diff --git a/quiz_old/325 b/quiz_old/325
new file mode 100644
index 000000000..87b69aa9d
--- /dev/null
+++ b/quiz_old/325
@@ -0,0 +1 @@
+[{"stat_column": "1BR Rent < $750 %", "question": "higher % of units with 1br rent under $750", "longname_a": "San Jose [Urban Area], CA, USA", "longname_b": "Ogden-Layton [Urban Area], UT, USA", "stat_a": 0.07208134117498739, "stat_b": 0.3872393768116985}, {"stat_column": "Mean distance to nearest Hospital", "question": "!FULL Which has less access to hospitals (higher population-weighted mean distance)?", "longname_a": "Duluth MSA, MN-WI, USA", "longname_b": "San Francisco-Oakland-Hayward MSA, CA, USA", "stat_a": 8.95745800865485, "stat_b": 3.0862273069408164}, {"stat_column": "Household Income < $50k %", "question": "higher % of households who have household income under $50k", "longname_a": "LA-04, USA", "longname_b": "NY-12, USA", "stat_a": 0.5437953379778206, "stat_b": 0.22385360666516846}, {"stat_column": "Binge drinking among adults %", "question": "higher % of adults who binge drink", "longname_a": "West Virginia, USA", "longname_b": "North Dakota, USA", "stat_a": 0.12855673838226422, "stat_b": 0.2095140700777685}, {"stat_column": "Other services, except public administration %", "question": "higher % of workers employed in other service industries, except public administration!TOOLTIP repair and maintenance, personal care services, beauty salons, funeral homes, religious organizations, civic and social organizations, etc.", "longname_a": "Lake County, Florida, USA", "longname_b": "Gloucester County, New Jersey, USA", "stat_a": 0.053427737705746374, "stat_b": 0.03731503463527269}]
\ No newline at end of file
diff --git a/quiz_old/326 b/quiz_old/326
new file mode 100644
index 000000000..805ed9f49
--- /dev/null
+++ b/quiz_old/326
@@ -0,0 +1 @@
+[{"stat_column": "Individual Income > $100k %", "question": "higher % of people who have individual income over $100k", "longname_a": "Portland OR Media Market, USA", "longname_b": "Harrisonburg VA Media Market, USA", "stat_a": 0.12885725972782305, "stat_b": 0.05751411320037902}, {"stat_column": "Black %", "question": "higher % of people who are Black", "longname_a": "Santa Cruz-Watsonville MSA, CA, USA", "longname_b": "Jacksonville MSA, FL, USA", "stat_a": 0.010519009167672785, "stat_b": 0.20778741200910672}, {"stat_column": "Management of companies and enterprises %", "question": "higher % of workers employed in the management industry!TOOLTIP management of companies and enterprises", "longname_a": "Johnson County, Kansas, USA", "longname_b": "Hampden County, Massachusetts, USA", "stat_a": 0.0015600905936777178, "stat_b": 0.0005357892271977289}, {"stat_column": "Rent/Income < 20%", "question": "higher % of people whose rent is less than 20% of their income", "longname_a": "Florida, USA", "longname_b": "Oklahoma, USA", "stat_a": 0.19299893968193108, "stat_b": 0.3141961874360356}, {"stat_column": "PW Density (r=1km) Change (2010-2020)", "question": "higher % increase in population-weighted density (r=1km) from 2010 to 2020!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "DC Circuit, USA", "longname_b": "11th Circuit, USA", "stat_a": 0.1627767624214775, "stat_b": 0.09945796840756783}]
\ No newline at end of file
diff --git a/quiz_old/327 b/quiz_old/327
new file mode 100644
index 000000000..0a12ee675
--- /dev/null
+++ b/quiz_old/327
@@ -0,0 +1 @@
+[{"stat_column": "Mean distance to nearest Public School", "question": "!FULL Which has less access to public schools (higher population-weighted mean distance)?", "longname_a": "San Francisco-Oakland-Hayward MSA, CA, USA", "longname_b": "Crestview-Fort Walton Beach-Destin MSA, FL, USA", "stat_a": 0.6390915267178319, "stat_b": 2.7176306900469522}, {"stat_column": "Mean high temperature in fall", "question": "higher mean daily high temperature in fall (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Iowa, USA", "longname_b": "Maryland, USA", "stat_a": 52.61500006299658, "stat_b": 59.13720950169753}, {"stat_column": "2016 Presidential Election", "question": "!FULL Which voted more for Clinton in the 2016 presidential election?", "longname_a": "NC-10, USA", "longname_b": "MD-08, USA", "stat_a": -0.4008252346657658, "stat_b": 0.5734697042113376}, {"stat_column": "High blood pressure %", "question": "higher % of adults with high blood pressure", "longname_a": "Salt Lake City UT Media Market, USA", "longname_b": "Bluefield-Beckley-Oak Hill WV Media Market, USA", "stat_a": 0.2530933345355766, "stat_b": 0.43345642868992973}, {"stat_column": "Individual Income > $100k %", "question": "higher % of people who have individual income over $100k", "longname_a": "Ramsey County, Minnesota, USA", "longname_b": "Jefferson County, Alabama, USA", "stat_a": 0.11686826326551832, "stat_b": 0.0972285398526718}]
\ No newline at end of file
diff --git a/quiz_old/328 b/quiz_old/328
new file mode 100644
index 000000000..4c69899ff
--- /dev/null
