkTS9hQu7XLHmZNLOGWx98hmvBIeOCzkx+KUwNpfI6FY8Ha6kYmjczH84x6OoqI7KRU2bWqrkVERCRTFHwUERlCdnaQyrRxwzlidCEPvlXFJ/XN7FsQ4vRDS7Fti9l3vkxTNMGIcJBo3LA1lsBn24wIB9gYifHI29UcMCzAwQ8t4cxVT+K4ifR1Vx44mV8d9nk+9ucScHrYS9vymH1yufb0iV2ew7Pra7Etm7L8bDZvjXYZSFOUE6Q57lLXHOtx4ramWYuIbJ9UzPG9jY28ULGZI8YU4ugHOSIiIjKIFHwUERlidmaQSndBu/vf+JhZE0uoqGki6HP4YHML0YSbDvwFfQ752X6yXn+FH61+kJaK/+Aag2Vb1OcP56/HnseKEQfhs8HfFMN1DbZjuvSVdF2Dz7b51KiCbp9DaihOwGczuiiny0Ca1oSH3/X4qK6Z3z27occMzQVnTlIAUkSkHx55u4q/vvQBAMve2cSydzZRmp/FtadP4ORDSjO8OxEREdlbKPgoIjKIdkUpcU/XWLG+tsey6nc3NtLUmkgPjHFsC8tOluFlNWzhq08sZcb7bzCsMEThsGw2bo2z9JDjWfrpkzHBIOOLc7l4+lhufGQdqysjxD0vWcpnACs5RdUAB5XkMmnf7gOnnYfiBLsMpKlvjnNwSR6PvF3V48Tt6kiUxcsrmDK2SCXYIiK9eOTtKub+5fUunR6rG1qZ+5fXWfy1TysAKSIiIoNCwUcRkUGyK0qJe7rGxdPHcsczG3oM2n28pYXmmIsFBPw2FhaW8Thh3Qq+9so/yY61pIOSoSM/Q+h732dW1nA+u02A07Ys5t39OvXNcdwOH2ktoCDk55pTxu/UUJyTDynhtmXru0zcBrAsi4KQn4qaJlZXRnY4O1REZE/neobrH1zT7YiZtp8Zcf2DazhxQolKsEVERGTAKfgoIjIIOmYlZvsdfE5y0vPaqki/S4lT12hsjRMK+PA7Np4xrKmM8N9L3iKW8CjM6T5ol5vlo74lTttgaUbXfcw3n7+HAzZ9AG1Zi43BEBu/9d+MmfNlbNtmUg/7CPhsnLasydSHWMtKrvelr6E4XSZubyPo2DR4hrrmWJ+PJSKyt3r5/TqqGlp7vN8AVQ2tvPx+HVPLiwZvYyIiIrJXUvBRRGSAeZ5h8fIKtjTHSLiGhpZ4ut9iwLGJu16fpcSpa9RtjeF6hoaWVoxJ9l0M+mxaYi5xz2NEOIjB0Brr0E8xYGNbySBhyG3lS68+yhfWLMc2HpD8EPr0uCO456izuOGY6Yyxuw/8pfbgeoaDRuQRTZj0YwR9FhsbY/0qie5tqM6qjxvSE7ezbKfLuVHXw29bFIYC2/19EBHZW9Q09hx43JHjRERERHaGgo8iIgNsdWWENZURtkZdoHO/xWjCI5qANZWRXkuJk9doYGvMxfU6FNIZQyLmkor1bWqK0hx1aY23D5TJ8juEgg5TPlrFvFeXMqxxS7pH4yf5I/jDMV/i4/IJYOg1qLe6MkJFTRPDQgFs2yY7AKmejcB2lUT3NFSnc19Iu8tQm/rmOONL85hYFu71+iIie7PivKxdepyIiIjIzlDwUURkgG1uihJpjWOMwe9L9luEZGDQciCe8Ii0xtncFO3xGrVbo9S3JNKBx455hQZIxSM3NW5TjmwgVFfLN1/+O9M+Xo1lgd9nE7N9/Puzp/DUZ2bhZAWINcb6DOrVNcfSJdHGmC7TqndFSXR/+kLOnVGuYTMiIr04YkwhpflZVDe0dtv30QJK8rM4YkzhYG9NRERE9kIKPoqIDLAtzXE8z2DbVjrwmGJhYdsWnmfY0hzv8Rp1TbFOGY/dfZjclu25fH7tM5y38mGyEjGstoExb5QdxNITv0ZkeAkJ16O2MdYlqNfdRO3CUAC/Y1HfEqO+OU404XUq/c4P+XdJSXRffSH7O5xHRGRv5dgW154+gbl/eb3Lfal/ha49fYKGzYiIiMigUPBRRGSAFeT4kwFGY9LBuhRjDJ5JBiYLcvxA94G/SGvPgcnuHLTpP1z6wn2M2fJJem1zIJfWK67kn7kH8N7GJuL1Lfgdi4NL8rh05rh0UK+3idpFuQHeroxgOkY/20q/m+Muh5SFd0lJdG99IUVEpG8nH1LK4q99mv9e8haNrYn0ekl+FteePoGTDynN4O5ERERkb6Lgo4jIABueEySc5SPSmiDuGXx2MvPEAAnPYFsW4Swfw3OCrFhfy6Jl61ldFSGe8PD7bCaWJvsg9kdOtJnZr/+LWe++gNWWH2mwePigo/jzp07l2OKx0JJoy8A0bf9tD+j1NlH7f5auast2TB67bem3MdAUTbCr9NQXUkRE+ufkQ0r5eEsLP/33Wj69XwH/PetgjhhTqIxHERERGVQKPoqIDLCJZWEmlOXz5kcNJFyXmOvhGbAtCDo2PsdhQlk+DS0xLv+/N6hvjreXVcdcVlRs5o2P6nt/EGOY/v7rXPTKPyhobUwvvz9sXxZN/SLv7jMagKff3USW32FYKEDAsYm5HuuqG5m/dBU/PeMQ7nhmQ3qidqS1tdNU7tZ4MrvRBrCSwUaT/GVy4I2ByvpWVn3SwGGjCnbtiygiIjvE79gAlOZnM7W8KMO7ERERkb2Rgo8iIgMsNUTlqntXUteUwJhkpM4Yi7hryMu2uXj6WH74wNvpvo/bZhU2x9wer18a2cTcF5dweNU76bVWX4C/fOpU/nXwMXh2+0Rq1zWUFGWlS7+zbIeSsE11JMovHnuXj+q20hJ38Qz4bAvLSj5+a1t/R2PAscHn2MngY1tw0rKS5eJx12Plh/UKPoqIDBGpdhUd+waLiIiIDCYFH0VEBpNFh5TBtsgdsKFmK//Z3Jw+pGP00TLdD5jxu3HOevspzn3rcfxee7nzi6Mm8Zsjz6I2Z1iXc/JD/k49JwEsy6Ig5OeD2iYaoy4Gg9+208dZgN+GaKKPD65tlzWq5hMRGTKctr/LXaPgo4iIiGSGgo8iIgPM8wyLl1fQGncJODZR4wGdy5nveHZD+xCXbYN3qQaRHUyqeo9LX7yPfSM16bVNOcO448izeXnUIT3uxeohMBh0bOIGPGOSvcAs2gbktGc22ha4BlwPXC/5HFJl16lr+2ybTynrUURkyPC1ZT56ynwUERGRDFHwUURkF+puUvXqyghrKiNsjSZLp51UObOBaMIjmoBo3OvX9cOtTVz4ygMcu+GV9se0LB6YMJP/O2wWrf6sXs+Pu91/+Iy6HgHbotWycF2D65lOPR1T+4WuWZip28bAvsOymLSvhsSIiAwVqbLrhIKPIiIikiEKPoqI7CIr1teyeHkFFTVNxF2D37EoL85l6thCIq1xjDH4fXbbhOm2jEIH4gmPWIegoDFdez5axuOE9S8z59V/khtrTt/3zvDRLJr6RT4o3Lfb0uxttcRdjDGdSq+NMdQ3x9mvKIcNm5qItCagbQ+po1KfWW2r/dfbsoDcoP5ZEZHM+eijj7Asi5EjRwLw8ssvc/fddzNhwgS++c1vZnh3mdE2bwZPZdciIiKSIXamNyAisidYsb6W+UtXsbYqQk7QR3FekJygj7VVjfzh+f/gegbbttKBxxQLK52VEvC1/5VsOnyNqq9m4SP/y+Ur/sawRAsWsDWQzaIp5/LdU6/go6KRDAv50+e2VU23Xb/9tt+xyMvyUx2JJofKeIaWuEt1JEpu0OHqEw9I78XqsI9Otw2UhoPkBGx8dvLaPhtyAjalBVlsboqxujKyy15XEZHtcd5557Fs2TIAqqurOfHEE3n55Zf5n//5H3784x9neHeZYad6PirzUURERDJEKSoiIjsp1dOxKZqgJNx1kvSHm7di2vopesYDrHQvRTDpPovTxgzj6fc2p68bTMT40puPctbqZdjGwyZZNrd87Ge484gzaMjOIzXHOtKawLGtdE8vn5MMdBqSJdSWBQeX5PG9kw/mjmc2UFHTRINn8NsW40vzmDujnLwsP46VDFJ6xiQ/sLbVXSczZpLXzw74KMoN0hr3SHgePtsmy5+cfl3TFKWuOTZ4L76ISAdvv/02RxxxBAD33nsvhxxyCM8//zyPPfYYl1xyCT/60Y8yvMPB52jatYiIiGSYgo8iIjtpdWWEipomhoUC3U6Szg8FaIq2tPV4TOUztnNsi3CWj/pWl5yATXPM49Mfr+GSl5YwoqkOSKapfxLeh8VHnsObZQclr9D2QTL1iDlBh2y/TX1LAmOSQU3LSl6/KCfANaeMZ9q44UwrH96lL6VtWyx/dxO2ZVOWn83mrVGiCS/d8zHb75AX9LOxsZXWuEtO0Ed2wIF0+BNaEy5+26IwFBiAV1lEpG/xeJxgMAjAE088wec//3kADj74YKqqqjK5tYxJD5xR2bWIiIhkiIKPIrLH6G7YS6qMeCDVNceIu4aA030ni7wsH7Zt9djs3/MMBaEAGxtamOBE+dKr93LIuteSvRkdG+P38eCnZvG78unEHH+X81NXtS2Lb51wEI+8Xc071Y3EXI+AY3NQSR6Xzixn2rjhyeNsi0kjuw6FKQwF8DsWAZ/N6KKcLpmNrQkXf7NNc8ylsIe+keNL85hYFt7OV1BEZNeYOHEit99+O5/73Od4/PHH+clPfgJAZWUlRUVFGd5dZqTKrjVwRkRERDJFwUcR2SP0NOxl7oz2oNtASQXtYq5Hlu10uT/mesnhMpDOREylFKbK4LyEy7Erl3Hea/8iGI8mmyli8d5+B7PkxK+xPquQ2JaWXvfRHHMZWZDNn75+xA4FYSeWhSkvzmVtVSMl4WCnzMZkcDHBgSNyibTEqY5EKQj5CTo2UdejvjlObtBh7ozyQQn4ioh058Ybb+TMM8/kpptuYvbs2Rx22GEA/POf/0yXY+9tUmXXnoKPIiIikiEKPorIbi817KUpmmBYKEDAsYm5HmurGpm/dBULzpy0ywKQ3WVXdg7a2V0yAmubYlhYlOYHiLQmOpUzhwIOh0Yq+dr/3c3oTR8my+Msi6ZQHg/MPJfXJkwBy6I10nvgEZJZLZu3xnrMbOyLbVvMnVHO/KWregwuXnPKeIB0oHfbvpEDHegVEenNzJkzqa2tJRKJMGzYsPT6N7/5TUKhUAZ3ljmpHwi5KrsWERGRDFHwUUR2a30Ne6mORFm8vIIpY4t2OiOvt+zK3oJ2QZ+N8WBYKEhhTvugltx4lLNe+idHrVyGm3DxOzZx1+PVw6ezZNqZRALZ+OIeQZ9FUzTRaS8dW0t2/DwZaYnv1HOcNm44C86c1GdwccrYooyUuIuI9KalpQVjTDrw+MEHH7B06VLGjx/PrFmzMry7zHDS064zvBERERHZayn4KCK7tb6GvRSE/FTUNLG6MrJD2YAp/cmu7CloN2tiCbctW58sy/Ynh8Ic9u4bnPnk/xHe2tA2GMbCf+A4rh9/Oi+FR2G2Altb2p4HZPkdoP2TY3cJLBZg7YIA4LRxw/sMLu5odqWIyED6whe+wFlnncUll1xCfX09Rx55JH6/n9raWm6++Wbmzp2b6S0OOp/KrkVERCTDtjv4OHv2bC688EKmT58+EPsREdkufQ17CTo2DZ6hrjnWr+t1V1YN9Cu78o9zjug2aAfw6Opq1lY1MsHU8cUn/srB77+dfsxW28cLJ5zDId+5hPeWrsY0RTEmGWBMxVN9toXfttI9IlMzsy3ap137HJtPjSrYnpevRwouisju6PXXX+eWW24BYMmSJYwYMYI33niDv//97/zoRz/aK4OPqR8cJTylPoqIiEhmbHfwsaGhgRNOOIH999+fOXPmMHv2bPbdd9+B2JuISJ/6GvYSdT38tkVhKNDnNOyeyqpnTSzZruzK7oJ2l07bj+XX3copL/6LLC8BloVnDK+Nmsjfj/sKV82eyR3PbKAl5hL0OUQTHpDMiAz6bFzPEPDbtMRcoC2TZZuhNQeV5DJp3/yMTf0WEcm05uZm8vLyAHjsscc466yzsG2bKVOm8MEHH2R4d5mRHjijxEcRERHJkO0OPv7jH/9g06ZN/PnPf+aPf/wj1157LSeccAIXXnghX/jCF/D7/QOxTxGRbvU17KW+Oc740jwaWmLMvvPlHqdh91ZW/W51I60Jj2GhQLd76DO7cuVKpi5YwKS171JjeUQN1IbC/O2Yc6mfcjTfnjmOvCw/ayobaIm7eCYZXLSwMEBrwsO2INvvUBDy09iaaC+7NskPloU5Aa45ZTwvbticsanfIiKZNm7cOP7xj39w5pln8uijj3LVVVcBUFNTQzgczvDuMsNO93xU9FFEREQyo/s6xT7ss88+XH311bz55pu89NJLjBs3jv/6r/+irKyMq666ivfee29X71NEpFupCc25QYfqSDQZvPMMLXGX6kiU3KDD9AOG84N/vM3aqgg5QR/FeUFygr50v8bn3tvUqaw6y+9g2xZZfoeScJBowqM17hJ13W73sG125aqPG1j+7iZWr/kQ78c/hosugg0byP3/7d15nFV1/cfx1znnbjPMxjAOM6OoMLiwamoguFBJgZoFWS6ZkZUpar+KsoRyKwPTFisV21wqy60wK6PcQA0Ud0fAhQEDZIYRhpk7613O+f7+uMydGbizADNzZ3k/H01yzz3n3u+5Z2Du/cxnCfoYXZhN3kUX4j3wIF+57mLu+eJUpo8tYEdDhHBzHM8kekXaloVlJf7rtxNZkk0xly+fPJqpo/PJy/QzLOgjL9PP1NH5/OycYwFYtKysw/NctWFHH14ZEZG+d8011/Ctb32Lww8/nClTpjBt2jQgkQX5gQ98IM2rS4+WzEcFH0VERCRdDmjgTEVFBY899hiPPfYYjuNwxhlnUFZWxvjx47npppuSv20WEenNUuDOJjRfcuoYfvX0xk77Nf74P2+zvbapw7LqEVkBtlQ3saM+yiF5TtfZldvrmLr+OT67+q+8G2+iMDtIVtAH48djLVpE8dFHU7zHOdQ0xPA8k3hNLPCMSfZ8tKxE5ornGYpzM/n9F8em7Cs57641fTL1W0Skv/r0pz/NySefTEVFBcccc0xy+2mnncbcuXPTuLL0aZl27aWaVCYiIiLSB/Y5+BiLxXjkkUe46667+M9//sPkyZP5+te/zmc/+9lkOcuyZcv44he/qOCjiAAd91LsyVLgjiY0d2ca9pbqRlzPkD8sdTJ4yOeQEXAI+mwqapvJCDg4loVrDE1Rl+yQL5ldmVWxhav++wBHvpfIAG82hvIGj9DFl3LUFV8EO/VzDM/0Y9sWrmtwvUTgMTlQxiJRXu1Yyf327CtZtrW2T6Z+i4j0d0VFRRQVFbF161YADjnkEKZMmZLmVaWPkxw4o+CjiIiIpMc+Bx+Li4vxPI/zzz+fNWvWcOyxx+61z4c//GHy8vJ6YHkiMtB11ktx0bIyFs+d1GMByFRBue5Mw/aMwbbodGjNsIDDrIlFLHvlPSpqmvBI9K3IzvBz/pRDWbVuGzNX/JWzXnsM23WJ7T72uTHH8cfpZ3PosMO4B6vDXhcjsoJk+B3CbhxM+ynWLZ8Xs/wOI7KCKY/v6anfIiIDked53HDDDfzkJz+hvr4egOzsbL75zW/y3e9+F7uDXwANZsmBMwo+ioiISJrsc/DxZz/7GZ/5zGcIhUId7pOXl8emTZsOaGEiMvB5nmnXSzEdpcDdmYad4XcozAmxdVcTI7MtInFD3PPw2TZBn0VNY4zi3CBPvlmFz7YoycvAssAYaIq5rLn/X1z45J84qPZ9IBE0rMoewa+nf4YXSsZhW1C/rZa128LJbMw9y8/HFWUnX4OWVyKZ+bj7zy377e95tvSlFBEZrL773e/yu9/9jhtvvJGTTjoJgGeffZbrrruO5uZmfvjDH6Z5hX2v5XdSrsquRUREJE32Ofh44YUX9sY6RGQQ6k7Jc2+XAnd3GvYlp47hmw++xttV9bT9fGZZiZJogIY9gqjZDbV88un7mfjGc8kPda7t8LdJp/HgMR8j5g/gM4a4MYSb4zzzThU/Wr6eNyvriMUNfp/F0UXZXLZ72rVjgd+xdmdiWsnoY8ttx4L1lXUpX6vunmdLf0gRkcHonnvu4be//S2f+MQnktsmT57MwQcfzGWXXTYkg4+adi0iIiLpdkADZ0REOtMfSoFbpmEvWlZGZThCXqafoGMTcT1qGmNkBR3mzyjd46jWYS9gEfcM22qayR+WCKJanse011by8Wf+SijSRNwC18DakWNYOu0c/pdblHiYuIe9e2CM6xnuWLmRppjbGtyMwvObqnmn6lW+MH00tmVTkpvBzoYIkbiXzHzM8DuMGBakMeZ2+Fp19zw1bEZEBrPq6mqOPvrovbYfffTRVFdXp2FF6aeyaxEREUk3BR9FpNf0l1LgzqZhz59RyoljRjDvrjW4nuHIkVlEYm3Krv0WW6qbaYrFGJkTpKRqM+f85w8cWtHaWqIxI4ulx3ycx8dOaYlYJnmGRAYjUNccx7bBZ9vJUuq45/F+XYSHXtqCz4aAz+aw/Exqm+LEXA+/Y5Ob4SPiGvyu1+lr1dV59lRvTRGR/uqYY47h1ltv5Re/+EW77bfeeiuTJ09O06rSSwNnREREJN0UfBSRXtOfSoE7moZt21a7SdG2ZZMRAGgNluZk+HDr6zj9sX8wq+wpjOclgooWvDjpJP4wZQ5vNu8dXN2TZYHfbn0dLBK3Y67HluomxhVns2lHI67nEXW9ZPblrkYbx7Y5ZlRul69VZ+cpIjLY3XTTTZx55pk8/vjjTJs2DYDVq1ezZcsWHn300W4/ztNPP83NN9/MSy+9REVFBcuWLWPOnDnJ+7/whS9wzz33tDtm1qxZLF++vEfOoyclMx/V81FERETSZOiN/BORPtNSCpwVdKgMR2iKuXieoSnmUhmO9JtS4K7Kw0/aUsZtD9/Ih19+nGjMJRr32Jh9EN/+2OUsPuEctpjuZW4mSrD37n3pOBZxz2NkTpDGaJzGqAu0DglojLo0RuOcekRBt16rlqnfM448iEmH5Kb99RUR6SszZszg7bffZu7cudTU1FBTU8OnPvUp1q5dyx/+8IduP05DQwPHHHMMt912W4f7zJ49m4qKiuTXn//85544hR7nqOejiIiIpJkyH0WkV/WXUuBVG3Yk1xBzDX7HorQwi/kzSjssD88L7+Tsx//EuA2vEncNnjFEbR8PHTeLRyZ9hKjtIx5196y0pu3Nth/1Okw62b19Q1UDw4IOcdcQdT1cL5H5mBlw8DkWT7+zgy+dPEbBRBGRTpSUlOw1WOa1117jd7/7Hb/+9a+79Rinn346p59+eqf7BINBioqK9nudfcVOZj4mqg72/CWYiIiISG9T8FFEel1flQJ7nkn5HKs27GDRsjLqI3GGZwYIODZR12N9RR2LlpVxw5yJ7crDHc9lxkuPM3vVI/hjUWKeAQvKDhnPb6d/mi3DRiRKokkEBl1jaI55OLsHVBuTHFSdyHYkMZDGM2AwWG3CkwaD6xkc2yLcHKMwO0TQb9Mc9ZJ9J0MBm+aY1+uTwUVEpPtWrFhBYWEhw4cP5yMf+Qg33HADI0aM6HD/SCRCJBJJ3g6Hw32xzGTmIyR+DjmKPYqIiEgfU/BRRPpESylwb+kos/GSU8fwq6c3Uh+JU5QTSmZ8hGyHohybynCEXz29kUtOHcP3Hn6DYW+/ySX/vY9RO9/DM4aYZwgPy+EP087m7cnTyPQ7HBZrExj029Q0xdi6qwljwO+zAKvNtGxDLG5IbIVY3MPn2FhWIkgZdxNTrQ/Oy6C+OU7AsbGwyAg4tO072ReTwUVEpHtmz57Npz71KUaPHk15eTmLFi3i9NNPZ/Xq1ThO6h7AS5Ys4frrr+/jlYLTJtoY9zycFAPgRERERHqTgo8iMuB1ltl45UOvE4175A8LpOy3mJfpTwybiTdzz/YncP/5VyIxl9ju0rTXp32U+i9ezJqXd1Doc7CsvQODOSEfPtvC9Qxxz+CzLWyrZZp1IkXy8BGZNEZdqhuiuF7rMBnbthgxLMCXTxnD7U9tSPtkcBER6dp5552X/POkSZOYPHkypaWlrFixgtNOOy3lMQsXLmTBggXJ2+FwmFGjRvX6WttlPnq9/nQiIiIie1HwUUQGNM8zLF1ZTn0kzsicIJGYoSEax2fbjMwJsKW6maZY4r5UgrbF+DfXUHzxD8hvrsfkZ1LTFOP94kPZfOk3+PTcD7G+so47X9tJ1PUI2nuXREddQ26GH4Ohrjnerqm/bVnkZwX44ZxJANy+opy3KuuIuh4Bx+aoomwu+1ApJ44Zwb/XVvaLyeAiIgPNpz71qU7vr6mp6dXnHzNmDAUFBWzYsKHD4GMwGCQYTP2zqDc5bVqcuJp4LSIiImmg4KOIDGhrt4Upr6on6HP4384mInE3mVUY9Dlk+B0aIomgYN4eWYMHVW9nzn/+wBH/W08oP5N6Y3gvAn/6wJksnzADZ4Oh9J4XuOTUMZQWZvH61prkMJiW5wg4Nj7HYvIheVxy6hjuWFnOm5V1ydLvo4uyuexDY5ODdTrrfTl/RimLlpVRGY6Ql+kn6NhEXI+axli/mQwuItIf5eZ23tYjNzeXz3/+8732/Fu3bmXnzp0UFxf32nPsL7vNL7M08VpERETSQcFHERnQqhujNERdGiPxxJAXi2TJc3PMpTkaB8si3BQjN8OPZVn44jE+suZfzHzuUUw0StCfGBrzz/yjuHPa2TQNLyC4uyfj+oow33v4DU4qHcHq8p24nsHnWDh2onF/Y9TFsS1OPaKAk484iOmlBZ0O1ums92V/mQwuIjLQ3HXXXT36ePX19WzYsCF5e9OmTbz66qvk5+eTn5/P9ddfz9lnn01RURHl5eV8+9vfZuzYscyaNatH19ET2mY+ego+ioiISBoo+CgiA1pehp/mmJvI5rDAeK2Tpi0L2D3ZMzPoozIcYcrOcj735L2MqN6emDJtWeSNHsXPp3yKBzNHE3cNkdrmNtmTNtG4yz/fqExMtvYSmY+ul7g/M+Dg2DZPv7ODL5085oAH6/TVZHAREenYiy++yIc//OHk7ZZejfPmzWPp0qW8/vrr3HPPPdTU1FBSUsLHPvYxfvCDH6SlrLorbX98xBV8FBERkTRQ8FFEBjzPM3gApn3QseUzlgN8/bgRBG79JUe/8izGGDzLIhjwY33uArZ9/ossu6+M+sYonkkEL9n9eG7UxQKwXA7OyyA3w0/zHtOum+Me5VX1rN0W7pGJ3r09GVxERDr3oQ99CNNJf8R///vffbiaA2NZFs7uoWieej6KiIhIGij4KCID2q6GKF5ruDDxpzafrSzjMfOt5/jYkyvJizfTlJ+J6xliEyaS9/1rsI86khVvVlHbFMPdfZzV8n+7A5Etj2lZpJx2HXRsaj1DdWO0y/V6nlFWo4iI9CnHsnAx6vkoIiIiaaHgo4gMaLsaY2ASZWV7fqY6dFcFVzz3AOOqNsHwTKxMP5kj8uCrX4U5c8C2AdjZEE2Wollt44DW7hjk7seNxL2Ua4i4Hn7bIn+PgTZ7WrVhR7KfY8tAmtLCLPVzFBGRXmXbgKuBMyIiIpIeCj6KyICWN8wPFnht4oLBWITzX/s3c9atwDaJOxzbgjPOgK9/HfLz2z1GuCmW/HNLr8e2t1vUR+IclGWw2uxgjKGmMca44mwmlOR0uM5VG3awaFkZ9ZE4wzMDBBybqOuxvqKORcvKWDx3kgKQIiLSK5zdP7dUdi0iIiLpoOCjiAxo+ZkBbBLlZAAf3LqWS597iIMadiX3qcg5iOCSH5Bz1mkpH8OyrZYqa6B9wLGtoM+hMhwhL9NP0LGJuB41jTGygg7zZ5R2WD7teYalK8upj8Qpygklg5ch26Eox6YyHGHpynJOHDNCJdgiItLjWiZeK/NRRERE0kHBRxEZ8GzboqBuFxe/8Fem/e/15Pa47fDQpI/yyAc+yr3HHt/h8R8YlYffsYm7iSzJlj6P1u4vAJ9j842ZR/Cfddspr6qn1jP4bYtxxdldlk2v3RamvKqe4ZmBdlmTkOghmZfp79GBNSIiIm0p+CgiIiLppOCjiAxoNfXNzHnzaT695u+EYpHk9rLiI7l92mfYnltIZtBHTZvS6j1NOjiXo4qyWLstDIDPtpLRx5YPakcVZXHB1MO4YOph+zwwproxSsw1BBw75f37MrBGRERkXyWDjyq7FhERkTRQ8FFEBq5165j8vespXPMqFuBaFjXBYdz5wTk8PfYEgn4fhRl+jDGdDoOxbYuFp4/jGw+8SnVDtLXs2iQ+sOUPC7Dw9HHJIOO+ZifmZwbwOxZR1yNkO3vd392BNSIiIvvDtpT5KCIiIumj4KOIDDz19XD77fDgg+QZwy6fTXPM5cXjZvCXaXMJBzI4zLYJ+i22h6NdDoMBmD62gJ+dcyy3PfUOa7eFibqGgGMxoSSHyz98xAENg5lQkkNpYRbrK+ooyrH3a2CNiIjI/mrJfGw7nE1ERESkryj4KCIDhud6vPvA38m7/eeEaneREXCwgJyJR3PDkWfy2vDDyPA5OAaa4y67Gl2yQ75Oh8HsybJs/I6DwcPv2FhW6lLpfWHbFvNnlLJoWdl+DawRERE5ECq7FhERkXQ68E/VIiJ94MVny3j8Y+cRufLbVG7cyv+qG3m7NsY7515EwcMPMm3Oh3GNoaKmic27GqmoacI1hgumHtqtrMVVG3awaFkZb1aGycv0c0heBnmZft6srGPRsjJWbdhxQOufPraAxXMnMa44m8ZInKr6CI2ROOOKs1k8d9IBZVaKiIh0pnXgjFIfRUREpO8p81FE+rdYjA0/WUrojl9xSCyGY1tYts3royfx6xM/TYRCLlj1P+59fjMOkJvpx/VMYj/g3uc3M6Ekt9PgnucZlq4spz4SpygnlCyLDtkORTk2leEIS1eWc+KYEQeUnTh9bAEnjhmxzwNrREREDoST7PmY5oWIiIjIkKTgo4j0X6+8glm8BPuFMuyYi9+xqc0ezl8/cj5lR3wAP7CjtpnbVpQTi7k0xT3a9tK3LWiOucnAIZAy8Ld2W5jyqnqGZwba9WMEsCyLvEw/5VX1rN0W3udhM3uybeuAH0NERGRf2LYGzoiIiEj6KPgoIv1PbS38/OfwyCM0RV0icQ/bcVh5/GksP3kOkUAIAAvICDi8t6uJVB+nPAMNUY/XttTwpzWb+ffaSsqr6om5Br9jUVqYxfwZpcQ8Q8w1BJzUnSiCjk2tZ6hujPbeOYuIiPSSlsxHTz0fRUREJA0UfBSR/sMY+Mc/4JZbEgFIElkaGwsO5W9nfIGK4sP2OsQypl3gsW3eYsv2cHOcXzzxDp4xDM8MEHBsoq7H+opEP8cvnzIGv2MRdT1CtrPXc0RcD79tkZ8Z6LFTFRER6SuOMh9FREQkjRR8FJH+YdMmWLIEXn65dduwYVR/+Yss3llCZkaAUIrD6qNuu9sdfayqj8QZUzAsZT/H5W9UMuagYbxZWU9Rjt2u9NoYQ01jjHHF2UwoyTnAkxQREel7Cj6KiIhIOmnatYj0Cc8zlG2tZeXb71O2tRav5QNQJAK33w7nn4956WV2Ncaoqovw1uRpxO9/kFFf+TxjinLY1RjD7FEuZoyhOeameLa9hfx2h/0cN75fz+yJxWQFHSrDEZpiLp5naIq5VIYjZAUd5s8o1WAYEREZkNTzUURERNJJmY8i0utWbdjB0pXle/VbvDJnF5PvvQO2buX9+ghVdRG2ZeZzx4mf5tWR48j+9atc/qFS5s8oZdGyMirDEfIy/QQdm4jrUdMYIzPg0BTrenxnyL93OTW09nMclZ/J4rmTkuus9Qx+22JccTbzZ5R2Oi1bRESkP3N2/+7MVc9HERERSQMFH0WkV63asINFy8qoj8ST/RZDtdV8+Pe/JVj+MvXDM2iKubxXF+MvE2by1w/MIu73YxuobYzxo+Vv8Z3ZR7F47iRuX1HOW5V1RF2PgGNzdFE2Hx1fyHWPrOuw3LqFbaXOWmzbz3HSIblMOTyfv79ewXs1jRycl8lZk4vx+ZQkLiIiA1dL2bWnzEcRERFJAwUfRaTXeJ5h6cpy6iNxinJC2MYw/bUVfPzpvxCMNhMzhqq6CC+PGM0vPnQ22wuKsS0bG7AtsC2PaNxw24pyfnHesYDBYEj8zwCGxqhLZsChIdpx+bVtQV1TjLwMf6f9HFNlaP71la3KfBQRkQEt2fNRmY8iIiKSBgo+ikivWbstTHlVPcMzAxxStYXPPPYHDq3YlLy/OTObX33wE/x91PE4Phuf1T7D0LZsfI5HuCnGggdeA2g3rfrNynrK328g5HfI8Dvsaozitvlc5ViJ/Q2GgM9JWbbd0s/xuY0798rQbDsRe/HcSQpAiojIgKSBMyIiIpJOCj6KSK+pboxiNzVxzvPLmfHKk1imtTfjmokn8bdTzmZtk40XdfF3MMvFtiBmoDESZ3TBMCJxQ0M0js+2GZkdoDIcwTUGn21xVFEW4SaXmOvhd2xyMhyq6mKML87hklPH8KunN6bs53jimBHMu2tNMkMz1UTspSvLOXHMCA2dERGRAael9YiCjyIiIpIOCj6KSO8whlGvPsdN999AQWNNMqC3fUQxD330c5SPOoqmmIs/FsGOungmEWjcU8sHpYDP5n/VjUTiHsaAZUHQZ5OT4ScSc/E7NtvDUTICDiG/g2sM28NRskO+ZNn0iaNHpOznWLa1Npmh2dFE7PKqetZuCzPpkNxef+lERER6kjIfRUREJJ0UfBSRnldRATffzOinn4ZIA82ewQr4+c+0s3hqyixcx5fstzihOIc3ttUSbopjWx52m9Jrz3i4u5Ml65vjGMvCZ1tYFhigKeYRjUfICPj46JEHsXxtJRU1TXiADWRn+Llg6qFMH1vQaT/HmGeIuYaAk3qwTMtE7OrGaK+/dCIiIj3N2f2LNU89H0VERCQN+sUI19tuu43DDz+cUCjE1KlTWbNmTbeOu++++7Asizlz5vTuAkWke+Jx+MMf4DOfgaefxgIKs4O8efgEvvnp7/L3E2YTsxyaYi6V4QhZQYfLPzyWKz48Fse2iMYNcc/DMx5xLzFsxrYt7N3BRp+d+OAU9wyeMfjsRBZHQyTOyrffx2dblORlMGp4BiV5Gfhsi3uf38xvni5n0bIy1leEGRb0UZgdZFjQl+znuKW6Eb9jEXW9lKfVdiK2iIjIQGMnMx/TvBAREREZktKe+Xj//fezYMEC7rjjDqZOncott9zCrFmzeOuttygsLOzwuHfffZdvfetbnHLKKX24WhHp0Ouvw5Il8M47rdtGjCDrW9+i6PBjGdFBv8XpYwuSg1xuW1FOXVMMF7CA3Ew/c48t4U9rthCNe0TiqTM2LGNoirocMjyjXdl0rjFUhpu5bUU5jgXFuRkp+zkuf6OSMQcN483Keopy7E4nYnueYe22MNWNUfIzA0woyVEfSBER6dd8yeCjoo8iIiLS99IefPzpT3/KxRdfzEUXXQTAHXfcwT//+U/uvPNOrrrqqpTHuK7LBRdcwPXXX88zzzxDTU1NH65YRNoJh+HWW2HZMmgp57KsRPbjZZdBVhbTgRNLCzoN2l18aikXTR+9V0/G/27cyZ9f2EJnhWIGyAw4Kfs1ZvgdttU0UZKX0WE/x43v13PZh8eyddfGLidi71m6XVqYlQyiioiI9Ee2ej6KiIhIGqU1+BiNRnnppZdYuHBhcptt28ycOZPVq1d3eNz3v/99CgsL+dKXvsQzzzzT6XNEIhEikUjydjgcPvCFi0gi0Lh8OfzsZ1Bd3br9qKPgu9+F8ePb7W7bVpfDWnw+m7nHHdxuW27QRyTedaZG0J+6i0RLf0jbSp2d2NLPcVR+JovnTkoGF/fM0ARYtKyM+kic4ZkBAo5N1PWSpduL505SAFJERPqllp6PrmKPIiIikgZpDT7u2LED13UZOXJku+0jR47kzTffTHnMs88+y+9+9zteffXVbj3HkiVLuP766w90qSLS1ubNcOON0LY/a2YmzJ8P55wDjtNjT1W+o4Hu9MdvjLpkBf17bTcmUcLdUZP9tv0cJx2Sy4ljRuyVoQkw76411EfiFOWEUpZuL11ZzoljRqgEW0RE+p2WadeeMh9FREQkDfrFwJnuqqur48ILL+Q3v/kNBQXdyzBauHAhtbW1ya8tW7b08ipFBrFoFH79azjvvPaBx498BB56CM4/v0cDjwAVtU3d2q+uOY7ZI8BojKEp5pKd4acx6qa8v6YxRmlhVjLI2JKhOePIg5h0SC62bbF2W5jyqnqGZwbAgqaoS11zjKaoCxbkZfopr6pn7TZlVouISP9jJzMfFXwUERGRvpfWzMeCggIcx2H79u3ttm/fvp2ioqK99i8vL+fdd9/lrLPOSm7zdjfO9vl8vPXWW5SWlrY7JhgMEgwGe2H1IkPMCy8kBsps3ty6ragIvvMd6Mbgp/0d1FKcm9Gt5WUGnA76Nfq4YOqh3Pv85k77OXa2lurGKDHXEHU9KmqbicTdREalBUGfw4isADHPUN0Y7dZaRURE+pJPPR9FREQkjdIafAwEAhx//PE88cQTzJkzB0gEE5944gmuuOKKvfY/+uijKSsra7fte9/7HnV1dfz85z9n1KhRfbFskaGluhpuuQUefbR1m23D5z4HF18MGYngYGfBxVUbduz3oJbSgmGJvo2dfF6yLPi/Dx/BY29u73Ci9oSS3A77OXa1hvzMAJ4xvLcrkYXp2BaWnVhTc8zlvV1N5Gb4yc8MdP16ioiI9DENnBEREZF0Svu06wULFjBv3jxOOOEEpkyZwi233EJDQ0Ny+vXnP/95Dj74YJYsWUIoFGLixIntjs/LywPYa7uIHCDPg7/9DX75y8RE6xaTJ8OiRTB2bHJTZ8FF6P6gllQBzNpInMyAQ0PEBRL9G1u0fITKDDgcdtAw7pk2pcMA6PSxBSn7OXYn+3JcUTauMbieIeCzkuVrlgXYhmjc4BrDuKLs/XutRUREepGzu9GSgo8iIiKSDmkPPp577rm8//77XHPNNVRWVnLssceyfPny5BCazZs3Y9sDqjWlyICzV9CvsQr7xiXw+uutO2Vnw//9H3zyk4nMx91WbdjRYXBx4bIyckK+bg1qeW7jzpQBzFkTisgN+Qn5HGoao+0mdToW5GUGCPps8jMDXU7U7s7E7VTWV9bhWOBzLOIe+GyDRSL4GfcS2x0rsd/+PL6IiEhvapl23dHwNREREZHelPbgI8AVV1yRsswaYMWKFZ0ee/fdd/f8gkSGkLZZi3ZzM2e//C8y1z7FyGF+soK7/4k44wz4+tchP7/dsZ5nWLqyvMPg4taaJipqmjk0PyN5XwvLspKDWv60ZjO/fWZjygDm5p0NjMgKsLm6kaDfJhI3GGOwLIugzyLueYwvzEkOjOkN1Y1RbMumJDeDnQ0RInEv2fMxw28zYliQxpirno8iItIvqexaRERE0qlfBB9FJD3aZi2eUvkm5624j+G1O4h4hveicQrGH8GIG66BKVNSHt92CnSq4GKm3yHcFMMzicnSzTGPuOfhs21CfpugY1Pjevx5zeZOsyNtO05DxMX1DD7HwrYtPANNUY+obTj1iILEtv0catOV/MwAfsci4LM5fMSwvc6jOe7hdz31fBQRkX5JA2dEREQknRR8FBmiWrIW/TvfZ+ELDzP5nZcTd1gWdsDPQ5M/yjtnnM2dJ3yQjhoftEyBDjip9wj5HQBqm6JU1XntMgaDPpucDD8AVeEIw3cH7pqibrvAXm6Gjy3VTQR9ieeIuh6ul3iMzICDY9s8/c4OxhXn8KunN+7XUJuuTCjJobQwi/UVdRTlBMkIOEDi3Iwx1DTGGFec3avZlyIiIvtLmY8iIiKSTgo+igxRa7fsYsx//saVL/6TjFgk0QfKwFuHjmPZrM+xJfsgGqsjrN0W7rCPYUtGYNT1CNnOXvfbdqLP1K7GGJYFPttOTK4GmmIujVGXQ/MzaYi4ROMe22qadgcoW8qqbXJCfuKeR0FWiPxhgZRZh+u21XLlQ68Tc70uh9rsD9u2mD+jlEXLyqgMR8jL9BN0bCKuR01jjKygw/wZpT2SZSkiItLTWno+uur5KCIiImmg4KPIULRuHYXfuZpzXy7DtiyinmFXKIs7PziHZ0qPJ+j5GOF6xDzTaR/DthmBI7MtInGTDAwGfRa7GmIE/TaNUbd1NHXLpJbdtx3bwvU8ttZE22dkGEM86tIUczEmkUVpWVa7rEOAgG0Rbo6T4Tccmp/Z6VCbAwkOTh9bwOK5k5L9MWs9g9+2GFec3SPZlSIiIr3F2f3zz1Pmo4iIiKSBgo8iQ0l9Pdx+Ozz4INmRODuBmOvxn6Omc+8HP0FjKBPbQHPM5b1dTeRm+DvtY9iSEfiNB17l7ap62iZUWBZkh3wEfQ65GQFqm2JE4i5md8l0RsBHboafxkicppjbYSmYZxLxSstKfX84EsfzDLkZ/k6H2nSWwdld08cWcOKYEb3SV1JERKS32Mp8FBERkTRS8FFkKDAGHn8cfvIT2LEDgAy/w+b8En7+wU+zsWQMYCUDg44N0bjBNYZxRdn78kTJno5gJQfN5GX4GT7MT3O0Tcl0wMZ48N7uUuvOHxV21EUZle9rF2A0xhBuimPbFtmh1P+cBR2b2i4yOPeFbVsHHMQUERHpSxo4IyIiIumk4KPIYPfee/CjH8GqVa3bQiG2fuZCrtl1KDujBjfepg56N8e2cCxYX1nHpENyU06SBli6shzXMxw5MotIrE3Ztd/ivV3NNMdcIq5Lhu3bq2S62XXxPEN3PgvZtpWy3+KwoIPfsYi5hlRzbyKuh9+2NIlaRESGLA2cERERkXRS8FFksIrF4A9/gN/+FqJtsv5OPRWuvJKNdT4if34FTCz18cYQ9xITrVdt2MHtKzbwZmUdsbjB77M4uiib2ROLKa+qZ3hmANuyyQhA2+DiiKwAW6qb2FEf5ZA8Z6+sxZrGGNkZPsKROLA7Y7Lt5yKLZCn3SaUjqG2O79Vv8ZJTx/CrpzfunkRtp3wOTaIWEZGhzEkGH9O8EBERERmSFHwUGYxeeQWWLIGNG1u3FRbCt78NM2aAZZEXr6E55gIQ9FmA1aZk2hB3Dc0xl807G7j1qQ1UN0RbezpG4flN1azdFsbzYHgHWYUhn0NGwCHos6mobSYj4OBYFq4xNEVdskM+Tj2igN8/txmgzfOTvN3i+MPymTf98JT9Fm3L0iRqERGRDrRMu/bU81FERETSQMFHkcGkpgZ+8Qt45JHWbbYN550Hl14KmZntdm/5DGJhJTIGrbbbE/0b7/rvJt6vi2BZ4LPt5LDquOdR2xTDtiwicZeQ36E51qanoz8RABwWcJg1sYhlr7xHRU0THmAD2Rl+Lph6KFNGj+DPa7YQ210Klupzkd+2OO6w4R32W9QkahERkY6p7FpERETSScFHkcHAGPjHP+CWW6C2tnX7+PHw3e/CUUftdUhNU4wMv0NTzBDzDD6bNoFFg2Nb+B3YXN2EBfjt1pLmltsx18P1DBU1TWBZRF0vmb0YcGwc2+awERk8+WYVPtuiJC8Da3cpdVPM5d7nNzOuOIeji7N5470wqT4SWcDRxdlMOrjzIS+aRC0iIpJacuCMMh9FREQkDRR8FBnoNm1KlFi//HLrtmHD4Ior4OyzE5mPKeRnBhgWdMgKOdQ2xYjEWwOHGX6bnAw/Dc1xGk0cv2O166UIYFkWjmPhxg1Nu4/1ORaODZ6BxqiLbbnUR/w0ROIU5YTaPUauMVSGI/zq6Y18Z/bRfPPB19hZH8GY1vJry4KCrCALTx/XrSCiJlGLiIjsLZn56Cr4KCIiIn1PwUeRgSoSgd/9Dn7/e4jHW7d/7GOwYAEUtJYap5pUPaEkh9LCLNZX1HFYfiaReJtJ1T6L7XVRRmQFqYvEE+mQKWJ/Znf5ViLLMZH56HqJoGFmwMGyYFtNM6PyM1IGL/My/ZRX1ZObEeBn5xzLbU9tYO22MFHXI+DYTCjJ4fIPj1XZtIiIyAFo6fmozEcRERFJBwUfRQai1avhxhvhvfdatx18MFx1FUyb1m7XVRt2JHshxlyD37EoLcxi/oxS5s8oZdGyMrbXRcnL9DMs4CPiemyvi5IVdLjopMO54Z/ribsetm2w2kQgDSY5NbMgO0hepp/maJuejwGbnfVRtoeb8TqYrhl0bGo9Q3VjFL+dyK70OzYG8Dv2XgFLERER2XfO7iIITz0fRUREJA1S12OKSP+0YwcsWgRf/Wpr4NHngy9+ER54IGXgcdGyMtZtq8WxLTIDDo5tsW5bmEXLygBYPHcS44qzaYzEqaqP0BiJM644m8VzJ3HB1MM4cmQWBojGPKJxl0jcJRp3icY8DIk+UjkhHxYWGQGH7JCfjICTuO13AJJTtfcUcT38tsWW6kYWLSvjzcoweZl+DsnLIC/Tz5uVdSxaVsaqDTt66xUVEREZ9GxlPoqIiEgaKfNRZCDwPHjoIbjtNmhoaN1+3HGwcCGMHp3iEMPSleVUN0RxPUO4ubndMJiYm7j/noumdDqoZeHp4/jSPS/QFPPYcyJM0LHJCvmIuQbbNntlPrZMyG6MueQb0y6T0RhDTWOMo4uyWP5GJfV79IUM2Q5FOTaV4QhLV5Zz4pgRGh4jIiKyH3yOpl2LiIhI+ij4KNLfvfUW/PCHsG5d67bcXPj61+HjH09EE1NYuy3Mum21NMVcPGOwrdai6ea4i215rNtWy9ptYSYdktvhoJZ/vr4tEXhMIeJ6DHcsquqaibtmr2nXPsfiqKIsws1xKsMR8jL9BB2biOtR0xgjK+gwe2Ixtz+1geGZgU77QrasU0RERPZNMvNRwUcRERFJAwUfRfqrxka44w647z7aNU38xCfg//4P8vI6PXxHQ4RwcxzXMxgDbpu0RQswliHcHGdHQ6TDx4hGXe5/cWv749r8F6CqLoJFYsL1ntOuHdviE8eUMKEkN9l3stYz+G2LccXZzJ9RSswzxFxDwEndBaJtX0gRERHZd46t4KOIiIikj4KPIv2NMbBiBdx8M1RVtW4fPTpRYn3ccd16mJqGGK5nSPU5w+x+GjxDTUOsw8e44+mNxNs8gNnjvyQegoDPImTbe027dmybp9/ZwZdOHtNhaXfZ1lr8TmJSdsh29lpDS1/I/MxAt85bRERE2muZdu2p56OIiIikgYKPIv1JRUUi6Pj0063bAgG4+GL43OfA7+/2Q+Vm+OjqM4Yxif068r/qhg7vayvg2Bw+YhjNsTY9H/02zXGvXcl0qrLpCSU5lBZmsb6ijqIcO2VfyHHF2UwoyenWWkRERKQ9W5mPIiIikkaadi3SH8Tj8Pvfw2c+0z7wOH06PPggXHTRPgUeAXY1xvacD7MXs3u/jozKz+zWc4X8iaBhu2nXlkXQsYl1UTJt2xbzZ5SSFXSoDEcSPSo9Q1PMpTIcISvoMH9GqYbNiIiI7CdfS/BRsUcRERFJAwUfRdLt9dcTWY2/+AU0Nye2FRTAjTfCz38OBx+8Xw8bbuo4qNjd/U4uHdGtxwh0EBjsbsn09LEFLJ47iXHF2TRG4lTVR2iMxBlXnM3iuZOYPragW+sQERHpCU8//TRnnXUWJSUlWJbFww8/3O5+YwzXXHMNxcXFZGRkMHPmTN555530LLYbWjMfUw+QExEREelNKrsWSZdwGG69Ff7619ZtlpXIfrzsMsjKOqCHt2yr3WCYlPvs3q8jb7wX7tZz1Ta75GeZAyqZnj62oMO+kCIiIn2poaGBY445hi9+8Yt86lOf2uv+m266iV/84hfcc889jB49mquvvppZs2axbt06QqFQGlbcOWv3m4Hqhhiry3cyZXR+cgiNiIiISG9T8FGkrxkDy5fDz34G1dWt2486Cr77XRg/vkee5gOj8vA7NjHXSxmAtAC/Y/OBUXkdPkZFuLlbz+XYFpXhCHmZfoKOTcT1qGmM7XPJtG1bKftCioiI9KXTTz+d008/PeV9xhhuueUWvve97/HJT34SgN///veMHDmShx9+mPPOO68vl9ql5W9UsGjZGwBsq2ni/N88R3FuiGvPGs/sicVpXp2IiIgMBSq7FulLmzfD5ZfD1Ve3Bh4zM+Gb30z0fOyhwCPApINzOXh4qMPMRwMcPDzEpINz8TxD2dZaVr79PmVba/F2N6Qvym3N3tgzfNj29pxjD1bJtIiIDAmbNm2isrKSmTNnJrfl5uYydepUVq9e3eFxkUiEcDjc7qu3LX+jgvl/fJnqhva9lytrm5n/x5dZ/kZFr69BRERERJmPIn0hGoW774a77oJYmx6LH/kIfOtbUFh4QA/veWavcmWArKCvw9Jra/f9q8p38KunN1JeVU/MNfgdi9LCLObPKOW4Q4fjty1insHQPuDY8ph+2+Ls4w9h0sG5KpkWEZFBr7KyEoCRI0e22z5y5MjkfaksWbKE66+/vlfX1pbrGa7/+7qU7wFafqZf//d1fHR8kUqwRUREpFcp+CjS2154AZYsSWQ9tiguhm9/G0455YAfftWGHSxdWb5X8HDWhCJ21kcpycugtilKc8zDmERbyZDfJjcjwLaaZq586HVirsfwzAABxybqeqyvqGPRsjJumDORo4uzeWNbGGP2DmJaFhxdnM2kg3NVMi0iItKJhQsXsmDBguTtcDjMqFGjeu351myqpqK24/YpBqiobWbNpmqmdXPAnIiIiMj+UPBRpLdUV8Mtt8Cjj7Zucxy44AK4+GLIyOj2Q6XKbLRti1UbdrBoWRn1kfhewcO3K+tojnsckpfB8GF+mqMecc/DZ9uEAjaeZ6iqaybD73BofmZyWEzIdijKsakMR/jV0xv5zuyj+eaDr1FdH8UzYDBYWNgW5GcFWHj6OGU4iojIkFFUVATA9u3bKS5u7Zm4fft2jj322A6PCwaDBIPB3l5eUlVd9/o2d3c/ERERkf2l4KNIT/M8ePhh+OUvoa6udfvkybBoEYwdu08P11Fm4yWnjuFXT2+kPhKnKCe0V/Bw664mmmMuEdclw/aREXAAJ/m4dc0xPM+Qm+FvN6UawLIs8jL9lFfVk5sR4GfnHMvtKzbwZmVdcg1HF2Vz2YfGqqejiIgMKaNHj6aoqIgnnngiGWwMh8M8//zzzJ8/P72La6Mwu3tTt7u7n4iIiMj+UvBRpCdt2ACLF8Prr7duy8mBr34VPvlJsPdtxlNnmY1XPvQ60bhL/rBgyuDhiKwAW6qb2FEf5eBcm0jcJDMfgz6LcFMM27bIDqb+ZyDo2NR6hurGKDOOPIgTx4xQT0cRERkS6uvr2bBhQ/L2pk2bePXVV8nPz+fQQw/l61//OjfccANHHHEEo0eP5uqrr6akpIQ5c+akb9F7mDI6n+LcEJW1zR32fi7KDTFldH5fL01ERESGGAUfRXpCUxP85jfwxz8mMh9bnHEGfP3rkL/vb+w9z7B0ZXmHmY1bqhtpjLmM7CBjIeRzyAg4WMDbVfWYNp88LAtyQj5yHB8xz+A4ex8fcT38tkV+ZgBAPR1FRGTIePHFF/nwhz+cvN3Sq3HevHncfffdfPvb36ahoYGvfOUr1NTUcPLJJ7N8+XJCof6TRejYFteeNZ75f3x5r/tafnV47VnjNWxGREREep2CjyIH6pln4KaboKKidduhh8LChfDBD+73w67dFqa8qp7hmYGUmY05GX7qI3HqInFyM/w0x9r0dPTbRFwPnw0m+RHDJAfOgIXPsSnMDlJRG2FkjkUk1iYz0m9R0xhjXHF2cnK2iIjIUPGhD30IY1LlCyZYlsX3v/99vv/97/fhqvbd7InFLP3ccVzzt7VU1UWS24tyQ1x71nhmTyzu5GgRERGRnqHgo8j+qqqCm2+Gp55q3RYIwEUXwbx5iT8fgOrGKDHXEHBSl2pnh3zYtsXO+ijVDVGibus064BjY1sWjmPhs+HIkVl7BRe3h6MA2Jbh7e31GNManLQsixHDAsyfUarSahERkQFs9sRiPnDocKYufgKAP188lSmjRyjjUURERPqMgo8i+8p14f774Y47oLGxdfuUKXDVVYmsxx6QnxnA71hEXY+QvXdddNQ1ZPgdGqIunmfwORaODZ6BxqiLbcGwoI/hWUFsyyYjAG0HzuRl+tlW04xJdoKyaJtg2XG+h4iIiAwkIV/rz/8TDs9X4FFERET6lIKPIvti7drEQJm33mrdlp8PCxbArFlg7fubec8zKQe5TCjJobQwi/UVdRTl2O1Kr40x7GqIYtsWWQGHuGeIuh6ul1hCZsDBYGiKufid1GsKOBbh5hgZfocjC7P2GkizvS7K0pXlnDhmhLIfRUREBjC/r/XneMz18HdQVSEiIiLSGxR8FOmO+nq4/XZ48EHaTW751KfgiisSE633w6oNO1i6spzyqnpirsHvWJQWZjF/RinTxxYwf0Ypi5aVURmOkJfpJ+gkejnWNMYI+GyicY/8nCBBv01ztE3Px4BNTWOMipom6prj5GXuXQJe1xzH8wy5GX5sO3VmZHlVPWu3hTVoRkREZABrG2yMxQ0cWGcYERERkX2iX3uKdMYY+M9/4Oyz4YEHWgOPRxwBd94JixZ1GXj0PEPZ1lpWvv0+ZVtr8bzEY6zasINFy8pYXxFmWNBHYXaQYUEf6yvqWLSsjFUbdjB9bAGL505iXHE2jZE4VfURGiNxxhVn8/lph2FbFgHHxsIiI+CQHfLvnnBtkRNM9IQMN8X2appvjCHcFMO2LbKDqX8HEXRsYp6hujF64K+jiIiIpI2vTQVDzPPSuBIREREZipT5KNKRrVvhRz+C1atbt4VCcMklcP754Ov6r09HmY2XnDqGXz29kfpInKKcULKkOmQ7FOXYVIYjyZLn6WMLOHHMiL1Ks9duC/OH1f/ruCekZ8gJ+Qj4nJSZk8OCPnyORcwzOHsfTsT18NsW+SmyJkVERGTgsHb/sjLqesRcBR9FRESkbyn4KLKnWAz+8Af47W8h2ibr79RT4corobi43e4d9WxsyWysj8QZnhlIvulfX1HHlQ+9TjTukj8s2K6XIyQ+IOxZ8mzb1l6lz131hKxpjDG+JDcZ6CyvqqfWM/hti3HF2cntnR0/rjibCSX7V1IuIiIi/UdiiN3usmsRERGRPqTgo0hbL78MS5bApk2t2woLE0HHD31or4Eyqzbs4PYVG3izso5Y3OD3WRxdlM2lM0o7zWzcUt1IY8xlZHYo5TKCjk1tFyXPtm112hMyK+gke0dOLy1IGSC1LavL4zVsRkREZODzOTbgElXmo4iIiPQxBR9FAGpq4Oc/h7//vXWbbcN558Gll0Jm5l6HrNqwg2888CrVDdHWGTRReH5TNesqwlhY5A8LpMxszMnwUx+JUxdJPQymuyXPLT0hkwHQ3aXdRxdlc9mHxjJ9bMHuU9k7c7Lt8S2l4W0zI1sClyIiIjLwtQydUdm1iIiI9DUFH2VoMyYRcLzlFgiHW7dPmJAYJnPUUSkP8zzDkn+t5/26CJYFPtvGAgwQ9zx2NcRwbIuROcGUx2eHEsNgapvi5IR8ROImOak66LP2o+TZwtq9gsR/u5+t2FFPSWU8ioiIDB4BJ/FzPe6q7FpERET6loKPMnRt3JgosX7lldZtw4bBFVckplvbHQ+DL3uvlrcq67EAv93aL7HldtTziHuGcHOi3+Oeoq4hJ+THYHi7qp62w6gtC/KHBbpV8txRX8k3KxMTsxfPndSt7MWOMiNFRERkcPD7Eu9rVHYtIiIifa3j6IrIYNXcDLffDp/9bPvA48c+Bn/5C3zmM50GHgFe2VJD3PNwHCtlWXXL9OhdjVGMaZ9h0DLMpSQvlCyBArN7v+5nI3ieYenK8mRfyZDfwbYtQn6Hopwg9RGXpSvL8TxlOIiIiAx1KrsWERGRdFHmowwtq1bBjTfCtm2t2w4+GK66CqZN6/bDWC3xPEPKCudEEbQh6HNSDnMZFkh8AHA9w5Ejs4jE2pRd+y22h6MsXVnOiWNGdJj9uHZbmPKqeoZnpu4ruefEbBERERm6FHwUERGRdFHmowwN778PCxfC//1fa+DR54MvfQkeeGCfAo8Axx6ah9+xcT2D2SNb0WBwPUPAZ/ONmUcwrjibxkicqvoIjZE444qzufjUUnbWRxmeGcC2bDICDtkhPxkBB9uy2wUOO1LdGCXmGgJO6r/GQccm1sXEbBERERka/Lt7Pir4KCIiIn1NmY8yuHkePPQQ3HYbNDS0bj/uuEQwcvTo/XrYSQfncuTILNZuCxOLe/gcG8tKzK+Jux4GOHJkFhdMPYwLph621zCXZzbs6DJwWNtF4DA/M4DfsYi6HiHb2ev+thOzPc9ooIyIiMgQ1pL5GI2rHYuIiIj0LQUfZfB6803MDxfT9FoZrmdwbIuMg/KxvvENOPPMxGSX/WTbFgtPH8c3HniV6oYorudhTOIhbdtixLAAC08flwzw7Vn2vC+Bw45MKMmhtDCL9RV1FOXY7UqvW/pKjivOprYpyry71lBeVU/MNfgdi9LCLObPKO3WMBoREREZ+FoyH+OeMh9FRESkb6nsWgafxkb4yU+oO/ezbHrmBf5X3ciWXY3cW3gMl8xZxKqjTzygwGOL6WML+Nk5xzLl8Hyygn6CfoesoJ8ph+fz03OO7TSw1xI43NUY63AgTWlhFhNKcjp8DNu2mD+jlKxgoq9kU8zF8wxNMZfKcISsoMOpRxTwvYffYH1FmGFBH4XZQYYFfayvSEzDXrVhxwG/DiIiItL/qeejiIiIpIuCjzJ4GANPPgmf/jT1d/+BbTsbaI65VBWUsPSz3+GBMy7i5VrT40E3y7LwO3bya8/hL6l0J3A4f0Zpl6XR08cWsHjupJR9JW+YM5Gn39mhadgiIiKSbPUSU9m1iIiI9DGVXcvgsG0b3HwzPPMMBqiqi9Bs+3jq5E+wYsosXMdHCCjKsakMR7qcJN1WR/0SV23YwaJlZdRH4gzPDBBwbKKux5uViazCxXMndZr92BI4XLqynPKqemo9g9+2GFecvU8l0dPHFjDl8Hz+/noF79U0cnBeJmdNLmZ9ZZ2mYYuIiAgAvt1l11FlPoqIiEgfU/BRBrZ4HP70J/j1r6G5GYCmqMtLJUfzl49eQENBUbvd9zXotmrDjmRwsG2/xEtOHcOvnt6YzCpsCe6FbGefApzTxxZw4pgRBzQMJtUa//rKVqaXjjjgoTYiIiIyOKjsWkRERNJFwUcZuF5/HX74Qygvb91WUMA7532Zm7bkUpgTStlXoLtBt44yG9dX1HHlQ68TjXvkDzvwrELbtvY787CzNW6oqscz5oCG2oiIiMjgEFDwUURERNJEPR9l4AmHE0HHL36xNfBoWXDuufCXv2DP/Ch+n91hWVF3gm6eZ1i6srzDfokNEZdwcyw5OXJPQccm1stZhV2tMRr3cI1hV2N0v4faiIiIyODQmvmono8iIiLSt5T5KAOHMfCvf8HPfga7drVuP/poWLQIxo8HYEKGobQwi/UVdRTltB8A0xJ0G1ec3WnQbe22cKf9EnMyfDREYtQ1x8lLEcTs6azCVH0nu1rj8GEBdjVE8DuJMvC8TD9BxybietQ0xro91EZEREQGPr8v8fNemY8iIiLS1xR8lIHhf/+DG2+EF15o3ZaZCZddBuecA3ZrEm/LJOlFy8q6DLp1NEymujHaab/EnKCP7bZFuClGboZ/vwKc3dVR38nppQVd9nS0bZvPTzucVeU7DmiojYiIiAxs6vkoIiIi6aLgo/Rv0SjcdRfcfTfEYq3bP/IR+Na3oLAw5WHdmSTdUVBv/oxS8jMD+B2rw36JUc+QE/IR8Dm9mlXYdU9Hr8uejiePLeCSU8cc0FAbERERGdhUdi0iIiLpouCj9F9r1iSyHTdvbt1WUgLf/jacfHKXh3c2SbqzoN6iZWXcMGdil6Xb40tyueTUMdyxciNvVdYRdT0Cjs3RRdlc9qEDzyrcs6fj3hO1m3ENVDdEKc4NdZp9eSBDbURERGTga+lTHY0r81FERET6loKP0v9UVyf6Ov7rX63bHAc+9zm4+GIIhbr9UKmCbl0H9SL86umNXHLqGL738BudZjYmGAyGxP8M0DMZBV31dMzLDLCrIUrAp56OIiIi0jmVXYuIiEi6aNq19B+eB3/9K5x9dvvA4zHHwJ/+BF/96j4FHjvSdVDPT3lVPbkZARbPncS44mwaI3Gq6iM0RuKMK85m8dxJACxaVsablXUMzwxwyPAMhmcGeLOynkXLyli1YccBrbOrvpOJno4Wn592WIdrVE9HERERgdbgY1xl1yIiItLHlPko/cM778DixVBW1rotJwf+7//gE59oN1DmQHUnqFfrGaobo8w48qCUpdsA8+5aQ30kzsjsIJG4oSEax2fbjMwOsL0uytKV5Zw4ZsR+Zx521XeytafjQVxyaql6OoqIiEiHAsp8FBERkTRR8FHSq6kJfv1ruPfeROZjizPPhK9/HYYP7/Gn7G5QLz8zAKQu3S7bWkt5VT1Bn83/qhuJxD2MAcuCoM8mJyORPbl2W5gJJTn7FRicUJLTZd/J7vZ07Giqt4iIiAwNyZ6PCj6KiIhIH1PwUdLn6afhppugsrJ122GHwcKFcMIJvfa0bYN6I7MtInFD3PPw2TZBn9UuqNeR6sYoDRGXplgc14DPtrCsRLfHpphHNB4hI+Dj2Q3vc9O/30w5Uburkmjbtpg/o5RFy8oOqKdjZ1O9VZYtIiIyNPiU+SgiIiJpop6P0ve2b4crr4QFC1oDj4EAXHop/PnPvRp4hNagnmPD21X1vLuzga27mnh3ZwNvV9Xj2HQZ1MvL8NMUc3E9g9+2sC0Ly0r8129buJ6hMRLnnlXvsr4izLCgj8LsIMOCvuRE7e70hJw+tqDTvpNdBQ9bpnofyBpERERk4Gstu1bPRxEREelbynyUvuO6cP/9cMcd0NjYun3KFLjqKjj00DQtzCRLpqH7pcjJKug9D9l9O24MTVGXUfmZKSdqd7cn5PSxBSn7TnZ1XHemeh9oX0oREREZGPy+xM96ZT6KiIhIX1PwUfrG2rXwwx/C22+3bsvPh29+Ez72sTaRvN7XEpRzPcORhVnUNseJuR5+xyY35OvWsJiaphghv0OjZ4i7BsdOnIIx4HomcToGhgV9nU7UXrst3GmvxhZd9XRMpbtTvbu7BhERERm4/Cq7FhERkTRR8FF6V3093HYbPPRQIjIHiSjd2WfD5ZdDdnafL6klKBf0OfyvuolI3E1mPtY0OuRmdB2Uy88MMCzgkBX0UdsUSzyGl3iMkN8h6LPZ1Rgl5N97oA20n6jdW/ZlqreIiIgMbn6VXYuIiEiaKPgovcMYeOwx+MlPYOfO1u1HHpkYKDNpUtqWVt0YpSHq0hiJYwDHtrDsxJKbYy6RmEtm0JcMyqWaFN12aM1hIzKIxNoMrfFbvFfTjM+26aiaec+J2r1hX6d6i4iIyODVMu1amY8iIiLS1xR8lJ63dSvceCM891zrtlAoMVDm/PPBSZ0N2FfyMvw0x1w8Y/D7bKzdTRotCywHYnGP5phLXoa/00nRyUnUtREyAg6OZdEcd9nVmDh21PAMKmojhPxOu7JnY0y3JmofqLYB0qIcOy1rEBERkf6hJfMxGlfwUURERPqWpl1Lz4lG4Xe/g3POaR94PPXURNn15z6X9sBji5YKcPasPDKt97++tabTSdEAF0w9FNcYKmqa2LyrkYqaJlxjuGDqoSw8fRxZQYfKcISmmIvnGZpiLpXhCFlBp8uJ2geqZap3OtcgIiIi/YN6PoqIiEi6KPNResbLL8PixfDuu63bRo6Eb38bZsxI27JSqWmKkeF3aIoZoq6HY1uJoKOVGBbjsy1Cfpv7XtjS6aToJf9aT7g5js+2KMnLSA6caYq53Pv8ZhbPncTiuZOSmZO1nsFvW4wrzmb+jFKmjy3o9XOdPrYg7WsQERGR9GsJPsY99XwUERGRvqXgoxyYmhq45Rb4xz9at9l2orz6kksgM/OAHj5Vv8UDzdTLzwwwLOjgd2BXY6xd43XHguxQYkJ1VTjS4aTo3Awfb1XWkxlwOGR4Rrt9co2hMhxh6cpy7rloCieOGdHj57Avpo8tSPsaREREJL1aBtDFVHYtIiIifUzBR9k/npcION5yC4TDrdsnToRFixKDZQ5QZ/0WWzL29ic4OaEkhxFZAdZuC2NZ4G+T+egZw67GGIfmZ9IQcTucFG0MxD2PzEDq4GReZuvE7P7QU9G2rQ4nd4uIiMjg5/cl3q9ENe1aRERE+piCj7LvNm6EJUvglVdat2VlwRVXwKc+lch8PECrNuxg0bIy6iNxhmcGCDg2UddL9ltcPDcxLbur4GSXTCIw1zLt2ttdiuTYFj6bDidFN8VcAEJ+B4OhOeolp12HAjZBx6bWMzy74X1u+vebB7ZGERERkQPks9XzUURERNJDwUfpvubmxECZ3/8eXLd1+6xZsGABjBjRI0/jeYalK8u71W+xIRInw+/gcyyMgfUV4WRwsqPg3tptYXbWRynOzaC2KUYk7mK8xLTrjICP3Aw/TVGXkbkZbN3VlHJSdFPUxe/YROIuVXWRxGOYxGMEfQ65GX48z/D71f8j5nodBlAVgBQREZG+ENDAGREREUmTfjHt+rbbbuPwww8nFAoxdepU1qxZ0+G+v/nNbzjllFMYPnw4w4cPZ+bMmZ3uLz1k1arEFOu77moNPB5yCNx6K/zwhz0WeIREcLC8qr7Lfos76iM0RV0qw81sq2mmMtxMU9RlV2OUpSvLk1mMe6pujBJzDXkZfg4vyOSw/GEcMjyDw/KHcXhBJnkZfmKeYdaEkR1Ois7N8FGSF6KitpmmaBzbsvA5FrZl0RSNU1HbRCTuEo27FOWECPkdbNsi5HcoyglSH3E7XaOIiIhIT2opu1bwUURERPpa2oOP999/PwsWLODaa6/l5Zdf5phjjmHWrFlUVVWl3H/FihWcf/75PPXUU6xevZpRo0bxsY99jPfee6+PVz5EvP8+XHUV/N//wbZtiW0+H3z5y3D//XDiiT3+lC3Bwc76LcY8j+aoSyTutQv8ReIeDRGXddvCrN0WTnl8fmYAv2MRdT0sLDICDtkhPxkBBwuLiOvhty1OHnsQi+dOYlxxNo2ROFX1ERojccYVZ/PDuZPICu5OHG6Jj7bEEXffbo55HQZQ2/aEFBEREelt/mTmo8EY/fJTRERE+k7ay65/+tOfcvHFF3PRRRcBcMcdd/DPf/6TO++8k6uuumqv/e+99952t3/729/yl7/8hSeeeILPf/7ze+0fiUSIRCLJ2+Gwgj3d4nnw0ENw223Q0NC6/fjjYeFCOPzwXnvqtsHB1P0W4xiTiPX5fRbW7mifZYHlJKY4hptj7KyP7HUsJAbOlBZmsb6iLmVJdU1jjHHF2cnhNakmRbeWbod2l257ybLrDL9D0GezqzFGR4mNLT0hqxujB/x6iYiIiHTF3+aXunEv0YdaREREpC+kNfMxGo3y0ksvMXPmzOQ227aZOXMmq1ev7tZjNDY2EovFyM/PT3n/kiVLyM3NTX6NGjWqR9Y+qL35JnzhC3DTTa2Bx7w8uP56uOOOXg08QmtwcFdjbK/fzBtjqIskyr4dpzXw2MLCwrYtPC8xtToV27aYP6O0w5LqrKDD/BmlyanZLZOiZxx5EJMOycW2rTal2wEOHzGsfen2iGHkZgQAaI65KdfQkl2Znxk4oNdKREREpDucNr9s/e+GHbhq/SIiIiJ9JK3Bxx07duC6LiNHjmy3feTIkVRWVnbrMb7zne9QUlLSLoDZ1sKFC6mtrU1+bdmy5YDXPWg1NsJPfgKf/zysW9e6fc4c+Mtf4MwzE6l9PcTzDGVba1n59vuUba1N9j/sKjiY6bdxbAvP7F02ZIzBMwbbtsgb5u/wuaePLeiwpLo7g2DalW5be5RuWxa2ncgwaIy6KddY0xijtDCLCSU5+/nqiYiIiHTP8jcqmPnTlcnbX7jrBU7+0ZMsf6MijasSERGRoSLtZdcH4sYbb+S+++5jxYoVhEKhlPsEg0GCwWAfr2yAMQaeegp+/GNo22tzzBhYtAiOPbbHn3LVhh0sXVlOeVU9MTdR+lNamMX8GaVMH1uQDA627FPrGfy2xbjibGZNKOJnj71FuDlOzDP47ESbRUOijMi2LHJCPgqGdX7dp48tSFlS3ZLx2JmuS7fjHDkyi3BTjMpwhLxMP0HHJuJ61DTG9squFBEREekNy9+oYP4fX2bPPMfK2mbm//Flln7uOGZPLE7L2kRERGRoSGvwsaCgAMdx2L59e7vt27dvp6ioqNNjf/zjH3PjjTfy+OOPM3ny5N5c5uC2bVuivPrZZ1u3BYPwla/AZz8L/o6zB/fXqg07WLSsjPpInOGZAQKOTdT1WF9Rx6JlZcnMw46CgwD/XlvJa1tqcT2PqNvabzHks3Fsm/Elud3KKmwpqd5XLdmZi5aVdRhcXHj6OICUAdSWIKuIiIhIb3E9w/V/X7dX4BESv7S1gOv/vo6Pji/C0S9ERUREpJekNfgYCAQ4/vjjeeKJJ5gzZw4AnufxxBNPcMUVV3R43E033cQPf/hD/v3vf3PCCSf00WoHmXgc7r0Xfv1raDOQh5NOgu98B0pKeuVpPc+wdGU59ZE4RTmhZMZgyHYoyrGpDEdYurKcE8eMwLatDoODLYG/uuY4w4cFcCwL1xiaoi7ZIV+fZBV2lp3ZNri4v9mVIiIiIgdizaZqKmqbO7zfABW1zazZVM200hF9tzAREREZUtJedr1gwQLmzZvHCSecwJQpU7jllltoaGhITr/+/Oc/z8EHH8ySJUsA+NGPfsQ111zDn/70Jw4//PBkb8isrCyysrLSdh4DymuvweLFUF7euu2gg+Bb34KPfKRH+zruae22MOVV9QzPDLQrVQawLIu8TD/lVfWs3RbuNCOxJfB3+4oNvFlZlyzdHleczWUfGtujWYWeZzoMHnandHt/sytFREREDkRVXceBx/3ZT0RERGR/pD34eO655/L+++9zzTXXUFlZybHHHsvy5cuTQ2g2b96MbbfOxVm6dCnRaJRPf/rT7R7n2muv5brrruvLpQ884TD84hfw8MOt22wbzjkH5s+HYcN6fQktU6IDTupZR0HHptYzVDdGu/mILROvze7/9mzgtKvelKDgooiIiPRPhdmpe6Lv734iIiIi+yPtwUeAK664osMy6xUrVrS7/e677/b+ggYbY+Bf/4Kf/Qx27WrdPm5cYqDMuHF9tpS2U6JDtrPX/RHXw29b5GcGOn2cjvpGvlnZvm/kgehub0oRERGR/mjK6HyKc0NU1jan7PtoAUW5IaaMzu/rpYmIiMgQkjr9TAaP//0vkdV4zTWtgcfMTLjySrjnnj4NPELrlOhdjTE849EUdalrjtEUdfFMYlhLaWFWp8Ni9uwbGfI72LZFyO9QlBOkPuKydGU5npfqbXb39MVziIiIiPQmx7a49qzxwN61IS23rz1rvIbNiIiISK9S8HGwikbhV7+C886DF19s3T5zJjz0EJx7bqLkuo+1TIl2bHh7ez3v7qxnS3Uj7+6s5+3t9fhsuhwWsy99I/dXXzyHiIiIDEzXXXcdlmW1+zr66KPTvayUZk8sZunnjqMot31pdVFuiKWfO47ZE4vTtDIREREZKvpF2bX0sDVrYMkS2LKldVtJSWKK9UknpW9dKVnt5tt0J4+w5/tGpuc5REREZOCaMGECjz/+ePK2z9d/31bPnljMR8cX8aml/+W1LbVccuoYvj37aGU8ioiISJ/ov++SZN9VV8NPfwrLl7ducxy48EL48pchlP5m4i3lzK5nOLIwi0jcEPc8fLZN0GexvS7K0pXlnDhmRIfZjz3VN7IzffEcIiIiMnD5fD6KiorSvYxuc2yLg/MyeG1LLQcPz1DgUURERPqMyq4HA8+Dv/wFPvWp9oHHY46BP/0JrriiXwQeoX05s23bZAQcskN+MgIOtm13q5y5bd9IY9rnShpjutU3sit98RwiIiIycL3zzjuUlJQwZswYLrjgAjZv3tzp/pFIhHA43O6rr4X8iV+oNkbdPn9uERERGboUfBzo3n4bvvSlRJl1fX1iW04OXH01/OY3UFqa3vXtoW05s8G0GzhjMAQdm1gX5cwtfSOzgg6V4QhNMRfPMzTFXCrDEbKCTpd9I7vSF88hIiIiA9PUqVO5++67Wb58OUuXLmXTpk2ccsop1NXVdXjMkiVLyM3NTX6NGjWqD1eckBlIBB+bFHwUERGRPqSy64GqsRF+/etEZqPntW7/+Mfha1+D4cPTt7ZOtJQz1zTFqG2KEYm7GAOWBUGfQ26Gv1vlzNPHFrB47iSWriynvKqeWs/gty3GFWczf0Yp08cWHPBa++I5REREZOA5/fTTk3+ePHkyU6dO5bDDDuOBBx7gS1/6UspjFi5cyIIFC5K3w+FwnwcgMwOJt/5NMQUfRUREpO8o+DgQPf003HQTVFa2bjvsMFi0CI4/Pn3r6oYJJTmMyAokyqoNOE7rwJnGSJzGaJwJJTndKmeePraAE8eMYO22MNWNUfIzA0woyenRbMS+eA4REREZ2PLy8jjyyCPZsGFDh/sEg0GCwWAfrmpvrWXX8bSuQ0RERIYWBR8Hku3b4eabYcWK1m2BQKLs+sILE38eIIxJTLb23Pb9FK3ujLtuw7YtJh2S23MLS9NziIiIyMBVX19PeXk5F154YbqX0qnWsmuviz1FREREeo56Pg4Ergv33guf/nT7wOPUqXD//Yng4wAJPK7dFmZbTVOHmYO2bbGtpqnTgTMiIiIi6fStb32LlStX8u6777Jq1Srmzp2L4zicf/756V5apzJ2Zz42xZT5KCIiIn1HmY/93dq18MMfJgbLtMjPh299Cz76UZI1ywPEjoYI4eY4YAj6LMBK9nwEQ9wzhJvj7GiIpHehIiIiIh3YunUr559/Pjt37uSggw7i5JNP5rnnnuOggw5K99I6lRHQtGsRERHpewo+9ld1dXDbbfCXvyRqlCERoTv7bLj8csjOTu/69lNNQwzPM9i2hW3tTrxNxk8tbMvD8ww1DbF0LVFERESkU/fdd1+6l7BfNO1aRERE0kHBx/7GGHjsMfjJT2DnztbtRx6ZGCgzcWL61tYDhmf6sW0LzzMY22C1Rh4xmGRgcnimv1uP53lGw2BEREREuqG17FrBRxEREek7Cj72J1u2wI9+BM8917otIwMuvRTOOw8cJ31r6yEjsoLkhPzUNsWIuwbHTiR0GgOuZ7Asi5yQnxFZXU+DXLVhB0tXllNeVU/MNfgdi9LCLObPKGX62II+OBsRERGRgSNDmY8iIiKSBho40x9Eo/C738G557YPPH7oQ/Dgg3DBBYMi8AgwoSSH8SU5DAs6BH02njHEXYNnDEGfzbCgw/iSHCaU5HT6OKs27GDRsjLWV4QZFvRRmB1kWNDH+oo6Fi0rY9WGHX10RiIiIiIDQ0vmo3o+ioiISF9S5mO6vfQSLFkC777bum3kSPjOd+DUU9O2rN4qZ7Zti/kzSlm0rIz6SJx8fyCZ+dgUc8kK+pg/o7TT5/I8w9KV5dRH4hTlhLB2D90J2Q5FOTaV4QhLV5Zz4pgRKsEWERER2S0zkHjrr7JrERER6UsKPqbLrl3w85/DP/7Rus22E1mOF18MmZlpW1pPlTN3FMCcPraAxXMntT6HZ/DbFuOKc7r1HGu3hSmvqmd4ZiAZeGxhWRZ5mX7Kq+pZuy3MpENy9+s1EBERERlsNHBGRERE0kHBx77mefD3vycCj+Fw6/aJExMDZY48Mn1ro7WcuT4SZ3hmgIBjE3W9ZDnz4rmTuhWA7CqAOX1sASeOGbFf2ZXVjVFiriHgpO4aEHRsaj1DdWNUA2lEREREdgu1GTjTMuRPREREpLcp+NiXNm6ExYvh1Vdbt2VlwVe/CnPnJjIf06inypm7G8C0bWu/MhPzMwP4HYuo6xGy9+6FGXE9/LbFlupG5t21RgNpRERERGjNfARojrvJMmwRERGR3qSBM32huRluvRXOP7994HH2bPjLX+Dss9MeeIT25cxYiZKcuuZYojTHol05c0f2DGCG/A62bRHyOxTlBKmPuCxdWY7nmf1e54SSHEoLs9jVGMOY9o9jjKGmMcaIrAC/ebpcA2lEREREdmsZOAMqvRYREZG+k/6I12C3ahWccw7cfTe4u9/kjRoFt90GN9wAI0akdXlttZQzR12Pd3c08r/qBrbuauJ/1Q28u6ORmOsR213O3JF96ce4v1qG1mQFHSrDkWTpUFPMpTIcISuYeGPdEHV7LQAqIiIiMtDYtkXQl3j7r4nXIiIi0lcUfOwt77+fmFj9f/8H27Yltvn9iWEy998PU6emd30p5GcG8IzhvV1NNMdcbMvC51jYlkVzzOW9XU14niE/MwAkshzLttay8u33Kdtai7c7MNlVP8auApjd0TK0ZlxxNo2ROFX1ERojccYVZ/PlU8awsz7aqwFQERERkYEoOXRGE69FRESkj6jRS08zBh54IJHZ2NjYuv3442HhQjj88LQtrSvjirJxjcH1DAFfIugIYFmAbYjGDa4xjCvK7nCgzKwJRd3qx9gSwDwQHQ2teWbDjm4PpBEREREZSjL8DruIqexaRERE+oyCjz3NsqCsrDXwmJcHCxbA6afvjuL1X+sr63As8DkWcQ98tsECDCRuOxaOBfe9uIXfPrMx5UCZzTsbGJEVoKI2QlGO3S7zsKUf47jibCaU5PTImlMNrenuQJqeCICKiIiIDBRum5YzL75bzcSDc3E08VpERER6mcque8OCBZCTA3PmwF//Cmec0e8Dj5Do+WhbNiW5GWT4bTxjiHsGzxgy/IntlmXx5zWbOxwo0xD1ABjWST/G+TNKO52WfaC6M5CmtDCrxwKgIiIiIv3d8jcqOPlHT7KtthmAH/xzPSf/6EmWv1GR5pWJiIjIYKfgY2/Iz4dly+B730sEIQeIlozBgM/m8BHDOCx/GIcMz+Cw/GEcPmIY/t0NyqvCkU77Ke6sj3LxKWNS9mNcPHcS08cW9Op5dGcgTW8HQEVERET6i+VvVDD/jy9TsTvw2KKytpn5f3xZAUgRERHpVSq77i25uV3v08+0ZAyur6ijKCdIRsABEmXLLRmDRTkhtocjXfZTHJWfyT0XTdmrH2NfBfxaBtK09KWs9Qx+22JccTbzZ5T2egBUREREpD9wPcP1f1+HSXGfASzg+r+v46Pji1SCLSIiIr1CwUdJaskYXLSsjMpwhLxMP0HHJuJ61DTGyAo6nDflUG5/akO3+imm6sfYlzoaSKOMRxERERkq1myq3ivjsS0DVNQ2s2ZTNdNKR/TdwkRERGTIUPBR2ukqY/DEMSP499rK3dmRvT9Q5kClOwAqIiIikk5VdR0HHvdnPxEREZF9peCj7KWrjMGW7MiK2mYyAg6OZeEaQ1PUJTvkUz9FERERkX6iMDvUo/uJiIiI7CsFH4cozzOdliN3ljE4fWwBF0w9lNtWlFNR04RHYnJRdoafC6Yeqn6KIiIiIv3ElNH5FOeGqKxtTtn30QKKckNMGZ3f10sTERGRIULBxyFo1YYdybLqmGvwOxalhVndHsSyasMO7n1+Mz7boiQvA8sCY6Ap5nLv85uZUJKrAKSIiIhIP+DYFteeNZ75f3wZC9oFIFt+7XztWeM1bEZERER6TeqRxTJordqwg0XLylhfEWZY0EdhdpBhQR/rK+pYtKyMVRt2AInMyLKttax8+33KttbieSa5fenKcuojcYpyQuRlBsjNCJCXGaAoJ0R9xGXpyvLk/iIiIiKSXrMnFrP0c8dRlNu+tLooN8TSzx3H7InFaVqZiIiIDAXKfBxC9gwctgyLCdkORTk2leFIInBoDL96emPKzMjskJ/yqnqGZwbaDZsBsCyLvMzE/Wu3hTXoRURERKSfmD2xmI+OL+IPq9/lur+vY2ROkGe/8xFlPIqIiEivU/BxCFm7Ldxl4HDdtlqufOh1Yq7H8MwAAccm6nrJzMhzP3goMdcQcFInzQYdm1rPUN0Y7YtTEhEREZFucmyLk484CIDGqKvAo4iIiPQJBR8HqK4GxqRS3RjtNHAYsC3CzXEy/IZD8zNTZkb+e20lPhuirkfIdvZ6jIjr4bct8jMDB36SIiIiItKjhmf6AahrjhN3PXwdvC8UERER6SkKPg5A+zswJj8zgN+xOgwchiNxPM+Qm+HvMDOyKtzMyNwMtu5qoijHbrefMYaaxhjjirOZUJLTcycsIiIiIj0iN8Of/HNNU4yCrGAaVyMiIiJDgX7VOcB0d2BMKhNKcigtzGJXYwxj2g+EMcYQbopj2xbZodQx6aBjE/MMsyaMJCvoUBmO0BRz8TxDU8ylMhwhK+gwf0Zpl1mYIiIiItL3fI6dDEDualCbHBEREel9Cj4OIHsOjAn5HWzbIuR3KMoJdjlp2rYt5s8o7TBwOCzokBPyE3NTH99SUn3y2INYPHcS44qzaYzEqaqP0BiJM644m8VzJ3WafSkiIiIi6dVSer2rMZbmlYiIiMhQoLLrAaQ7A2O6mjQ9fWwBi+dOSpZt13oGv20xrjibS04dw6+e3sj6irouS6pt2+LEMSP2ue+kiIiIiKRXXmYAdjaySwMCRUREpA8o+DiAdDUwpruTpqePLegwcGhbFouWlVEZjpCX6Sfo2ERcj5rG2F4l1bZtdRjkFBEREZH+qSXz8ak3q8gJ+ZkyOl+Tr0VERKTXKPg4gHQ1MGZfJk13FDjsLDOyq4E2IiIiItK/LX+jguc27gTgvhe2cN8LWyjODXHtWeOZPbE4zasTERGRwUjBxwGkZWBMd8qiD0RnmZEiIiIiMjAtf6OC+X98mT27e1fWNjP/jy+z9HPHKQApIiIiPU4DZwaQrgbG9OSk6ZbMyBlHHsSkQ3IVeBQREREZwFzPcP3f1+0VeASS267/+zrcDgYXioiIiOwvBR8HmJayaE2aFhEREZHuWrOpmora5g7vN0BFbTNrNlX33aJERERkSFDZ9QCksmgRERER2RdVdR0HHvdnPxEREZHuUvBxgNKkaRERERHprsLsUI/uJyIiItJdKrsWERERERnkpozOpzg3REd1MhZQnBtiyuj8vlyWiIiIDAEKPoqIiIiIDHKObXHtWeMB9gpAtty+9qzxOGrjIyIiIj1MwUcRERERkSFg9sRiln7uOIpy25dWDx/m57bPfoDZE4vTtDIREREZzBR8FBEREREZImZPLObqM8cT9LV+DKhuiPGDf65n+RsVaVyZiIiIDFYKPoqIiIiIDBHL36jg8j+9TCTutdteWdvM/D++rACkiIiI9DgFH0VEREREhgDXM1z/93WYFPe1bLv+7+twvVR7iIiIiOwfBR9FRERERIaANZuqqaht7vB+A1TUNrNmU3XfLUpEREQGPQUfRURERESGgKq6jgOP+7OfiIiISHco+CgiIiIiMgQUZoe63mkf9hMRERHpDgUfRURERESGgCmj8ynO7TqwuKsh2gerERERkaFCwUcRERERkSHAsS2uPnNcl/t9/x9rNXRGREREeoyCjyIiIiIiQ8TwYcEu96kMR7j1yQ19sBoREREZChR8FBEREREZIro7TOZnj7/N8jcqenk1IiIiMhQo+CgiIiIiMkTsyzCZr9/3Cn99aSury3eqDFtERET2my/dCxARERERkb7RMnSmorbrDMjmuGHBg68BEPLbzDiigOMOy6emKUpFTTPFeSHyMgLUNEXZtqsJy7IozguRnxmkIDtIUU6IKaPzcWyrt09LRERE+jEFH0VEREREhgjHtrj2rPFc+seX9+m45pjHv9dV8e91Vft0XGbAZvaEkYzMzWgXoGwJWnYWxOxqn4OHZzC9tIATx4xQgFNERKQfU/BRRERERGQImT2xmG/MPIKfPf5Orz9XY9Tjr6/0Xu/I254qJ+BYHHNILgcPz+yxwOa+7BNujmFhMa10hAKhIiIiKSj4KCIiIiIyxFzxkSO487/vUtsUS/dSDljUNbzwvxpe+F9NWtdx61MbCDjw8cnFjMzN6LPgZ3f3UWBVRETSRcFHEREREZEhxrEtvnjS4X2S/TiURF16NdMzXW59agNBn8WHjjyIkN/pVwHSgRDEHUzP39NrVPsEkaFBwcde4HmGtdvCVDdGyc8MMKEkB1v/kIqIiIhIP3LFR47g189spCHipnspMgBE4mafe36KdEdL+4RjR+Vx/OHD+12AdCAEcQfj82uNB7ZPfxv+puBjD1u1YQdLV5ZTXlVPzDX4HYvSwizmzyhl+tiCdC9PRERERHrIbbfdxs0330xlZSXHHHMMv/zlL5kyZUq6l9Vtjm1x89mTuexPr6R7KSIyxEVdw5p3d7Hm3V3pXorIoFOcG+Las8Yze2Jx2tZgp+2ZB6FVG3awaFkZ6yvCDAv6KMwOMizoY31FHYuWlbFqw450L1FEREREesD999/PggULuPbaa3n55Zc55phjmDVrFlVVAysz7IzJJVxy6uh0L0NERER6SUVtM/P/+DLL30hfWxAFH3uI5xmWriynPhKnKCdEyO9g2xYhv0NRTpD6iMvSleV4nkn3UkVERETkAP30pz/l4osv5qKLLmL8+PHccccdZGZmcuedd6Z7afts4Rnjuf2zx5EVVFGUiIjIYHX939fhpikmpXcYPWTttjDlVfUMzwxgWe1r6S3LIi/TT3lVPWu3hZl0SG6aVikiIiIiByoajfLSSy+xcOHC5Dbbtpk5cyarV69OeUwkEiESiSRvh8PhXl/nvjhjcjGzJhbxXPlOVm/cwTtV9ax8+32aY166lyYiIiIHyJDIgFyzqZpppSP6/PkVfOwh1Y1RYq4h4KROJg06NrWeobox2scrExEREZGetGPHDlzXZeTIke22jxw5kjfffDPlMUuWLOH666/vi+XtN8e2OOmIAk46ItGn3PUMz5Xv5L/l77Ntj6b2HTW5b4q5ClqKiIj0U1V1zWl5XgUfe0h+ZgC/YxF1PUK2s9f9EdfDb1vkZwbSsDoRERERSaeFCxeyYMGC5O1wOMyoUaPSuKKu7RmM7K6WoOXqjTvwDORm+Ht8mmdFbTOvba0lEleQU0REpLsKs0NpeV4FH3vIhJIcSguzWF9RR1GO3a702hhDTWOMccXZTCjJSeMqRURERORAFRQU4DgO27dvb7d9+/btFBUVpTwmGAwSDAb7Ynlpt79By33VNjPzvR4MbO7LPttrI/yzrEJBUBER6dcsoCg3xJTR+Wl5/n4RfLztttu4+eabqays5JhjjuGXv/wlU6ZM6XD/Bx98kKuvvpp3332XI444gh/96EecccYZfbjivdm2xfwZpSxaVkZlOEJepp+gYxNxPWoaY2QFHebPKMW2ra4fTERERET6rUAgwPHHH88TTzzBnDlzAPA8jyeeeIIrrrgivYsbQvoqyNmVmz9zTMpMz74Ifu7LPvsTWP33ukoaIm5aX18REekZ1541HidNMam0Bx/vv/9+FixYwB133MHUqVO55ZZbmDVrFm+99RaFhYV77b9q1SrOP/98lixZwsc//nH+9Kc/MWfOHF5++WUmTpyYhjNoNX1sAYvnTmLpynLKq+qp9Qx+22JccTbzZ5QyfWx63xiJiIiISM9YsGAB8+bN44QTTmDKlCnccsstNDQ0cNFFF6V7adLH+ksQtDe4nmHNpmoqa5vYUR+hurF/BUgHQhB3sD1/T65R7RNE+kZxbohrzxrP7InFaVuDZYxJz5zt3aZOncoHP/hBbr31ViDxW+NRo0bx1a9+lauuumqv/c8991waGhr4xz/+kdx24okncuyxx3LHHXd0+XzhcJjc3Fxqa2vJyemdEmjPM6zdFqa6MUp+ZoAJJTnKeBQREZEe0xfvZ6Rrt956a7J659hjj+UXv/gFU6dO7daxuoYiIp0PtuoPAdKBEMQdrM+vNR7YPvmZQQqygxTlJEqteyPjcV/ey6Q18zEajfLSSy+xcOHC5Dbbtpk5cyarV69Oeczq1avbNesGmDVrFg8//HDK/SORCJFIJHk7HA4f+MK7YNsWkw7J7fXnEREREZH0ueKKK1RmLSJyAAZz5rCItLLT+eQ7duzAdV1GjhzZbvvIkSOprKxMeUxlZeU+7b9kyRJyc3OTX/19qqCIiIiIiIiIiMhgkdbgY19YuHAhtbW1ya8tW7ake0kiIiIiIiIiIiJDQlrLrgsKCnAch+3bt7fbvn37doqKilIeU1RUtE/7B4NBgsFgzyxYREREREREREREui2tmY+BQIDjjz+eJ554IrnN8zyeeOIJpk2blvKYadOmtdsf4LHHHutwfxEREREREREREUmPtGY+AixYsIB58+ZxwgknMGXKFG655RYaGhq46KKLAPj85z/PwQcfzJIlSwD42te+xowZM/jJT37CmWeeyX333ceLL77Ir3/963SehoiIiIiIiIiIiOwh7cHHc889l/fff59rrrmGyspKjj32WJYvX54cKrN582ZsuzVBc/r06fzpT3/ie9/7HosWLeKII47g4YcfZuLEiek6BREREREREREREUnBMsaYdC+iL4XDYXJzc6mtrSUnJyfdyxERERHZZ3o/M/DpGoqIiMhAti/vZQb9tGsRERERERERERFJDwUfRUREREREREREpFco+CgiIiIiIiIiIiK9QsFHERERERERERER6RUKPoqIiIiIiIiIiEivUPBRREREREREREREeoUv3Qvoa8YYIDESXERERGQgankf0/K+RgYevScVERGRgWxf3o8OueBjXV0dAKNGjUrzSkREREQOTF1dHbm5uelehuwHvScVERGRwaA770ctM8R+Ze55Htu2bSM7OxvLsnrtecLhMKNGjWLLli3k5OT02vPIvtF16b90bfonXZf+S9emf+qr62KMoa6ujpKSEmxbXXQGor54TzrU/53Q+ev8df5D9/xBr4HOX+ff2+e/L+9Hh1zmo23bHHLIIX32fDk5OUPyG72/03Xpv3Rt+iddl/5L16Z/6ovroozHga0v35MO9X8ndP46f53/0D1/0Gug89f59+b5d/f9qH5VLiIiIiIiIiIiIr1CwUcRERERERERERHpFQo+9pJgMMi1115LMBhM91KkDV2X/kvXpn/Sdem/dG36J10X6U+G+vejzl/nr/MfuucPeg10/jr//nT+Q27gjIiIiIiIiIiIiPQNZT6KiIiIiIiIiIhIr1DwUURERERERERERHqFgo8iIiIiIiIiIiLSKxR8FBERERERERERkV6h4OMBuO222zj88MMJhUJMnTqVNWvWdLr/gw8+yNFHH00oFGLSpEk8+uijfbTSoWVfrstvfvMbTjnlFIYPH87w4cOZOXNml9dR9t++/p1pcd9992FZFnPmzOndBQ5R+3pdampquPzyyykuLiYYDHLkkUfq37Nesq/X5pZbbuGoo44iIyODUaNG8Y1vfIPm5uY+Wu3Q8PTTT3PWWWdRUlKCZVk8/PDDXR6zYsUKjjvuOILBIGPHjuXuu+/u9XWKwP7/3B1orrvuOizLavd19NFHJ+9vbm7m8ssvZ8SIEWRlZXH22Wezffv2NK74wHT175AxhmuuuYbi4mIyMjKYOXMm77zzTrt9qqurueCCC8jJySEvL48vfelL1NfX9+FZ7L+uzv8LX/jCXt8Ps2fPbrfPQD3/JUuW8MEPfpDs7GwKCwuZM2cOb731Vrt9uvP9vnnzZs4880wyMzMpLCzkyiuvJB6P9+Wp7JfunP+HPvShva7/pZde2m6fgXr+S5cuZfLkyeTk5JCTk8O0adP417/+lbx/MF/7Fl29BoP5+u/pxhtvxLIsvv71rye39evvASP75b777jOBQMDceeedZu3atebiiy82eXl5Zvv27Sn3/+9//2scxzE33XSTWbdunfne975n/H6/KSsr6+OVD277el0++9nPmttuu8288sorZv369eYLX/iCyc3NNVu3bu3jlQ9++3ptWmzatMkcfPDB5pRTTjGf/OQn+2axQ8i+XpdIJGJOOOEEc8YZZ5hnn33WbNq0yaxYscK8+uqrfbzywW9fr829995rgsGguffee82mTZvMv//9b1NcXGy+8Y1v9PHKB7dHH33UfPe73zV//etfDWCWLVvW6f4bN240mZmZZsGCBWbdunXml7/8pXEcxyxfvrxvFixD1v7+3B2Irr32WjNhwgRTUVGR/Hr//feT91966aVm1KhR5oknnjAvvviiOfHEE8306dPTuOID09W/QzfeeKPJzc01Dz/8sHnttdfMJz7xCTN69GjT1NSU3Gf27NnmmGOOMc8995x55plnzNixY83555/fx2eyf7o6/3nz5pnZs2e3+36orq5ut89APf9Zs2aZu+66y7zxxhvm1VdfNWeccYY59NBDTX19fXKfrr7f4/G4mThxopk5c6Z55ZVXzKOPPmoKCgrMwoUL03FK+6Q75z9jxgxz8cUXt7v+tbW1yfsH8vk/8sgj5p///Kd5++23zVtvvWUWLVpk/H6/eeONN4wxg/vat+jqNRjM17+tNWvWmMMPP9xMnjzZfO1rX0tu78/fAwo+7qcpU6aYyy+/PHnbdV1TUlJilixZknL/c845x5x55pnttk2dOtVccsklvbrOoWZfr8ue4vG4yc7ONvfcc09vLXHI2p9rE4/HzfTp081vf/tbM2/ePAUfe8G+XpelS5eaMWPGmGg02ldLHLL29dpcfvnl5iMf+Ui7bQsWLDAnnXRSr65zKOtO8PHb3/62mTBhQrtt5557rpk1a1YvrkzkwN8TDSTXXnutOeaYY1LeV1NTY/x+v3nwwQeT29avX28As3r16j5aYe/Z898hz/NMUVGRufnmm5PbampqTDAYNH/+85+NMcasW7fOAOaFF15I7vOvf/3LWJZl3nvvvT5be0/oKPjY2XvGwXT+VVVVBjArV640xnTv+/3RRx81tm2bysrK5D5Lly41OTk5JhKJ9O0JHKA9z9+YRPCpbTBmT4Pp/I0xZvjw4ea3v/3tkLv2bbW8BsYMjetfV1dnjjjiCPPYY4+1O9/+/j2gsuv9EI1Geemll5g5c2Zym23bzJw5k9WrV6c8ZvXq1e32B5g1a1aH+8u+25/rsqfGxkZisRj5+fm9tcwhaX+vzfe//30KCwv50pe+1BfLHHL257o88sgjTJs2jcsvv5yRI0cyceJEFi9ejOu6fbXsIWF/rs306dN56aWXkmWVGzdu5NFHH+WMM87okzVLavr5L+nQE++JBpp33nmHkpISxowZwwUXXMDmzZsBeOmll4jFYu1ei6OPPppDDz10UL4WmzZtorKyst355ubmMnXq1OT5rl69mry8PE444YTkPjNnzsS2bZ5//vk+X3NvWLFiBYWFhRx11FHMnz+fnTt3Ju8bTOdfW1sLkPzs0p3v99WrVzNp0iRGjhyZ3GfWrFmEw2HWrl3bh6s/cHuef4t7772XgoICJk6cyMKFC2lsbEzeN1jO33Vd7rvvPhoaGpg2bdqQu/aw92vQYrBf/8svv5wzzzxzr/eX/f17wNerjz5I7dixA9d1210wgJEjR/Lmm2+mPKaysjLl/pWVlb22zqFmf67Lnr7zne9QUlKy119kOTD7c22effZZfve73/Hqq6/2wQqHpv25Lhs3buTJJ5/kggsu4NFHH2XDhg1cdtllxGIxrr322r5Y9pCwP9fms5/9LDt27ODkk0/GGEM8HufSSy9l0aJFfbFk6UBHP//D4TBNTU1kZGSkaWUymPXEe6KBZOrUqdx9990cddRRVFRUcP3113PKKafwxhtvUFlZSSAQIC8vr90xg/V9eMs5dfa5o7KyksLCwnb3+3w+8vPzB8VrMnv2bD71qU8xevRoysvLWbRoEaeffjqrV6/GcZxBc/6e5/H1r3+dk046iYkTJwJ06/u9o59LLfcNFKnOHxLvhw477DBKSkp4/fXX+c53vsNbb73FX//6V2Dgn39ZWRnTpk2jubmZrKwsli1bxvjx43n11VeHzLXv6DWAwX/977vvPl5++WVeeOGFve7r73//FXwU2e3GG2/kvvvuY8WKFYRCoXQvZ0irq6vjwgsv5De/+Q0FBQXpXo604XkehYWF/PrXv8ZxHI4//njee+89br75ZgUf02zFihUsXryY22+/nalTp7Jhwwa+9rWv8YMf/ICrr7463csTEek1p59+evLPkydPZurUqRx22GE88MADCvAPQeedd17yz5MmTWLy5MmUlpayYsUKTjvttDSurGddfvnlvPHGGzz77LPpXkpadHT+X/nKV5J/njRpEsXFxZx22mmUl5dTWlra18vscUcddRSvvvoqtbW1PPTQQ8ybN4+VK1eme1l9qqPXYPz48YP6+m/ZsoWvfe1rPPbYYwMyXqGy6/1QUFCA4zh7TQ3avn07RUVFKY8pKirap/1l3+3PdWnx4x//mBtvvJH//Oc/TJ48uTeXOSTt67UpLy/n3Xff5ayzzsLn8+Hz+fj973/PI488gs/no7y8vK+WPqjtz9+Z4uJijjzySBzHSW4bN24clZWVRKPRXl3vULI/1+bqq6/mwgsv5Mtf/jKTJk1i7ty5LF68mCVLluB5Xl8sW1Lo6Od/Tk6OgiLSaw7kPdFgkJeXx5FHHsmGDRsoKioiGo1SU1PTbp/B+lq0nFNn176oqIiqqqp298fjcaqrqwflazJmzBgKCgrYsGEDMDjO/4orruAf//gHTz31FIccckhye3e+3zv6udRy30DQ0fmnMnXqVIB2138gn38gEGDs2LEcf/zxLFmyhGOOOYaf//znQ+baQ8evQSqD6fq/9NJLVFVVcdxxxyU/I69cuZJf/OIX+Hw+Ro4c2a+/BxR83A+BQIDjjz+eJ554IrnN8zyeeOKJdr0G2po2bVq7/QEee+yxDveXfbc/1wXgpptu4gc/+AHLly9v1/tFes6+Xpujjz6asrIyXn311eTXJz7xCT784Q/z6quvMmrUqL5c/qC1P39nTjrpJDZs2NAumPX2229TXFxMIBDo9TUPFftzbRobG7Ht9j/WW4LExpjeW6x0Sj//JR329z3RYFFfX095eTnFxcUcf/zx+P3+dq/FW2+9xebNmwflazF69GiKioranW84HOb5559Pnu+0adOoqanhpZdeSu7z5JNP4nle8oP6YLJ161Z27txJcXExMLDP3xjDFVdcwbJly3jyyScZPXp0u/u78/0+bdo0ysrK2gVgH3vsMXJycpKlq/1VV+efSksLp7bXf6Cefyqe5xGJRAb9te9My2uQymC6/qeddtpen5FPOOEELrjgguSf+/X3QK+OsxnE7rvvPhMMBs3dd99t1q1bZ77yla+YvLy85NSgCy+80Fx11VXJ/f/73/8an89nfvzjH5v169eba6+91vj9flNWVpauUxiU9vW63HjjjSYQCJiHHnrIVFRUJL/q6urSdQqD1r5emz1p2nXv2NfrsnnzZpOdnW2uuOIK89Zbb5l//OMfprCw0Nxwww3pOoVBa1+vzbXXXmuys7PNn//8Z7Nx40bzn//8x5SWlppzzjknXacwKNXV1ZlXXnnFvPLKKwYwP/3pT80rr7xi/ve//xljjLnqqqvMhRdemNx/48aNJjMz01x55ZVm/fr15rbbbjOO45jly5en6xRkiOjq35DB5Jvf/KZZsWKF2bRpk/nvf/9rZs6caQoKCkxVVZUxxphLL73UHHrooebJJ580L774opk2bZqZNm1amle9/7r6d+jGG280eXl55m9/+5t5/fXXzSc/+UkzevRo09TUlHyM2bNnmw984APm+eefN88++6w54ogjzPnnn5+uU9onnZ1/XV2d+da3vmVWr15tNm3aZB5//HFz3HHHmSOOOMI0NzcnH2Ognv/8+fNNbm6uWbFiRbvPLo2Njcl9uvp+j8fjZuLEieZjH/uYefXVV83y5cvNQQcdZBYuXJiOU9onXZ3/hg0bzPe//33z4osvmk2bNpm//e1vZsyYMebUU09NPsZAPv+rrrrKrFy50mzatMm8/vrr5qqrrjKWZZn//Oc/xpjBfe1bdPYaDPbrn8qe07378/eAgo8H4Je//KU59NBDTSAQMFOmTDHPPfdc8r4ZM2aYefPmtdv/gQceMEceeaQJBAJmwoQJ5p///Gcfr3ho2Jfrcthhhxlgr69rr7227xc+BOzr35m2FHzsPft6XVatWmWmTp1qgsGgGTNmjPnhD39o4vF4H696aNiXaxOLxcx1111nSktLTSgUMqNGjTKXXXaZ2bVrV98vfBB76qmnUv7caLkW8+bNMzNmzNjrmGOPPdYEAgEzZswYc9ddd/X5umVo6uzfkMHk3HPPNcXFxSYQCJiDDz7YnHvuuWbDhg3J+5uamsxll11mhg8fbjIzM83cuXNNRUVFGld8YLr6d8jzPHP11VebkSNHmmAwaE477TTz1ltvtXuMnTt3mvPPP99kZWWZnJwcc9FFFw2YX753dv6NjY3mYx/7mDnooIOM3+83hx12mLn44ov3CroP1PNPdd5Au58r3fl+f/fdd83pp59uMjIyTEFBgfnmN79pYrFYH5/Nvuvq/Ddv3mxOPfVUk5+fb4LBoBk7dqy58sorTW1tbbvHGajn/8UvftEcdthhJhAImIMOOsicdtppycCjMYP72rfo7DUY7Nc/lT2Dj/35e8AyRrVYIiIiIiIiIiIi0vPU81FERERERERERER6hYKPIiIiIiIiIiIi0isUfBQREREREREREZFeoeCjiIiIiIiIiIiI9AoFH0VERERERERERKRXKPgoIiIiIiIiIiIivULBRxEREREREREREekVCj6KiIiIiIiIiIhIr1DwUUREREREREQAsCyLhx9+ON3LEJFBRMFHERERERERkX7gC1/4ApZl7fU1e/bsdC9NRGS/+dK9ABERERERERFJmD17NnfddVe7bcFgME2rERE5cMp8FBHpAe+//z5FRUUsXrw4uW3VqlUEAgGeeOKJNK5MRERERAaSYDBIUVFRu6/hw4cDiZLopUuXcvrpp5ORkcGYMWN46KGH2h1fVlbGRz7yETIyMhgxYgRf+cpXqK+vb7fPnXfeyYQJEwgGgxQXF3PFFVe0u3/Hjh3MnTuXzMxMjjjiCB555JHePWkRGdQUfBQR6QEHHXQQd955J9dddx0vvvgidXV1XHjhhVxxxRWcdtpp6V6eiIiIiAwSV199NWeffTavvfYaF1xwAeeddx7r168HoKGhgVmzZjF8+HBeeOEFHnzwQR5//PF2wcWlS5dy+eWX85WvfIWysjIeeeQRxo4d2+45rr/+es455xxef/11zjjjDC644AKqq6v79DxFZPCwjDEm3YsQERksLr/8ch5//HFOOOEEysrKeOGFF1QmIyIiIiLd8oUvfIE//vGPhEKhdtsXLVrEokWLsCyLSy+9lKVLlybvO/HEEznuuOO4/fbb+c1vfsN3vvMdtmzZwrBhwwB49NFHOeuss9i2bRsjR47k4IMP5qKLLuKGG25IuQbLsvje977HD37wAyAR0MzKyuJf//qXek+KyH5Rz0cRkR704x//mIkTJ/Lggw/y0ksvKfAoIiIiIvvkwx/+cLvgIkB+fn7yz9OmTWt337Rp03j11VcBWL9+Pcccc0wy8Ahw0kkn4Xkeb731FpZlsW3bti4rcyZPnpz887Bhw8jJyaGqqmp/T0lEhjgFH0VEelB5eTnbtm3D8zzeffddJk2alO4liYiIiMgAMmzYsL3KoHtKRkZGt/bz+/3tbluWhed5vbEkERkC1PNRRKSHRKNRPve5z3Huuefygx/8gC9/+cv6DbGIiIiI9Kjnnntur9vjxo0DYNy4cbz22ms0NDQk7//vf/+LbdscddRRZGdnc/jhh2sgooj0KWU+ioj0kO9+97vU1tbyi1/8gqysLB599FG++MUv8o9//CPdSxMRERGRASISiVBZWdlum8/no6CgAIAHH3yQE044gZNPPpl7772XNWvW8Lvf/Q6ACy64gGuvvZZ58+Zx3XXX8f777/PVr36VCy+8kJEjRwJw3XXXcemll1JYWMjpp59OXV0d//3vf/nqV7/atycqIkOGMh9FRHrAihUruOWWW/jDH/5ATk4Otm3zhz/8gWeeeWavnj0iIiIiIh1Zvnw5xcXF7b5OPvnk5P3XX3899913H5MnT+b3v/89f/7znxk/fjwAmZmZ/Pvf/6a6upoPfvCDfPrTn+a0007j1ltvTR4/b948brnlFm6//XYmTJjAxz/+cd55550+P08RGTo07VpERERERERkALAsi2XLljFnzpx0L0VEpNuU+SgiIiIiIiIiIiK9QsFHERERERERERER6RUaOCMiIiIiIiIyAKhrmogMRMp8FBERERERERERkV6h4KOIiIiIiIiIiIj0b0hvqwAAAFdJREFUCgUfRUREREREREREpFco+CgiIiIiIiIiIiK9QsFHERERERERERER6RUKPoqIiIiIiIiIiEivUPBRREREREREREREeoWCjyIiIiIiIiIiItIr/h+EooooyNvWywAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  600\n",
+      "Loss =  0.001158735725441222\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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8+OCDHH/88Tt6qCIiIrIb6u19KCRnNZ144on8v//3/3j88cf52c9+xqJFi3jmmWf40pe+lOYrEJGdncJHkX5QWlrKU089xaGHHtphmuiW9thjDyBZvbd5pdOGDRt6raRra1jx3nvvcfTRR3e7X3dTsAdijAOh7T4Eg8Ee70N39thjD959911c1+0QIrdN4W27/h0hPz+fuXPnMnfuXBobG5kxYwbXXnst5557bureer3eXq+jL9Pq27SN//333+/03Jo1axg6dGi/VD0+8MADNDc3dwhSH3jgAebMmcPvfve71LaWlhbq6uo6HNvd9S1btoyNGzfy4IMPMmPGjNT2tu7zW6qoqOhU1fnBBx8ApBZOH6jvf0/fs+LiYi688EIuvPBCqqurOeCAA7j++usVPoqIiEi3hg0bRiAQ6PY9nm3bjBo1KrWtp/ehbUpLS/nhD3/ID3/4Qz788EP2339/fve73/H3v/99QK5JRHZdWvNRpB+cfvrpJBIJfvnLX3Z6Lh6Pp8KWo48+Gq/Xy6233tqhSuqWW27p9TUOOOAAxo4dyy233NIpvNn8XG3By5b7DMQYB8KBBx5IaWkpv/3tb2lsbOz0/IYNG3o8/oQTTqCqqop//vOfqW3xeJxbb72V7OxsZs6cuUPGuXHjxg6Ps7OzGT9+PJFIBIDCwkJmzZrFnXfeSWVlZafjN7+O7r6nXSkuLmb//ffnnnvu6bD/e++9xxNPPMEJJ5ywDVfTs3feeYdLL72UIUOGMH/+/NR2x3E6VQPeeuutJBKJDtu6u762CsPNzxGNRrn99tu7HEc8HufOO+/ssO+dd97JsGHDOPDAA4GB+/5nZWV1up5EItFpqnhhYSElJSWp3xciIiIiXXEch2OPPZaHHnqITz75JLV9/fr1LFmyhMMOOyy1/Etv70PD4TAtLS0d9iktLSUnJ0fvSURkh1Dlo0g/mDlzJueffz6LFi3i7bff5thjj8Xr9fLhhx9y//338/vf/57TTjuNYcOG8aMf/YhFixbx1a9+lRNOOIG33nqL//73vwwdOrTH17Btm8WLF3PiiSey//77M3fuXIqLi1mzZg1lZWU8/vjjAKmQ5ZJLLmH27Nk4jsO3vvWtARnj5l5//XV+9atfddo+a9YsDjvssK24u53vw5///GeOP/54Jk2axNy5cxkxYgRffPEFzz77LMFgkIcffrjb48877zzuvPNOzj77bN544w3GjBnDAw88wIsvvsgtt9zSYc3C7TFx4kRmzZrFgQceSH5+Pq+//joPPPAAF110UWqf2267jcMOO4zJkyfz/e9/n3HjxrF+/XpeeuklPv/8c9555x0A9t9/fxzH4YYbbqC+vh6/38+RRx7Z7fqdN954I8cffzzTpk3jnHPOobm5mVtvvZXc3Fyuvfba7bqu559/npaWFhKJBBs3buTFF1/k3//+N7m5uSxdurTDOkFf/epX+dvf/kZubi4TJ07kpZde4qmnnqKgoKDDObu7vunTpzNkyBDmzJnDJZdcgmVZ/O1vf+t2enNJSQk33HADn3zyCXvttRf//Oc/efvtt/njH/+I1+sFBu77f+CBB/LUU09x0003UVJSwtixY9l7770ZOXIkp512Gvvttx/Z2dk89dRTvPbaax2qQ0VERGT39pe//IXHHnus0/Zrr72WJ598ksMOO4wLL7wQj8fDnXfeSSQS4Te/+U1qv97eh37wwQccddRRnH766UycOBGPx8PSpUtZv3493/rWtwbsOkVkF5amLtsig9pdd91lAPPaa6/1uN+cOXNMVlZWt8//8Y9/NAceeKDJzMw0OTk5ZvLkyeaKK64wFRUVqX0SiYS57rrrTHFxscnMzDSzZs0y7733ntljjz3MnDlzUvs9++yzBjDPPvtsh9d44YUXzDHHHGNycnJMVlaWmTJlirn11ltTz8fjcXPxxRebYcOGGcuyzJZ/7HfkGLsDdPv1y1/+0hhjzMyZM83MmTM7Xe/999/f4Vwff/yxAcxdd93VYftbb71lvv71r5uCggLj9/vNHnvsYU4//XTz9NNP9zq+9evXm7lz55qhQ4can89nJk+e3On8ba974403dnl911xzTY+v8atf/cocfPDBJi8vz2RmZpp99tnHXH/99SYajXbYr7y83Jx11lmmqKjIeL1eM2LECPPVr37VPPDAAx32+9Of/mTGjRtnHMfp8vfFlp566ilz6KGHmszMTBMMBs2JJ55oVq1a1WGf7u55V9r2bfvyer1m2LBhZsaMGeb666831dXVnY7ZtGlT6j5nZ2eb2bNnmzVr1nT5+6i763vxxRfN1KlTTWZmpikpKTFXXHGFefzxxzvdg5kzZ5pJkyaZ119/3UybNs1kZGSYPfbYw/zhD3/oNK6+fP+N6fx9vuaaawxgNmzY0GG/tr8/Pv7449S2NWvWmBkzZpjMzEwDmDlz5phIJGJ+/OMfm/322y/153e//fYzt99+e6/3X0RERHZ9be8puvtat26defPNN83s2bNNdna2CQQC5ogjjjArVqzocJ7e3ofW1NSY+fPnm3322cdkZWWZ3Nxcc8ghh5j77rsvHZctIrsgy5g+rIgvIiKyE5k1axY1NTW899576R6KiIiIiIjIbk1rPoqIiIiIiIiIiEi/UPgoIiIiIiIiIiIi/ULho4iIiIiIiIiIiPQLrfkoIiIiIiIiIiIi/UKVjyIiIiIiIiIiItIvFD6KiIiIiIiIiIhIv/CkewADzXVdKioqyMnJwbKsdA9HREREZKsZY2hoaKCkpATb1s+Sd0Z6TyoiIiI7s615P7rbhY8VFRWMGjUq3cMQERER2W7r1q1j5MiR6R6GbAO9JxUREZFdQV/ej+524WNOTg6QvDnBYDDNoxERERHZeqFQiFGjRqXe18jOR+9JRUREZGe2Ne9Hd7vwsW1aSzAY1Bs9ERER2alpuu7OS+9JRUREZFfQl/ejWiRIRERERERERERE+oXCRxEREREREREREekXCh9FRERERERERESkXyh8FBERERERERERkX6h8FFERERERERERET6hcJHERERERERERER6RcKH0VERERERERERKRfKHwUERERERERERGRfqHwUURERERERERERPqFwkcRERERERERERHpFwofRUREREREREREpF8ofBQREREREREREZF+ofBRRERERERERERE+oUn3QMQERERGQxc11BWEaI2HCU/4GNSSRDbttI9LJFtknANr35cS3VDC4U5GRw8Nh9Hv59FREQkDdIaPj733HPceOONvPHGG1RWVrJ06VJOPvnkHo9ZtmwZl19+OWVlZYwaNYqrr76as88+e0DGKyIiIrumFWtrWLy8nPLqRmIJg9exKC3MZt7MUqaPH5ru4Ylslcfeq+S6h1dRWd+S2lacm8E1J07kuH2L0zgyERER2R2lddp1U1MT++23H7fddluf9v/444/5yle+whFHHMHbb7/NpZdeyrnnnsvjjz/ezyMVERGRXdWKtTUsWLqS1ZUhsvweCnP8ZPk9rK5sYMHSlaxYW5PuIYr02WPvVTLv7292CB4BqupbmPf3N3nsvco0jUxERER2V2mtfDz++OM5/vjj+7z/HXfcwdixY/nd734HwIQJE3jhhRe4+eabmT17dn8NU0RERHZRrmtYvLycxkicomAGlpWclpphOxQFbapCERYvL2fquAJNwZZBL+Earnt4FaaL5wxgAdc9vIpjJhZpCraIiIgMmJ2q4cxLL73E0Ucf3WHb7Nmzeemll7o9JhKJEAqFOnyJiIiIAJRVhCivbmRIwJcKHttYlkVewEt5dSNlFXr/IIPfqx/Xdqp43JwBKutbePXj2oEblIiIiOz2dqrwsaqqiuHDh3fYNnz4cEKhEM3NzV0es2jRInJzc1Nfo0aNGoihioiIyE6gNhwlljD4nK7fEvkdm5hrqA1HB3hkIluvuqH74HFb9hMRERHZEXaq8HFbXHXVVdTX16e+1q1bl+4hiYiIyCCRH/DhdSyiCbfL5yMJF69tkR/wDfDIRLZeYU7GDt1PREREZEdI65qPW6uoqIj169d32LZ+/XqCwSCZmZldHuP3+/H7/QMxPBEREdnJTCoJUlqYzerKBoqCdoep18YY6sIxJhTnMKkkmMZRivTNwWPzKc7NoKq+pct1Hy2gKDeDg8fmD/TQREREZDe2U1U+Tps2jaeffrrDtieffJJp06alaUQiIiKyM7Nti3kzS8n2O1SFIjTHEriuoTmWoCoUIdvvMG9mqZrNyE7BsS2uOXEikAwaN9f2+JoTJ6rZjIiIiAyotIaPjY2NvP3227z99tsAfPzxx7z99tt89tlnQHLK9FlnnZXa/4ILLuCjjz7iiiuuYM2aNdx+++3cd999XHbZZekYvoiIiOwCpo8fysJTJjOhOIdwJE51Y4RwJM6E4hwWnjKZ6eOHpnuIIn123L7FLP7OARTldpxaXZSbweLvHMBx+xanaWQiIiKyu0rrtOvXX3+dI444IvX48ssvB2DOnDncfffdVFZWpoJIgLFjx/LII49w2WWX8fvf/56RI0fy5z//mdmzZw/42EVERGTXMX38UKaOK6CsIkRtOEp+wMekkqAqHmWndNy+xRwzsYiv/P551qxv4NKj9+TiI/dUxaOIiIikRVrDx1mzZmFMVyvSJN19991dHvPWW2/146hERERkd2TbFpNH5qZ7GCI7hGNbBANeAPYszFHwKCIiImmzUzWcEREREekvrmtU+Si7lLbfvabL9jMiIiIiA0Pho4iIiOz2VqytYfHycsqrG4klDF7HorQwm3kzS7Xmo+y07Nbu7T1MNBIRERHpdztVt2sRERGRHW3F2hoWLF3J6soQWX4PhTl+svweVlc2sGDpSlasrUn3EEW2SWv2iKv0UURERNJI4aOIiIjstlzXsHh5OY2ROEXBDDK8DrZtkeF1KAr6aYwkWLy8HNdVeCM7H0urBoiIiMggoPBRREREdltlFSHKqxsZEvBhbZHUWJZFXsBLeXUjZRWhNI1QZNtZaNq1iIiIpJ/CRxEREdlt1YajxBIGn9P1WyK/YxNzDbXh6ACPTGT7teXpajgjIiIi6aTwUURERHZb+QEfXscimnC7fD6ScPHaFvkB3wCPTGTHUeWjiIiIpJPCRxEREdltTSoJUlqYzaZwDLNFQmOMoS4co7Qwm0klwTSNUGTbqdu1iIiIDAYKH0VERGS3ZdsW82aWku13qApFaI4lcF1DcyxBVShCtt9h3sxSbFudO2Tno27XIiIiMhgofBQREZHd2vTxQ1l4ymQmFOcQjsSpbowQjsSZUJzDwlMmM3380HQPUWSbtEXmih5FREQknTzpHoCIiIhIuk0fP5Sp4wooqwhRG46SH/AxqSSoikfZqVntHWdERERE0kbho4iIiMgO4LpG4aUMKu2Vj0ofRUREJH0UPoqIiMhub8XaGhYvL6e8upFYwuB1LEoLs5k3s7RP066393iR/pAqfFT2KCIiImmkNR9FRERkt7ZibQ0Llq5kdWWILL+Hwhw/WX4PqysbWLB0JSvW1vTr8SL9pW3atbJHERERSSeFjyIiIrLbcl3D4uXlNEbiFAUzyPA62LZFhtehKOinMZJg8fJyXLfr+GZ7j5fBZ/HixUyZMoVgMEgwGGTatGn897//TT3f0tLC/PnzKSgoIDs7m1NPPZX169enccTda5t2rW7XIiIikk4KH0VERGS3VVYRory6kSEBX3tzjlaWZZEX8FJe3UhZRahfjpfBZ+TIkfz617/mjTfe4PXXX+fII4/kpJNOoqysDIDLLruMhx9+mPvvv5/ly5dTUVHB17/+9TSPumuadi0iIiKDgdZ8FBERkd1CVw1hasNRYgmDz+n657F+x6beNdSGo10+39XxWeEGmgI5fTpeBp8TTzyxw+Prr7+exYsX8/LLLzNy5Ej+93//lyVLlnDkkUcCcNdddzFhwgRefvllpk6d2u15I5EIkUgk9TgU6v9A2kLTrkVERCT9FD6KiIjILq+7hjCzJxXhdSyiCZcM2+l0XCTh4rUt8gO+Ls+bH/Cljs/E4qhX/svRrzzK/5xxJRWFo3s9Xga3RCLB/fffT1NTE9OmTeONN94gFotx9NFHp/bZZ599GD16NC+99FKP4eOiRYu47rrrBmLYKaliXJU+ioiISBpp2rWIiIjs0npqCPOn58opyPaxKRzDbBHQGGOoC8coLcxmUkmwy3NPKglSWphNomYj5/3rFk54YSm+WIQ5/74TX6S51+NlcFq5ciXZ2dn4/X4uuOACli5dysSJE6mqqsLn85GXl9dh/+HDh1NVVdXjOa+66irq6+tTX+vWrevHK0hKTbvu91cSERER6Z4qH0VERGSXtWVDmLZ1GTNsh6KgTVUoQjATsvwOVaEIeQEvfscmknCpC8fI9jvMm1mKbVtdnt+2LX40tJHIb35NdmMdrm1hWTav7HUQn4UN2ZmeHo+XwWnvvffm7bffpr6+ngceeIA5c+awfPny7Tqn3+/H7/fvoBH2TarbtdJHERERSSOFjyIiIrLL6ktDmI2NUS48YjyPl1VRXt1IvWvw2hYTinOYN7OU6eOHdn1y14W77mK/O++k0Rel2utQ483itqPn8uHofdinMLvn42XQ8vl8jB8/HoADDzyQ1157jd///vd885vfJBqNUldX16H6cf369RQVFaVptN1Tt2sREREZDBQ+ioiIyC6rrw1lRuUHuGfuwZ0a0nRbsVhbC1dfDa++CkC230PWYdNoufAKvufP7v142am4rkskEuHAAw/E6/Xy9NNPc+qppwLw/vvv89lnnzFt2rQ0j7IzVT6KiIjIYKDwUURERHZZmzeE6a2hjG1bTB6Z2/tJX38dfvpT2Lgx+di24bzzsL73PSbaWk57Z3fVVVdx/PHHM3r0aBoaGliyZAnLli3j8ccfJzc3l3POOYfLL7+c/Px8gsEgF198MdOmTeux2Uy6pPrNpHUUIiIisrtT+CgiIiK7rLaGMKsrGygK2h2mXrc1lJlQnNO3hjCuC3/+c/LLdZPbhg6F66+HAw/spyuQgVZdXc1ZZ51FZWUlubm5TJkyhccff5xjjjkGgJtvvhnbtjn11FOJRCLMnj2b22+/Pc2j7lqq4YxKH0VERCSNFD6KiIjILsu2LebNLGXB0pXb1FAmZePG5DTr115r33bIIfDLX0J+fv9ehAyo//3f/+3x+YyMDG677TZuu+22ARrRttOkfxERERkMFD6KiIjITs91TbfrNU4fP5SFp0xm8fLyrWso0+bVV5PBY21t8rFtwwUXwNlnJ38tMkjZWvNRREREBgGFjyIiIrJTW7G2JhUsxhIGr2NRukWn6enjhzJ1XEHfG8pAcmr1n/6UnGbdlt4MG5acZn3AAQNwZSLbqfW3t7pdi4iISDopfBQREZGd1oq1NSxYupLGSJwhAR8+xyaacFld2cCCpStZeMrkVADZ54YyABs2JKsd33ijfdv06XDddTBkSD9ciciOZ7Wmj4oeRUREJJ0UPoqIiMhOyXUNi5eX0xiJUxTMSDWTybAdioI2VaEIi5eXM3VcQe9rOm7u5ZfhZz+DTZuSj20b5s+H7363x2nWPU39FkmH9oYz6R2HiIiI7N4UPoqIiOzmdtbQrKwiRHl1I0MCvg5drAEsyyIv4KW8upGyilDfKh4TCbjzTrjrrva0prAQFi6E/ffv8dC+TP0WGWhtfyqMah9FREQkjRQ+ioiI7MZ25tCsNhwlljD4nK6rEf2OTb1rqA1Hez9ZdTX89Kfw1lvt2w49NDnNOi+vx0O3Zuq3yEBS5aOIiIgMBmrRKCIisptqC81WV4bI8nsozPGT5fekQrMVa2vSPcQe5Qd8eB2LaMLt8vlIwsVrW+QHfD2faMUKOOOM9uDRtuGSS+Dmm3sNHrec+p3hdbBtiwyvQ1HQT2MkweLl5biu0h8ZeLY1+CuYRUREZNen8FFERGQ3tCuEZpNKgpQWZrMpHMNsUdpljKEuHKO0MJtJJcGuT5BIwB/+kAwa6+qS24YPT3a3PuusHtd3bLM1U79FBlrbb8nB/OdYREREdn0KH0VERHZDu0JoZtsW82aWku13qApFaI4lcF1DcyxBVShCtt9h3szSrtevrK6G88+Hu+9u3zZjBixZAlOm9HkMfZn6Hevr1G+RHU7drkVERCT9tOajiIjIbmiHrpfYi740tInHXR5+t5Iv6sKMyAtw4pRiPB6713NMHz+UhadMTq1bWe8avLbFhOKc7tetfPFF+PnPob4++dhxktWPZ5zRXirWR5tP/c6wnU7P93nqt0g/0JqPIiIiMhgofBQREdkNDVRo1peGNn96rpzbni0n1BLDmGRgct3DZcw/opTvzyjt9RzTxw9l6riC3jt2x+Nw++3w17+2bysuTnaznjx5m66vber36soGioJ2hyrStqnfE4pzup/6LdKP1O1aREREBgOFjyIiIruhgQjN+tIFuqyinl//dw2JzbIRY6CuOcav/7uGT2qaeLF8Y6+dpG3bYvLI3O4HU1UFCxbAu++2b5s5E665BoLbfo1tU78XLF1JVShCXsCL37GJJFzqwrGep36L9DNVPoqIiMhgoDUfRUREdkPbtV5iH/Sloc1tz67llqc+SAWPFsmwpO0VEwb+8do6Qs3R7WuK89xzySnVbcGjxwOXXw6//e12BY9t2qZ+TyjOIRyJU90YIRyJM6E4JxWOiqRDW7drZY8iIiKSTqp8FBER2U1t03qJfdSXhjZlFSGaom7rts13SAaQxiQDSI9t99oUp8uqx3g82c36739v31ZSAr/+NUycuM3X1pU+T/0WGUCpadcqfRQREZE0UvgoIiKyG+uv0KwvDW1a4ok+nSvWTWVjj01xKivhqqvgvffatx15JPzsZ5CT06fX3Vq9Tv0WGWBtob2yRxEREUknhY8iIiK7ue0NzbrqRN2XhjZOHwPO7qq2um2Ks3w5XHstNDQkH3u9cOmlcPrpW93NWmRXoIYzIiIikk4KH0VERGSbddeJ+vwZ43ptaDN+WDbvfF7fuq1jLrh53ui6BmNM701xYjG49VZYsqT94BEjktOsJ0zol+sXGczUcEZEREQGAzWcERERkW3S1s16dWWILL+Hwhw/WX4PqysbuPr/vceMPYf22NDmx7P3ZuzQQOp8xrR/tSkK+hmS5eu9KU5FBZxzTsfg8aij4N57FTzKbstCDWdEREQk/RQ+ioiIyFbrSzfr5z6s4Vcn79ttF+jD9hzG9SdPZkjAy5aToS1gSMDLTafvz6KvT+m5k/Szzya7Wa9alTzY64Urr0xWPGZnD/StERk0bFU+ioiIyCCgadciIiKy1frSzbq8upHcTB/3zD2424Y208cP5bYzDuC2Zz+krCJENGHwORaTSoLMP2LPVMftLpvixGPw29/CP/7R/uIjRyZDx332GbB7ITJYtU+7VvooIiIi6aPwUURERLZaX7pZt3Wi7q2hTV86bnc6xxdfwE9+AqtXt2879lj46U8hK2u7r09kV5Dqdp3mcYiIiMjuTeGjiIiIbLW+dLPushN1N7aq4/bTT8MvfgFNTcnHPh/88Ifw9a+rm7XIZtr+NKjyUURERNJJ4aOIiIhstUklwV67WXfoRL0jRKNwyy1w333t20aPTk6z3muvHfc6IrsKrfkoIiIig4AazoiIiMhWs22LeTNLe+xmnepEvSOsWwdz53YMHmfPhr//XcGjSDfU7VpEREQGA1U+ioiIyDaZPn4oC0+ZzOLl5ZRXN1LvGry2xYTiHObNLE01i+kL1zXdr/n45JPwy19COJx87PPBj38MJ5+sadYiPVC3axERERkMFD6KiIjINutLs5jerFhbkwowYwmD17EoLczmwmmjmPbvv8IDD7TvvMceyWnWe+7ZD1cjsmtpy+ZdpY8iIiKSRgofRUREZLtsVbOYLaxYW8OCpStpjMQZEvDhc2yiCZfa1eU0/WEBjfGNZPtb366ccEKyw3UgsANHL7LrslBlsIiIiKSfwkcRERFJC9c1LF5eTmMkTlEwI9W0Ztr7r3P6E3/Fbm6m2uuQFczCuvJKOPFETbMW2QpWatq1Kh9FREQkfRQ+ioiI7MJ6XEtxAM/RlbKKEOXVjQwJ+LAsC08syinP/oNp7zyXfF3b4pOcQmI3/J69D9t/u19PZHfT9qdU0aOIiIikk8JHERGRXVR3ayluTTOYHXGO7tSGo8QSBp9jM6y2ijn/voOSDZ+nnn990nQWTz2N6wtHsPd2vZLIbqq19FGFjyIiIpJOdroHICIiIjte21qKqytDZPk9FOb4yfJ7WF3ZwIKlK1mxtmZAztGT/IAPr2Ox33sv8cO//jIVPMa8Pv7vuLncdezZuP4M8gO+7Xodkd2VrYYzIiIiMgio8lFERGQX091aihm2Q1HQpioUYfHycqaOK+h2+vSOOEdvJuX7uPyV+5j42rN4neTPQ9cXlHD31y6gqqCYulCECcU5TCoJbtP5RXZ3bQ1nFD2KiIhIOqnyUUREZBez5VqKm7Msi7yAl/LqRsoqQv16jh59/DH23LM5rvwVHMsilnB5ceJ0fnvmAj7JHU5VKEK232HezNIdsr6kyO6oveFMeschIiIiuzdVPoqIiOxiNl9LsSt+x6beNdSGo/16jm498ggsWgQtLWT7PRQX5fHHQ7/Fg0VTiEUMXjvOhOKcHbKupMjurD22V/ooIiIi6aPwUUREZBfTtpZiNOGSYTudno8kXLy21eNaijviHJ00N8NvfgMPP9y+rbSU4A03cPnoPZjdDx21RXZnqnwUERGRwUDho4iIyC5mUkmQ0sJsVlc2UBS0O0ybNsZQF471upbijjhHBx99BD/5SfL/bU4+GX70I8jIwAYmj8zdyisVkZ5Y6nYtIiIig4DWfBQREdnF2LbFvJmlZPsdqkIt1IWj1DdHqQtHqQq19GktxY7niNAcS+C6huZYYuvXY3z4Yfjud9uDx0AAfvUruPpqyMjYQVctIluy1O1aREREBgGFjyIiIrug6eOHcuYho4m7hoq6Zj7f1ExFXTNx13DmIaP7tJbi9PFDWXjKZCYU5xCOxKlujBCOJNdjXHjK5N7PEQ7DNdfAdddBJJLctuee8Le/wXHH7YCrFJGeqNu1iIiIDAaadi0iIrILWrG2hntf+QzHgpK8TGzLwjWGcDTBva98xqSS3FR46LqGsm7WW5w+figHj8nn4Xcr+aIuzIi8ACdOKcbj6eXnl+XlcOWV8MknGKA5mmD90SfQNP8HTBw1TD/9FBkAWvNRREREBgOFjyIiIrsY1zUsXl5OYyROcW5mh/UaczMNVaEIi5eXM3VcAS9/tJHFy8spr24kljB4HYvSwuxUp+kVa2s6Pf/gW59334naGPj3v+GGGyAapTES5/OIxR2HfYsX8w/Ee9/KDucXkf7T9iffqPZRRERE0kjho4iIyC6mrCJEeXUjQwK+DsEjJBtQ5AW8lFc3suTVz/jz8x/RGIkzJODD59hEEy6rKxtYsHQlZx4ymntf+azb5ztNvQ6HYdEi+O9/AWiMxHnZU8DNs79HtGQkhb0dLyI7lNWePoqIiIikjWY9iYiI7GJqw1FiCYPPsTEYmqMJGlpiNEcTGAz+1hDw/15NBotFwQwyvA62bZHhdSgK+mmMxLltWTkNLTGG5/gxBpqicYyB4Tk+GiMJFi8vx3VbU40PP4TvfCcVPBrgP3sfytUn/RBr9Oguzr/F8SKyw9mW1nwUERGR9FPlo4iIyC4mP+DD61jUNceob44RiScwJlkF5fc45GZ6AagORbqtjsz0OlTUNZOf5ePT2jCRuLvZOWyCmcnqybIv6pn82jPw299CNJo8QSDAJxdczv98mkOO39Nj9WVZRYjJI3MH5L6I7K7U7VpERETSSeGjiIjIINZTM5juTCoJUpDto6wiBAYcx0pNvwxH4oSjcUbnB2iKJPA5XU+CsCxwDWwKRzFYeOzkOQzQHHOJxiPkEyf3+mvh9RfaD9xnH1i0iM+aM4h99E635/c7NvWuoTYc3Ya7IiJ90Rb8K3sUERGRdFL4KCIiMkh11exla5q1GJMMC91Ex+TBMuCxLbyORTThkmE7nY512451weexUiGGBXhtGLFhHVcuu4eh/jD4Wo8//XS49FLw+cj/vL7H80cSLl7bIj/g28q7IiJ9pSUfRUREZDDQmo8iIiKD0Iq1NSxYupLVlSGy/B4Kc/xk+T2pZi0r1tZ0e2xZRYiKuuZuKyRt26K2KUJhMINN4Rhmi7IoYwyNLfFUcIHV4Ulmr3mBGx+5mZJQdXJbVhb85jdwxRXgS4aJk0qClBZmd3v+unCM0sJsJpUEt+a2iMhWaKt43vLPoIiIiMhAUvgoIiIyyLiuYfHy8h6awfTcrKWmKUKoJQ4Y/B4Lv8fG59j4PTZ+jwUYGiIJjpk4nGy/Q1UoQnMsgesammMJqkIR/F6bgM/BsS3iCYNrDBnRZi599i7OffE+vIk4lmURGrcnLFkCRx7ZYQy2bTFvZmm358/2O8ybWdrrFHIR2XaqfBQREZHBQOGjiIjIIFNWEaK8urHbZjCbN2vpSl1TDNc12JbV5fG2ZeG6hpLcTBaeMpkJxTmEI3GqGyOEI3EmFOdw8ZF7kpvppbA1/Byz4TN+s/Q3TP/oLWzLwuvYPLP/kdTcdBuMGNHlOKaPH9rt+ReeMrlPU8dFZNulwn2ljyIiIpJGWvNRRERkkKkNR4klzDY3axkS8GK3ViwmXJNa+9EiOQ3TGPA4FkMCXqaPH8rUcQWdmtoAPF5WxeqKEGd+9hInPXs/TjwOHptIRoD/OfxMwocezvwxPQeI3Z1fFY8i/a/tT5m6XYuIiEg6pb3y8bbbbmPMmDFkZGRwyCGH8Oqrr/a4/y233MLee+9NZmYmo0aN4rLLLqOlpWWARisiItL/8gO+VLOWrvTWrKUg20+m10k2jGnNHNpDiGQQmel1KMj2A8nqqMkjc5m51zAmj8zFti1s22L+l4dz+TN/4aQnluAk4ti2xadFY7nilCt5f8KBfZ423dX5RWQAqNu1iIiIDAJprXz85z//yeWXX84dd9zBIYccwi233MLs2bN5//33KSws7LT/kiVL+MlPfsJf/vIXpk+fzgcffMDZZ5+NZVncdNNNabgCERGRHa+tWcvqygaKgnaHqdNtzVomFOd026xlQlEOtm117BNDa+Vj62PbtphQlNP9IFatYurPr2Lfmk+p9jpE4i6PTp7Fg9NPYUxxXp87botI+rSv+aj0UURERNInreHjTTfdxPe//33mzp0LwB133MEjjzzCX/7yF37yk5902n/FihUceuihnHHGGQCMGTOGb3/727zyyisDOm4REZH+1NasZcHSlVSFIuQFvPgdm0jCpS4c67VZy+qqBhwrObXaNcm1H9vSx7bHjpXcb/LI3I4HGwP//CfccgvE42T7PWQNy+ejC3/EAVMO4mhNmxbZabR3u07vOERERGT3lrZp19FolDfeeIOjjz66fTC2zdFHH81LL73U5THTp0/njTfeSE3N/uijj3j00Uc54YQTun2dSCRCKBTq8CUiIjLY9bVZi+saVn5ez/IPNrDy83rc1rUgbcumJDeTTK8DtPebyPQ6lORmYtt25zUjQyG44gr47W8hHk9umzwZ6957KT3tBE2bFtnJtNU/K3sUERGRdEpb5WNNTQ2JRILhw4d32D58+HDWrFnT5TFnnHEGNTU1HHbYYRhjiMfjXHDBBSxYsKDb11m0aBHXXXfdDh27iIjIQOitWcuKtTUsXl5OeXUjsYTB61iUFmYze1IRXsfC57EZU5BFS8wl7rp4bJsMr01L3MWbcDuuGVlWBlddBRUV7du++12YPx886k8nsjOyVfkoIiIig0DaG85sjWXLlrFw4UJuv/123nzzTR588EEeeeQRfvnLX3Z7zFVXXUV9fX3qa926dQM4YhERke3TXbOWFWtrWLB0JasrQ2T5PRTm+Mnye1hd2cCfniunINvHpnAMgEyfQ06Gl0xfsgqyLhyjtDA7uWakMbBkCZxzTnvwGAzCzTfDD36g4FF2O4sWLeKggw4iJyeHwsJCTj75ZN5///0O+8yaNQvLsjp8XXDBBWkacffap10rfRQREZH0SdsniqFDh+I4DuvXr++wff369RQVFXV5zM9+9jO++93vcu655wIwefJkmpqaOO+88/jpT3+KbXfOUv1+P36/f8dfgIiISJq4rmHx8nIaI3GKghmphjQZtkNR0KYqFCGYCVl+p+c1Ixsb4Npr4bnn2k8+ZQosWgRbzEwQ2V0sX76c+fPnc9BBBxGPx1mwYAHHHnssq1atIisrK7Xf97//fX7xi1+kHgcCgXQMt0eadi0iIiKDQdrCR5/Px4EHHsjTTz/NySefDIDrujz99NNcdNFFXR4TDoc7BYyO07qWlX6iKyIiu4myihDl1Y0MCfg6dMIGsCyLvICXjY1RLjxiPI+XVVFe3Ui9a/DaFhOKc5Kdqpsr4YyroKqq/eCzzoILL1S1o+zWHnvssQ6P7777bgoLC3njjTeYMWNGansgEOj2B+aDhiofRUREZBBI66eLyy+/nDlz5vDlL3+Zgw8+mFtuuYWmpqZU9+uzzjqLESNGsGjRIgBOPPFEbrrpJr70pS9xyCGHsHbtWn72s59x4oknpkJIERGRXV1tOEosYfA5Xa+e4nds6l3DqPwA98w9uOOakcU52P+3BG69FRKJ5AG5ufCLX8Chhw7gVYjsHOrr6wHIz8/vsP3ee+/l73//O0VFRZx44on87Gc/67H6MRKJEIlEUo8Hogli248mFD2KiIhIOqU1fPzmN7/Jhg0b+PnPf05VVRX7778/jz32WKoJzWeffdah0vHqq6/GsiyuvvpqvvjiC4YNG8aJJ57I9ddfn65LEBERGXD5AR9exyKacMmwO//wLZJw8doW+QFfas1IAOrr4Uc/hOefb995//1h4UIoLByYwYvsRFzX5dJLL+XQQw9l3333TW0/44wz2GOPPSgpKeHdd9/lyiuv5P333+fBBx/s9lzpaILYVhmtwkcRERFJJ8vsZvMwQqEQubm51NfXEwwG0z0cERGRrea6hjl3vcrqygaKgv4OU6+NMVSFIkwozuGeuQenGtTw7rvJbtabr7U8dy5ccAFo9sBOR+9nBsa8efP473//ywsvvMDIkSO73e+ZZ57hqKOOYu3atZSWlna5T1eVj6NGjerX7+GDb37O5fe9w4y9hvHX7x3cL68hIiIiu6eteT+6U3W7FhERkWQH7HkzS8lubSjTHEvguobmWIKqUKS9oYxtgevCX/8K557bHjzm5SWnXc+fr+BRpBsXXXQR//nPf3j22Wd7DB4BDjnkEADWrl3b7T5+v59gMNjhq7+p27WIiIgMBlpRXkREZCc0ffxQFp4ymduXlfN+VQPRhIvPsdmnKIcLZ5UyffxQqKuDn/8cVqxoP/CAA+BXv9I0a5FuGGO4+OKLWbp0KcuWLWPs2LG9HvP2228DUFxc3M+j2zqpbtfKHkVERCSNFD6KiIjs1AwGQ/I/Q6q1xNtvw4IFUF2dfGxZ8L3vwXnnqdpRpAfz589nyZIlPPTQQ+Tk5FDV2hE+NzeXzMxMysvLWbJkCSeccAIFBQW8++67XHbZZcyYMYMpU6akefQdpSof1XJGRERE0kjho4iIyE5oxdoaFixdSWMkzpCAD59jE024vF8R4rmf3sjkNU+S47UxQGMghw8vvhLvtGlMsmytuSLSg8WLFwMwa9asDtvvuusuzj77bHw+H0899RS33HILTU1NjBo1ilNPPZWrr746DaPtG1U+ioiISDopfBQREdnJuK5h8fJyGiNxioIZqYYzBS1hLn76fxm/9l02eB3I8fNa/lhuPPy71Lzvwbv2dUoLs5k3s3Vatoh00tv6iKNGjWL58uUDNJrto27XIiIiMhgofBQREdnJlFWEKK9uZEjAlwoXSte9z3f/8yeCjXW4tkVzzOW28Ufwry8dR152BoWtlZGrKxtYsHQlC0+ZrABSZBdna9q1iIiIDAIKH0VERNLIdQ1lFSFqw1HyAz4mlQSTXap7UBuOEksYfI6N5boc9cp/Of7Fh7CMC0BTIMj108/gwz0mMjovkAooM2yHoqBNVSjC4uXlTB1X0OtricjOq63hjKvsUURERNJI4aOIiEiarFhbw+3L1rKmqoFY3OD1WK3dqsf3WJWYH/DhdSz8DXWc8/hd7PXpqtRzH47ehz8cOYf3Yz5KMr2p4LGNZVnkBbyUVzdSVhFi8sjcfrs+EUmv1B9/hY8iIiKSRgofRUREttG2VC22WbG2hsvue5vapmj7emxReOXjWj6sfpubT9+/2wByUkmQo8Kfc/w//sCwSAMAxrJ5fPpXeeKQr/B5XQTbjpOT0fU/837Hpt411IajW33NIrLzaM8elT6KiIhI+ih8FBER2QYr1taweHk55dWNxBIGr2P1uZmL6xoW/Xc1GxoiWBZ4bBuLZHFS3HXZ0BBh0X9X89D8wzqHma6L/b//yxX/XkxFcxMxYwhn5/G3r36fshF7UdcYI8vv4HUsYgmD00Vr60jCxWtb5Ad8O+x+iMjg01b5qIYzIiIikk4KH0VERLbSirU1LFi6ksZInCEBH75umrl0Vxm58ot63q9qxAK8tp2aGt32OJZweb+qkZVf1DN5RG7qHMMijUy4/TdYr71GjtdmxJBMXh42nhsPPZPajBy8kTgTinM4f8Y47nzuI1ZXNlAUtDtMvTbGUBeOMaE4h0klwfTcQBEZIK3drtM8ChEREdm9KXwUERHZCq5rWLy8nMZInOFBP5GYoSkax2PbDA/6WB+Ksnh5Oa4xLF5WTllliFjcxeuxmVQcZP4R4/mgupG46+JxrC7XZHQci3jC5cE3v+C3T7xPeXUje366hvlP38XHsSYKc/xkZ/rIvuwSjjxrDsOrGjsFnLZlsWDpSqpCEfICXvyOTSThUheOke13mDezVM1mRHZxqW7XKn0UERGRNFL4KCIishXKKkKUVzfi9zh8urGZSDyBMcnpjX6PQ26ml1UV9Vx475s0tMTbK46iCVaUb2RVZYiv7VeS3GZoX5Rtcyb51MPvfIGD4cyVT3DCK4+CcWlxDWUxPxm/Wsh+Jx2FDV02jZk+figLT5mcmhpe7xq8tsWE4pw+TQ0XkZ1f2w831O1aRERE0knho4iIyFaoDUdpiiYIR5LBomNbWHZyTbWWWIKWaByX9g/7m2eLBtgUjvHkqvV4bIuEa7Btg7XZXgZDvPXgYGMdV774d8av+6D1ZBblpfty0+HfYWRNNve4psfqxenjhzJ1XME2N8URkZ2bml2LiIjIYKDwUUREZCvkZXppiSVwjcHrsVPBoWWB5UA0ZnBb990y4mtrKlMZamFcQRYfb2wiFnfxODaWlQww44nk0QdWvM9PXv4/cpvbu1k/ethJPHPw8TgJQ3l1I2UVoS6rHjdn21av+4jIrim1qoOmXYuIiEgaKXwUERHZSqnP8VtOmzakgse2p7s7fkJxkMZonNqmKAnXTU3d9uAyZ+UTfO2tJ/A7yZPX5wzhr189j49H7gmAH0O9a6gNR3fwlYnIriTV7Tq9wxAREZHdnMJHERGRrVDXHCPT69AcM8Rcg8dur2iMuwabjgFkd/KyvNx8+v7cvqyc96saiCZcCltCXPXi39lvw0dUW8kmEe+Pm8y9J5xDUyAndWwk4eK1LfIDvn66ShHZFbRVZqvwUURERNJJ4aOIiMhWyA/4yPI7ZGc41DfHiMTbqxYzvTY2EIokej3PfiPzOqzJGH/xRfb8wx/Iam6ELB91LQn+esBXefPwE8BxUscZY6gLx5hQnMOkkmA/XqmI7OzaKx+VPoqIiEj6KHwUERHZCpNKgpQWZrO6soE98gNE4oa46+Kxbfweiy/qmvt0nj2HZSd/kUiQf/efCP7j78lGMD4Hq7CQhmuuYPkaQ2NjjLwA+B2bSMKlLhwj2+8wb2apGseISI9S3a77Uo4tIiIi0k8UPoqIiHTDdU2XnaLnzSxlwdKVVIUiZPocHMuiJZ5gUziB3+OQ4XVpiXX/aT/L71AfifPaK6tp+tGVDP/4feqNwbIsPp3wJYZcv5BDvjSOhRNqWLy8nPLqRupdg9e2mFCcw7yZpUwfP3QA74SI7IzU7VpEREQGA4WPIiIiXVixtj34iyUMXseitDA7FfydechobltWTmVdMy5gAzmZXr42pYR/v11BNB7F7eITv21BhsehednzZN/4KwrDjViWhXEc/jXtZB6aNIuspz5lYU6ww7TsLQNQEZHepKZda9FHERERSSOFjyIiIltYsbaGBUtX0hiJMyTgw+fYRBMuqysbWLB0JWceMpp7X/kMx7LIzfSSMAbHsrAti2dWV9MST+Ca9kY0bSzASiQ4fcWD7LV6Gc3RBC6wPpDLjTPP5sPhY/DFDdFwlMXLy5k6rgDbtpg8Mjc9N0JEdmoW+kGFiIiIpJ/CRxERkc24rmHx8nIaI3GKghmpNdMybIeioE1VqIXblpUTjSVoibsdqhttCxqjcWKJ5JTrLWuNCpo2ccXye5hY8wnNWLjG8NqoffnDzO8QzghgG4jEXSJxWFURoqwipOBRRLZZe+VjeschIiIiuzeFjyIiMuC6W0txMCirCFFe3ciQgA8saI4mUg1lMnw2mV6Hzzc1p4LFzUftGlJrPVq0Vz4a4OB173HpC0vIiYYxQNyyuPugk3hsyhFYlp3c3wLLgVjcJdQSY2NjZLuvZzDfaxHpX+p2LSIiIoOBwkcRERlQva2lmG614SixhCGacKmsbyEST2BM8kO83+MQ8Nkdg8fNcjzLtFc72jZ4bRvbTXDGaw9z8nvPAMnnq7OG8JtZc/ho+Fg8lt3h9S0sbNvCdQ2bwrHtupbBfq9FpH+1Tbvuav1ZERERkYFi976LiIjIjtG2luLqyhBZfg+FOX6y/J7UWoor1take4jkB3y4xvDFpmZaYglsy8LjJNdzbIklqGmItu+8ZQHhZo8TLgxrrOVXj/wPJ5c921rWCK+MnszlX/sxawvH4hrTqRGEMQbXGGzbIi/Lu83XsTPcaxHpX2o4IyIiIoOBKh9FRGRA9L6WYqRDk5V0mVCUQ8IYEq7B50mGjtD6Id42xN32fdsqIjd/3OaQde9x6YtLyImEwYK45XDXQSfxyIQZZGV4yTKG5liCmGvw2O1TtOOuwbYsghkehmb5t+kadpZ7LSL9q+1Pt6JHERERSSeFjyIiMiA2X0vRsjoGXpZlkRfwUl7dmPYmK6urGnAs8DgWcRc8ttksGATHgsRmn+S3LCjyJOLMeeNhTlnzXPJ5oDorn98eMZfPisaQ5VhMHpELGN79PETCdYkm3FSQmeGxcWybiSW5TCoJbtM17Cz3WkT6l9W+6KOIiIhI2ih8FBGRAdG2lqLP6XrFD79jU+8aasPRLp/fWtvaaKU2HMW2bEpyM6lpihCJuRhjsCyLDK9NQcDLuk0tGDpWFVlAYcNGrnjuHvbeuA6Pnexm/faeB3DP0d8l7AuQGUuQ7fdw4axSABYsXUlDS5whWT4cyyJhDM3RBDkZHubNLN3mqsSBvtciMjgpexQREZHBQOGjiIgMiPyAD69jEU24ZNhOp+cjCRevbZEf8G33a21Po5W2ccbdtu4xpjVcTD5OGIucDA9N0QSJzaZMH/zpu1z0wv+RHW1meG4GGZkZ3H3Iyfzf6EOIGfC6hgnFwQ5jWHjK5NQ4I27y+ieWBLe7IcxA3msRGbxsrfkoIiIig4DCRxERGRCTSoKUFmazurKBoqDdYTqwMYa6cIwJxTnbPNW4TVujlcZInCEBHz7HJppwU41WFp4yucdgb1JJkIJsH2UVISzA49h4rOT06pZYgsr6ZiaVBPnqlBIWLy+nubGZs17/N19b/Ry2bVGYm8GwvcfBr3/N/L33YVYP1ZfTxw9l6riCbarQ7MlA3WsRGezU7VpERETST+GjiIgMCNu2mDezlAVLV1IVipAX8OJ3bCIJl7pwjGy/s11TjaFjo5XhQT+RmKEpGsdj2wwP+lgfim5do5UtuzVY7b/+/uHjmDvaS/l5l5D96Qf4cjIYluPHPuZouPpqyM7Ghl7XVLRta4evuzgQ91pEBr/2addKH0VERCR9ul4MSkREpB9MHz+UhadMZkJxDuFInOrGCOFInAnFOb1WJG7JdQ0rP69n+QcbWPl5fWqNx/LqRvweh083NvNpbROfb0r+/9ONzfg9dqrRSnfKKkJsbIxSnJtBptfBNYa4a3CNIdPrUJSbwcbGKE/f/g8+Ou5kWL2ahpY41RGXPxx8KivO+SFkZ++Au7V9duS9FpGdU+rnJ8oeRUREJI1U+SgiIgNqR0w17m5Nx+mlBTRFE4QjcQzg2BaW3T5lOhJLEPB7Uo1WumpK09aspTDHz5CAj5aYS9x18dg2GV4bJxZj1mNLGLnqOVzAY1vU5BfxpxO+z8rsYh78f+8NmnCvv6Z1i8jOoW3JBYWPIiIikk4KH0VEZMD1Zapxd92qe1rT8cP1DYSjcVxj8HpsjAHXTU499DgWsbhLSyxBXqaXFWtruH3ZWtZUNRCLG7wei32Kcjhu3+JUsxa/t+MEgYK6ar770B0UVXyCa1n4PDZv7XMQ9x17FhF/JkXGUBWKbN3U7n7WH9O6RWTnkP6/gUREREQUPoqIyCDUXWXj+TPGcedzH9EYiVMUzEhV9WTYDkVBm3W1YeIJg2VBJOYCtHaqTrJaG8e883kdtz27ltqmaHtFUBRe+biWD6obGZ7j57PWc0XiLsbAoZ+8xUUr/kEgFsEFLJ+P+4/+Ni9NmZFaWM2yLPIC3tTUboV+IpJOdqryUaWPIiIikj4KH0VEZFDpqbLxxw+8SzSeID/L36GDMySDv4DfQ31LvNMUw7aHxoDXsfjLCx+zoSGSrIi07VQfmbjrUtMQwQYamuO4gDcR4/uv/T+Of/9FAFygKreQ+06dT1XR6E7j9zs29a5JTe3uTXcVniIi26vtr0l1uxYREZF0UvgoIiKDxubdqrurbAzHEgzPyejy+AxP+zRpu7XKsa3y0WpNGCPxBF/UNWMBXttOvUbb41jCZX0oggFKQtVcuewexm76InXeZWMP5I+Hns7w/HwyjOm0JmQk4eK1LfIDvl6vt7sKz3kzSwfFmpEismtQt2sRERFJJ4WPIiIy4Lqr9mvrVj0k4OuysjGY6aUxEqchEievi3AvmkhOtbYt8NoWWBbGtAWPya7VxkDCJIO+rl7Dsi1MwnD4x29y0Yp/khmPABCzPdx5yKk8sedUsCzc+pbUa7a9hs+xcWyb/UblMqkk2GNVY08VnguWrhw0TWtEZOfV9lecZl2LiIhIOil8FBGRAdVTtV/MNcQSBp9jd3lsToYH27aob46Tm+ntEB4aY2hoSeDYyXXO4gY8VmsFJBA3bd2vLaJxt+NikJvxRKOc9+pSjvtgRWrb58FCbph1Np8OKUltC0cTyf0dC8dOTmsMRxM4tsuMPYfy8kcbu73OqeMKeqzwHGxNa0Rk52S1/iWn7FFERETSSeGjiIgMmN6q/c49fFx7p2nbpiW62ZRmn000YQhmePF5kgFdXsCL30lOda4Lx8jyO3gdiwyvTV1zjEjMxRiDZSW35WZ6icYS1LuGhGuwbZP6cA5QXFfFpU/fxZhNFaltz477MounnkaLt+NUb8cGv8chmnBJtHbUDvgcPI7Fv9+p4O+vfEZTD9fZU4WnmtaIyI6gykcREREZDBQ+iojIgOhtPceqUITH3qti3LAsVn5RTzxhOk1p9jgWU0bmcf6McdyxvJw1VQ2pqsJ9inK4YGYpdz73Ee9+XodxDW0rnVkYjGtoisSZPCKXunCMVZUhYnEXj2NjWXD4h69x3ov/xB9PNoqJOl7uOOQ0nhp/cPsn+M0EvA6jC7LY0BAhknDxOzbDcvw0xxK8X9VIwOcwckhml9f5j1c/67HCc2ub1oiIdMVO/d2l9FFERETSR+GjiIgMiN7Wc8wLePloQyPH7VvEyx/VknBNF1OaLWbsObT1A7XVWrXYVr1oYVvJ518q30jCNTg2OJaFwdAcc4kmDDP3Gsakklwuu+9tapuiONEI5778L4758GUg+WH9k2Ahv541l3V5Rd1fkGWxuqqBxGZtZGuaouRmeIi7LgFf99dZFWrBIlnhmWE7nU69NU1rRES6o27XIiIiMhgofBQRkQFRG472Xu2XMLz6cS0Bn0PCNZ2mNDu23e2U5jVVDVy1dCXBDA8+x6LFGOIutFX82K3Vk899WMM5h43j5tP3574Hnucr9/6eko0VWLZFhtfBOfFEfp5zKBvdnv+JDLXEgY7LRiZcQ204hgVkeDuHim3XCVAY9LM+FKEoaHdau7IuHGNCcQ6TSoJ9urciIl1J1T1q3rWIiIikkcJHEREZEPkBX2o9x+6q/QCqQi0MD2bg99i0xDZb89Fr9zql+fO6Zio2NbdOtgavY6UayyRcQ8x1WVVRT1lFiOkfvMq0R26i2WokkR/ADmSSefUC7K+dyHEPvsu9r67r9lqS9ZabPWhj2v/XXZ+YSMLF59h8++DR/Pn5j7pcuzLb7zBvZqmazYjIdkmt+ZjeYYiIiMhuTuGjiIgMiEklQUoLs1ld2dBttd/woJ/19S3dVkcaQ49TmgNeh7pwLFXluPk+jpUMH1saw2T/ZiGseBqLZEUl48bBr38N48bhuobPNjWT4bFpSZZOduC1LWKbzWHsrqBofSjCHgVOt1WNZxw8mnFDs1Idsetdg9e2mFCcw7yZpUwfP7Qvt1VEpAet3a6VPoqIiEgaKXwUEZEBYdsW82aWsmDpym6r/b598Ghuf3Ytdc1R6ptjROLtDWf8HhufJxlKdjelua0KsX2dM5M63gL2qKvih8/eTZ4VgoAXA1TPOpb358xjiC/IJNdQVhFiVUU9CZNcMxKTKp5MVlC2for3WOCS/FDf9rxlgWNB3AXHsXqtapw+fihTxxVQVhGiNhwlP+BjUklQFY8iskO0d7tW+igiIiLpo/BRREQGzPTxQ1l4yuRuq/2mjivgn699RllFCMsCj53sRG2A5liCpkgCj2Nhd10YmZpb6LoQNW6HYPCota9wwcv/wp+I4inIImR5+OP0b/JgwRRiD72P17EoLcxm2rh8Qi1xEq5JHd/G2uyBS7K60kCHgDNhDLZlOOOg0aysqO+1qtG2LSaPzN2Bd1lEJKmt27WiRxEREUknhY8iIjKgeqr2czdvydr2y7YFFlsf+z02deEYGcHOU5rDsQSODQm3fZqhPxZh3isPcGT5a0Dyw/jG4lH85MtnsDZrKEP8nlTTmtWVDayuDBFPmC4/rG++zTXgGhfLsjfb5hJPQG7Ay+XH7IVtW6pqFJG0aW84k9ZhiIiIyG5O4aOIiAy47qr9yipCbGyMUpybSX1zlJZY+7TrTJ9DbqaPllgcr2N3OaU5N9NLLOESjiQAGL2pkiuW382o+vWp13h2wnReO+V7rK2NUBTM6NS05pONTX2uEoomIFkDudm1WTB/Vime1iniqmoUkXTRtGsREREZDBQ+iojIoFEbjhJLGAJ+m45tpAGs5JTrhM1Z08aworym05Tm2ZOKuPnJD4hEExy19hXOe/kBfPEYAM1eP3dMO503Jk7FWxthSMAHFjRHE+0dtX02AZ9DY2t42ZOAz6E5mug4LRvIzfQyqUSBo4ikn4WmXYuIiEj6KXwUEZFBIz/gwzWGLzY1A+DYVnLNRwMtsQRfbGomN9PLYeOH8v3DxvLwu5V8URdmRF6AE6cU8+JHG8mMRbjktfv48qqXcVurfT7JH8HvjzmH2IiREI4RixuiCZfK+hYi8cRmTW0cPN2tJ9mJYWJxDvUtcWIJF69jk5vhYX1DlMXLy5k6rkBTrEUkrdorH9M7DhEREdm9KXwUEZFBY0JRDgljSLgGn8dKNUuwLMA2ROOGhDFsCkc4++7VrKlqIBY3eD0W/3pzHaflRvjlgzcwor4ay2PjGsPyfWfw4KxvkhHwQ8xNru8YT3QMOO32gLPDupM9CPg82LadrKDcTF7AS3l1I2UVIU25FpFBoetVbEVEREQGhsJHEREZNFZXNeBY4HEs4i54bJPqNxN3k9td13DpP9+moSXeXs0TMQQf+w/jXl1KJglirsHNzOC+Y+fw1oSD8ZJc86wuHGPv4dm8V1HfbcAZb13Csa0Asq3XjUXH3jc5GV3/E+p3bOpdQ2042h+3SESkz9qqr1X5KCIiIumk8FFERAaN2nAU27Ipyc2kprGFSNzFNckmLhkem6HZfj6va05t89g2mbEWzn/xnxxW/gYArsfmi8LR3HzUXELDinGaYySMoTmaICfDw/GTi1lTFeo24PS2Bpxtn9U9tpVKHxOuAZPcx7EtDIaWqNthzchIwsVrW+