Cmdstanpy case study - multilevel modeling cmdstanpy and plotnine

jupyter/radon/data/mn_uranium.csv

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+county,log_uranium,county_id,homes
+AITKIN              ,-0.6890475953544999,1,4
+ANOKA               ,-0.8473128604997048,2,52
+BECKER              ,-0.11345877376814012,3,3
+BELTRAMI            ,-0.5933525256074713,4,7
+BENTON              ,-0.14289048115302844,5,4
+BIG STONE           ,0.38705670842480927,6,3
+BLUE EARTH          ,0.2716136642727164,7,14
+BROWN               ,0.277578704889093,8,4
+CARLTON             ,-0.3323154878841331,9,10
+CARVER              ,0.09586457155536092,10,6
+CASS                ,-0.6082198069309426,11,5
+CHIPPEWA            ,0.27368456280792725,12,4
+CHISAGO             ,-0.7353200871511567,13,6
+CLAY                ,0.34378117542003134,14,14
+CLEARWATER          ,-0.05986041389770528,15,4
+COOK                ,-0.5049959825257828,16,2
+COTTONWOOD          ,0.33956032072044606,17,4
+CROW WING           ,-0.6333907001751405,18,12
+DAKOTA              ,-0.024145162468538463,19,63
+DODGE               ,0.26385545977521707,20,3
+DOUGLAS             ,0.15571231697983925,21,9
+FARIBAULT           ,0.2950250467070394,22,6
+FILLMORE            ,0.41491366292777554,23,2
+FREEBORN            ,0.22420698566740638,24,9
+GOODHUE             ,0.19661064642423215,25,14
+HENNEPIN            ,-0.09652081232424005,26,105
+HOUSTON             ,0.5035290685333527,27,6
+HUBBARD             ,-0.4005969767113039,28,5
+ISANTI              ,-0.7518722327017873,29,3
+ITASCA              ,-0.6633476306014291,30,11
+JACKSON             ,0.30902028483933436,31,5
+KANABEC             ,-0.053386008903670616,32,4
+KANDIYOHI           ,0.1097329426515801,33,4
+KITTSON             ,-0.007803367229841645,34,3
+KOOCHICHING         ,-0.8818289205065825,35,7
+LAC QUI PARLE       ,0.31102987875636656,36,2
+LAKE                ,-0.6915963836672911,37,9
+LAKE OF THE WOODS   ,-0.6817088484191157,38,4
+LE SUEUR            ,0.19444773659179515,39,5
+LINCOLN             ,0.444903746232023,40,4
+LYON                ,0.39473440617801014,41,8
+MAHNOMEN            ,0.14960034272844025,42,1
+MARSHALL            ,0.013764828575713341,43,9
+MARTIN              ,0.16586183575526953,44,7
+MCLEOD              ,0.1404225936622486,45,13
+MEEKER              ,0.023950874155786547,46,5
+MILLE LACS          ,-0.21005952176628628,47,2
+MORRISON            ,-0.09322665185692748,48,9
+MOWER               ,0.26093247070906767,49,13
+MURRAY              ,0.39884994273575514,50,1
+NICOLLET            ,0.24804687341109097,51,4
+NOBLES              ,0.40545177468594146,52,3
+NORMAN              ,0.265221716521598,53,3
+OLMSTED             ,0.2431500793898401,54,23
+OTTER TAIL          ,-0.20473036924229032,55,8
+PENNINGTON          ,-0.07402766768590431,56,3
+PINE                ,-0.16329216954729414,57,6
+PIPESTONE           ,0.4786040394649064,58,4
+POLK                ,0.2661110825236379,59,4
+POPE                ,0.2811482736007839,60,2
+RAMSEY              ,-0.418053510614464,61,32
+REDWOOD             ,0.36632225859009826,62,5
+RENVILLE            ,0.3805779766002149,63,3
+RICE                ,0.19314609287710252,64,11
+ROCK                ,0.5280248651920556,65,2
+ROSEAU              ,-0.21204536464817642,66,14
+SCOTT               ,0.06311563431407531,67,13
+SHERBURNE           ,-0.6834364823767883,68,8
+SIBLEY              ,0.23721212323308002,69,4
+ST LOUIS            ,-0.47467371715050316,70,116
+STEARNS             ,0.11639540667778776,71,25
+STEELE              ,0.2698057386604077,72,10
+STEVENS             ,0.47077832908830686,73,2
+SWIFT               ,0.31602897559162796,74,4
+TODD                ,-0.04684006684581817,75,3
+TRAVERSE            ,0.49759447691684777,76,4
+WABASHA             ,0.15008241565130426,77,7
+WADENA              ,-0.6720297317460263,78,5
+WASECA              ,0.21241419710112402,79,4
+WASHINGTON          ,-0.14748428304275582,80,46
+WATONWAN            ,0.1832378035783076,81,3
+WILKIN              ,0.2360360842961474,82,1
+WINONA              ,0.46321186735752345,83,13
+WRIGHT              ,-0.09002427484788668,84,13
+YELLOW MEDICINE     ,0.35528698116388363,85,2