+++ b/quiz_old/328
@@ -0,0 +1 @@
+[{"stat_column": "Management of companies and enterprises %", "question": "higher % of workers employed in the management industry!TOOLTIP management of companies and enterprises", "longname_a": "Fresno city, California, USA", "longname_b": "Lexington-Fayette urban county, Kentucky, USA", "stat_a": 0.00039966026380433903, "stat_b": 0.0020091031932295}, {"stat_column": "Undergrad STEM %", "question": "!FULL Which has more people with a STEM degree, as a percentage of the overall population?", "longname_a": "Ventura County, California, USA", "longname_b": "Genesee County, Michigan, USA", "stat_a": 0.1616339119059406, "stat_b": 0.08778146309305536}, {"stat_column": "Public Insurance %", "question": "higher % of people who are on public insurance", "longname_a": "Laredo TX Media Market, USA", "longname_b": "Bakersfield CA Media Market, USA", "stat_a": 0.10479047471779805, "stat_b": 0.34632661496970235}, {"stat_column": "Mean high temperature in fall", "question": "higher mean daily high temperature in fall (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Springfield MSA, MA, USA", "longname_b": "Denver-Aurora-Lakewood MSA, CO, USA", "stat_a": 53.2160729769827, "stat_b": 55.79913544050495}, {"stat_column": "Household Income > $100k %", "question": "higher % of households who have household income over $100k", "longname_a": "FL-19, USA", "longname_b": "CA-05, USA", "stat_a": 0.3244034556973861, "stat_b": 0.3859226479300992}]
\ No newline at end of file
diff --git a/quiz_old/329 b/quiz_old/329
new file mode 100644
index 000000000..4027815af
--- /dev/null
+++ b/quiz_old/329
@@ -0,0 +1 @@
+[{"stat_column": "Mean high temperature in spring", "question": "higher mean daily high temperature in spring (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "San Luis Obispo County, California, USA", "longname_b": "Pima County, Arizona, USA", "stat_a": 67.56229585494452, "stat_b": 86.48721995566112}, {"stat_column": "Undergrad STEM %", "question": "!FULL Which has more people with a STEM degree, as a percentage of the overall population?", "longname_a": "Seattle city, Washington, USA", "longname_b": "Arlington city, Texas, USA", "stat_a": 0.3601674361971732, "stat_b": 0.12303705519603143}, {"stat_column": "PW Density (r=4km) [GHS-POP]", "question": "higher population-weighted density (r=4km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "Heilongjiang Sheng, China", "longname_b": "Sulawesi Tengah, Indonesia", "stat_a": 3051.788818359375, "stat_b": 745.9309692382812}, {"stat_column": "Poverty %", "question": "higher % of people who are in poverty", "longname_a": "Dallas-Fort Worth-Arlington [Urban Area], TX, USA", "longname_b": "Toledo [Urban Area], OH-MI, USA", "stat_a": 0.11820424217716942, "stat_b": 0.16460862341274082}, {"stat_column": "Citizen by Birth %", "question": "higher % of residents who are citizens by birth", "longname_a": "KY-04, USA", "longname_b": "CA-12, USA", "stat_a": 0.9669292439034185, "stat_b": 0.7368828297821413}]
\ No newline at end of file
diff --git a/quiz_old/330 b/quiz_old/330
new file mode 100644
index 000000000..b17995bae
--- /dev/null
+++ b/quiz_old/330
@@ -0,0 +1 @@
+[{"stat_column": "Mean distance to nearest Public School", "question": "!FULL Which has less access to public schools (higher population-weighted mean distance)?", "longname_a": "San Francisco-Oakland-Hayward MSA, CA, USA", "longname_b": "Salisbury MSA, MD-DE, USA", "stat_a": 0.6390915267178319, "stat_b": 3.0788120050157195}, {"stat_column": "Individual Income > $100k %", "question": "higher % of people who have individual income over $100k", "longname_a": "Columbus [Urban Area], OH, USA", "longname_b": "Lakeland [Urban Area], FL, USA", "stat_a": 0.1250352872441305, "stat_b": 0.06683262961093994}, {"stat_column": "PW Density (r=1km)", "question": "higher population-weighted density (r=1km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "Luzerne County, Pennsylvania, USA", "longname_b": "Brown County, Wisconsin, USA", "stat_a": 1274.3036862210067, "stat_b": 972.4113053963272}, {"stat_column": "Wholesale trade %", "question": "higher % of workers employed in the wholesale trade industry!TOOLTIP wholesalers of all kinds of goods", "longname_a": "Boston city, Massachusetts, USA", "longname_b": "Los Angeles city, California, USA", "stat_a": 0.012468769544039568, "stat_b": 0.025560090431931134}, {"stat_column": "PW Density (r=4km) [GHS-POP]", "question": "higher population-weighted density (r=4km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "Bengaluru Urban Center, India", "longname_b": "Nanning Urban Center, China", "stat_a": 32163.6484375, "stat_b": 24208.564453125}]
\ No newline at end of file
diff --git a/quiz_old/331 b/quiz_old/331
new file mode 100644
index 000000000..df4c43be3
--- /dev/null
+++ b/quiz_old/331
@@ -0,0 +1 @@
+[{"stat_column": "Individual Income > $100k %", "question": "higher % of people who have individual income over $100k", "longname_a": "Arkansas, USA", "longname_b": "Virginia, USA", "stat_a": 0.06734746844933319, "stat_b": 0.16263434870041563}, {"stat_column": "Commute Walk %", "question": "higher % of people who commute by walking", "longname_a": "Lakeland-Winter Haven MSA, FL, USA", "longname_b": "San Francisco-Oakland-Hayward MSA, CA, USA", "stat_a": 0.008864421013343286, "stat_b": 0.04302729561535484}, {"stat_column": "2BR Rent > $1500 %", "question": "higher % of units with 2br rent over $1500", "longname_a": "CA-21, USA", "longname_b": "WI-05, USA", "stat_a": 0.06098681009706884, "stat_b": 0.1560998901463525}, {"stat_column": "Population [GHS-POP]", "question": "higher population", "longname_a": "Pennsylvania, USA", "longname_b": "Cavite, Philippines", "stat_a": 13063799.0, "stat_b": 4238916.0}, {"stat_column": "Health technologists and technicians %", "question": "higher % of workers employed as health technologists and technicians!TOOLTIP radiology technicians, lab technicians, hospital machinery technicians, etc.", "longname_a": "Worcester [Urban Area], MA-CT, USA", "longname_b": "Miami-Fort Lauderdale [Urban Area], FL, USA", "stat_a": 0.02366606990495832, "stat_b": 0.01834698262926096}]
\ No newline at end of file
diff --git a/quiz_old/332 b/quiz_old/332
new file mode 100644
index 000000000..c17ef4bd1
--- /dev/null
+++ b/quiz_old/332
@@ -0,0 +1 @@
+[{"stat_column": "Utility gas heating %", "question": "!FULL Which has a larger % of homes heated using utility gas?", "longname_a": "Hillsborough County, Florida, USA", "longname_b": "Kitsap County, Washington, USA", "stat_a": 0.05999177139856745, "stat_b": 0.26550361161250624}, {"stat_column": "Mean distance to nearest Airport", "question": "!FULL Which has less access to airports (higher population-weighted mean distance)?", "longname_a": "Terre Haute IN Media Market, USA", "longname_b": "Tallahassee FL-Thomasville GA Media Market, USA", "stat_a": 90.36351143348195, "stat_b": 29.837269828229832}, {"stat_column": "Population [GHS-POP]", "question": "higher population", "longname_a": "Samut Prakan, Thailand", "longname_b": "Ontario, Canada", "stat_a": 2527649.75, "stat_b": 14331965.0}, {"stat_column": "Mean high temperature in fall", "question": "higher mean daily high temperature in fall (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Madison MSA, WI, USA", "longname_b": "Rockford MSA, IL, USA", "stat_a": 49.68429788214512, "stat_b": 51.37240166610828}, {"stat_column": "% units built in 2010s+", "question": "higher % units built in 2010s+", "longname_a": "Concord-Walnut Creek [Urban Area], CA, USA", "longname_b": "Lansing [Urban Area], MI, USA", "stat_a": 0.0399688486592426, "stat_b": 0.04864018924125044}]
\ No newline at end of file
diff --git a/quiz_old/333 b/quiz_old/333
new file mode 100644
index 000000000..b8b4fd219
--- /dev/null
+++ b/quiz_old/333
@@ -0,0 +1 @@
+[{"stat_column": "Mean high temp", "question": "higher mean daily high temperature (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "CA-31, USA", "longname_b": "OR-05, USA", "stat_a": 73.99801831257027, "stat_b": 62.915204590278044}, {"stat_column": "Vision disability %", "question": "higher % of adults with a vision disability", "longname_a": "Anchorage Municipality, Alaska, USA", "longname_b": "Cameron County, Texas, USA", "stat_a": 0.0393820882380202, "stat_b": 0.11888478440142142}, {"stat_column": "Commute Transit %", "question": "higher % of people who commute by transit", "longname_a": "Milwaukee city, Wisconsin, USA", "longname_b": "Indianapolis city (balance), Indiana, USA", "stat_a": 0.0594974933573135, "stat_b": 0.015862733875756933}, {"stat_column": "Administrative and support and waste management services %", "question": "higher % of workers employed in the administrative/support/waste management services industries!TOOLTIP office administrative services, employment services, business support services, waste management and remediation services, etc.", "longname_a": "Puerto Rico, USA", "longname_b": "Kansas, USA", "stat_a": 0.061282048210133756, "stat_b": 0.03297646695388825}, {"stat_column": "Born outside US %", "question": "higher % of people who were born outside the US", "longname_a": "5th Circuit, USA", "longname_b": "2nd Circuit, USA", "stat_a": 0.1416630580201047, "stat_b": 0.20877676962839775}]
\ No newline at end of file
diff --git a/quiz_old/334 b/quiz_old/334
new file mode 100644
index 000000000..1f3b335f4
--- /dev/null
+++ b/quiz_old/334
@@ -0,0 +1 @@