RvUREpIjLQ1O1aREREBgOFjyIiMuBc11BWEaI2HCU/4GNSSRC7NbDzOhZx16Wt1tDarO6wKRIn4SaDR69tM7b2Cy5/5i6KQxuAZEb40J6HEpl/MRVlG2ioa8YlWcWYk+nlzENGMyo/kAo4NzZFiMQ366jttSnI8lPXHMMGGqObVVea5BTtIQEvw4MZfFYbJp5Irh3ZdrzPsfE4FlNG5jGpJDjwN1ZEZDOpNR817VpERETSSOGjiIgMqBVra1i8vJzy6kZiCYPXsSgtzGbezFKmjiugINtHWUUIaF2PESvZlTqWIBxNdqH2WHDMmheZ+/KDeBOt3ax9GfzhsG/z3Kj9GLKqBo9tUZKXmWpY0xxLcO8rn3Hu4ePwOhY+j82YgixaYptVLnptWuIuWT6HC48Yz2PvVSbXlWwd5z5FOVw4azxlFfXc8Nj7JFyDx7FwbHANhKMJHNtixp5D1WxGRNIu1e1a2aOIiIikkcJHEREZMCvW1rBg6UoaI3GGBHzJ5i8Jl9WVDSxYupJfnbwvkPygbAA30fkTc2a0hUte/ieHffxWav3FtQWjuHHmHNYHh2IMROIJxhZkYVntAWCuMVSFIjz2XhXjhmWxpqqRoqCfTJ8DOK2vm1wXckJxDmccPJozDh7dqUITYPHycgI+h4SbrHxMuMkKo4DPwbFtnvuwhnMOG6cAUkTSqr3yUURERCR9FD6KiMiAcF3D4uXlNEbiFAUzUsFghu1QFLSpCkX47RMfUFHXjG1byfUVt1Ba+zlXLLub4oaa1Ifp/+xzOHd9+WvEHG/qE/aQgK9D8AhgWRZ5AS8fbWjkwiPG8/mmj6gKRcgLePE7ybUa68Ixsv0O82aWpoLDLTtWr/y8nvLqRoYHM/B77C4rJ9XtWkQGg/Y1HxU/ioiISPoofBQRkR2uqzUdyypClFc39hgMflrTSEMkARj8nuQ6j8aAheG4Nc8z5+WleNzk1OuwN4P/OfTbvDRmvw5lPRYQ9PfciXpUfoCFp0xOTf+udw1e22JCcQ7zZpYyffzQbq+tNhwlljD4HBvLsjpUTm7+Gup2LSLp1vZ3bRc/yxEREREZMAofRURkq3XXMAa6X9NxeunQVGjXFb9jEzPgGoNjW9hWcr9ArJkLXvg/pn38NsaY1DTrG2aezfqcglTwaLV+YUFDJE5eF92mN+9EPXlkLgePyefhdyv5oi7MiLwAJ04pxuPpenxt2priRBMuGbbT6Xl1uxbZuS1atIgHH3yQNWvWkJmZyfTp07nhhhvYe++9U/u0tLTwwx/+kH/84x9EIhFmz57N7bffzvDhw9M48s4srfwgIiIig4DCRxER2So9NYwBul3TcW11I65xewztfLZFi2XhugZjG0pr1nH5M3cxvGEjbf1aH5owk0dnnUpTwsYTS6Q6TWd4HfKzvFTWtxBqjpGb6e1QYbn5eo6TSoJdXseDb33ea+XjpJIgpYXZrK5soCho9/gaIrLzWb58OfPnz+eggw4iHo+zYMECjj32WFatWkVWVhYAl112GY888gj3338/ubm5XHTRRXz961/nxRdfTPPoO9o8ezTGdKo6FxERERkIltnNFoEJhULk5uZSX19PMKgPhiIiW6O7hjGbwjGyfDbBzGT4NzzoJxIzqbUQ/V6L9aEIcdfgWBbFuRmdQruqUISRQzJZVxumPhzlhNXPM/f1h/C6cTDQ6Mvk1sO+zUujpzAiL5PcgJeW6GbrLfqS6y9uaorg8zjEEqbL9RwXnjIZ6Dok3bTZPj0FkO33IdHta/R0vMj20vuZgbNhwwYKCwtZvnw5M2bMoL6+nmHDhrFkyRJOO+00ANasWcOECRN46aWXmDp1ap/OOxDfw9qmKAf88kkAPlp4gppgiYiIyA6zNe9lVPkoIiKddDWtGuixYcznm5qpCkUYmu3jk5owkXgC14Btgd/jkBfwYWIJfB6720YvPzp2L+55YiXTH7ubgz5+JzXN+sNhe/A/R81lU95QgpZFOJogN9PbZafqiSW5nD9jHHc+91GX6zlOHVfAnLte7bHxzeLl5UwdV9DtB/Xp44du85qRIrJzqa+vByA/Px+AN954g1gsxtFHH53aZ5999mH06NE9ho+RSIRIJJJ6HAqF+nHUSR0qH/v91URERES6pvBRREQ66G5a9exJRT02jMn0OdS3xKisb+nQ3MA1EI8maIk1k53h5dxpe7CifGPXoV20mokP/oYNn35MwgLbtnnyS0fzr2kn0ehaDPF7OPOQ0dz7ymc9dqqePn4o00uHdrkuZVu36p4a3/SlW/X08UOZOq6g27UvRWTn57oul156KYceeij77rsvAFVVVfh8PvLy8jrsO3z4cKqqqro916JFi7juuuv6c7id2FtUmHeMI0VEREQGhsJHERFJ2XxadabXweMku02vrgzxwfoGWqIuQwI+DKbTlOcMr40x3VfXJAyEI3Gmlw7l+4eN69joZXIRngfug9//nvx4HN+QTD6Le/ifw8/ktT0m47UsJhRnp4LFSSW5vVYd2rbVZXi4ebfqrmxNt+ruXkNEdg3z58/nvffe44UXXtjuc1111VVcfvnlqcehUIhRo0Zt93l7tFnWqI7XIiIiki4KH0VEBEhOtV68vJxN4SjxhKG+OZZq5uJzbCwLonHDpnCUUEucSLy92Yvf4+Df4l+Urqb7xV3DW+s28ZvH1lBWGSIWd8mLN+P7yf3MrFxFdutJsr/8Jfa5fiHz3ADf7KKqcHuqDtWtWkT64qKLLuI///kPzz33HCNHjkxtLyoqIhqNUldX16H6cf369RQVFXV7Pr/fj9/v788hd7J5cbfRxGsRERFJE4WPIiICQFlFiFUVIZoiCYwx2LaV+uDaEktgWRYGqKxvwbbA49hYNhgDzdE4jZGO5+vuY+4N/32f5lgCgL02fMIVy++hsGkTn9kWo/MDZH//e3DhhdgeD5P74TrVrVpEemKM4eKLL2bp0qUsW7aMsWPHdnj+wAMPxOv18vTTT3PqqacC8P777/PZZ58xbdq0dAy5Wx27XadtGCIiIrKbU/goIiIAbGyMEGqJ4boGLIgl2j+p2hYYN1k3Y6D9E23bLhZYPUy5bmMgGTwaw0mrljH3jYexjQtAnSeTxTO+x+8vurjXCsbu1qXsS7MX27aYN7OUBUtX9rhupNZuFNk9zZ8/nyVLlvDQQw+Rk5OTWscxNzeXzMxMcnNzOeecc7j88svJz88nGAxy8cUXM23atD53uh4oW65rKyIiIpIOXS94JSIiu51N4RiJhMGl89pgrgGXZHiYl+kh0+vgGkPcNbjGkOl1KMj2pva3aM8nN/81QHYkzNXP/JlzXn8oFTyuHjaWS772Yx7OKeXddXU9jrNtXcrVlSGy/B4Kc/xk+T2srmxgwdKVrFhb0+u1tnWrnlCcQzgSp7oxQjgSZ0JxDgtPmaxu1SK7scWLF1NfX8+sWbMoLi5Off3zn/9M7XPzzTfz1a9+lVNPPZUZM2ZQVFTEgw8+mMZRd02VjyIiIjIYqPJRREQACAY8uH3YL8fvITfgoyW2WcMZr01TJE5NYwzoWAG5+a/3qf6YK5bfw9BwXWrbA/sexb1fOoFE6/qLj75Xyf57DOnytdvWpWyMxCkKZqSqejJsh6KgTVUowuLl5UwdV9Br5aK6VYtIV0wfUrqMjAxuu+02brvttgEY0bbr0O1aaz6KiIhImih8FBHZzbiu6TJwq2uK9en4SKLriLIl3n10aRmXU8qe5aw3H0lVO4b8Wdx02Hd4c+SEDvuu29Tc7XnKKkKUVzcyJODrNJ3QsizyAl7Kqxspqwj1qQu1ulWLyK7MUrdrERERGQQUPoqI7GK6CxchOWX59mVrWVPVQCxu8Hos9inK4cJZ4wm19C18rG+O0RRJEE24HbphG9M+xTq1NiQQbGnk0heW8OUvVqXOUVY4jt/OOIuNWXmdzj9ySGa3r10bjhJLGHxO16uG+B2betdQG4726VpERHYXfanoFBEREekPCh9FRHYhPTViAbjsvrepbYq2r/0VhVc+ruXD6rc5blJxKjiELdYK2+zXsbghQgKP3Ro0GmiKJrBJVhJikq8LFntXfcQPl91NQVMdBnCxuH/y0SzZ/zjc1mnWm7OAr+xb3O315Qd8eB2LaMIlo4vjIwkXr22RH/D19ZaJiOyyNq98VPQoIiIi6aLwUURkF9HWiKUxEmdIwIfPsYkmXFZXNnDVg+9i2xYbGiJYFnhsOxU0xl2XDQ0Rnv+wGq9jEXdNKpw0tFczWslcEa/HIpYwbD7L2rbA61gk3OT0Zzfhcup7z3DGm49guy4GCGVk87vDv8ObJft0ew1jhgaYMiqv2+cnlQQpLcxmdWUDRUG7w9RrYwx14RgTinOYVBLc9hspIrKLsNj878g0DkRERER2a2nvdn3bbbcxZswYMjIyOOSQQ3j11Vd73L+uro758+dTXFyM3+9nr7324tFHHx2g0YqIDE5bNmLJ8DrYtkWG16Eo6KcuHOOTmjAW4LVtbMvCsixsy8LbGkR+vqmFkUMCANg2eBwLr23hcSzs1n8tbCu5bpjVGjZ6bQuvY2FZkGjtfD3KbuHaZ/7Ema8/jNUaPK4p2ZOFZ/6MT/ecQk6Ghy1buljAkICX60+e3GPDF9u2mDezlGy/Q1WohbpwlPrmKHXhKFWhFrL9DvNmlqppjIgIHSsfVfooIiIi6ZLWysd//vOfXH755dxxxx0ccsgh3HLLLcyePZv333+fwsLCTvtHo1GOOeYYCgsLeeCBBxgxYgSffvopeXl5Az94EZFBpLdGLF6PnaxitC2wwDUmtV6jZYHjWMQTLofvOZSmaLzj1GyT7Jia5XNoiCZwjUkGlltUHUYTLhOqyrnqhb8xPBIi4di4wCMHncDyGSeyvsllYnEO588Yx+Jl5ZRVhojFXbwem0nFQeYfMZ7p44f2eq3Txw/lzENGc9uycirqmlPVmTmZXs48ZHSfziEisjtQt2sREREZDNIaPt500018//vfZ+7cuQDccccdPPLII/zlL3/hJz/5Saf9//KXv1BbW8uKFSvwer0AjBkzZiCHLCIyKPXWiMXTWgnouoZo67Tq1JRqK1nRCDBuaDY3n75/e1Oa1nUj9ynKYfLIPP64vBzbtjoFnDaGb658km+9+SgeoMUY6jNyuGnmd3m3ZG+smhbys3zMm1nK9PFDmV46tNumOL1ZsbaGe1/5DMeCkrxMbMvCNYZwNMG9r3zGpJJcBZAiInRcu1fdrkVERCRd0hY+RqNR3njjDa666qrUNtu2Ofroo3nppZe6PObf//4306ZNY/78+Tz00EMMGzaMM844gyuvvBLH6dx4ACASiRCJRFKPQ6HQjr0QEZFBoLdGLKnwsfXDZ1voiEluc01yGvX+o/PYb1QeU8cVdAoHn/tgA39+/iNc15AggcHCGMhraeDS5/7Gfl+8nzy5bfFe0Z7cNOM71GbmYqVizu23+fTy4tzMDiFobqahKhRh8fJypo4r0NRrEdntdWg4o0UfRUREJE3SFj7W1NSQSCQYPnx4h+3Dhw9nzZo1XR7z0Ucf8cwzz3DmmWfy6KOPsnbtWi688EJisRjXXHNNl8csWrSI6667boePX0RkMOmtEUtzLJFar7H9iY7n8LdOf4bk2oqTR+Z2eL4g208ww0ttU5REInmCfavW8uPn/sqQ5lDr6SwePOAEXjnqZHITFlmui8e28Xst1oeiLF5ejmsMdz73UZcduXurWOxtenlewEt5dSNlFaFO4xcR2d10+LcgjeMQERGR3VvaG85sDdd1KSws5I9//CMHHngg3/zmN/npT3/KHXfc0e0xV111FfX19amvdevWDeCIRUS2nusaVn5ez/IPNrDy83rcPsyV660Ri9/jkO13cFqrAc1mXwCObeH32Kyuauj2NSaVBAlmepJ1jMblm+88zq+euI0hzcmK8rqMHH4+ex7LjzgZtqhGbwsGV1WE+PED77K6MkSW30Nhjp8sv4fVlQ0sWLqSFWtrerzO3qaX+x2bmGuoDUd7vWciIrsTFT6KiIhIuqSt8nHo0KE4jsP69es7bF+/fj1FRUVdHlNcXIzX6+0wxXrChAlUVVURjUbx+XydjvH7/fj9/h07eBGRfrJibQ2Ll5dvU1VgT41Yjp4wlKdXb2BIwKGmMUIk7mKMwbKSoePQbD/hWKLH0M51DRsaIuQ2N/Cj5//GfpUfpJ57p3gvfnf4d6jLDDI6nqCqPkIknkg1tfF7HAqyvYRaYmR6HUYNySQSNzRF43hsm+E5PtY3RHudMt3b9PJIwsVrW+QHOv97ICKyO7IsWtf5VfooIiIi6ZG2ykefz8eBBx7I008/ndrmui5PP/0006ZN6/KYQw89lLVr1+K6bmrbBx98QHFxcZfBo4jIzmTF2hoWLF25zVWBWzZiGTUkQEleJo5lsfyDGlxj8Hlsxg7NYkxBFqPyA4wpyGLs0Cy8HrvX0O7hdysZ/+lq/vDwb9i/NXh0LYsl+x/PtcdeQEMgOWX7i00ttMQS2JaFx7GwLYuWWIIvNjWTcA1+j82ntWE+rW3i803NfFrbxKe1YXweKzVlujtt08s3hWOd1i8zxlAXjlFamM2kkmBfb7uIyC4t1fFa2aOIiIikSVqnXV9++eX86U9/4p577mH16tXMmzePpqamVPfrs846q0NDmnnz5lFbW8sPfvADPvjgAx555BEWLlzI/Pnz03UJIiI7xOaNVIqCGWR4HWzbIsPrUBT00xhJJNdL7GYK9paNWPICPoKZXvICPopzM4jGXRLGsKm1sjHT55CT4SXTl6we3DK06zT1O54g7+9/4brHFzOkuQHLgvpALtcddxFLDzwer9eTamqTMODYyQ+8Fsnw0bEh7ibXnNwUjtIcc5PhpJ18vjnmUtMQoSnac/Vlx+nlEZpjCVw3uaZlVShCtt9h3sxSNZsREWnV9rehul2LiIhIuqRt2jXAN7/5TTZs2MDPf/5zqqqq2H///XnsscdSTWg+++wzbLs9Hx01ahSPP/44l112GVOmTGHEiBH84Ac/4Morr0zXJYiI7BDb20ilt+OHZPnY1BTB69hUhSLkBbz4HZtIwqUuHOsQ2m059bsgEuLHz/+diRUfUNM6ce/dkr35/cyzqMvISX2wTbRWIjpWMmj02IbWhtrE3eS6kgnX4BrwOVZqnBbgtSGWcGmOJsjL9PZ4r6aPH8rCUyanxljvGry2xYTinD5NTxcR2Z20Fz4qfRQREZH0SGv4CHDRRRdx0UUXdfncsmXLOm2bNm0aL7/8cj+PSkRkYPWlkUp9D41U+nK8bducNW0MK8prug3t2qZ+N0biDAn42PfzNXznkT+T2VhPvWWBbfO3/Y7jgclH41o2JJLLYLSFjBYwIjeD2uZY67qSyQ++mV6bbL+HqlAktaNrTOr5tg/HVh8LFqePH8rUcQWUVYSoDUfJD/iYVBJUxaOIyBas1r+h1XBGRERE0iXt4aOIiGx/I5W+Hn/Y+KGcP2Ncl6Fdh6nb2T6Oe+lhjn35kWSnAsemOiPIH4+Zy/Kc0Z3O3/aZNtNr4/d5GBPw0RJzibsuHtsmw2uzsSmaChcjMbdDDY4F2BZkeB3qmmN9ume2bXVZBSoiIpvRko8iIiKSZgofRUQGgbZGKqsrGygK2h2mTrc1UplQnNNtI5XtPR7ap26PccOce/+tlK5r72a9Zuy+/PnoOaxqdnpcOMy2LWqbohTnZrSuJ+mkxtAcTeBpDTm7O4NHnapFRHaotn8NtmzSJSIiIjJQFD6KiAwCbY1UFixd2euajNtz/MsfbeywnqPXsSgtzGbezFJirmHvT8q4ZNnfyG5uAMBYNo8cfgrPHjSbhmiCWFM4uUajAwarfdo0hoQLkbibml695RiCGQ5x16UpksDnsWCz48EQjRsSxjChKGegbruIyC6vrdu1skcRERFJl7R2uxYRkXZtjVQmFOcQjsSpbowQjsSZUJzDwlMm99pIpbfjARYsXcnqyhBZfg+FOX6y/B5WVzZw9b/eJvNPd3LFI7eRFQ4BUJ8zhD9868c8c8jxGNumIRIHkp2sHdvBY9t4HRuPbePYTqqhzOxJRV2O4byZ4/F7bDyORTy5VCRtWWrcBY9j4ViwuioZfHbquK1WrSIiWy3VcEZ/hYqIiEiaqPJRRGQQ2d5GKtPHD+XgMfk8/G4lX9SFGZEX4MQpxdi2xZy7XqUxEmd40E8kZmiKxvHYNntZTXzj/jsZWvMxeGxaYgnWjp/MkhPOoSmQrEJMTptOJobdjqV189hh2Vxz4qRO1/D82hpsy6YkN5ONTZFODWkKsvyEYwlqw9FOHbc3r9BUN2sRkb5JuCb1g5s3P6tlxJBMHDXmEhERkQGm8FFEZJDZnkYqXYV2D771ObMnFVFe3Yjf4/DpxmYi8QTGwAFfrOLi5+9lSDRMBBgWzOQfU45n6cQjyPX68bsmNW06J8MhGk+QSBhsx3RaVzKRMHhsmy+NyuvyGtqa4vg8NmMKsjo1pGmJu3gTLutqw/z5+Y9SHbd9jk004bK6soEFS1f2qQpURGR399h7lVz38CpaWkvNL/3nO9zw2Ptcc+JEjtu3OM2jExERkd2JwkcRkQHkumabqxp7O8eKtTUsWLqyy9Dug/UNNLbEicaTXaa9uJzx5qOc8s6TGCAGbMrJp+nXNzBr4r6sbg0w612D17aYUJzD+TPGccNjayirCBFz3eQ6YgawwDXJJjJ7F2UzeUTXwWnHpjj+Tg1p6sIx9inK4bH3KmmMxCkKZqQCzgzboShoUxWKsHh5OVPHFWz1fRMR2V089l4l8/7+ZqfmXlX1Lcz7+5ss/s4BCiBFRERkwCh8FBEZIDtiKnF35zh/xjjufO6jbkO7zzc1E44msIDiSD2XP3sPe1d/DJaFheGVkZO4fcZ3+MuX9ufLo/K6nfptWxbzl7xJXThGYrOPtRaQF/By1fETtqspznH7FnH7s2sZEvB1qKwEsCyLvICX8upGyipC21wdKiKyK0u4huseXtUpeITUz4u47uFVHDOxSFOwRUREZEAofBQRGQCbVyVmeh08TrLT8+rKUJ+nEredo6ElRsDnwevYuMawqiLEjx94l2jcJT+r69AuO8NDXXOMgz4v4/IX7iU72gxAwrL520FfY+k+M3AcJ3VMT1O/fR4bx042L2j7IGtZye29aWuKs7iLysq2jtuxhMHndH0uv2NT7xpqw9FeX0tEZHf06se1VNa3dPu8ASrrW3j141qmlRYM3MBERERkt6XwUUSkn7muYfHycjaFo8QThvrmWKrRis+xiSXcXqcSt52jtilKwjXUN7dgTHLdRb/HpjmaIOa6DA/6MRhaoputp+iz8boJ5r7+b75e9kzqnBuy87npiDmsGjoGx4JMn0Ndc6zX60i4hr2H5xCJm9Rr+D0W6xuifZoS3VNTnZWf1+N1LKIJlwzb6XRsJOHitS3yA76t+A6IiOw+qhu6Dx63ZT8RERGR7aXwUUSkn5VVhFhVEaIpkgDAsS2s1srBSNwlEodVFaEepxInz1FPUzRBwt1sMp0xxKMJ2rK+DY0RwpEELbFEKuAcGannh8v/ytiKchw7WXH58qh9ufWwM2jKCJDpsQlmesHQY6hXVhGivLqRIQEftm2T6YO2NRuBrZoS3V1lZcd1Ie1OTW3qwjEmFOcwqSTY4/lFRHZXhTkZO3Q/ERERke2l8FFEpJ9tbIwQaolhjMHrsbFIBmqWBZYDsbhLqCXGxsZIt+eoaYpQ1xxPBY+b1xUaoC2P3NDQcTrywZ+9x6UvLCE7Gsa2LBK2w3+POI0nphxFnjEM3axqsbdQrzYcTU2JNsZ06la9I6ZE92VdyHkzS9VsRkSkGwePzac4N4Oq+pYu1320gKLcDA4emz/QQxMREZHdlMJHEZF+tikcw3UNtm2lgsc2Fha2beG6hk3h7qc81zZGO1Q8dvWBcnOeRJw5b/6Hk1YtS22rCRbwv1/5PquGjCbPtshyHCIJl/UN0U6hXlcdtfMDPryORV1zlLpwjEjc7TD1Ozfg3SFTontbF7KvzXlERHZHjm1xzYkTmff3N7Ho+O9F279A15w4Uc1mREREZMAofBQR6Wd5Wd5kwGhMKqxrY4zBNclgMi/LC3Qd/IVaug8mt1TYsJErn7uHPWs+S217afQUbp3+LX586pdxV61nTVVDqlv2PkU5XDhrfCrU66mjdkG2j/cqQpjNP822Tv0OxxLsWxLcIVOie1oXUkREenbcvsUs/s4BXPfwqg7NZ4pyM7jmxIkct29xGkcnIiIiuxuFjyIi/Wxolp9ghodQS5yYa/DYpKpR4q7BtiyCGR6GZvlZsbaG255dS1lliFjcxeuxmVScXAexL6Z+9i4/ePH/yEp1s3b434NO4j/7HA6WxWsf15Kst0yOIPn/9kCvp47aP126srXaMbnvllO/jYHGSHz7b1irnjpui4hIz47bt5hjJhZx8PVPsrEpxsKT9+WbB49WxaOIiIgMOIWPIiL9bFJJkIklubyzrp54IkE04eIasC3wOzYex2FiSS71zVEu/r+3qAvH2qfJRROsKN/IW+vqenwNTyLO2W/8m6+tfi61bX12ATfMnMPaoaNT25Z9sIEMr8OQgA+fYxNNuKypamDB0pX86uR9ufO5j1IdtUMtLR26crfEktWNNoCVDBtN8pfJhjcGKupaWPlFPfuNytuRt1BERLaBY1tkeD1AjIkjchU8ioiISFrY6R6AiMiurq2JSqbPJpYwGJP88GeMRSxhyPTZnD9jHD976D02tQaP1mZfBghHE92ev7BhIzf89/cdgscVe+zHD078UYfgESCRMBQFM8jwOti2RYbXoSjopzGS4LdPfMCqinqaYwla4i62ZeGxLWzLoiXu0tzaQdu2weexk1+Onfq1x7GIJVze/qxuR99CERHZRnbru33X9LZasIiIiEj/UOWjiMhAstisZLC1rBD4qLqJTzaGU7tsPqfZMt03mJn26Tv84MX/IxBLrukVtx3+98sn88g+h6XOvbncgLfDmpMAlmWRF/DyaU0jDZEEBoPXtlP7WYDXhki8lw+urac1KqwRERk0HKvtB14KH0VERCQ9FD6KiPQz1zUsXl5OSyyBz7GJGBfoOJ35zuc/am/ismV4t2W7UsCbiPG91x/iK2teSG2ryhnKDTPnUF4wqtuxdJFHAsnp3zGTrIxxbAssWhvkJI+xrOTU6oSBhAsJN3kNbVWabef22DZf0pRrEZFBw279i99V9igiIiJpovBRRGQH6qpTdVlFiFUVIZoiyanTjm1hta6ZGIm7ROIQibl9fo2iUA1XPncPpRvXpba9MGZ/bp32LZp9GT0eG0t0/ekzknDx2RYtlkUiYUi4psOajm3jhc5VmG2PjYERQzKYPEJNYkREBou2Hzq5Sh9FREQkTRQ+iojsICvW1rB4eTnl1Y3EEgavY1FamM20cfmEWmIYY/B67NYO060VhQ7E4i7RzUJBYzp3km5z2Cdvc/GKf5DZOs06Znv408Gn8Phe0zHdlTVuJrluo+kw9doYQ104xuiCLD7a0EioJQ6GDn2w2z6z2lb31TMWkO3XPysikj7r1q3DsixGjhwJwKuvvsqSJUuYOHEi5513XppHlx6qfBQREZF0U8MZEZEdYMXaGhYsXcnqyhBZfg+FOX6y/B5WVzbwlxc/IeEabNtKBY9tLCzs1u6jPk/7X8lmsy9ITrO+4OUH+Onz96TWd6wIDuNHX7mMJ/c5jCFZvtSxrbOmW8/f/tjrWORkeKkKRWiOJXBdQ3MsQVUoQrbf4fJj9kyNxdpsHB0eGygO+sny2Xjs5Lk9NmT5bIrzMtjYGKWsIrQD7qiIyNY744wzePbZZwGoqqrimGOO4dVXX+WnP/0pv/jFL9I8uvSwteajiIiIpJnCRxGR7dS2pmNjJN5lJ+loa5do1xhc4+Ka5LTmzR87tsX0sUO6PH9JqJobH72Fr77/AvHW0pUXxh3Aj772I9YNHYllQaglnpzO3XqMx7HwOckO1JCsstynKIffnjaFCcU5hCNxqhsjhCNxJhTnsPCUyQwJ+HGsZEhp28lzeG0LT+tjpzWYzPR5GDs0mzEF2YzODzCmIJuxQ7MZkukj5hpqw9F+v+ciIl157733OPjggwG477772HfffVmxYgX33nsvd999d3oHlyZthe4JhY8iIiKSJpofJyKyncoqQpRXNzIk4Ouyk3RuwEdjpLl1jcfN6xmTHNsimOGhriVBls8mHHVTexz+8ZtcvOKfBOIRDBC1PfzxkK/z+J7Tkp8oXZMKHLP8Dplem7rmOMYkw03LSp6/IMvHVcdPYPr4oUwvHdppXUrbtlj+wQZsy6YkN5ONTREicTe15mOm1yHH72V9QwstsQRZfg+ZPgdwUtfREk/gtS3yAz5ERNIhFovh9/sBeOqpp/ja174GwD777ENlZWU6h5Y2mnYtIiIi6abwUUR2GV01e2mbRtyfasNRYgmDz+m6mDwnw4NtW6mqxS25riEv4GN9fTMleQF8HotwKMw3lt/HkatfxLEtEo7NJ1kF/Hrm2XySP6LD8W1ntS2LHxy9N4+9V8X7VQ1EEy4+x2bvohwunFXK9PFDk/vZFpNHdm4Kkx/w4XUsfB6bMQVZtMRc4q6Lx7bJ8NrJcDFsE44myO9m3cgJxTlMKgluw10UEdl+kyZN4o477uArX/kKTz75JL/85S8BqKiooKCgIM2jSw+79Z8mV5WPIiIikiYKH0Vkl9Bds5d5M9tDt/7SFtpFEy4ZttPp+WjCTTaXgVQlYltJYaI1kEy4hrgLPsdm+Kb1zPn3HZRs+Dy5qCLw8t4H8+v9T6bF230363A0wci8TP76vYO3KYSdVBKktDCb1ZUNFAX9HSobk+FinL2GZxNqjlEVipAX8OJ3bCIJl7pwjGy/w7yZpQMS+IqIdOWGG27glFNO4cYbb2TOnDnst99+APz73/9OTcfe3Tha81FERETSTOGjiOz02pq9NEbiDAn48Dk20YTL6soGFixdycJTJu+wALKr6sqOoZ3dqSKwpjGKhUVxro9QS7zDdOaAzyGY6aUxEsfCYkrZS5z5zBL80WRTmbjj5YFjzuTh0QfQ0hjrcWxx17CxKdptZWNvbNti3sxSFixd2W24eNXxEwBSQW+9a/DaFhOKcwYk6BUR6cmsWbOoqakhFAoxZEj7OrrnnXcegUAgjSNLn7Z/k1w3zQMRERGR3ZbCRxHZqW3Z7KXtQ1aG7VAUtKkKRVi8vJyp4wq2uyKvp+rKnkI7v8fGuDAk4Cc/y99pOrMxULspxLzXlvLlt5/D69i4xlA1pIg/f+V8aotG0rixqcNYNl9acvNillBzzwFlb6aPH8rCUyb3Gi5OHVeQlinuIiI9aW5uxhiTCh4//fRTli5dyoQJE5g9e3aaR5cebX81a9q1iIiIpIvCRxHZqfXW7CUv4KW8upGyitA2VQO26Ut1ZXeh3exJRdz+7NrktGyv06lRS27151z27zv5Umwj1UBLLMGy0oO4c9pptFgZWNWNZHgdoL1spavPkBZg7YAAcPr4ob2Gi9taXSki0p9OOukkvv71r3PBBRdQV1fHIYccgtfrpaamhptuuol58+ale4gDTg1nREREJN22OnycM2cO55xzDjNmzOiP8YiIbJXemr34HZt611AbjvbpfF1Nqwb6VF15z9yDuwztAB4vq+pyWvaB763gpMf/Ri5xfDl+oh4vtx18Kk+PPwRjwGpNGT22hde2UmtEtvXMtlq/ADyOzZdG5W3V/euOwkUR2Rm9+eab3HzzzQA88MADDB8+nLfeeot//etf/PznP9+tw0et+SgiIiLpstXhY319PUcffTR77LEHc+fOZc6cOYwYMaL3A0VE+kFvzV4iCRevbZEf8PXaDbu7adWzJxVtVXVlV6HdltOys90YJz+1hINXvoBjWQwbksmqjKFce+R3+Cy3CCvuAsmO0n6PTcI1+Lw2zdEEkAwjt2xas3dRNpNH5Kat67eISLqFw2FycnIAeOKJJ/j617+ObdtMnTqV/8/encdHVd/7H3+dc2bJvhFDEkSBoLKKW9lcqJUW1NpKe6u1qGitVdS2ajelKnprQW1r7WKx1brUvXp/WLfiVgEVFDc0IC4JKCAJAUIyWWc55/v7Y8hAJAkQkkwg7+fj5uKcZeY7Zwoz887n+/189tlnSR5dcrS8bbkKH0VERCRJ9jh8fOKJJ9i0aRP3338/9913H7Nnz2by5MlccMEFfPOb38Tv93fHOEVE2rSrZi81jVGGF2VS2xRhxj3L2u2G3dG06o8r62iOeeSmBdocw+5UV+64lmLThx9z0YK7OHBrJUG/Q0FmkIYpp3BF2gQ2uQ5ezMNnW1hYGKA55mFbkOp3yEnzU9cc2z7t2sS7Z+elB7j65OG8vnpL0rp+i4gk29ChQ3niiSeYNm0azz33HFdccQUAVVVVZGVlJXl0yaFp1yIiIpJsbc9T3IUDDjiAK6+8kvfee4833niDoUOHcs4551BcXMwVV1zBJ5980tXjFBFpU0uH5oygQ2UoTFPUxfMMTVGXylCYjKDDCYfkc80TK1hVESI96KMgM0h60JdYr/HVTza1mlad4newbYsUv0NhVpBwzKM56hJ23TbH8MXqytL1tSz6eBOl62vxdvi2N3FoPvcdUMV9i/7KeFPLwXlpDD6wHxk3z+GDCy+PB48mvlakbVlYVvxPv23hmfhz+sFxgxk3OI+cND/pQR85aX7GDc7jD2ccAcCs+aXtPs8lZZt74iUREUma6667jp/97GcMGjSIsWPHMmHCBCBeBXnkkUcmeXTJYW/7tK9p1yIiIpIse9VwpqKighdeeIEXXngBx3E45ZRTKC0tZcSIEdxyyy2J3zaLiHTnVOCOOjRfdMIQ/rZ4dYfrNf7u+Y/ZWNvU7rTqfhkB1lU3sbk+woE5TueqKwekw803Yz/9NOkAKT4oKYGbboLBg6l553M8z8SviRXvSmpMfLqcZcUrVzzPUJSdxj+/P7TNdSVn3LOsR7p+i4j0Vv/zP//DcccdR0VFBWPGjElsP+mkk5g2bVoSR5Y82ysfFT6KiIhIcuxx+BiNRnnyySe55557eP755zn88MO5/PLL+d73vpeYzjJ//ny+//3vK3wUEaD9tRS7cipwex2ad6cb9rrqRlzPkJfedjF4ii/eoTros6mobSY14OBYFq4xNEVcMlN8ierKuuYoaQEffsfGM4YPNoT4813Pceh7j5K/acP2Oz39dPjZzyAlBYDcND+2beG6BteLB4+JhjIW8enVjpU47ovrSpaur+2Rrt8iIr1dYWEhhYWFrF+/HoADDzyQsWPHJnlUyZMIH70kD0RERET6rD0OH4uKivA8j7POOotly5ZxxBFH7HTMiSeeSE5OThcMT0T2dR2tpThrfilzpo3usgCyrVBud7phe8ZgW3TYtCY94DBlVCHz3/2cipomPOLrVmSm+jlr7EEs/mQz1Q0RXM8Qam6OVy1imFL+JhcsfYyQ7dEvPx0rNRVmzYKTT271GP0ygqT6HUJuDEzrLtYtM7cz/A79MoJtPo+u7votIrIv8jyPG2+8kd///vfU19cDkJmZyU9/+lN+9atfYdudWnFon9ZS7K7KRxEREUmWPQ4f//CHP/Cd73yHlG3VOm3JyclhzZo1ezUwEdn3eZ5ptZZiMqYC70437FS/Q0FWCuu3NtE/0yIcM8Q8D59tE/RZ1DRGKcoO8t8Pq/DZFsU5qVgWGANNUZd7l3xKQzhKU9TDM/FO1KmxZi5c8hgnlL0JQLNtUTtgEFm3/Y6V/lyqP97Uavr58MLMxDVouRKJysdt/91yXGefZ8u6lCIi+6tf/epX/OMf/+Cmm27i2GOPBeDVV1/l+uuvp7m5md/85jdJHmHPa6l8VPYoIiIiybLH4eM555zTHeMQkf3Q7kx57u6pwLvbDfuiE4bw08fe4+Oq+lZf0CwrPiUaoOELISpAtjGsq26krtnFssBvWxxUvYGf/vceDqzdGH8c4D+HTCD9kl/w6kuVfFj5CdGYwe+zGFaYySVfHkpmih/HAr9jbavEtBLpY8ttx4JVlXVtXqvdfZ4t60OKiOyP7rvvPu666y6+8Y1vJLYdfvjhDBgwgEsuuaRPho8t7weu0kcRERFJkr1qOCMi0pHeMBW4pRv2rPmlVIbC5KT5CTo2YdejpjFKRtBh5qSSL5y1vdkLWMQ8w4aaZvLS2w5Rg34H0xzDMoYvf7iUH77+f/i9GB7Q7Aty+7Fn8srgo8hYup6mqLs93IzAG2uq+aRqOedNHIxt2RRnp7KlIUw45iUqH1P9Dv3SgzRG3Xav1e4+TzWbEZH9WXV1NcOGDdtp+7Bhw6iurk7CiJJP065FREQk2frewjci0mN2nArclp6aCtzSDXt4USaN4RhV9WEawzGGF2UyZ9poxg/px7xF5bie4dD+GQzql8HAvDQG9cvg0P4ZxFwINUfxO20Hdyl+m5RoM1csfoBLlzyK34sBsCZ3AJef9lMWDToKz0BdcwzPGBzbwmdbOHa8ynFTXZjH316Hz4aAz+bgvDT6Z6bQLz1A/8wUDs5Lw++zd3mtdvU8u2ptTRGR3mrMmDH85S9/2Wn7X/7yFw4//PAkjCj5tne7TvJAREREpM9S5aOIdJveNBW4vW7Ytm216hRtWzapAYDt6yZmpfpoCEepa46RneanOeIl1oRMCdgMqFrHrKf/RnFoU+Kc/xx2LHd96XSijj+xLT4te/t1sIjfjroe66qbGF6UyZrNjbieR8T1EtWXWxttHNtmzMDsXV6rjp6niMj+7pZbbuHUU0/lxRdfZMKECQAsXbqUdevW8eyzz+72/SxevJjf/va3vP3221RUVDB//nxOP/30xP7zzjuP++67r9U5U6ZMYcGCBV3yPLpSS48do8pHERERSRJVPopIt2mZCpwRdKgMhWmKunieoSnqUhkK95qpwLuaHp4V9GHbFtUNEdZsauCz6gbWb23isy31lCx+nl88enMieGzyBbnlhBnMG/+dVsEjxKe+tTVt23EsYp5H/6wgjZEYjREXgJbhNEZcGiMxTjgkf7euVUvX70mHHsDoA7OTfn1FRHrKpEmT+Pjjj5k2bRo1NTXU1NTwrW99i5UrV3L//ffv9v00NDQwZswYbr/99naPmTp1KhUVFYmfhx9+uCueQpdLVD6q9FFERESSRJWPItKtWqYCz1tUTnlVPbWewW9bDC/KZOakkh6bCrykbHNiDFHX4HcsSgoymDmpZJedoiOeIdVv0xDx8DyDz7HIiDVz0WuPcuzqdxLdqMvzDuSWSTOozDqgVcfqFu0WnWzbXlbVQHrQIeYaIq6H68UrH9MCDj7HYvEnm7nguCEKE0VEOlBcXLxTY5n33nuPf/zjH/z973/frfs4+eSTOfnkkzs8JhgMUlhY2Olx9hRNuxYREZFkU/goIt2up6YCe55p8zGWlG1m1vxS6sMxctMCBBybiOuxqqKOWfNLufH0UR1OD9/aEMG2bdIDFq5nGFC1lp+9fC9FoU3bjjU8fdhx3PelbxJx/GASjarj1Y6Aa+Jf/AwGix3uH4PrxdeBDDVHKchMIei3d5ra3Rz1ur0zuIiI7L6FCxdSUFBAbm4uX/nKV7jxxhvp169fu8eHw2HC4XDidigU6olhquGMiIiIJJ3CRxHpES1TgbtLe5WNF50whL8tXk19OEZhVkoiWEyxHQqzbCpDYf62eDUXnTCEa55Y0Wan6IDPJhLzOCAzwFdWLOabLz+KE4uBzyYSTOWuE8/m3/2GY8O2pjTWDt2yDdGYIb4VojEPn2NjWfFKyJgb72o9ICeV+uYYAcfGwiI14LDjupM90RlcRER2z9SpU/nWt77F4MGDKS8vZ9asWZx88sksXboUx9m5gh5g7ty53HDDDT080u2Vj8oeRUREJFkUPorIPq+jysafP/4+kZhHXnqgzfUWc9L8lFfVk50aaHd6+MSSfjz80iouWngPYz55J36ybbGucBD3nXYRm7L64dtYj+sZYp7BZ1vYVrz6MeYZsGBQvzQaIy7VDRFcb3szGdu26Jce4AfHD+GvL5e1O/W7pzqDi4jIrn33u99N/Pfo0aM5/PDDKSkpYeHChZx00kltnnP11Vdz5ZVXJm6HQiEGDhzY7WNtee9zlT6KiIhIkih8FJF9mucZ5i0qpz4co39WkHDU0BCJ4bNt+mcFWFfdTFM0vq8tO1YUTjr0AMYOyuOp9yv4vKaRATlpnHZ4EatfeYtR/zeX/nVbwLLwjOGlMV/hyeO/jS8tSCTqkZ3qx2Coa47h7rCwlm1Z5GUE+M3powH468JyPqqsI+J6BBybwwozueTLJYwf0o/nVlb2is7gIiL7mm9961sd7q+pqenWxx8yZAj5+fmUlZW1Gz4Gg0GCwbbfi7qTpl2LiIhIsil8FJF92soNIcqr6gn6HD7b0kQ45iaqCoM+h1S/Q0M4HgrmtFE1uGNF4U5Tt21Y//d7mfHGfHyNDTS5hoZACn869ru8fvAYrFCEQEMMn2Nx+IE5XHTCEO5YVM6HlXWJqd/DCjO55MtDE411Olr7cuakEmbNL21z6ndv6QwuItIbZWd3vKxHdnY25557brc9/vr169myZQtFRUXd9hidpWnXIiIikmwKH0Vkn1bdGKEh4tIYjsWbvFgkpjw3R12aIzGwLEJNUbJT/e1WFNY2RbjmiRXUh2Ok+h0yY03MeO5+jih7lwrLIiPFx/LMAdx8wrlU5+TjWPEGMo0RF8e2