+[{"stat_column": "Household Income < $50k %", "question": "higher % of households who have household income under $50k", "longname_a": "Greenville [Urban Area], SC, USA", "longname_b": "Concord-Walnut Creek [Urban Area], CA, USA", "stat_a": 0.43307384091260864, "stat_b": 0.17666795243426506}, {"stat_column": "Information %", "question": "higher % of workers employed in the information industry!TOOLTIP publishing industries, software publishers, data processing services, broadcasting, libraries, etc.", "longname_a": "Louisville/Jefferson County metro government (balance), Kentucky, USA", "longname_b": "San Francisco city, California, USA", "stat_a": 0.01717815052853742, "stat_b": 0.06246992563691654}, {"stat_column": "PW Density (r=1km)", "question": "higher population-weighted density (r=1km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "NY-23, USA", "longname_b": "OR-02, USA", "stat_a": 553.7722771753176, "stat_b": 713.4086360429488}, {"stat_column": "High temperature Below 40\u00b0F %", "question": "higher % of cold days (days with high temp under 40\u00b0F, population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Worcester MSA, MA-CT, USA", "longname_b": "Lincoln MSA, NE, USA", "stat_a": 0.1998860239199219, "stat_b": 0.164253525591669}, {"stat_column": "Rent/Income < 20%", "question": "higher % of people whose rent is less than 20% of their income", "longname_a": "Middlesex County, New Jersey, USA", "longname_b": "Hampden County, Massachusetts, USA", "stat_a": 0.27069327218617356, "stat_b": 0.23753964386111462}]
\ No newline at end of file
diff --git a/quiz_old/335 b/quiz_old/335
new file mode 100644
index 000000000..54a827c0d
--- /dev/null
+++ b/quiz_old/335
@@ -0,0 +1 @@
+[{"stat_column": "Mean distance to nearest Airport", "question": "!FULL Which has less access to airports (higher population-weighted mean distance)?", "longname_a": "NY-24, USA", "longname_b": "CA-17, USA", "stat_a": 37.62718110679595, "stat_b": 8.85791639992569}, {"stat_column": "Population", "question": "higher population", "longname_a": "Medford-Klamath Falls OR Media Market, USA", "longname_b": "Lake Charles LA Media Market, USA", "stat_a": 456444.0, "stat_b": 281614.0}, {"stat_column": "Vacancy %", "question": "higher % of units that are vacant", "longname_a": "Allegheny County, Pennsylvania, USA", "longname_b": "Solano County, California, USA", "stat_a": 0.08476308037872583, "stat_b": 0.03890467706837138}, {"stat_column": "High temperature Above 90\u00b0F %", "question": "higher % of hot days (days with high temp over 90\u00b0F, population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "San Luis Obispo-Paso Robles-Arroyo Grande MSA, CA, USA", "longname_b": "Ann Arbor MSA, MI, USA", "stat_a": 0.02005800202111809, "stat_b": 0.01744158653581281}, {"stat_column": "Transportation occupations %", "question": "higher % of workers employed in transportation occupations!TOOLTIP truck drivers, bus drivers, taxi drivers, pilots, flight attendants, sailors, etc.", "longname_a": "South Carolina, USA", "longname_b": "New Jersey, USA", "stat_a": 0.036600539125764726, "stat_b": 0.0406191340218928}]
\ No newline at end of file
diff --git a/quiz_old/336 b/quiz_old/336
new file mode 100644
index 000000000..2d0863afc
--- /dev/null
+++ b/quiz_old/336
@@ -0,0 +1 @@
+[{"stat_column": "Mean high temperature in spring", "question": "higher mean daily high temperature in spring (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Visalia-Porterville MSA, CA, USA", "longname_b": "Madison MSA, WI, USA", "stat_a": 78.60081918745983, "stat_b": 65.23235236697784}, {"stat_column": "2016 Presidential Election", "question": "!FULL Which voted more for Clinton in the 2016 presidential election?", "longname_a": "Kansas City city, Missouri, USA", "longname_b": "Oklahoma City city, Oklahoma, USA", "stat_a": 0.34252670663327983, "stat_b": -0.10904950678771054}, {"stat_column": "COPD %", "question": "higher % of adults with COPD", "longname_a": "AZ-02, USA", "longname_b": "CA-11, USA", "stat_a": 0.08323786741042695, "stat_b": 0.03652310606436914}, {"stat_column": "Individual Income > $100k %", "question": "higher % of people who have individual income over $100k", "longname_a": "Cumberland County, Maine, USA", "longname_b": "DuPage County, Illinois, USA", "stat_a": 0.13400863823155765, "stat_b": 0.20373183130290864}, {"stat_column": "Renter %", "question": "higher % of people who are renters", "longname_a": "North Dakota, USA", "longname_b": "Tennessee, USA", "stat_a": 0.3703099905554259, "stat_b": 0.3308024322480517}]
\ No newline at end of file
diff --git a/quiz_old/337 b/quiz_old/337
new file mode 100644
index 000000000..e7d0af74f
--- /dev/null
+++ b/quiz_old/337
@@ -0,0 +1 @@
+[{"stat_column": "Citizen by Naturalization %", "question": "higher % of residents who are citizens by naturalization", "longname_a": "Massachusetts, USA", "longname_b": "Indiana, USA", "stat_a": 0.09398730059270612, "stat_b": 0.02233763963894575}, {"stat_column": "Poverty %", "question": "higher % of people who are in poverty", "longname_a": "Burlington County, New Jersey, USA", "longname_b": "St. Lucie County, Florida, USA", "stat_a": 0.06235358164399088, "stat_b": 0.11815602307304598}, {"stat_column": "Accommodation and food services %", "question": "higher % of workers employed in the accommodation and food services industry!TOOLTIP hotels, restaurants, bars, caterers, food services contractors, etc.", "longname_a": "NY-12, USA", "longname_b": "NC-05, USA", "stat_a": 0.02612885445377318, "stat_b": 0.07118062392840024}, {"stat_column": "Diagnosed diabetes %", "question": "higher % of adults with diagnosed diabetes", "longname_a": "Hagerstown-Martinsburg MSA, MD-WV, USA", "longname_b": "Fort Collins MSA, CO, USA", "stat_a": 0.11680077660174108, "stat_b": 0.06543538945464887}, {"stat_column": "Black %", "question": "higher % of people who are Black", "longname_a": "Tampa city, Florida, USA", "longname_b": "Dallas city, Texas, USA", "stat_a": 0.20967804888203107, "stat_b": 0.22899832291507852}]
\ No newline at end of file
diff --git a/quiz_old/338 b/quiz_old/338
new file mode 100644
index 000000000..86c1b97c0
--- /dev/null
+++ b/quiz_old/338
@@ -0,0 +1 @@
+[{"stat_column": "Undergrad Business %", "question": "!FULL Which has more people with a business degree, as a percentage of the overall population?", "longname_a": "Mobile County, Alabama, USA", "longname_b": "Hamilton County, Indiana, USA", "stat_a": 0.052172377329086354, "stat_b": 0.1543061306205422}, {"stat_column": "Individual Income < $50k %", "question": "higher % of people who have individual income under $50k", "longname_a": "Irvine city, California, USA", "longname_b": "Detroit city, Michigan, USA", "stat_a": 0.4657069523435059, "stat_b": 0.8250682031186956}, {"stat_column": "Population [GHS-POP]", "question": "higher population", "longname_a": "Jieyang Urban Center, China", "longname_b": "Cebu City Urban Center, Philippines", "stat_a": 11430905.0, "stat_b": 2805539.75}, {"stat_column": "Arthritis %", "question": "higher % of adults with arthritis", "longname_a": "Harrisburg [Urban Area], PA, USA", "longname_b": "San Jose [Urban Area], CA, USA", "stat_a": 0.2770498804424789, "stat_b": 0.1517645701525289}, {"stat_column": "2BR Rent < $750 %", "question": "higher % of units with 2br rent under $750", "longname_a": "Madison WI Media Market, USA", "longname_b": "Burlington VT-Plattsburgh NY Media Market, USA", "stat_a": 0.131617289946576, "stat_b": 0.15031755367911012}]
\ No newline at end of file
diff --git a/quiz_old/339 b/quiz_old/339
new file mode 100644
index 000000000..2803f210d
--- /dev/null
+++ b/quiz_old/339
@@ -0,0 +1 @@
+[{"stat_column": "Population Change (2010-2020)", "question": "higher % increase in population from 2010 to 2020", "longname_a": "9th Circuit, USA", "longname_b": "7th Circuit, USA", "stat_a": 0.08645877874004952, "stat_b": 0.019575782773311158}, {"stat_column": "Utility gas heating %", "question": "!FULL Which has a larger % of homes heated using utility gas?", "longname_a": "McAllen-Edinburg-Mission MSA, TX, USA", "longname_b": "Lafayette MSA, LA, USA", "stat_a": 0.05944441798059671, "stat_b": 0.22517690867094506}, {"stat_column": "Mean high temp", "question": "higher mean daily high temperature (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Rochester [Urban Area], NY, USA", "longname_b": "Salt Lake City [Urban Area], UT, USA", "stat_a": 55.83375154100346, "stat_b": 60.90387279543318}, {"stat_column": "2BR Rent < $750 %", "question": "higher % of units with 2br rent under $750", "longname_a": "Texas, USA", "longname_b": "Maryland, USA", "stat_a": 0.1433944737190261, "stat_b": 0.07387084354356456}, {"stat_column": "Population", "question": "higher population", "longname_a": "TX-23, USA", "longname_b": "IL-04, USA", "stat_a": 766987.0, "stat_b": 753677.0}]
\ No newline at end of file
diff --git a/quiz_old/340 b/quiz_old/340
new file mode 100644
index 000000000..fdba427e0
--- /dev/null
+++ b/quiz_old/340
@@ -0,0 +1 @@
+[{"stat_column": "Mean high temperature in winter", "question": "higher mean daily high temperature in winter (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "San Francisco city, California, USA", "longname_b": "Gilbert town, Arizona, USA", "stat_a": 57.810281226657004, "stat_b": 70.02836470415954}, {"stat_column": "Population", "question": "higher population", "longname_a": "Michigan, USA", "longname_b": "Colorado, USA", "stat_a": 10075930.0, "stat_b": 5773714.0}, {"stat_column": "2020 Presidential Election", "question": "!FULL Which voted more for Biden in the 2020 presidential election?", "longname_a": "IN-07, USA", "longname_b": "SC-04, USA", "stat_a": 0.42368757968108334, "stat_b": -0.18545019166862553}, {"stat_column": "Diagnosed diabetes %", "question": "higher % of adults with diagnosed diabetes", "longname_a": "Idaho Falls-Pocatello ID Media Market, USA", "longname_b": "Montgomery (Selma) AL Media Market, USA", "stat_a": 0.0893078255847531, "stat_b": 0.14603623108021496}, {"stat_column": "Undergrad STEM %", "question": "!FULL Which has more people with a STEM degree, as a percentage of the overall population?", "longname_a": "Reno [Urban Area], NV-CA, USA", "longname_b": "Asheville [Urban Area], NC, USA", "stat_a": 0.15005211264407084, "stat_b": 0.1753118174148547}]
\ No newline at end of file