OOGQfI475AAmluR32Fino7Uve0tncBGRfc0999zTpfdXX19PWVlZ4vaaNWtYvnw5eXl55OXlccMNN/Dtb3+bwsJCysvL+cUvfsHQoUOZMmVKl46jK9h2/E9P7a5FREQkSRQ+isg+LSfVT3PUjU91tsB42ztNb2tEjWNBWtDXbkVhS1OarY0RYq4hf205P3v5HvrXV+NZFsYYHh56HA996RuELQdcD9eL339awMGxbRZ/spkLjhuy1411eqozuIiItO+tt97ixBNPTNxuWatxxowZzJs3j/fff5/77ruPmpoaiouL+drXvsavf/3rpEyr3pWWykdljyIiIpIsCh9FZJ/neQYPwLQOHVu+aDnAJV8u4fkPNrZZUZiZ4ueDDSHqm6Kc+sFizn/rSRzjYoA6fyp/PO57vHnQKAZkpFKc6qc56hHzPHy2TYrfpjnmUV5Vz8oNoS7p6N3dncFFRKRjX/7ylzEdzFN+7rnnenA0e2d7+Kj0UURERJJD4aOI7NO2NkTw2P6FyiT+33YehoG5adx3/tg2KwoXfliFW1PLL195iPHrShPnfZQ/iFsmncumjLx4sGnFu4amBhzikWbcjk1rdsXzjKoaRUSkx7S8xXQUpoqIiIh0J4WPIrJP29oYBRP/ctXWlDJ7WxXk1sZouxWF0ffe53f/voWChq2JbfNHnsj9R38d13YSYWY45rU5hh2b1nRkp4Y2jkVJQYbWcxQRkW7Tstaxq/BRREREksRO9gBERPZGTrof2gkeYdt2a9txX2QMPPggR9zws0TwWB9I48aTfsC9X/omru206g5aH47tVDnS0rSmpCCDkcVZ7Y5zSdlmZs0vZVVFiPSgj4LMIOlBH6sq6pg1v5QlZZv39KmLiIjsktZ8FBERkWRT5aOI7NPy0gLYWLjbyhN3nMDc8j3Lpo2qxFAIrr8eFi/G8uIVjR8eMIhbJs1gc3ruTlO3AYI+p92mNTMnlbQ7fdrzDPMWlVMfjlGYlZKoQkmxHQqzbCpDYeYtKmf8kH6agi0iIl2q5W1Faz6KiIhIsih8FJF9nm1bWJ7BsuLFjC3dru1tt3cK9N5/H66+GjZuBOIdq/89+iT+ecQpuLbDtpna8eY1207xOTZXTD6k3aY1HU2bXrkhRHlVPblpgUTw2MKyLHLS/F3asEZERKRFy3ugskcRERFJFoWPIrJPq2mKkuJ3Eh2vHRssLAwGz4BjQYrfoaYpCp4HDzwAt98Orhu/g+xsUq6/gWXLDe6GEAA+20qkj+62eWqHFWYwfdzBTB938B43jKlujBB1DQGn7ZUu9qRhjYiIyJ5o+Z2Xp3nXIiIikiQKH0Vkn5aXFiA94JAR9FHbFCUcc/FMvAoy1e+QnerHGEN+tBGu/A28+ur2k484AubMwS4o4OqizVzxr+VUN0S2V4cYcGyLvPQAV588PBEy7ml1Yl5aAL9jEXE9Umxnp/2727BGRERkTzla81FERESSTOGjiOzTRhZnUVKQwaqKOg7ul0o4aoh5Hj7bJui32BiKMCVWyYif/R42VW0/8fzz4eKLwYmHgROH5vOHM47g9pc/YeWGEBHXEHAsRhZncemJh+xVN+odx1iYZbeaet3SsGZ4UWaHDWtEREQ6Y3vDGaWPIiIikhzqdi0i+wzPM5Sur2XRx5soXV+L5xls22LmpBIygg6VtWGaYy7GQHPMZePWJr5d+iJXzb8VqyV4zMmBP/8ZLr00ETzuyLJs/I6D34n/aVl7/89kqzGGwjRFXTzP0BR1qQyFd9mwRkREpLNa3lqMwkcRERFJElU+isg+YUnZZuYtKqe8qp6oa/A7FiUFGYlmL9PHHcTtC8upqGnCA3Ka6/n50of5ak05mRnB+J0cdRTceCMUFLR5/7Pml1IfjpGbFiDg2ERcjw8r65g1v5Q500bvVfXjxKH5zJk2OvEc9qRhjYiISGe1VNu7Ch9FREQkSRQ+ikiv114wuKoiHgxOH3cQD76xFgfITvNzyOef8OOX7iW3sZZqyyI14CPj4gvhoovarHb0PMO8ReXUh2MUZqUkvqil2A6FWTaVoTDzFpUzfki/vapOnDg0n/FD+u1xwxoREZHOsrXmo4iIiCSZwkcR6dV2FQxW1DZz+8JyolGX5miMb73/ItOX/wfbGFxga1oGD592Kddd/H0AVq6v3Sn4W7khRHlVPblpgVbrMUK8YiQnzU95VT0rN4T2uNnMF9m2tdf3ISIisrs07VpERESSTeGjiPRquwoGUwMOn29tIqupjutefYAjN3yU2F/afyi/PeEcXH8/hi5by3MrK9ucth31DFHXEHDaXt8x6NjUeobqxki3PlcREZGu1lJd73lJHoiIiIj0WQofRaRXq26MdBgMWsYworKMXyz+J7lNIQAMFo+OmcLDY76GsWxojvGnlz7BM6bNads/OH4Ifsci4nqk2DtPyw67Hn7bIi8t0K3PVUREpKu1/N5O3a5FREQkWRQ+ikivlpcWaDcYtDyPry59mm+8+Qz2ti9VNSmZ/P74s3mv+LBWx9aHYwzJT29zPccFKyoZckA6H1bWU5hlt6qwNMZQ0xhleFEmI4uzuvnZioiIdC1Haz6KiIhIkil8FJEe4Xlml41WYjGPp96v4POaRgbkpHHa4UWMLM6ipCCDVRV1rYLBjIYQZz99JwevXpH4QvVe0aH8/vizqUndOSRM8dvtrue4elM9l5w4lPVbV1MZCpOT5ifo2IRdj5rGKBlBh5mTStQYRkRE9jktDWe05qOIiIgki8JHEel2S8o2M29ReZvrLU4cmg/AnYvLuX1hOXVNUTzABm54eiWXfrmEmZNKmDW/NBEMjvr8I85++i7S6mvAsogBD4+Zyr8O/2p8mnUbUvw7T6eG7es5DsxLY8600Ylx1noGv20xvCiz1ThFRET2JS2/d3MVPoqIiEiSKHwUkW61pGwzs+aXUh+Otbne4pxpo1m5oZabF3yE6xl8joXPik8Pq22McvOCj/jl1MPiweB/P2H4M//iG289i40hxe8Q7H8AFw//NqWFQzsch221XbW443qOow/MZuygvJ2qL32+tgNNERGR3s7WtGsRERFJMoWPItJtPM8wb1E59eEYhVkpba63ePvLZazYUIvrGQI+C3tb5aJtgW15RGKG2xeW89cpBzHjod9S/MkKjAEsKB88gnVXXM3qtzZDxG13HLYFdU1RclL9Ha7n2FaF5v97d70qH0VEZJ9lq+GMiIiIJJnCRxHpNis3hCivqic3LdDueosrK0LUNcXwOduDxxa2ZeNzPAaVr8CefjXFTXX4bAtj2zw1/hs8OvIkfCtrSfE7pPodtjZGcHf4buVYkJsWwGAI+JwO13N8ffWWXVZoKoAUEZF9Tct6xVrzUURERJJF4aOIdJvqxghR1xBw2p62HHRsojEPD/C3MSvaMh7fe+dZvrX8eRzL4Pc5bE3L5s4p32fNQcMo8FlUhsK4xuCzLQ4rzCDU5BJ1PfyOTVaqQ1VdlBFFWVx0whD+tnh1m+s5jh/Sjxn3LOuwQnPeonLGD+mnpjMiIrJPaXlP87wkD0RERET6LIWPItJt8tIC+B2LiOuRYu/c8CXsevh9NnbExTPbp4YB5DbUcPnC+xheUUZ8lrXFssJDufW46dSmZGJVNxD02WSl+glHXfyOzcZQhNSAQ4rfwTWGjaEImSm+xLTp8YP7tbmeY+n62l1WaJZX1bNyQ4jRB2Z381UTERHpOpp2LSIiIsmm8FFEus3I4ixKCjJYVVFHYZbd5nqLI4uyWLGhllBTDNvysC2bMetX8eNF95PVVIcHeJbFA0eeyv87/CQcx8EHGKAp6hGJhUkN+PjqoQewYGUlFTVNiW7Zmal+po87iIlD8ztczzHqmV1WaNZ6hurGSA9cNRERka7jqOGMiIiIJFmvaOF6++23M2jQIFJSUhg3bhzLli3brfMeeeQRLMvi9NNP794Bikin2LbFzEklZATj6y02RV08z9AUdakMhckIOlx64lAuO3Eojm0Ri8Q4480n+dVz88jcFjxWp+Xwq6k/4v8On4zj2HjGEPMMnjH4bHA9Q0M4xqKPN+GzLYpzUhmYm0pxTio+2+LBN9Zy5+JyZs0vZVVFiPSgj4LMIOlBX2I9x3XVjYkKzbbs2BFbRERkX9LS7VprPoqIiEiyJL3y8dFHH+XKK6/kjjvuYNy4cdx2221MmTKFjz76iIKCgnbP+/TTT/nZz37G8ccf34OjFZE9NXFoPnOmjU5UHX5xvcWJQ/OZODSflK1bSP/f2RyyoSxx7oqDR7H2xz+n7INavJhHONb2FyfLGJoiLgfmpraqrsw2hspQM7cvLMexoCg7tc31HBesqGTIAel8WFnfboVmS0dszzOs3BCiujFCXlqAkcVZWgdSRER6rZa3NFfho4iIiCRJ0sPHW2+9lQsvvJDzzz8fgDvuuINnnnmGu+++m6uuuqrNc1zXZfr06dxwww288sor1NTU9OCIRWRPTRyaz/gh/doP7ZYs4Zw/X4ehhprcNCKeYd33LuCMqy7ltU+3cu+qt+joK5MB0gJOm+s1pvodNtQ0UZyT2u56jqs31XPJiUNZv3X1Ljtif3HqdklBRiJEFRER6W1sTbsWERGRJEvqtOtIJMLbb7/N5MmTE9ts22by5MksXbq03fP+93//l4KCAi644IJdPkY4HCYUCrX6EZGeZ9sWow/MZtKhBzD6wOx48Oi68Je/wI9/DDU1WBbkDj6Q/v96gGOu+wm+gI/soI9wbNctOoP+tv85s6x4OGlbbVcnBh2bqGcYmJfGnGmjGV6USWM4RlV9mMZwjOFFmcyZNhqgw6nbS8o2d/raiIiIdBd729ujpl2LiIhIsiS18nHz5s24rkv//v1bbe/fvz8ffvhhm+e8+uqr/OMf/2D58uW79Rhz587lhhtu2NuhikhX27gRZs2C997bvu344+H66yF7e0fp8s0N7M73pcaIS0bQv9N2Y8Ci/S6fO67nOPrA7DYrNAFm3LOM+nCMwqyUNqduz1tUzvgh/TQFW0REepXtlY8KH0VERCQ5ekXDmd1VV1fHOeecw5133kl+/u5Ncbz66qupra1N/Kxbt66bRykiu/Taa/C9720PHh0HLr8cbr21VfAIUFHbtFt3Wdcc26mqw5h4c5vMVD+NEbfN/TWNUUoKMhIhY1sVmis3hCivqic3LQAWNEVc6pqjNEVcsCAnzU95VT0rN6iyWkREepeWX5h5u55EICIiItItklr5mJ+fj+M4bNy4sdX2jRs3UlhYuNPx5eXlfPrpp5x22mmJbd62T1I+n4+PPvqIkpKSVucEg0GCwWA3jF5E9oTnGVaurSb1rr9R/ORjpAYcLIDCQpg7F0aPbvO8ouzU3br/tIDTznqNPqaPO4gH31jb4XqOHVUsVjdGiLqGiOtRUdtMOObGKyotCPoc+mUEiHqG6sZIJ66MiIhI92l5e1Plo4iIiCRLUsPHQCDA0UcfzUsvvcTpp58OxMPEl156icsuu2yn44cNG0ZpaWmrbddccw11dXX88Y9/ZODAgT0xbBFpQ0ddoJeUbeahJ5cx9aE/MaRiNZ9ZFkGfTcpXvkzxbTdDVla791uSnx5ft7GD70yWBT8+8RBe+HBjux21RxZnd9hxuyN5aQE8Y/h8a7wK07EtLDs+puaoy+dbm8hO9ZOXFtjzCyciItKNnG2Vj8oeRUREJFmS3u36yiuvZMaMGRxzzDGMHTuW2267jYaGhkT363PPPZcBAwYwd+5cUlJSGDVqVKvzc3JyAHbaLiI9Z0nZ5na7QAM88vsHmPHcvWRHm7Acm5hl848vnc5rwyYzpyrCxG3ZY1sBZm04RlrAoSHsAvH1G1u0fI9KCzgcfEA6900Y224AusuO2x0YXpiJawyuZwj4rMT6WZYF2IZIzOAaw/DCzK64nCIiIl2mZdq1q/RRREREkiTp4eOZZ57Jpk2buO6666isrOSII45gwYIFiSY0a9euxbb3qaUpRfY5HVUt7sqSss3Mml9KfThGblqAgGMTcT1WVdRxzePv8r1lT3LxG8/hd2ywLKqz8/nnaRfxWeEg6ndo1PL66i1tBphTRhaSneInxedQ0xjB3eG7k2NBTlqAoM8mLy2QWK+xPbva355VlXU4Fvgci5gHPttgEQ8/Y158u2PFj+vM/YuIiHQXTbsWERGRZEt6+Ahw2WWXtTnNGmDhwoUdnnvvvfd2/YBE+pCOqhZ3NR3Z8wzzFpW32QV6uKnmO4/OY3DlGhxf/BcIpYccySNTz6cpJQ2L7Y1aHlq2lrteWd1mgLl2SwP9MgKsrW4k6LcJxwzGGCzLIuiziHkeIwqyEg1jukN1YwTbsinOTmVLQ5hwzEus+Zjqt+mXHqQx6mrNRxER6XW2d7tO8kBERESkz+oV4aOIJEdHVYuz5pcyZ9roDgPIHbtAtwSPAKM+eZez/nMP/qYGYoBrO/z7xDN4ftSXiRmDL+KS4rcJOjY1rsfDy9a2GWAWZtlUhsLYdoyGsIvrGXyOhW1beAaaIh4R23DCIfnxbXtRwdmRvLQAfsci4LMZ1C+d5qhHzPPw2TYpfpvmmIff9bTmo4iI9DotE4iMKh9FREQkSRQ+ivRRHVUttoR+LVOi2wvwWrpAB5z4NxvHjfH1RY8z6e0X449hwcaMPO6Y+gM+zBtIeGvjDl2ibbJS/QBUhcLkbgvumiJuq2AvO9XHuuomgtuqJyOuh+vF7yMt4ODYNos/2czwoiz+tnh1pyo4d2VkcRYlBRmsqqijMCtIasABHCD+Za6mMcrwosxurb4UERHpDCtR+ajwUURERJJD4aNIH7Vj1SLWF0K/gJ2YEr1yQ6jddQxbKgIjrkdx3VZmPHkHAys/TexfPvRI5h71P4QCqVhRF59txztXA01Rl8aIy0F5aTSEXSIxjw01TdumNLdMq7bJSvET8zzyM1LISw+0WXX4wYZafv74+0Rdr1MVnLti2xYzJ5Uwa34plaEwOWl+go5N2PWoaYySEXSYOamkS6osRUREulJi2rWX5IGIiIhIn6XwUaSPaqlajLgeFbXNhGPuDlWJDv0yAkQ90+E6hi0VgWmvvcKlix8kGG7EM+D6fPz7y9/h8SETibkeRNztralbOrVsu+3YFq7nsb4mgrvjglTGEIu4NEXj40rxO1iW1arqECBgW4SaY6T6DQflpXWqgnN3TByaz5xpoxPrY9Z6Br9tMbwos0uqK0VERLqDGs6IiIhIsil8FOmj8tICeMbw+dYmIB4CWjYYA81Rl8+3NpGd6u9wHUM7FuXXH/+HpuceIuYZIkBlZj6/PfE81uQPJHNbkJmdGqC2KRoPOLdNmU4N+MhO9dMYjtEUdVsHjzvwTDyvtKy294fCMTzPkJ3qb7XuJMSnmu1OBefumjg0n/FD+nXLupIiIiLdwdn23qjsUURERJJF4aNIHzW8MBPXGFzPEPBtn5JlWeDYEIkZXGMYXpjZ9h18/jlcdRX5y0tZt23Ta4OP4C8TvktzMAWLeHBojCEn1U9uup/miNdqarfx4PNtU607YoDNdREG5vlaBYzGGEJNMWzbIjOl7X/Ogo5N7S4qOPeEbVt7HWKKiIj0lJb3TVfpo4iIiCSJwkeRPmpVZR2OFQ/TwrEd5kFv49gWjhU/bvSB2a06SQ98ZymD5/0eGhqoqgsTcfw8PeW7vDziePKNwWfbBP0Wn29tpjnqEnZdUm3fTlOmm10XzzO0U/TYim1bba63mB508DsWUdewre9NK2HXw29b6kQtIiJ9kqZdi4iISLIpfBTpo6obI8Q82p+HZQwxL37ckrLN/HVhGWXrqznztf/HAR8sZo3fITvVz9r0fO79xkVsKR5E6hfuol9GgHXVTWyuj3BgjrNT1WJNY5TMVB+hcAyIV122ykCt7cM7tqQftc2xndZbvOiEIfxt8eptnajtNh9DnahFRKSvalkaRNmjiIiIJIvCR5E+KifVT3PUBSDoswAr0XAGDDHX0Bx1Wbulgb+8XEag4nOu/u+9DKlejws0hGP896AjuPP4s8gvyKWNokNSfA6pAYegz6aitpnUgINjWbjG0BRxyUzxccIh+fzz9bUAOzw+idstjj44jxkTB7W53qJtWepELSIi0gZVPoqIiEiyKXwU6cNavodYWPGKQWvH7QZj4J7X1nDY+0u5bMmjpEXDAEQcP3eOm8Zzh0zANjaZMZcUv0NzdIc1Hf3xADA94DBlVCHz3/2cipomPMAGMlP9TB93EGMH9+PhZeuIbpt73dZ3I79tcdTBue2ut6hO1CIiIm1rmRGg8FFERESSReGjSB9V0xQl1e/QFDVEPYPPjmePBoh5Bse2SCPKKU8/ypSPXovnkpZFRdYB/P6k7/NpbjGW6+F6hoqaJrAsIq6XqF4MODaObXNwv1T++2EVPtuiOCcVa9tU6qaoy4NvrGV4URbDijJZ8XmItr4WWcCwokxGD+i4yYs6UYuIiOzMtrY3lRMRERFJBoWPIn1UXlqA9KBDRopDbVOUcGx7cJjqtzkkXM2Fz9zJgZvXx0+wLBaXHMOdx55Bsz/ezdpxLNyYoWnbuT7HwrHjXa4bIy625VIf9tMQjlGYldJqPcZsY6gMhfnb4tX8cuowfvrYe2ypD2PM9unXlgX5GUGuPnn4boWI6kQtIiLSmp2Y1aDKRxEREUkOhY8ifcCOnapbKgJHFmdRUpDBqoo6Ds5LIxwziSnTEz55k2kL/km6GyYCRB0fdx17Ji8fMq7Vooxm21TpeJVjvPLR9eKHpAUcLAs21DQzMC+1VfAI8WlgOWl+yqvqyU4N8IczjuD2l8tYuSFExPUIODYji7O49MShmjYtIiLSSS2Vj67CRxEREUkShY8i+7klZZsTayFGXYPfsSgpyGDmpBJmTiph1vxSNtZFyEnzk217fOOlh5jw3iIcyyI/M8ibZHHzpPOoOGAAFjsEjxjcbVO48jOD5KT5aY7ssOZjwGZLfYSNoeZ2p3oFHZtaz1DdGMFvx9ed9Ds2BvA79k6BpYiIiOyZxLRrZY8iIiKSJG01qBWR/cSSss3Mml/KBxtq42s4Bhwc2+KDDSFmzS8FYM600QwvyiSr8nMuue9GJr6/mBS/w4DcVPK+czp3/WA2n+UWEYl6RGIu4ZhLJOYSiXoYwGdbZKX4sLBIDThkpvhJDTjx234HINFV+4vCrofftlhX3cis+aV8WBkiJ83PgTmp5KT5+bCyjlnzS1lStrmnLpmIiMh+xd72aV/TrkVERCRZVPkosp/yPMO8ReVUN0RwPUOoublVM5ioG99/3/ljGf/RMpr+9hc8rxEnL43UzDSsq66C007jyrLNXHDfmzRFPb7YESbo2GSk+Ii6Bts2O1U+Whb4bJvGqEueMa0qGY0x1DRGGVaYwYIVldR/YV3IFNuhMMumMhRm3qJyxg/pp+YxIiIie0iVjyIiIpJsCh9F9lMrN4T4YEMtTVEXzxhsa/uk6eaYi215lH22iU2/uIb+C58jHSDFB0OGwE03xf8Ennl/Qzx4bEPY9ch1LKrqmom5Zqdu1z7H4rDCDELNMSpDYXLS/AQdm7DrUdMYJSPoMHVUEX99uYzctECH60Ku3BBSMxkREZE91PJ7O0+VjyIiIpIkCh9F9lObG8KEmmO4nsEYcHcoW7SAAbUV/HLRfaTaoXjoCPCNb8DPfw6pqQBEIi6PvrW+1Xlmhz8BqurCWMQrKr7Y7dqxLb4xppiRxdmJdSdrPYPfthhelMnMSSVEPUPUNQSctleB2HFdSBEREdkzLb/Y81T6KCIiIkmi8FFkP1XTEMX1TJvTrL5c/iaXLH2MFDeCm5sGKSlw9dVw6qmtjrtj8WpiO9yB+cKfEA8aAz6LFNveqdu1Y9ss/mQzFxw3hPFD+u3Ucdu2LUrX1+J34p2yU2xnp7G2rAuZlxbogqsiIiLSt7RMu1bho4iIiCSLwkeR/VR2qm+nLxrBaJiL3/g/TipfBsRDxMjBg+Cvt8HgwTvdx2fVDbv1WAHHZlC/dJqjO6z56Ldpjnmtpky3NW16ZHEWJQUZrKqoozDLbnNdyOFFmYwsztrdpy4iIiLbaNq1iIiIJJu6XYvsp7Y2RltVKA6sqeT3z/whETwCPH/IeJZc+/s2g0eAgXlpu/VYKf54aNiq27VlEXRsoruYMm3bFjMnlZARdKgMheNrVHqGpqhLZShMRtBh5qQSNZsRERHphJbKR1fho4iIiCSJwkeR/VSoKZr475PK3uAPT/+eg2orAWj2Bbj1uLP5y8TvUuPtPNW5xXEl/XbrsQLtBIO7O2V64tB85kwbzfCiTBrDMarqwzSGYwwvymTOtNFMHJq/W+MQERHpCosXL+a0006juLgYy7J44oknWu03xnDddddRVFREamoqkydP5pNPPknOYHeh5Zd3WvJRREREkkXTrkX2U5ZtkRpt5uLX/48TV7+Z2P5ZThE3ffl8Ps8uwNp2XHtWfB7arceqbXbJyzB7NWV64tD8dteFFBER6UkNDQ2MGTOG73//+3zrW9/aaf8tt9zCn/70J+677z4GDx7Mtddey5QpU/jggw9ISUlJwojbZ7ZVPLqux9LyLYwdnIej91YRERHpQQofRfZT49yt/OGZP1BcuzGxbcGhE7nrS9OI+PxYgN+xOXJgTrv3URFq3q3HcmyLylCYnDQ/Qccm7HrUNEb3eMq0bVttrgspIiLSk04++WROPvnkNvcZY7jtttu45ppr+OY3vwnAP//5T/r3788TTzzBd7/73Z4caocWrKjgun+vBMA1cNadr1OUncLs00YwdVRRkkcnIiIifYWmXYvsb4yBf/+bYb+8lMENmwBo8gX53fHn8NcJZxDx+eOHAQNyUxg9IBvPM5Sur2XRx5soXV+Lt21uVmH29uqNL8aHO94+/YgBmjItIiJ9wpo1a6isrGTy5MmJbdnZ2YwbN46lS5e2e144HCYUCrX66U4LVlQw84F3qKoLt9peWdvMzAfeYcGKim59fBEREZEWqnwU2Q94nmHlhhA1W2o47O6/cMBrLwPxRebX5A7g5i/PYENWQatzLCAj6GNJ+Wb+tng15VX1RF2D37EoKchg5qQSjjooF79tEfUMhtaBY8vSUX7b4ttHH8joAdmaMi0iIvu9ysr4+sn9+/dvtb1///6JfW2ZO3cuN9xwQ7eOrYXrGW546gPaWuax5f38hqc+4KsjCjUFW0RERLqdwkeRfdySss3MW1RO+IMPmfmfO9kS2kS9zyY71c+LI47jkeO+Qyhq8EU9jAHLinenzk4NsKGmmZ8//j5R1yM3LUDAsYm4Hqsq6pg1v5QbTx/FsKJMVmwIYQw7fYmxLBhWlMnoAdmaMi0iItKBq6++miuvvDJxOxQKMXDgwG55rGVrqqmobX/pFANU1DazbE01E3azuZyIiIhIZyl8FNkHtFQ2frGqcEnZZmb9v/f50ruLOG/p/xHwYhgLavDzh/HTWTzoSA7MTCXThuaIR8zz8Nk2KQEbzzNU1TWT6nc4KC8t0SwmxXYozLKpDIX52+LV/HLqMH762HtU10fwDBgMFha2BXkZAa4+ebgqHEVEpM8oLCwEYOPGjRQVbV83cePGjRxxxBHtnhcMBgkGg909PACq6nZvzebdPU5ERERkbyh8FOnlWiobvzgt+qIThnDvCys595k7OX7Nu4njN/Q/mHtP+yHLyaI56hJ2XVJtH6kBB3ASx9U1R/E8Q3aqv1WXagDLsshJ81NeVU92aoA/nHEEf11YxoeVdYkxDCvM5JIvD9WajiIi0qcMHjyYwsJCXnrppUTYGAqFeOONN5g5c2ZyB7dNQebuddze3eNERERE9obCR5FebEnZZmbNL6U+HNtpWvSf7niWi/9zJwfWbYrPfwZePfJEnvzyGcR8fvpFYqyrbmJzfYQB2TbhmElUPgZ9FqGmKLZtkRls+5+BoGNT6xmqGyNMOvQAxg/ppzUdRUSkT6ivr6esrCxxe82aNSxfvpy8vDwOOuggLr/8cm688UYOOeQQBg8ezLXXXktxcTGnn3568ga9g7GD8yjKTqGytrnNdR8t4k3lxg7O6+mhiYiISB+k8FGkl/I8w7xF5dSHYxRmpWyfFm3ZfHv1Uk5+4WGcWBTL5xAOpPDw1PN4/7BjEuen+BxSAw4W8HFVPWaHbx+WBVkpPrIcH1HP4DjsJOx6+G2LvLQAgNZ0FBGRPuOtt97ixBNPTNxuWatxxowZ3HvvvfziF7+goaGBH/7wh9TU1HDcccexYMECUlJ6RyWhY1vMPm0EMx94B4vWaza3/Npw9mkj1GxGREREeoRljGnrF6L7rVAoRHZ2NrW1tWRlZSV7OCLtKl1fy0X3v0V60EeKP54OBsNNnPncfRzx0Vu4niHqemwoGsRDp1/M5+n529d09Ns0xzy2NoQxWNQ1RzHGJBrOWJZFXnqAgswgFbVh+mcFCEd3qIz0W2wMRRhelMl9549VhaOISC+jzzP7vp54DResqOD6pz6gcofmM0XZKcw+bQRTRxV1cKaIiIhIx/bks4wqH0V6qerGCFHXEHBsAA7c+BkznryDfjWbgHhVwxOHncDD404nFvMTqW5IhIsBx8a2LBzHwmfDof0z2gwXAWzL8PHG+p3CyX7pAWZOKlHwKCIiso+aOqqIr44oZOisZzHAvOlH8bWRhap4FBERkR6l8FGkl8pLC+B3LCIxl8krFvPNhf/CcWMANAdTuW/yuTzffwQNERcv4uJzLBwbPAONERfbgvSgj9yMILZlkxqAHRvO5KT52VDTjElMxrLYse9MnyqJFhER2U85toV/25rRYwbmKHgUERGRHqfwUSTJPM+02chlZHEWI7Jsjn9kHhM/ey9x/LrCQdx72kWsJAPbGDICDjHPEHE9XC9euZgWcDAYmqIufqftLxkBxyLUHCXV73BoQcZODWk21kWYt6ic8UP6qfpRRERkH+bYFrjgevrVooiIiPQ8hY8iSbSkbDPzFpVTXlVP1DX4HYuSggxmTiphYqSKW+bfwqY1q4kag2NbLD76qzx+7DS2hA0BxyIS88jLChL02zRHvO1rPgZsahqjVNQ0UdccI2db05gd1TXH8DxDdqof2267MrK8qp6VG0JqNCMiIrIP8237JWJM4aOIiIgkgcJHkW7WXmXjkrLNzJpfSn04Rm5agMC2KVGrNoR4cfYfGb3yP+T5IJCbytqowx+Pn86bgw7HH4PhRZlMLOnH3a9+SsCxsbBIDTjsGB5mBX1stC1CTVGyU/2JbtkAxhhCTVFs2yIz2PY/A0HHptYzVDdGuvsSiYiISDdyts2CcD0vySMRERGRvkjho0g3aq+y8aIThvC3xaupD8cozEpJBIO5kTAXL7yH4R++zSa/Q0Z+OhlHH8Gw38xhpknnzB0CzJUbQty/9DMirkeK7ez02BHPkJXiI+BzqAyFyUnzE3Rswq5HTWOU9KAPn2MR9QzOzqcTdj38tkVeG1WTIiIisu9Q5aOIiIgkk8JHkb20x5WNFXX8/PH3icRc8tKDieDxoIo1nPvU38ir3YxnW4RjHhVf/zbFv/oZtt/P6C887sjiLEoKMlhVUUdhlr1TZWNNY5QRxdmJoLO8qp5az+C3LYYXZSa2d3T+8KJMRhZn9cRlFBERkW7S0mQm5ip8FBERkZ6n8FFkLywp28xfF5bxYWUd0ZjB77MYVpjJxZNK2qxsTLEdCrNs1lU30hh16Z+ZAsYw6e0X+fqix3E8F4Dm1HRuP+Fspn/vHIr9/jYf27YtZk4qYdb80jYrGzOCTnztyKH5TCzJbzMgtS1rl+er2YyIiMi+zWfbgBrOiIiISHIofBTppCVlm7niX8upbohgWj7LR+CNNdV8UBHCwiIvPdCqohDAsiyyUv3Uh2O4tbVcuOhBRpUtT+z/tLiEv0+9gM+D2buc8jxxaD5zpo3eHoBum9o9rDCTS748lIlD84F4UNlW05iW81umhu9YGdkSXIqIiMi+bVv2iGsUPoqIiEjPU/go0gmeZ5j7n1VsqgtjWfGKAgswQMzz2NoQxbEt+mcF2zw/M8XHsM2f8YtF91HcXItnDBh44ZgpPHfC6VQ0egwvyNiDKc8W1rYRxP/c/WrFiUPzGT+kX5uVkSIiIrLvU+WjiIiIJJPCR5FOKP28lo8q67EAv719vcSW2xHPI+YZQs3x9R5bMYbjlz3HaYv+D9t4NHuGumA6t51wNu8cOAJrSzN56YHdmvLc3rqSH1bWMWt+KXOmjd6t6sX2KiNFRERk36c1H0VERCSZFD6KdMK762qIeR4+x2pzWrXjgOfC1sYIOan+xDFpTfWc9ezdHPrJcvyOTcyFD/sP5reTZrAlLQcLw+5WLXqeYd6i8nbXlawMhZm3qJzxQ/qpilFERKQPa+l2rcpHERERSQaFjyKdYLV8dm8nK4xPgjYEfU6imcthG+PdrDNrt2BvCwqfPGoKr570LbJcmzTPw2fbBP0WG0ORXQaHKzeEKK+qJzet7XUlc9L8lFfVs3JDSFWNIiIifVii8tHzkjwSERER6YsUPop0whEH5WyrXPSw7ZZ1FuMMBtczBHw2V0w+hBdWVDD0+Sf49tJ/Y2MI+h1SD+jH7KPPYM2hY0hxHFIdACdxH7sTHFY3Roi6hoBjt7k/6NjUeobqxkhXPnURERHZx6jyUURERJJJ4aNIJ4wekM2h/TNYuSFENObhc2wsC4yBmOthgEP7ZzD9sGzOfvhWmj56BTcnBce2SB17NEsvuJJ3X9pAwV4Eh3lpAfyORcT1SLGdnfaHXQ+/bZGXFsDzjBrKiIiI9FHbKx8VPoqIiEjPU/go+7XuCt1s2+Lqk4dzxb+WU90QwfU8jAHLiu/rlx7g1wfHsM+eDlVVpAWc+M7zz4eLLiKzoh6/U7FbwWF7RhZnUVKQwaqKOgqz7FZTr40x1DRGGV6USW1ThBn3LKO8qp6oa/A7FiUFGcycVLJbzWhERERk36Zu1yIiIpJMCh9lv7WkbDPzFpV3W+g2cWg+fzjjCG5/uYyVG0JEXI+AYzOqMIPZNW9zyI33Q8vaSrm58Otfw/jxwO4HhyOLs9p9fNu2mDmphFnzSxPrSgYdm7DrUdMYJSPocMIh+VzzxIqdumGvqtizbtgiIiKy73I07VpERESSqO05nyL7uCVlm5k1v5RVFSHSgz4KMoOkB32J0G1J2eYueyzLsvA7Nn7HJi/SwDn/uo2iB/6xPXg8+mh46KFE8Ajbg8OMYLwhTVPUxfMMTVGXylCYjKDDzEklu6zSnDg0nznTRjO8KJPGcIyq+jCN4RjDizK58fRRLP5kc6IbdorfwbYtUvwOhVlB6sMu8xaV4+mLiIiIyH7N5yh8FBERkeRR5aPsdzzPMG9ReSJ0a6kqTLEdCrNsKkPhXXaS/uL9tTV1uyXgbKkqHL7hE85+5k4yQlv53LIYkJdGxqUXw4UXgr1zzt8SHLZUZ9Z6Br9tMbwoc4+qMycOzWfsoDyeer+Cz2saGZCTxmmHF7Gqsk7dsEVERATb0pqPIiIikjwKH2W/s3JDqMtCt/ambl90whD+tng19eEYRRkBJi9bwMmv/RvLeODYbAmk89BplzL7wvM7DDgnDs1n/JB+e7UuZVtj/H/vrmdiST91wxYREZEdul17SR6JiIiI9EUKH2W/U90Y6ZLQ7YuVjTuul/jzx98nEvM42Grmgv+bx6GffZA475ODhnHXlO9T6Uvnf3Yj4LRtq9OVhx2NsayqHs+YvWpqIyIiIvs+dbsWERGRZFL4KPudvLQAfsfaq9BtV1O311Y3MWTtKmYtfYjshtr4SZbFcxNO4/kJX8fFIlof7taqwl2NsaK2GdcYtjZGWu2H3W9qIyIiIvs+rfkoIiIiyaTwUfY7XdFJuqOp27YxTC99jqlLnyJoW2Bb1KVncf/Xf0jZQcMACEfdLq0qbGvdyV1NL89ND7C1IYzfsdvthr07TW1ERERk3+ZsW3s65ip8FBERkZ6n8FH2Oy2dpGfNL91l6NZeM5n2pm5nNIQ455k7OeTTVTQbg+tB+aARPPD1C6lPj4eZXV1V2N66kxNL8nc5vdy2bc6dMIgl5Zv3qqmNiIiI7Lu2r/mo8FFERER6nsJH2S/tTifp9kK9mZNK2py6fchnqzjn6TvJaAzhYbAcm3+PO435Y75GdiBI0DNdXlW46zUdvV1OLz9uaD4XnTBkr5raiIiIyL6rZc1H1yh8FBERkZ6n8FH2Wx11ku4o1Js1v5QbTx+VmLpdlAFTXn+GKUufgm0f2rekZPHsWZcx9ZxT+GDRaj6qrCPiegQcm2GFmVzy5b2vKtzVmo6VoWZcA9UNEYqyO17TcW+a2oiIiMi+TZWPIiIikkwKH2W/1lbotutQL8zfFq/mohOG8NsHX+Pch+5iVMUnYFl4xvDegGHcf/L3uXr6sdvu0WAwxP/PAF3zwX5XazrmpAXY2hAh4NOajiIiItK+RLdrrfkoIiIiSaDwUfqcXYd6fsqr6in8sJT7Xvwj1VWVhA3EDDwx7jQ+mvptrj7xEIA2qyc/rKxn1vxS5kwbvVfVj+2tO9kivqajxbkTDmZJ+Rat6SgiIiJtSky79rwkj0RERET6IoWP0ufsKtRLtQyTlz5JwUOLyQo6ZOenU5+Vx8c/vopvHHN0oonMjHuWUR+O0T8zSDhmaIjE8Nk2/TMDbKyLMG9ROeOH9Ot05WFb607uaPuajgdw0QklWtNRRERE2pSofNS0axEREUkChY/S53QU6mXVbeV7T/2dIes+xpeXBoA1cSKZN9zA0bm5ieNK19dSXlVP0GfzWXUj4ZiHMWBZEPTZZKXGqydXbggxsjirU8HgyOKsxLqThVn2Xq3p2F5XbxEREdn/ac1HERERSSaFj9Ln7Bjq9c+0CMcMMc9j9NpVfP/5uwnWhwj6HVJT/HDppXDOOWC3rpKsbozQEHZpisZwTfxDvWXFV3tsinpEYmFSAz5eLdvELc992GZH7V1NibZti5mTSpg1v3Sv1nTsqKu3pmWLiIjs/5xtn2NU+SgiIiLJ0Pa8U5H9WEuo59jwcVU9azeF+PKLj/HDx/+AL1SLBeQOGoB1550wY8ZOwSNATqqfpqiLu22NRduysKz4n37bwvUMjeEY9y35lFUVIdKDPgoyg6QHfYmO2kvKNu9yrBOH5jNn2miGF2XSGI5RVR+mMRxjeFHmbq0p2dLVe2/GICIiIvs2VT6KiIhIMqnyUfq0vIYafrrwPoZvXJ3Y9t6gUYT+8DvGjRnS4bmJWdBfLDzcdjtmDE0Rl4F5aW121N7dNSEnDs1n/JB+ezxtene6eu/tupQiIiLS+zkKH0VERCSJFD5Kn9MSyo38dAU/Xng/KY31GNvCOA7PnvAtHj10EsPe2cSXxgxuN5SraYqS4ndo9Awx1+DY8TDSmPgHe8sCDKQHfR121F65IdThWo0tdrWmY1t2t6v37o5BRERE9k0+NZwRERGRJFL4KH3OyrXVHPnE/Zzy7gu4niFqDJvSc7n1xBl8WjyU7IBvl6FcXlqA9IBDRtBHbVOUcMzFePEAMsXvEPTZbG2MkOLfuUs1QNCxqfUM1Y2Rbnueu+rq3RNjEBERkeRznJbKRy/JIxEREZG+SOGj9C0bN5L/0yuY8vZbRE38t/9vHTSKv0w6m/pAGm7UJRx1SQv6EqFcW52id2xac3C/VMLReNMan20T9Ft8XtOMz7ZpbzZz2PXw2xZ5aYFue6oddfXuqTGIiIhI8qnyUURERJJJ4aP0Ha+8ArNnk715K1uMwbVsHhj3TZ4ZeSJYFjZgORCNeTRHXXJS/R12ik50oq4NkxpwcCyL5pjL1sb4uQNzU6moDZPid1pNezbGUNMYZXhRJiOLs7rt6e4YkBZm2UkZg4iIiCSfbWnNRxEREUkedbuW/V8sBn/8I1xxBYRCAFRl5HH1KT/m6W3BY8K2z+TGwPvrazrsFA0wfdxBuMZQUdPE2q2NVNQ04RrD9HEHcfXJw8kIOlSGwjRFXTzP0BR1qQyFyQg6zJxU0q2NXlq6eidzDCIiIpJ8qnwUERGRZFLlo+zfKipg1iwoLU1s2vKlCVxT8FU220FirhfvAGkAK14R4LMtUvw2j7y5rsNO0XP/s4pQcwyfbVGck5poONMUdXnwjbXMmTaaOdNGJyonaz2D37YYXpTJzEklTBya3+1Pf+LQ/KSPQURERJLL2bb+s+sqfBQREZGep/BRerW21lvc7Uq9xYvh+usT1Y74fHD55dQcOxUeeJusmMvWxijRHT6IOxZkpsQ7VFeFwu12is5O9fFRZT1pAYcDc1NbHZNtDJWhMPMWlXPf+WMZP6Rf559DF5g4ND/pYxAREZHkUeWjiIiIJJPCR+m1OlpvsaVir81w0o3BX/4CDz64/c6Ki+Gmm2DECEZ6hn4ZAVZuCGFZ4N+h8tEzhq2NUQ7KS6Mh7LbbKdoYiHkeaYG2w8mcNH+iY3ZvWFPRtq12O3eLiIjI/s3ZFj56RuGjiIiI9DyFj9IrLSnbzKz5pdSHY+SmBQg4NhHXS6y3OGfaaICdwsmjA01c+9r9FKwt335nX/kKXHstZGbu/EAmHsxZdjxQ9LZVBDi2hc+m3U7RTVEXgBS/g8HQHPES3a5TAjZBx6bWM7xatolbnvuwwwBVREREpDup8lFERESSSeGj9DqeZ5i3qHy31ltsCMdI9Tv4HIsxZcuZ8eI/2RppIi03lYyM1HiTme98p1VTmZUbQmypj1CUnUptU5RwzMV48UNSAz6yU/00RVz6Z6eyfmtTm52imyIufscmHHOpqgvH78PE7yPoc8hO9eN5hn8u/Yyo67UboCqAFBERke7WUvnoel6SRyIiIiJ9Ua/odn377bczaNAgUlJSGDduHMuWLWv32DvvvJPjjz+e3NxccnNzmTx5cofHy75n5YYQ5VX1u1xvcXN9mKaIy+at9Zz83EP88Kl5pDQ3EvMMH/my8O76B5xxRutu1kB1Y4Soa8hJ9TMoP42D89I5MDeVg/PSGZSfRk6qn6hnmDKyf7udorNTfRTnpFBR20xTJIZtWfgcC9uyaIrEqKhtIhxzicRcCrNSSPE72LZFit+hMCtIfdhl3qLyRKWliIiISHfx2fGP/DE1nBEREZEkSHr4+Oijj3LllVcye/Zs3nnnHcaMGcOUKVOoqqpq8/iFCxdy1lln8fLLL7N06VIGDhzI1772NT7//PMeHrl0l5ZwsKP1FqOeR3PEJWdrFXOf/SOnrVqERbwq8dWDx/CTU3/GyuwBbZ6flxbA71hEXA8Li9SAQ2aKn9SAg4VF2PXw2xbHDT2AOdNGM7wok8ZwjKr6MI3hGMOLMvnNtNFkBLcVDrdkmy2f57fdbo567QaoO64JKSIiItKdtlc+KnwUERGRnpf0ade33norF154Ieeffz4Ad9xxB8888wx33303V1111U7HP7hjExHgrrvu4v/+7/946aWXOPfcc3c6PhwOEw6HE7dDIYU9vd2O4WDb6y3GMAbGf/YeP1nyCGnRZsAi5jjcM/5bPD10Arax2VIf3vnOgZHFWZQUZLCqoq7NKdU1jVGGF2UmOkK31Sl6+9TtlG1Tt73EtOtUv0PQZ7O1MUp7n/Fb1oSsbox0xSUTERERaZejNR9FREQkiZJa+RiJRHj77beZPHlyYptt20yePJmlS5fu1n00NjYSjUbJy8trc//cuXPJzs5O/AwcOLBLxi7dpyUc3NoYxXyhK6MxhqbGZi5643GuWnjPtuARKrPyufobP+X54cdjOzaeF+9a3Rbbtpg5qaTdKdUZQYeZk0qwt31Qb+kUPenQAxh9YDa2be0wdTvAoH7pradu90snOzUAQPO2xjRf1FJdmZcW6KrLJiIiItKmlg/8W+rDLC3fogpIERER6VFJDR83b96M67r079+/1fb+/ftTWVm5W/fxy1/+kuLi4lYB5o6uvvpqamtrEz/r1q3b63FL1/A8Q+n6WhZ9vInS9bWJ9Q87Cge9deuZ89RtfP3DV+N3YgyvDT6KX3zzF3za70CMMXjGYNsWOen+dh974tD8dqdU704jmFZTt60vTN22LGwb/I5NY8RtM0CtaYxSUpDByOKsvbuIIiIiIh1YsKKCnz/+PgDrtjZx1p2vc9zN/2XBiookj0xERET6iqRPu94bN910E4888ggLFy4kJSWlzWOCwSDBYLCHRya7sqRsM/MWlVNeVU/UNfgdi5KCDGZOKmHi0PxEONhyTK1nmLD6HS559REOsGNstC2aLYc7x32L/w47FsuyMMYQ8wy2ZZGV4iM/vePXfeLQ/DanVLdUPHZk11O3YxzaP4NQU5TKUJicND9BxybsetQ0RneqrhQRERHpagtWVDDzgXf4Yp1jZW0zMx94h3lnH8XUUUVJGZuIiIj0HUkNH/Pz83Ech40bN7bavnHjRgoLCzs893e/+x033XQTL774Iocffnh3DlO62JKyzcyaX0p9OEZuWoCAYxNxPVZV1DFrfmmi8rAlHPzg082k/fVPFL75NKmZDhBgdWoe/3vsuazOLcZzPYxnsCxI8dk4ts2I4uzdqipsmVK9p1qqM2fNL203XLz65OEArQJUv20xvCgzEbKKiIiIdAfXM9zw1Ac7BY8Q75FnATc89QFfHVGYWBNSREREpDskNXwMBAIcffTRvPTSS5x++ukAeJ7HSy+9xGWXXdbuebfccgu/+c1veO655zjmmGN6aLTSFTzPMG9ROfXhGIVZKYmKwRTboTDLpjIUZt6icsYP6YdtW9jr1zHqmqvg448hsK35zNSpuGf+kLoF5aQ0x8hND+BYFq4xNEVcMlN8PVJV2FZ1ZlvhYmerK0VEREQ6a9maaipqm9vdb4CK2maWralmQkm/nhuYiIiI9DlJn3Z95ZVXMmPGDI455hjGjh3LbbfdRkNDQ6L79bnnnsuAAQOYO3cuADfffDPXXXcdDz30EIMGDUqsDZmRkUFGRkbSnofsnpUbQpRX1ZObFmg1VRnAsixy0vyUV9WzckOI0R+8ATfeCI2N8QMCAfjFL+Cb32S8ZTEnNY2/Lizjw8q6xNTt4UWZXPLloV1aVeh5pt3wcHembne2ulJERESks6rq2g8eO3OciIiISGclPXw888wz2bRpE9dddx2VlZUcccQRLFiwINGEZu3atdj29r448+bNIxKJ8D//8z+t7mf27Nlcf/31PTl06YSWLtEBp+1eR0HHpjESJuPWW2Dxc9t3DBoEN90EQ4d+4QwLCwsw2/7s2orCXa1NCQoXRUREpPcpyGx7PfTOHiciIiLSWZb5Yive/VwoFCI7O5va2lqystRpuKeVrq/lovvfIj3oI8Xv7LQ/c+PnnP/U3zjWbCWtZZr1KafAVVdBWlriuPbWjdy6bb3F3elYvSs98RgiIiKdoc8z+77ufg1dz3Dczf+lsra5zXUfLaAwO4VXf/kVrfkoIiIie2xPPsu0XX4m0k1aukRvbYziGY+miEtdc5SmiMuRHyzlZw/8hpLaClIDDgSDcN11cMMNrYLHL64bmeJ3sG2LFL9DYVaQ+rDLvEXleF7nc/WeeAwRERGR7uLYFrNPG9HmvpaocfZpIxQ8ioiISLdT+Cg9qqVLtGPDxxvr+XRLPRurajnlybv4zhN/JzXaTEFmEGvwYLj/fvjGN+ALa0PuybqRndUTjyEiIiL7puuvvx7Lslr9DBs2LNnD2snUUUXMO/soCjKDrbYXZqcw7+yjmDqqKEkjExERkb4k6Ws+St82oKaKny+8l4O3bkhsq/7KFDJuuh5SU9s8Z3fWjaz1DNWNkU6PqyceQ0RERPZdI0eO5MUXX0zc9vl658fqqaOKGDuoH0fd+AIAD1wwlgkl+ap4FBERkR7TOz8lyX6rZTqz6xm+t3kF//PCAwQiYfDZxPxB/nbsGWw5/KvcF0xptyw3Ly2A37GIuB4p9s7rRoZdD79tkZcW6PQ4e+IxREREZN/l8/koLCxM9jB2S2pg+2eZIw/KVfAoIiIiPUrTrqVHrdwQYt3n1fzo1Yc5+z93kxKLYNsWm/IH8IdzrmHFkcfvcjrzjutGfrFfkjGGmsYoJQUZjCzu/OLtPfEYIiIisu/65JNPKC4uZsiQIUyfPp21a9d2eHw4HCYUCrX66SkB3/aP/JGY12OPKyIiIgIKH6WHNX70Mb/6101M/GAJAJ4xvDJsAr858yoq84sIOjbRXUxnblk3MiPoUBkK0xR18TxDU9SlMhQmI+gwc1IJ9l78Vr8nHkNERET2TePGjePee+9lwYIFzJs3jzVr1nD88cdTV1fX7jlz584lOzs78TNw4MAeG69jW4lqx4ir8FFERER6lmW+WNa1n9uTVuDSxZ5+mob//Q1rN1RjAQ22n3kTvsPCki9hWRD0OWSn+jHG8LdzjmH0gdkd3t2Sss3MW1ROeVU9Uc/gty1KCjKYOamEiUPzu2TIPfEYIiIie0qfZ3qXmpoaDj74YG699VYuuOCCNo8Jh8OEw+HE7VAoxMCBA3vsNRx+7QKaoi6v/OJEBualdfvjiYiIyP5tTz6Pas1H6X5NTXDzzfD006QBPtviw4wCbpl0HpV5hbTUDjaGYzRGYowsztqt6cwTh+Yzfkg/Vm4IUd0YIS8twMjirC6tRuyJxxAREZF9W05ODoceeihlZWXtHhMMBgkGg+3u724Bn01T1CWsadciIiLSwxQ+SvdavRp++UtYsyax6fXDj+fGYacS9vnBbV14a+1hHa5tW7uskNxbPfEYIiIisu+qr6+nvLycc845J9lDaVfLuo9a81FERER6mtZ8lO5hDDz5JJxzzvbgMS2NT39yNbeN+w6xQNtdom3bYkNNU4cNZ0RERESS6Wc/+xmLFi3i008/ZcmSJUybNg3HcTjrrLOSPbR2BZz4x/5wzE3ySERERKSvUeWjdL3GRrjpJnj22e3bDj0UbrqJT5tSCH34FmAI+izAwhiwLABDzDOEmmNsbgi3fd8iIiIiSbZ+/XrOOusstmzZwgEHHMBxxx3H66+/zgEHHJDsobUrqMpHERERSRKFj9K1ysrgqqvg00+3b/v2t+GnP4VAgJp3PsfzDLZtYVvbCm8Tyyda2JaH5xlqGqI9PHARERGR3fPII48kewh7LDHtWt2uRUREpIcpfJSuYQz8+99wyy0QicS3paXBNdfA176WOCw3zY9tW3iewdgGa3vyiMEkgsncNP9uPaznGTWDEREREdkFrfkoIiIiyaLwUfZeYyPMmQMLFmzfdthh8anXAwe2OrRfRpCsFD+1TVFirsGx41OujQHXM1iWRVaKn34Zu+4GuaRsM/MWlVNeVU/UNfgdi5KCDGZOKmHi0PyufpYiIiIi+yxNuxYREZFkUcMZ2Tsffwxnn906eDzjDLjnnp2CR4CRxVmMKM4iPegQ9Nl4xhBzDZ4xBH026UGHEcVZjCzO6vBhl5RtZtb8UlZVhEgP+ijIDJIe9LGqoo5Z80tZUra5q5+piIiIyD5L065FREQkWRQ+Sps8z1C6vpZFH2+idH0tnmdaH2AM/L//B+edB2vXxrelp8PNN8MvfgEddLOeOamE3LQAqQGHwqwUinNSKMxKITXgkJsWYOakkg6nTnueYd6icurDMQqzUkjxO9i2RYrfoTArSH3YZd6i8p3HLCIiItJHbe92rfBRREREepamXctOdjmduaEBfvMbeP757ScNHw5z58KBByY2tbce48Sh+cyZNnr7Y3gGv20xvChrt6ZMr9wQoryqnty0AJbVOqS0LIucND/lVfWs3BBi9IHZXXptRERERPZFWvNRREREkkXho7TSMp25PhwjNy1AwLGJuF5iOvOtY1I5at7NsG7d9pPOPBN+8pNW1Y67CjAnDs1n/JB+nWoWU90YIeqaxG/wvyjo2NR6hurGiBrSiIiIiAABnwMofBQREZGep/BREr44nbmlqjDFdijMtBi59EUy75iPyQ3Ge1RnZMB118FXvtLqfnYVYM6ZNpqJQ/OxbatTlYl5aQH8jkXE9UixnZ32h10Pv22xrrqRGfcsU0MaERER6fNafmmrNR9FRESkp2nNR0nYcTozFjRFXOqao5i6OmY8/Te+/9qjxMIRmiIujBgBDz20U/DYE+sxjizOoqQgg62NUYxpfT/GGGoao/TLCHDn4nI1pBERERFh+7TrcFTho4iIiPQshY+S0DKdOeJ6fLq5kc+qGwh+8hGX33sDI1a+iTHxcK/i1Gnwj39AcfFO97En6zF2VkvTmoygQ2UoTFPUxfMMTVGXylCYjGC8GrIh4qohjYiIiAgQTHS7dpM8EhEREelrFD5KQl5aAM8YPt/aRHMkxqmrXuHmZ/9IYd0WPGOocYLcNuWHNF76E/D72+yIvTvrMUa3Hbc3WprWDC/KpDEco6o+TGM4xvCiTH5w/BC21Ee6NQAVERER2Zeo4YyIiIgki9Z8lIThhZm4xpDS1MDlrz/K+M/ej++wLD454CBuPu5cwv0LGV6Y2W5DmSkjC3drPca8tMBO+/ZUe01rXinbvNsNaURERET6gsSajwofRUREpIcpfJSEVZV1DN30GTOfu4uCuurE9idHf4X7jjwVz+cjy4JH3lrHXa+sbrOhzNotDfTLCFBRG6Ywy25VediyHuPwokxGFmd1yZjbalqzuw1puiIAFREREdkX+Jz4Z7KPq+pYWr6FsYPzcGxrF2eJiIiI7D2FjxJnDM6/HmH2E7fhNx6uZREKpPKn46bz1sGjCPps+qUHaYjEeHjZ2rY7YmfZVIbCZKVC+rb1GHPS/AQdm7DrUdMYJSPoMHNSCXY3fthtaUizqqKuRwJQERERkd5swYoK/vHqGgCWlleztPx1irJTmH3aCKaOKkry6ERERGR/pzUfBUIh+PnPGXTvHfiMh23BhoFDuXXGbCrGfImD89IZ1C8d/7a1gqpC4Q7XU9xSH+HC44e0uR7jnGmjmTg0v1ufzu40pOnuAFRERESkN1iwooKZD7xDXXOs1fbK2mZmPvAOC1ZUJGlkIiIi0leo8rGvW7kSrroKKipIDTgEfTb/N/IrvDL5fzA+P5nbDmupGCzMSmFjKLzL9RQH5qVx3/ljd1qPsacCv5aGNC3rUtZ6Br9tMbwok5mTSro9ABURERFJNtcz3PDUB5g29hnAAm546gO+OqJQU7BFRESk2yh87KuMgYcegj/9CVwXACsri4afXc8z69Kpb3DJSbN3mjL93bEH8deXy3ZrPcW21mPsSe01pFHFo4iIiPQFy9ZUU1Hb3O5+A1TUNrNsTTUTSvr13MBERESkT1H42BeFQnD99bB48fZtY8bAnDmM7t+fOTt0sv5ixeD4If14bmXlPrOeYrIDUBEREZFkqaprP3jszHEiIiIinaHwsa95/32YNQsqK7dvO+88uPhi8MX/57CrisGZk0qYNb+UitpmUgMOjmXhGkNTxCUzxaf1FEVERER6gYLMlC49TkRERKQzFD72FZ4HDzwAt98OrosBGlIz+OTSn+M77jhG2k6r7kMdVQxOHJrP9HEHcfvCcipqmvCIdy7KTPUzfdxBWk9RREREpBcYOziPouwUKmub21z30QIKs1MYOzivp4cmIiIifYjCx76gthZmz4ZXXwWgPhzjzdyD+d3x51BVFsS/5i1KCjJ2uxHLkrLNPPjGWny2RXFOKpYVX0KyKery4BtrGVmcrQBSREREJMkc22L2aSOY+cA7O+1rmaMy+7QRajYjIiIi3artlsWy/3jvPTjrrO3BY8TlzqFf5peTZxLpdwAFmUHSgz5WVdQxa34pS8o2A+B5htL1tSz6eBOl62vxPJPYPm9ROfXhGIVZKeSkBchODZCTFqAwK4X6sMu8ReWJ40VEREQkeaaOKmLe2UdxQEaw1fbC7BTmnX0UU0cVJWlkIiIi0leo8nF/5Xlw//3xadaeB4DJyeV3Y7/L02kHUZiVkmgWk2I7FGbZVIbC8eDQGP62eDXlVfVEXYPfsRKVkZkpfsqr6slNC7RqNgNgWRY5afH9KzeE1OhFREREpBeYOqqIow7KZeyclwB48AfjGD+knyoeRUREpEcofNwfbd0an2a9ZMn2bUcdxapLf8nzz35KbtDXbnD4wYZafv74+0Rdj9y0AAHHJuJ6icrIM790EFHXEHDaLpoNOja1nqG6MdKdz1BERERE9kBWqj/x36MPzFbwKCIiIj1G4eM+yvNM292o330XfvUrqKqKH2hZcMEFcOGFbCqv7jA4DNgWoeYYqX7DQXlpbVZGPreyEp8NEdcjxXZ2uo+w6+G3LfLSAt323EVERERkzwR9Nj7bIuYZGsIxslL8uz5JREREpAsofNwHLSnbzLxF5a2mRQ/NT+O6zcsYOv/BxDRr8vLgxhth7Nj4zbQAfsdqNzgMhWN4niE71d9uZWRVqJn+2ams39pEYZbd6jhjDDWNUYYXZTKyOKv7LoCIiIiI7BHLskgP+qhtitIQjiV7OCIiItKHqOHMPmZJ2WZmzS9lVUWI9KCPgswghW4jX//HTbi3/5X6pm3TnY85Bh56KBE8AowszqKkIIOtjVGMad0QxhhDqCmGbVtkprSdSQcdm6hnmDKyPxlBh8pQmKaoi+cZmqIulaEwGUGHmZNK4lWYIiIiItJrZATjn/Hqw26SRyIiIiJ9iSof9yFf7DRtWRYl6z7inKf+TlZDLVFjqKqPkHbpTOwfXgh262zZti1mTiph1vxSKkNhctL8BB2bsOtR0xglPejgdyyirqGtmdktU6qPG3oAYw7MSVRf1noGv20xvCiTmZNKmDg0v4euiIiIiIjsrvRgfOZLoyofRUREpAcpfNyHrNwQSnSato1h8uvPMPW1J7FMfJp1Y0Y2v598Hpd//buMttsuap04NJ8500a3GRxedMIQ/rZ4Nasq6nY5pdq2LcYP6df2upMiIiIi0uukJyofFT6KiIhIz1H4uA+pbowQdQ15zfXM+M9dHPLZqsS+Tw4ezj9PvoByk7LLTtMTh+a3GxzaltVuZeQXp1TbtsXoA7O79TmLiIiISNdI88crH1/5ZBOZKX7GDs5T12sRERHpdgof9yF5aQFGV3zMJS/eS3ZTCABj2Tw38TReGH8qja7BH47tVqfp9oLDjiojNaVaREREZN+0YEUFb322FYD7X1/L/a+vpSg7hdmnjWDqqKIkj05ERET2Zwof9xWex8inH+FXz95OOBIFxyaUns39X/8h5Qcdtm1adKRLOk13VBkpIiIiIvuWBSsqmPnAO5gvbK+sbWbmA+8w7+yjFECKiIhIt1H4uC/YsgWuuQb7zTfpn+Hn860x3i06lIdPu5BIZg7hqNvmtOi9oSnVIiIiIvs+1zPc8NQHOwWPAAawgBue+oCvjijUFGwRERHpFgofe7tly+Caa6C6GoCM1ADO987n6fyxbNzcSLQ+rGnRIiIiItKmZWuqqahtbne/ASpqm1m2ppoJJf16bmAiIiLSZyh87K08D+68E+66C8y231UfcAD85jcMPeoo7vWMpkWLiIiISIeq6toPHjtznIiIiMieUvjYG23aFK92fPvt7dsmToQbboDcXEDTokVERERk1woyU7r0OBEREZE9pfCxt3n9dbj2Wtga70aIbcOll8I558T/W0RERERkN40dnEdRdgqVtc1trvtoAYXZKYwdnNfTQxMREZE+QmlWb+G68Ne/wo9+tD14LCiIT72eMUPBo4iIiIjsMce2mH3aiDb3tSzYM/u0EWo2IyIiIt1GiVZvUFUFF18Md9+9fX3H446Dhx6CMWOSOzYRERER2adNHVXEvLOP4oCMQKvt/bOCzDv7KKaOKkrSyERERKQv0LTrZFuyBK67Dmpq4rdtO179OH26qh1FREREpMs4O322VLWjiIiIdD+lW8niuvCXv8CPf7w9eOzfP97dWus7ioiIiEgXWbCigpkPvENlqHVH642hZmY+8A4LVlQkaWQiIiLSFyjhSoaNG+GHP4R7792+7YQT4OGH4fDDkzYsEREREdm/uJ7hhqc+aLPZTMu2G576ANdr6wgRERGRvafwsae99hp873vw3nvx244DV1wBv/89ZGUld2wiIiIisl9ZtqaaitrmdvcboKK2mWVrqntuUCIiItKnaM3HnhKLxbtZ//Of27cVFcHcuTBqVPLGJSIiIiL7raq69oPHzhwnIiIisqcUPvaEykqYNQvef3/7tkmTYPZsVTuKiIiISLcpyEzp0uNERERE9pTCx+62eDFcfz2EQvHbPh/85Cfw3e+CpQ6DIiIiItJ9xg7Ooyg7pcOp1wBbGyI9NCIRERHpa7TmY3eJRuEPf4Arr9wePBYXw913w1lnKXgUERERkW7n2BbXnjp8l8f9+hk1nREREZHuofCxO1RUwIUXwoMPbt/2la/Eb48YkbxxiYiIiEifk5se3OUxajojIiIi3UXTrruaMfDTn8LHH8dv+/1w+eVwxhmqdhQRERGRHre7zWRe+KCSCSX9unk0IiIi0teo8rGrWRZcfTU4DgwYEJ9mfeaZCh5FREREJCl2t5nM/Us/45WPN2n6tYiIiHQpVT52h9Gj4Xe/gyOPhIyMZI9GRERERPqwsYPzyEv3U90Q7fC4qGc45+5l+CwYMzCboM+hOeaS4nPIzwhiWWBZFgNyU5lYks/4If1wbP2CXURERDqm8LG7HH98skcgIiIiIoJjW0w7YgD/eO3T3To+ZuDttbUdHnP7y+XYFhw1MJsBuWkYY9hcH9kprGxru20rwBQREelLFD6KiIiIiOznJo8o3O3wcXd5Bt5aW8tbuwgq23P7y+VYwKEFaRxWmN1uWNnedlCwKSIisi9Q+CgiIiIisp8bOziPnFQ/NU0dT73uaQb4qKqRj6oau/R+9zbY7IogtOXYLQ1R0oIOYwf1Y8bEQQR8WnZfRET6FoWPIiIiIiL7Oce2OP/YQfzhxU+SPZQe013BZme98EEVv3l2FUPyUxlVnN1tQWhnAtK+PBaFxCIi3U/hYzfwPMPKDSGqGyPkpQUYWZyFrSkfIiIiIpJEl33lEP7+ymoawm6yh9Knrd7cxOrNTckehrSjJSQe3C+Fouy0XhWQ9uYQtzeNRWPc/8ayL4yxN42lNzaIU/jYxZaUbWbeonLKq+qJuga/Y1FSkMHMSSVMHJqf7OGJiIiISBe5/fbb+e1vf0tlZSVjxozhz3/+M2PHjk32sNrl2Ba//fbhXPLQu8keikivt2ZLM2u2NCd7GCIie+X2l8vJSfNz07dGM3VUUdLGoVryLrSkbDOz5peyqiJEetBHQWaQ9KCPVRV1zJpfypKyzckeooiIiIh0gUcffZQrr7yS2bNn88477zBmzBimTJlCVVVVsofWoVMOL+aiEwYnexgiIiLSQ2oao1z8wDssWFGRtDEofOwinmeYt6ic+nCMwqwUUvwOtm2R4ncozApSH3aZt6gczzPJHqqIiIiI7KVbb72VCy+8kPPPP58RI0Zwxx13kJaWxt13353soe3S1aeM4K/fO4oUrWknIiLSZ9zw1Ae4Scqk9Imji6zcEKK8qp7ctACW1XouvWVZ5KT5Ka+qZ+WGUJJGKCIiIiJdIRKJ8PbbbzN58uTENtu2mTx5MkuXLm3znHA4TCgUavWTTKccXsTK/53K5ScdQlAhpIiIyH6voraZZWuqk/LYWvOxi1Q3Roi6hoDT9oe3oGNT6xmqGyM9PDIRERER6UqbN2/GdV369+/fanv//v358MMP2zxn7ty53HDDDT0xvN3m2BaXf/VQfnTSIbxevoXXyjfx+dZ4I5S2FrBfWVFL+abe0TlaRERE9lxVXXLWslX42EXy0gL4HYuI65FiOzvtD7seftsiLy2QhNGJiIiISDJdffXVXHnllYnboVCIgQMHJnFE2zm2xbGH5HPsIbtujhiJedy3ZA3L1lTTGI7Rbw+7cEZcj3fX1eB6PfDEREREpJWCzJSkPK7Cxy4ysjiLkoIMVlXUUZhlt5p6bYyhpjHK8KJMRhZnJXGUIiIiIrK38vPzcRyHjRs3ttq+ceNGCgsL2zwnGAwSDAZ7YnjdKuCzufCEEi48oaTT9+F6hiWfbObxd9axfmsTQZ/dbljZ0XZQsCkiIrK7irJTGDs4LymP3SvCx9tvv53f/va3VFZWMmbMGP785z8zduzYdo9/7LHHuPbaa/n000855JBDuPnmmznllFN6cMQ7s22LmZNKmDW/lMpQmJw0P0HHJux61DRGyQg6zJxUgm1bu74zEREREem1AoEARx99NC+99BKnn346AJ7n8dJLL3HZZZcld3D7AMe2OP6wAzj+sAO6/L67Ktjc2yC05djPa5pYvq6WmJpOiohIks0+bQROkjKppIePjz76KFdeeSV33HEH48aN47bbbmPKlCl89NFHFBQU7HT8kiVLOOuss5g7dy5f//rXeeihhzj99NN55513GDVqVBKewXYTh+YzZ9po5i0qp7yqnlrP4LcthhdlMnNSCROH7noqi4iIiIj0fldeeSUzZszgmGOOYezYsdx22200NDRw/vnnJ3tofVp3Bpud5Xpmt9bUTFZA2tfHopBYRPZ3uWl+5n5rNFNHFSVtDJYxJqn/wo4bN44vfelL/OUvfwHivzUeOHAgP/rRj7jqqqt2Ov7MM8+koaGBp59+OrFt/PjxHHHEEdxxxx27fLxQKER2dja1tbVkZXXPFGjPM6zcEKK6MUJeWoCRxVmqeBQREZEu0xOfZ2TX/vKXvyRm7xxxxBH86U9/Yty4cbt1rl5Dkd7liyFxsoLQfTXE7U1j0Rj3v7HsC2PsTWOxLLAsiwG5qUwsyWf8kH7dUvG4J59lklr5GIlEePvtt7n66qsT22zbZvLkySxdurTNc5YuXdpqsW6AKVOm8MQTT7R5fDgcJhwOJ26HQqG9H/gu2LbF6AOzu/1xRERERCR5LrvsMk2zFtlP7EnjJRER2TN2Mh988+bNuK5L//79W23v378/lZWVbZ5TWVm5R8fPnTuX7OzsxE9v6SooIiIiIiIiIiKyv0tq+NgTrr76ampraxM/69atS/aQRERERERERERE+oSkTrvOz8/HcRw2btzYavvGjRspLCxs85zCwsI9Oj4YDBIMBrtmwCIiIiIiIiIiIrLbklr5GAgEOProo3nppZcS2zzP46WXXmLChAltnjNhwoRWxwO88MIL7R4vIiIiIiIiIiIiyZHUykeAK6+8khkzZnDMMccwduxYbrvtNhoaGjj//PMBOPfccxkwYABz584F4Cc/+QmTJk3i97//PaeeeiqPPPIIb731Fn//+9+T+TRERERERERERETkC5IePp555pls2rSJ6667jsrKSo444ggWLFiQaCqzdu1abHt7gebEiRN56KGHuOaaa5g1axaHHHIITzzxBKNGjUrWUxAREREREREREZE2WMYYk+xB9KRQKER2dja1tbVkZWUlezgiIiIie0yfZ/Z9eg1FRERkX7Ynn2X2+27XIiIiIiIiIiIikhwKH0VERERERERERKRbKHwUERERERERERGRbqHwUURERERERERERLqFwkcRERERERERERHpFgofRUREREREREREpFv4kj2AnmaMAeItwUVERET2RS2fY1o+18i+R59JRUREZF+2J59H+1z4WFdXB8DAgQOTPBIRERGRvVNXV0d2dnayhyGdoM+kIiIisj/Ync+jluljvzL3PI8NGzaQmZmJZVnd9jihUIiBAweybt06srKyuu1xZM/odem99Nr0Tnpdei+9Nr1TT70uxhjq6uooLi7GtrWKzr6oJz6T6t+J7qHr2vV0Tbuermn30HXterqm3aMnruuefB7tc5WPtm1z4IEH9tjjZWVl6S9QL6TXpffSa9M76XXpvfTa9E498bqo4nHf1pOfSfXvRPfQde16uqZdT9e0e+i6dj1d0+7R3dd1dz+P6lflIiIiIiIiIiIi0i0UPoqIiIiIiIiIiEi3UPjYTYLBILNnzyYYDCZ7KLIDvS69l16b3kmvS++l16Z30usivYn+99g9dF27nq5p19M17R66rl1P17R79Lbr2ucazoiIiIiIiIiIiEjPUOWjiIiIiIiIiIiIdAuFjyIiIiIiIiIiItItFD6KiIiIiIiIiIhIt1D4KCIiIiIiIiIiIt1C4eNeuP322xk0aBApKSmMGzeOZcuWdXj8Y489xrBhw0hJSWH06NE8++yzPTTSvmVPXpc777yT448/ntzcXHJzc5k8efIuX0fpvD39O9PikUcewbIsTj/99O4dYB+1p69LTU0Nl156KUVFRQSDQQ499FD9e9ZN9vS1ue222zjssMNITU1l4MCBXHHFFTQ3N/fQaPuGxYsXc9ppp1FcXIxlWTzxxBO7PGfhwoUcddRRBINBhg4dyr333tvt4xSBzr/v9kW7+rttjOG6666jqKiI1NRUJk+ezCeffNLqmOrqaqZPn05WVhY5OTlccMEF1NfX9+Cz6F3mzp3Ll770JTIzMykoKOD000/no48+anVMc3Mzl156Kf369SMjI4Nvf/vbbNy4sdUxa9eu5dRTTyUtLY2CggJ+/vOfE4vFevKp9Brz5s3j8MMPJysri6ysLCZMmMB//vOfxH5dz7130003YVkWl19+eWKbruueu/7667Esq9XPsGHDEvt1TTvn888/5+yzz6Zfv36kpqYyevRo3nrrrcT+Xv1eZaRTHnnkERMIBMzdd99tVq5caS688EKTk5NjNm7c2Obxr732mnEcx9xyyy3mgw8+MNdcc43x+/2mtLS0h0e+f9vT1+V73/ueuf322827775rVq1aZc477zyTnZ1t1q9f38Mj3//t6WvTYs2aNWbAgAHm+OOPN9/85jd7ZrB9yJ6+LuFw2BxzzDHmlFNOMa+++qpZs2aNWbhwoVm+fHkPj3z/t6evzYMPPmiCwaB58MEHzZo1a8xzzz1nioqKzBVXXNHDI9+/Pfvss+ZXv/qV+X//7/8ZwMyfP7/D41evXm3S0tLMlVdeaT744APz5z//2TiOYxYsWNAzA5Y+q7Pvu33Vrv5u33TTTSY7O9s88cQT5r333jPf+MY3zODBg01TU1PimKlTp5oxY8aY119/3bzyyitm6NCh5qyzzurhZ9J7TJkyxdxzzz1mxYoVZvny5eaUU04xBx10kKmvr08cc/HFF5uBAweal156ybz11ltm/PjxZuLEiYn9sVjMjBo1ykyePNm8++675tlnnzX5+fnm6quvTsZTSronn3zSPPPMM+bjjz82H330kZk1a5bx+/1mxYoVxhhdz721bNkyM2jQIHP44Yebn/zkJ4ntuq57bvbs2WbkyJGmoqIi8bNp06bEfl3TPVddXW0OPvhgc95555k33njDrF692jz33HOmrKwscUxvfq9S+NhJY8eONZdeemnituu6pri42MydO7fN48844wxz6qmntto2btw4c9FFF3XrOPuaPX1dvigWi5nMzExz3333ddcQ+6zOvDaxWMxMnDjR3HXXXWbGjBkKH7vBnr4u8+bNM0OGDDGRSKSnhthn7elrc+mll5qvfOUrrbZdeeWV5thjj+3WcfZluxM+/uIXvzAjR45ste3MM880U6ZM6caRiez9Z6K+7It/tz3PM4WFhea3v/1tYltNTY0JBoPm4YcfNsYY88EHHxjAvPnmm4lj/vOf/xjLssznn3/eY2PvzaqqqgxgFi1aZIyJX0O/328ee+yxxDGrVq0ygFm6dKkxJh4K27ZtKisrE8fMmzfPZGVlmXA43LNPoJfKzc01d911l67nXqqrqzOHHHKIeeGFF8ykSZMS4aOua+fMnj3bjBkzps19uqad88tf/tIcd9xx7e7v7e9VmnbdCZFIhLfffpvJkycnttm2zeTJk1m6dGmb5yxdurTV8QBTpkxp93jZc515Xb6osbGRaDRKXl5edw2zT+rsa/O///u/FBQUcMEFF/TEMPuczrwuTz75JBMmTODSSy+lf//+jBo1ijlz5uC6bk8Nu0/ozGszceJE3n777cS0ytWrV/Pss89yyimn9MiYpW16/5dk6IrPRLLdmjVrqKysbHU9s7OzGTduXOJ6Ll26lJycHI455pjEMZMnT8a2bd54440eH3NvVFtbC5D4nP32228TjUZbXddhw4Zx0EEHtbquo0ePpn///oljpkyZQigUYuXKlT04+t7HdV0eeeQRGhoamDBhgq7nXrr00ks59dRTd3rP1nXtvE8++YTi4mKGDBnC9OnTWbt2LaBr2llPPvkkxxxzDN/5zncoKCjgyCOP5M4770zs7+3vVb5uvff91ObNm3Fdt9VfBID+/fvz4YcftnlOZWVlm8dXVlZ22zj7ms68Ll/0y1/+kuLi4p3edGTvdOa1efXVV/nHP/7B8uXLe2CEfVNnXpfVq1fz3//+l+nTp/Pss89SVlbGJZdcQjQaZfbs2T0x7D6hM6/N9773PTZv3sxxxx2HMYZYLMbFF1/MrFmzemLI0o723v9DoRBNTU2kpqYmaWSyP+uKz0SyXcvn9Y4+y1dWVlJQUNBqv8/nIy8vT5/3Ac/zuPzyyzn22GMZNWoUEL9mgUCAnJycVsd+8bq2dd1b9vVFpaWlTJgwgebmZjIyMpg/fz4jRoxg+fLlup6d9Mgjj/DOO+/w5ptv7rRP/zvtnHHjxnHvvfdy2GGHUVFRwQ033MDxxx/PihUrdE07afXq1cybN48rr7ySWbNm8eabb/LjH/+YQCDAjBkzev17lcJHkW1uuukmHnnkERYuXEhKSkqyh9On1dXVcc4553DnnXeSn5+f7OHIDjzPo6CggL///e84jsPRRx/N559/zm9/+1uFj0m2cOFC5syZw1//+lfGjRtHWVkZP/nJT/j1r3/Ntddem+zhiYhIH3bppZeyYsUKXn311WQPZZ932GGHsXz5cmpra3n88ceZMWMGixYtSvaw9lnr1q3jJz/5CS+88IK+A3ahk08+OfHfhx9+OOPGjePggw/mX//6l37x2kme53HMMccwZ84cAI488khWrFjBHXfcwYwZM5I8ul3TtOtOyM/Px3Gcnboxbdy4kcLCwjbPKSws3KPjZc915nVp8bvf/Y6bbrqJ559/nsMPP7w7h9kn7elrU15ezqeffsppp52Gz+fD5/Pxz3/+kyeffBKfz0d5eXlPDX2/1pm/M0VFRRx66KE4jpPYNnz4cCorK4lEIt063r6kM6/NtddeyznnnMMPfvADRo8ezbRp05gzZw5z587F87yeGLa0ob33/6ysLH34lm6zN5+JZGct16yj61lYWEhVVVWr/bFYjOrq6j5/zS+77DKefvppXn75ZQ488MDE9sLCQiKRCDU1Na2O/+J1beu6t+zriwKBAEOHDuXoo49m7ty5jBkzhj/+8Y+6np309ttvU1VVxVFHHZX43rFo0SL+9Kc/4fP56N+/v65rF8jJyeHQQw+lrKxM/1vtpKKiIkaMGNFq2/DhwxPT2Xv7e5XCx04IBAIcffTRvPTSS4ltnufx0ksvMWHChDbPmTBhQqvjAV544YV2j5c915nXBeCWW27h17/+NQsWLGi19oF0nT19bYYNG0ZpaSnLly9P/HzjG9/gxBNPZPny5QwcOLAnh7/f6szfmWOPPZaysrJWYdbHH39MUVERgUCg28fcV3TmtWlsbMS2W7+tt4TExpjuG6x0SO//kgyd/UwkbRs8eDCFhYWtrmcoFOKNN95IXM8JEyZQU1PD22+/nTjmv//9L57nMW7cuB4fc29gjOGyyy5j/vz5/Pe//2Xw4MGt9h999NH4/f5W1/Wjjz5i7dq1ra5raWlpqy/LL7zwAllZWTt9Ce+rPM8jHA7renbSSSedtNP3jmOOOYbp06cn/lvXde/V19dTXl5OUVGR/rfaScceeywfffRRq20ff/wxBx98MLAPvFd1azub/dgjjzxigsGguffee80HH3xgfvjDH5qcnJxEN6ZzzjnHXHXVVYnjX3vtNePz+czvfvc7s2rVKjN79mzj9/tNaWlpsp7CfmlPX5ebbrrJBAIB8/jjj5uKiorET11dXbKewn5rT1+bL1K36+6xp6/L2rVrTWZmprnsssvMRx99ZJ5++mlTUFBgbrzxxmQ9hf3Wnr42s2fPNpmZmebhhx82q1evNs8//7wpKSkxZ5xxRrKewn6prq7OvPvuu+bdd981gLn11lvNu+++az777DNjjDFXXXWVOeeccxLHr1692qSlpZmf//znZtWqVeb22283juOYBQsWJOspSB+xq39DpLVd/d2+6aabTE5Ojvn3v/9t3n//ffPNb37TDB482DQ1NSXuY+rUqebII480b7zxhnn11VfNIYccYs4666xkPaWkmzlzpsnOzjYLFy5s9Tm7sbExcczFF19sDjroIPPf//7XvPXWW2bChAlmwoQJif2xWMyMGjXKfO1rXzPLly83CxYsMAcccIC5+uqrk/GUku6qq64yixYtMmvWrDHvv/++ueqqq4xlWeb55583xuh6dpUdu10bo+vaGT/96U/NwoULzZo1a8xrr71mJk+ebPLz801VVZUxRte0M5YtW2Z8Pp/5zW9+Yz755BPz4IMPmrS0NPPAAw8kjunN71UKH/fCn//8Z3PQQQeZQCBgxo4da15//fXEvkmTJpkZM2a0Ov5f//qXOfTQQ00gEDAjR440zzzzTA+PuG/Yk9fl4IMPNsBOP7Nnz+75gfcBe/p3ZkcKH7vPnr4uS5YsMePGjTPBYNAMGTLE/OY3vzGxWKyHR9037MlrE41GzfXXX29KSkpMSkqKGThwoLnkkkvM1q1be37g+7GXX365zfeNltdixowZZtKkSTudc8QRR5hAIGCGDBli7rnnnh4ft/RNHf0bIq3t6u+253nm2muvNf379zfBYNCcdNJJ5qOPPmp1H1u2bDFnnXWWycjIMFlZWeb888/v07/Qbut6Aq3+DWxqajKXXHKJyc3NNWlpaWbatGmmoqKi1f18+umn5uSTTzapqakmPz/f/PSnPzXRaLSHn03v8P3vf98cfPDBJhAImAMOOMCcdNJJieDRGF3PrvLF8FHXdc+deeaZpqioyAQCATNgwABz5plnmrKyssR+XdPOeeqpp8yoUaNMMBg0w4YNM3//+99b7e/N71WWMZqLJSIiIiIiIiIiIl1Paz6KiIiIiIiIiIhIt1D4KCIiIiIiIiIiIt1C4aOIiIiIiIiIiIh0C4WPIiIiIiIiIiIi0i0UPoqIiIiIiIiIiEi3UPgoIiIiIiIiIiIi3ULho4iIiIiIiIiIiHQLhY8iIiIiIiIiIiLSLRQ+ioiIiIiIiAgAlmXxxBNPJHsYIrIfUfgoIiIiIiIi0gucd955WJa108/UqVOTPTQRkU7zJXsAIiIiIiIiIhI3depU7rnnnlbbgsFgkkYjIrL3VPkoItIFNm3aRGFhIXPmzElsW7JkCYFAgJdeeimJIxMRERGRfUkwGKSwsLDVT25uLhCfEj1v3jxOPvlkUlNTGTJkCI8//nir80tLS/nKV75Camoq/fr144c//CH19fWtjrn77rsZOXIkwWCQoqIiLrvsslb7N2/ezLRp00hLS+OQQw7hySef7N4nLSL7NYWPIiJd4IADDuDuu+/m+uuv56233qKuro5zzjmHyy67jJNOOinZwxMRERGR/cS1117Lt7/9bd577z2mT5/Od7/7XVatWgVAQ0MDU6ZMITc3lzfffJPHHnuMF198sVW4OG/ePC699FJ++MMfUlpaypNPPsnQoUNbPcYNN9zAGWecwfvvv88pp5zC9OnTqa6u7tHnKSL7D8sYY5I9CBGR/cWll17Kiy++yDHHHENpaSlvvvmmpsmIiIiIyG4577zzeOCBB0hJSWm1fdasWcyaNQvLsrj44ouZN29eYt/48eM56qij+Otf/8qdd97JL3/5S9atW0d6ejoAzz77LKeddhobNmygf//+DBgwgPPPP58bb7yxzTFYlsU111zDr3/9ayAeaGZkZPCf//xHa0+KSKdozUcRkS70u9/9jlGjRvHYY4/x9ttvK3gUERERkT1y4okntgoXAfLy8hL/PWHChFb7JkyYwPLlywFYtWoVY8aMSQSPAMceeyye5/HRRx9hWRYbNmzY5cycww8/PPHf6enpZGVlUVVV1dmnJCJ9nMJHEZEuVF5ezoYNG/A8j08//ZTRo0cne0giIiIisg9JT0/faRp0V0lNTd2t4/x+f6vblmXheV53DElE+gCt+Sgi0kUikQhnn302Z555Jr/+9a/5wQ9+oN8Qi4iIiEiXev3113e6PXz4cACGDx/Oe++9R0NDQ2L/a6+9hm3bHHbYYWRmZjJo0CA1RBSRHqXKRxGRLvKrX/2K2tpa/vSnP5GRkcGzzz7L97//fZ5++ulkD01ERERE9hHhcJjKyspW23w+H/n5+QA89thjHHPMMRx33HE8+OCDLFu2jH/84x8ATJ8+ndmzZzNjxgyuv/56Nm3axI9+9CPOOecc+vfvD8D111/PxRdfTEFBASeffDJ1dXW89tpr/OhHP+rZJyoifYYqH0VEusDChQu57bbbuP/++8nKysK2be6//35eeeWVndbsERERERFpz4IFCygqKmr1c9xxxyX233DDDTzyyCMcfvjh/POf/+Thhx/+/+3doY2FQBSG0R9LKaCpAItA4GkJQWgDTS30QA3rVj9z34bsOX6SGfvlZm66rkuStG2b67ryPE+GYciyLBnHMfu+/55f1zXbtuU4jvR9n2mact/3198J/B+2XQMAAMALNE2T8zwzz/NfXwXgYyYfAQAAAIAS4iMAAAAAUMLCGQAAAHgBv6YBb2TyEQAAAAAoIT4CAAAAACXERwAAAACghPgIAAAAAJQQHwEAAACAEuIjAAAAAFBCfAQAAAAASoiPAAAAAECJH9yP18RkBb24AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 5. Raskite realaus pasaulio duomenų rinkinį su tiesine priklausomybe ir pritaikykite šį modelį.\n",