diff --git a/quiz_old/341 b/quiz_old/341
new file mode 100644
index 000000000..d78fadaae
--- /dev/null
+++ b/quiz_old/341
@@ -0,0 +1 @@
+[{"stat_column": "Spanish at Home %", "question": "higher % of people who speak spanish at home", "longname_a": "Bernalillo County, New Mexico, USA", "longname_b": "Leon County, Florida, USA", "stat_a": 0.2179248430248858, "stat_b": 0.04484913886756377}, {"stat_column": "Mean distance to nearest Airport", "question": "!FULL Which has less access to airports (higher population-weighted mean distance)?", "longname_a": "Toledo OH Media Market, USA", "longname_b": "Sherman TX-Ada OK Media Market, USA", "stat_a": 36.973377670355724, "stat_b": 115.47495140327968}, {"stat_column": "Electricity heating %", "question": "!FULL Which has a larger % of homes heated using electricity?", "longname_a": "Wisconsin, USA", "longname_b": "Oklahoma, USA", "stat_a": 0.1649474168376966, "stat_b": 0.3996841153415151}, {"stat_column": "High temperature Below 40\u00b0F %", "question": "higher % of cold days (days with high temp under 40\u00b0F, population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "WI-05, USA", "longname_b": "IL-06, USA", "stat_a": 0.2698737962540947, "stat_b": 0.2232543989072615}, {"stat_column": "PW Density (r=4km) [GHS-POP]", "question": "higher population-weighted density (r=4km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "Shenyang Urban Center, China", "longname_b": "Abidjan Urban Center, C\u00f4te d'Ivoire", "stat_a": 19404.8515625, "stat_b": 13279.888671875}]
\ No newline at end of file
diff --git a/quiz_old/342 b/quiz_old/342
new file mode 100644
index 000000000..ea2b54b5d
--- /dev/null
+++ b/quiz_old/342
@@ -0,0 +1 @@
+[{"stat_column": "PW Density (r=1km)", "question": "higher population-weighted density (r=1km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "San Francisco city, California, USA", "longname_b": "Jacksonville city, Florida, USA", "stat_a": 10164.018459704688, "stat_b": 1224.0116012287453}, {"stat_column": "Commute Walk %", "question": "higher % of people who commute by walking", "longname_a": "Ann Arbor MSA, MI, USA", "longname_b": "Atlanta-Sandy Springs-Roswell MSA, GA, USA", "stat_a": 0.06873791193189428, "stat_b": 0.011722742374549962}, {"stat_column": "Hispanic %", "question": "higher % of people who are Hispanic", "longname_a": "Texas, USA", "longname_b": "Utah, USA", "stat_a": 0.3925734744563346, "stat_b": 0.15066315851249046}, {"stat_column": "Gen Alpha %", "question": "higher % of people who are gen alpha!TOOLTIP born between 2012 and 2021", "longname_a": "Williamson County, Texas, USA", "longname_b": "Sarasota County, Florida, USA", "stat_a": 0.13386699653068226, "stat_b": 0.07158030074347364}, {"stat_column": "Mean distance to nearest Public School", "question": "!FULL Which has less access to public schools (higher population-weighted mean distance)?", "longname_a": "IL-02, USA", "longname_b": "WA-01, USA", "stat_a": 1.0939607805496208, "stat_b": 0.950718576046932}]
\ No newline at end of file
diff --git a/quiz_old/343 b/quiz_old/343
new file mode 100644
index 000000000..9418d30da
--- /dev/null
+++ b/quiz_old/343
@@ -0,0 +1 @@
+[{"stat_column": "Mean high temperature in spring", "question": "higher mean daily high temperature in spring (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Columbus city, Ohio, USA", "longname_b": "Milwaukee city, Wisconsin, USA", "stat_a": 69.14020878054596, "stat_b": 57.02517399795695}, {"stat_column": "Household Income < $50k %", "question": "higher % of households who have household income under $50k", "longname_a": "ME-02, USA", "longname_b": "CA-26, USA", "stat_a": 0.4658448007304982, "stat_b": 0.24381826966850897}, {"stat_column": "Binge drinking among adults %", "question": "higher % of adults who binge drink", "longname_a": "Provo-Orem [Urban Area], UT, USA", "longname_b": "Milwaukee [Urban Area], WI, USA", "stat_a": 0.09113849422871653, "stat_b": 0.2328315193739869}, {"stat_column": "Boomer %", "question": "higher % of people who are boomers!TOOLTIP born between 1946 and 1966", "longname_a": "Horry County, South Carolina, USA", "longname_b": "District of Columbia, District of Columbia, USA", "stat_a": 0.3226885882881707, "stat_b": 0.17182016578757187}, {"stat_column": "Population Change (2010-2020)", "question": "higher % increase in population from 2010 to 2020", "longname_a": "South Dakota, USA", "longname_b": "Georgia, USA", "stat_a": 0.08903068117615269, "stat_b": 0.10571331569634863}]
\ No newline at end of file
diff --git a/quiz_old/344 b/quiz_old/344
new file mode 100644
index 000000000..e52fc63ff
--- /dev/null
+++ b/quiz_old/344
@@ -0,0 +1 @@
+[{"stat_column": "Mean high temp", "question": "higher mean daily high temperature (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Vermont, USA", "longname_b": "Oregon, USA", "stat_a": 53.25159522309986, "stat_b": 63.03645835310355}, {"stat_column": "PW Mean % of parkland within 1km", "question": "!FULL Which has more access to parks (higher % of area within 1km of a park, population weighted)?", "longname_a": "Gloucester County, New Jersey, USA", "longname_b": "Bristol County, Massachusetts, USA", "stat_a": 0.004247093782242807, "stat_b": 0.01657372054305835}, {"stat_column": "Electricity heating %", "question": "!FULL Which has a larger % of homes heated using electricity?", "longname_a": "Oklahoma City city, Oklahoma, USA", "longname_b": "Laredo city, Texas, USA", "stat_a": 0.38848880427740995, "stat_b": 0.8391483937552625}, {"stat_column": "Smoking %", "question": "higher % of adults with smoke", "longname_a": "VA-09, USA", "longname_b": "UT-02, USA", "stat_a": 0.1925709936166421, "stat_b": 0.10194829649106717}, {"stat_column": "Commute Car %", "question": "higher % of people who commute by car", "longname_a": "Chicago-Naperville-Elgin MSA, IL-IN-WI, USA", "longname_b": "Sioux Falls MSA, SD, USA", "stat_a": 0.7461643053620207, "stat_b": 0.8929605148019009}]
\ No newline at end of file
diff --git a/quiz_old/345 b/quiz_old/345
new file mode 100644
index 000000000..331496af3
--- /dev/null
+++ b/quiz_old/345
@@ -0,0 +1 @@
+[{"stat_column": "High windspeed (>10mph) days %", "question": "higher % of days with wind speed over 10mph (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Dallas-Fort Worth-Arlington [Urban Area], TX, USA", "longname_b": "Charleston [Urban Area], SC, USA", "stat_a": 0.3062675753170251, "stat_b": 0.1852341483266125}, {"stat_column": "Hispanic %", "question": "higher % of people who are Hispanic", "longname_a": "Corpus Christi city, Texas, USA", "longname_b": "Denver city, Colorado, USA", "stat_a": 0.60713723910978, "stat_b": 0.2787856509913652}, {"stat_column": "Mean distance to nearest Public School", "question": "!FULL Which has less access to public schools (higher population-weighted mean distance)?", "longname_a": "Montana, USA", "longname_b": "Utah, USA", "stat_a": 2.984563692405092, "stat_b": 1.1491935450423327}, {"stat_column": "Population [GHS-POP]", "question": "higher population", "longname_a": "Burundi", "longname_b": "Panama", "stat_a": 12205093.0, "stat_b": 4283006.5}, {"stat_column": "Gen Alpha %", "question": "higher % of people who are gen alpha!TOOLTIP born between 2012 and 2021", "longname_a": "Salinas MSA, CA, USA", "longname_b": "Provo-Orem MSA, UT, USA", "stat_a": 0.14076677913125096, "stat_b": 0.1844334025848862}]
\ No newline at end of file
diff --git a/quiz_old/346 b/quiz_old/346
new file mode 100644
index 000000000..35400e6a0
--- /dev/null
+++ b/quiz_old/346
@@ -0,0 +1 @@
+[{"stat_column": "Mean distance to nearest Public School", "question": "!FULL Which has less access to public schools (higher population-weighted mean distance)?", "longname_a": "Philadelphia County, Pennsylvania, USA", "longname_b": "Lake County, Florida, USA", "stat_a": 0.4495563190364213, "stat_b": 2.6061321763397456}, {"stat_column": "Population", "question": "higher population", "longname_a": "Atlantic City-Hammonton MSA, NJ, USA", "longname_b": "Anchorage MSA, AK, USA", "stat_a": 274512.0, "stat_b": 397988.0}, {"stat_column": "Smoking %", "question": "higher % of adults with smoke", "longname_a": "Utah, USA", "longname_b": "Ohio, USA", "stat_a": 0.09246625261905542, "stat_b": 0.19865261412080237}, {"stat_column": "Citizen by Birth %", "question": "higher % of residents who are citizens by birth", "longname_a": "San Jose [Urban Area], CA, USA", "longname_b": "Jackson [Urban Area], MS, USA", "stat_a": 0.5896271584845258, "stat_b": 0.971583433493854}, {"stat_column": "2016-2020 Swing", "question": "!FULL Which swung towards Democrats more from 2016 to 2020?", "longname_a": "KY-03, USA", "longname_b": "TX-04, USA", "stat_a": 0.06919976459627539, "stat_b": 0.08407947470148114}]
\ No newline at end of file
diff --git a/quiz_old/347 b/quiz_old/347
new file mode 100644
index 000000000..150412083
--- /dev/null
+++ b/quiz_old/347
@@ -0,0 +1 @@
+[{"stat_column": "Mean distance to nearest Public School", "question": "!FULL Which has less access to public schools (higher population-weighted mean distance)?", "longname_a": "Myrtle Beach-Conway-North Myrtle Beach MSA, SC-NC, USA", "longname_b": "San Jose-Sunnyvale-Santa Clara MSA, CA, USA", "stat_a": 3.260348115543924, "stat_b": 0.6831940860819118}, {"stat_column": "Mobility disability %", "question": "higher % of adults with a mobility disability", "longname_a": "MS-02, USA", "longname_b": "CO-02, USA", "stat_a": 0.22332468080774703, "stat_b": 0.07758921545432314}, {"stat_column": "Electricity heating %", "question": "!FULL Which has a larger % of homes heated using electricity?", "longname_a": "Rapid City SD Media Market, USA", "longname_b": "New York NY Media Market, USA", "stat_a": 0.3044517708755085, "stat_b": 0.1291148235202608}, {"stat_column": "Commute Time < 15 min %", "question": "higher % of people who have commute time under 15 min", "longname_a": "Indio-Palm Desert-Palm Springs [Urban Area], CA, USA", "longname_b": "Washington-Arlington [Urban Area], DC-VA-MD, USA", "stat_a": 0.31062552918489994, "stat_b": 0.1349504181490195}, {"stat_column": "Population [GHS-POP]", "question": "higher population", "longname_a": "Morocco", "longname_b": "Singapore", "stat_a": 37202028.0, "stat_b": 5907874.0}]