+    "\n",
+    "def prepare_number_list(numbers):\n",
+    "    return np.array(list(map(lambda value: [float(value)], numbers)))\n",
+    "\n",
+    "def normalize_column(column):\n",
+    "    min_value = min(column)\n",
+    "    max_value = max(column)\n",
+    "\n",
+    "    return map(lambda x: map_value(float(x), min_value, max_value, 0, 1), column)\n",
+    "\n",
+    "df = pd.read_csv('assets/Ice Cream Sales - temperatures.csv')\n",
+    "X = prepare_number_list(normalize_column(df['Temperature'].values))\n",
+    "y = prepare_number_list(normalize_column(df['Ice Cream Profits'].values))\n",
+    "\n",
+    "train_and_show(X, y, 800, 0.1, 200)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 228,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  0\n",
+      "Loss =  404.76144508093915\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  200\n",
+      "Loss =  0.2645986409673728\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  400\n",
+      "Loss =  0.08472563651985762\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  600\n",
+      "Loss =  0.03461215467939087\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  800\n",
+      "Loss =  0.020650298258031264\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch:  1000\n",
+      "Loss =  0.016760458087850726\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 6. Raskite arba sugeneruoti duomenų rinkinį su netiesine priklausomybe ir pritaikyti šį modelį.\n",
+    "\n",
+    "def prepare_number_list(numbers):\n",
+    "    return np.array(list(map(lambda value: [float(value)], numbers)))\n",
+    "\n",
+    "def normalize_column(column):\n",
+    "    min_value = min(column)\n",
+    "    max_value = max(column)\n",
+    "\n",
+    "    return map(lambda x: map_value(float(x), min_value, max_value, 0, 1), column)\n",
+    "\n",
+    "df = pd.read_csv('assets/apple_quality.csv')\n",
+    "X = prepare_number_list(normalize_column(df['Size'].values))\n",
+    "y = prepare_number_list(normalize_column(df['Weight'].values))\n",
+    "\n",
+    "train_and_show(X, y, 1001, 0.1, 200)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lab23"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 397,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Main\n",
+    "\n",
+    "def relu(Z):\n",
+    "    return np.maximum(0, Z)\n",
+    "\n",
+    "def sigmoid(Z):\n",
+    "    return 1/(1+np.exp(-Z))\n",
+    "\n",
+    "def sigmoid_backward(dA, Z):\n",
+    "    sig = sigmoid(Z)\n",
+    "    return dA * sig * (1 - sig)\n",
+    "\n",
+    "def relu_backward(dA, Z):\n",
+    "    dZ = np.array(dA, copy = True)\n",
+    "    dZ[Z <= 0] = 0;\n",
+    "    return dZ;\n",
+    "\n",
+    "@dataclass\n",
+    "class NeuralNetworkLayer:\n",
+    "    weights: np.array\n",
+    "    bias: np.array\n",
+    "    activation: Literal[\"relu\", \"sigmoid\"]\n",
+    "\n",
+    "    def get_activation_func(self):\n",
+    "        if self.activation == \"relu\":\n",
+    "            return relu\n",
+    "        elif self.activation == \"sigmoid\":\n",
+    "            return sigmoid\n",
+    "        else:\n",
+    "            raise Exception(f\"Non-supported activation function: '{self.activation}'\")\n",
+    "\n",
+    "    def get_backward_activation_func(self):\n",
+    "        if self.activation == \"relu\":\n",
+    "            return relu_backward\n",
+    "        elif self.activation == \"sigmoid\":\n",
+    "            return sigmoid_backward\n",
+    "        else:\n",
+    "            raise Exception(f\"Non-supported activation function: '{self.activation}'\")\n",
+    "\n",
+    "@dataclass\n",
+    "class NeuralNetwork:\n",
+    "    layers: list[NeuralNetworkLayer]\n",
+    "\n",
+    "def init_network(architecture, seed=1):\n",
+    "    np.random.seed(seed)\n",
+    "\n",
+    "    layers = []\n",
+    "    for i in range(len(architecture) - 1):\n",
+    "        layer_input_size = architecture[i][\"size\"]\n",
+    "        layer_output_size = architecture[i+1][\"size\"]\n",
+    "\n",
+    "        layers.append(NeuralNetworkLayer(\n",
+    "            np.random.randn(layer_output_size, layer_input_size) * 0.1,\n",
+    "            np.random.randn(layer_output_size, 1) * 0.1,\n",
+    "            architecture[i+1][\"activation\"]\n",
+    "        ))\n",
+    "\n",
+    "    return NeuralNetwork(layers)\n",
+    "\n",
+    "def single_layer_forward_propagation(A_prev, W_curr, b_curr, activation_func):\n",
+    "    Z_curr = np.dot(W_curr, A_prev) + b_curr\n",
+    "\n",
+    "    return activation_func(Z_curr), Z_curr\n",
+    "\n",
+    "def get_cost_value(Y_hat, Y):\n",
+    "    # number of examples\n",
+    "    m = Y_hat.shape[1]\n",
+    "    # calculation of the cost according to the formula\n",
+    "    cost = -1 / m * (np.dot(Y, np.log(Y_hat).T) + np.dot(1 - Y, np.log(1 - Y_hat).T))\n",
+    "    return np.squeeze(cost)\n",
+    "\n",
+    "def convert_prob_into_class(probs):\n",
+    "    probs_ = np.copy(probs)\n",
+    "    probs_[probs_ > 0.5] = 1\n",
+    "    probs_[probs_ <= 0.5] = 0\n",
+    "    return probs_\n",
+    "\n",
+    "def get_accuracy_value(Y_hat, Y):\n",
+    "    Y_hat_ = convert_prob_into_class(Y_hat)\n",
+    "    return (Y_hat_ == Y).all(axis=0).mean()\n",
+    "\n",
+    "def full_forward_propagation(X, network: NeuralNetwork):\n",
+    "    A_values = {}\n",
+    "    Z_values = {}\n",
+    "\n",
+    "    A_curr = X\n",
+    "    for idx, layer in enumerate(network.layers):\n",
+    "        A_prev = A_curr\n",
+    "\n",
+    "        W_curr = layer.weights\n",
+    "        b_curr = layer.bias\n",
+    "        A_curr, Z_curr = single_layer_forward_propagation(A_prev, W_curr, b_curr, layer.get_activation_func())\n",
+    "\n",
+    "        A_values[idx - 1] = A_prev\n",
+    "        Z_values[idx] = Z_curr\n",
+    "\n",
+    "    return A_curr, A_values, Z_values\n",
+    "\n",
+    "def single_layer_backward_propagation(dA_curr, W_curr, b_curr, Z_curr, A_prev, backward_activation_func):\n",
+    "    # number of examples\n",
+    "    m = A_prev.shape[1]\n",
+    "\n",
+    "    # calculation of the activation function derivative\n",
+    "    dZ_curr = backward_activation_func(dA_curr, Z_curr)\n",
+    "\n",
+    "    # derivative of the matrix W\n",
+    "    dW_curr = np.dot(dZ_curr, A_prev.T) / m\n",
+    "    # derivative of the vector b\n",
+    "    db_curr = np.sum(dZ_curr, axis=1, keepdims=True) / m\n",
+    "    # derivative of the matrix A_prev\n",
+    "    dA_prev = np.dot(W_curr.T, dZ_curr)\n",
+    "\n",
+    "    return dA_prev, dW_curr, db_curr\n",
+    "\n",
+    "def full_backward_propagation(Y_hat, Y, A_values, Z_values, network: NeuralNetwork):\n",
+    "    dW = {}\n",
+    "    db = {}\n",
+    "\n",
+    "    # number of examples\n",
+    "    m = Y.shape[1]\n",
+    "    # a hack ensuring the same shape of the prediction vector and labels vector\n",
+    "    Y = Y.reshape(Y_hat.shape)\n",
+    "\n",
+    "    # initiation of gradient descent algorithm\n",
+    "    dA_prev = -(np.divide(Y, Y_hat) - np.divide(1 - Y, 1 - Y_hat))\n",
+    "\n",
+    "    for layer_idx_curr, layer in reversed(list(enumerate(network.layers))):\n",
+    "        layer_idx_prev = layer_idx_curr - 1\n",
+    "\n",
+    "        activation_func = layer.get_backward_activation_func()\n",
+    "\n",
+    "        dA_curr = dA_prev\n",
+    "\n",
+    "        A_prev = A_values[layer_idx_prev]\n",
+    "        Z_curr = Z_values[layer_idx_curr]\n",
+    "\n",
+    "        W_curr = layer.weights\n",
+    "        b_curr = layer.bias\n",
+    "\n",
+    "        dA_prev, dW_curr, db_curr = single_layer_backward_propagation(dA_curr, W_curr, b_curr, Z_curr, A_prev, activation_func)\n",
+    "\n",
+    "        dW[layer_idx_curr] = dW_curr\n",
+    "        db[layer_idx_curr] = db_curr\n",
+    "\n",
+    "    return dW, db\n",
+    "\n",
+    "def update_network(network: NeuralNetwork, dW, db, learning_rate):\n",
+    "    for layer_idx, layer in enumerate(network.layers, 0):\n",
+    "        layer.weights -= learning_rate * dW[layer_idx]\n",
+    "        layer.bias    -= learning_rate * db[layer_idx]\n",
+    "\n",
+    "def train(X_train, Y_train, network: NeuralNetwork, epochs, learning_rate, verbose=False, callback=None):\n",
+    "    cost_history = []\n",
+    "    accuracy_history = []\n",
+    "\n",
+    "    for i in range(epochs):\n",
+    "        Y_hat, A_values, Z_values = full_forward_propagation(X_train, network)\n",
+    "\n",
+    "        # calculating metrics and saving them in history\n",
+    "        cost = get_cost_value(Y_hat, Y_train)\n",
+    "        cost_history.append(cost)\n",
+    "        accuracy = get_accuracy_value(Y_hat, Y_train)\n",
+    "        accuracy_history.append(accuracy)\n",
+    "\n",
+    "        # step backward - calculating gradient\n",
+    "        dW, db = full_backward_propagation(Y_hat, Y_train, A_values, Z_values, network)\n",
+    "        # updating model state\n",
+    "        update_network(network, dW, db, learning_rate)\n",
+    "\n",
+    "        if(i % 50 == 0):\n",
+    "            if(verbose):\n",
+    "                print(\"Iteration: {:05} - cost: {:.5f} - accuracy: {:.5f}\".format(i, cost, accuracy))\n",
+    "            if(callback is not None):\n",
+    "                callback(i, network)\n",
+    "\n",
+    "    return cost_history, accuracy_history\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 470,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Visualization functions\n",
+    "\n",
+    "def make_plot(X, y, plot_name, file_name=None, XX=None, YY=None, preds=None, dark=False):\n",
+    "    if (dark):\n",
+    "        plt.style.use('dark_background')\n",
+    "    else:\n",
+    "        sns.set_style(\"whitegrid\")\n",
+    "    plt.figure(figsize=(8,6))\n",
+    "    axes = plt.gca()\n",
+    "    axes.set(xlabel=\"$X_1$\", ylabel=\"$X_2$\")\n",
+    "    plt.title(plot_name, fontsize=30)\n",
+    "    plt.subplots_adjust(left=0.20)\n",
+    "    plt.subplots_adjust(right=0.80)\n",
+    "    if(XX is not None and YY is not None and preds is not None):\n",
+    "        plt.contourf(XX, YY, preds.reshape(XX.shape), 25, alpha = 1, cmap=cm.Spectral)\n",
+    "        plt.contour(XX, YY, preds.reshape(XX.shape), levels=[.5], cmap=\"Greys\", vmin=0, vmax=.6)\n",
+    "\n",
+    "    plt.scatter(X[:, 0], X[:, 1], c=y.ravel(), s=40, cmap=plt.cm.Spectral, edgecolors='black')\n",
+    "    if(file_name):\n",
+    "        plt.savefig(file_name)\n",
+    "        plt.close()\n",
+    "\n",
+    "\n",
+    "def viz_train_results(title, X, y, cost_history, accuracy_history, network: NeuralNetwork):\n",
+    "    plt.plot(cost_history)\n",
+    "    plt.title(\"Cost\")\n",
+    "    plt.show()\n",
+    "\n",
+    "    plt.plot(accuracy_history)\n",
+    "    plt.title(\"Accuracy\")\n",
+    "    plt.show()\n",
+    "\n",
+    "    grid = np.mgrid[-1:2:100j,-1:2:100j]\n",
+    "    grid_2d = grid.reshape(2, -1).T\n",
+    "    XX, YY = grid\n",
+    "\n",
+    "    prediction_probs_numpy, _, _ = full_forward_propagation(grid_2d.T, network)\n",
+    "    prediction_probs_numpy = prediction_probs_numpy.reshape(prediction_probs_numpy.shape[1], 1)\n",
+    "    make_plot(X, y, title, file_name=None, XX=XX, YY=YY, preds=prediction_probs_numpy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Studijuokite (Lab23) pateiktą interaktyvų programos kodą.\n",
+    "\n",
+    "# [x] Done"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 410,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 2. Nubraižykite nuostolių funkcijos ir modelio tikslumo reikšmes.\n",
+    "\n",
+    "network = init_network(architecture = [\n",
+    "    {\"size\":  2},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\": 50, \"activation\": \"relu\"},\n",
+    "    {\"size\": 50, \"activation\": \"relu\"},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\":  1, \"activation\": \"sigmoid\"}\n",
+    "], seed=2)\n",
+    "\n",
+    "X_train = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "Y_train = np.array([0,0,0,1])\n",
+    "cost_history, accuracy_history = train(X_train.T, np.transpose(Y_train.reshape((Y_train.shape[0], 1))), network, 1000, 0.1)\n",
+    "\n",
+    "viz_train_results(\"AND\", X_train, Y_train, cost_history, accuracy_history, network)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 417,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 3. Pakeiskite tinklo architektūrą bei mokymosi greitį, epochų skaičių, analizuokite (2) punkte nurodytus grafikus.\n",
+    "\n",
+    "network = init_network(architecture = [\n",
+    "    {\"size\":  2},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\":  1, \"activation\": \"sigmoid\"}\n",
+    "], seed=2)\n",
+    "\n",
+    "X_train = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "Y_train = np.array([0,0,0,1])\n",
+    "cost_history, accuracy_history = train(X_train.T, np.transpose(Y_train.reshape((Y_train.shape[0], 1))), network, 500, 0.2)\n",
+    "\n",
+    "viz_train_results(\"AND\", X_train, Y_train, cost_history, accuracy_history, network)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 415,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 4.1. Pakeiskite tinklo apmokymo įmtį į kitas operacijas (OR, XOR) ir kartokite (3) punktą. (OR)\n",
+    "\n",
+    "network = init_network(architecture = [\n",
+    "    {\"size\":  2},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\":  1, \"activation\": \"sigmoid\"}\n",
+    "], seed=2)\n",
+    "\n",
+    "X_train = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "Y_train = np.array([0,1,1,1])\n",
+    "cost_history, accuracy_history = train(X_train.T, np.transpose(Y_train.reshape((Y_train.shape[0], 1))), network, 500, 0.2)\n",
+    "\n",
+    "viz_train_results(\"OR\", X_train, Y_train, cost_history, accuracy_history, network)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 440,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0 0]\n",
+      " [0 1]\n",
+      " [1 0]\n",
+      " [1 1]]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 4.2. Pakeiskite tinklo apmokymo įmtį į kitas operacijas (OR, XOR) ir kartokite (3) punktą. (XOR)\n",
+    "\n",
+    "network = init_network(architecture = [\n",
+    "    {\"size\":  2},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\":  1, \"activation\": \"sigmoid\"}\n",
+    "], seed=2)\n",
+    "\n",
+    "X_train = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
+    "Y_train = np.array([0,1,1,0])\n",
+    "cost_history, accuracy_history = train(X_train.T, np.transpose(Y_train.reshape((Y_train.shape[0], 1))), network, 500, 0.2)\n",
+    "\n",
+    "print(X_train)\n",
+    "\n",
+    "viz_train_results(\"XOR\", X_train, Y_train, cost_history, accuracy_history, network)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 471,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 5. Pakeiskite tinklo apmokymo įmtį į Moons duomenų rinkinį ir kartokite (3) punktą.\n",
+    "\n",
+    "network = init_network(architecture = [\n",
+    "    {\"size\":  2},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\":  1, \"activation\": \"sigmoid\"}\n",
+    "], seed=2)\n",
+    "\n",
+    "X, Y = make_moons(n_samples = 100, noise=0.2, random_state=100)\n",
+    "\n",
+    "cost_history, accuracy_history = train(X.T, np.transpose(Y.reshape((Y.shape[0], 1))), network, 1500, 0.20)\n",
+    "\n",
+    "viz_train_results(\"Moons\", X, Y, cost_history, accuracy_history, network)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 457,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ True  True False ... False  True  True]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ True  True False ... False  True  True]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 6. Pamėginkite rasti realaus pasaulio duomenų rinkinį ir kartokite (3) punktą.\n",
+    "\n",
+    "def prepare_number_list(numbers):\n",
+    "    return np.array(list(map(lambda value: [float(value)], numbers)))\n",
+    "\n",
+    "def normalize_column(column):\n",
+    "    min_value = min(column)\n",
+    "    max_value = max(column)\n",
+    "\n",
+    "    return map(lambda x: map_value(float(x), min_value, max_value, 0, 1), column)\n",
+    "\n",
+    "df = pd.read_csv('assets/apple_quality.csv')\n",
+    "X0 = normalize_column(df['Juiciness'].values)\n",
+    "X1 = normalize_column(df['Crunchiness'].values)\n",
+    "X = np.array(list(zip(X0, X1)))\n",
+    "Y = (df['Quality'] == 'good').values\n",
+    "\n",
+    "network = init_network(architecture = [\n",
+    "    {\"size\":  2},\n",
+    "    {\"size\": 25, \"activation\": \"relu\"},\n",
+    "    {\"size\":  1, \"activation\": \"sigmoid\"}\n",
+    "], seed=2)\n",
+    "\n",
+    "cost_history, accuracy_history = train(X.T, np.transpose(Y.reshape((Y.shape[0], 1))), network, 1000, 0.1)\n",
+    "\n",
+    "viz_train_results(\"Apple quality\", X, Y, cost_history, accuracy_history, network)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 6. Pakeiskite nuostolių funkciją į MSE, palyginkite rezultatus."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/requirements.txt b/requirements.txt
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