\ No newline at end of file
diff --git a/quiz_old/348 b/quiz_old/348
new file mode 100644
index 000000000..53e548540
--- /dev/null
+++ b/quiz_old/348
@@ -0,0 +1 @@
+[{"stat_column": "Spanish at Home %", "question": "higher % of people who speak spanish at home", "longname_a": "Philadelphia-Camden-Wilmington MSA, PA-NJ-DE-MD, USA", "longname_b": "Santa Maria-Santa Barbara MSA, CA, USA", "stat_a": 0.06799645022632962, "stat_b": 0.3301190003738783}, {"stat_column": "High windspeed (>10mph) days %", "question": "higher % of days with wind speed over 10mph (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Corpus Christi [Urban Area], TX, USA", "longname_b": "Buffalo [Urban Area], NY, USA", "stat_a": 0.539470500878799, "stat_b": 0.3342304655774851}, {"stat_column": "Population [GHS-POP]", "question": "higher population", "longname_a": "Veneto, Italy", "longname_b": "Jilin Sheng, China", "stat_a": 4909166.5, "stat_b": 27707362.0}, {"stat_column": "Arthritis %", "question": "higher % of adults with arthritis", "longname_a": "Dallas County, Texas, USA", "longname_b": "Montgomery County, Ohio, USA", "stat_a": 0.1890365574763405, "stat_b": 0.30481373627307445}, {"stat_column": "% units built pre-1970", "question": "higher % units built pre-1970", "longname_a": "Pennsylvania, USA", "longname_b": "New Hampshire, USA", "stat_a": 0.5635665884312807, "stat_b": 0.38636695912937574}]
\ No newline at end of file
diff --git a/quiz_old/349 b/quiz_old/349
new file mode 100644
index 000000000..25feabc9c
--- /dev/null
+++ b/quiz_old/349
@@ -0,0 +1 @@
+[{"stat_column": "Vacancy %", "question": "higher % of units that are vacant", "longname_a": "Detroit city, Michigan, USA", "longname_b": "North Las Vegas city, Nevada, USA", "stat_a": 0.1793048004029394, "stat_b": 0.043226030569708196}, {"stat_column": "Household Income > $100k %", "question": "higher % of households who have household income over $100k", "longname_a": "NY-10, USA", "longname_b": "IN-02, USA", "stat_a": 0.5075242909385838, "stat_b": 0.24674294711165523}, {"stat_column": "PW Density (r=4km) [GHS-POP]", "question": "higher population-weighted density (r=4km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.", "longname_a": "Kollam Urban Center, India", "longname_b": "Kinshasa Urban Center, Congo, The Democratic Republic of the", "stat_a": 6094.6064453125, "stat_b": 34140.31640625}, {"stat_column": "Snowfall [rain-equivalent]", "question": "higher snowfall (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "Flint MSA, MI, USA", "longname_b": "Rockford MSA, IL, USA", "stat_a": 0.13433215632855705, "stat_b": 0.1120732496636057}, {"stat_column": "High School %", "question": "higher % of people who have at least a high school diploma", "longname_a": "Toledo OH Media Market, USA", "longname_b": "West Palm Beach-Fort Pierce FL Media Market, USA", "stat_a": 0.9218976958205103, "stat_b": 0.895510853978171}]
\ No newline at end of file
diff --git a/quiz_old/350 b/quiz_old/350
new file mode 100644
index 000000000..1ebd23153
--- /dev/null
+++ b/quiz_old/350
@@ -0,0 +1 @@
+[{"stat_column": "Spanish at Home %", "question": "higher % of people who speak spanish at home", "longname_a": "CA-49, USA", "longname_b": "IN-03, USA", "stat_a": 0.1773323498125112, "stat_b": 0.04009395192904928}, {"stat_column": "Mean distance to nearest Hospital", "question": "!FULL Which has less access to hospitals (higher population-weighted mean distance)?", "longname_a": "Rochester MN-Mason CityIa-Austin MN Media Market, USA", "longname_b": "Los Angeles CA Media Market, USA", "stat_a": 10.243492716298055, "stat_b": 3.5322906136469308}, {"stat_column": "Grad %", "question": "higher % of people who have a graduate degree", "longname_a": "Nevada, USA", "longname_b": "Georgia, USA", "stat_a": 0.08696188087808389, "stat_b": 0.12276996330332601}, {"stat_column": "Building and grounds cleaning and maintenance occupations %", "question": "higher % of workers employed in building and grounds cleaning and maintenance occupations!TOOLTIP janitors, maids, groundskeepers (gardeners), pest control workers, etc.", "longname_a": "Springfield MSA, MA, USA", "longname_b": "McAllen-Edinburg-Mission MSA, TX, USA", "stat_a": 0.03143198295298543, "stat_b": 0.06075648486339995}, {"stat_column": "Snowfall [rain-equivalent]", "question": "higher snowfall (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.", "longname_a": "District of Columbia, District of Columbia, USA", "longname_b": "Jefferson County, Kentucky, USA", "stat_a": 0.056133600171972095, "stat_b": 0.0541728808210337}]
\ No newline at end of file
diff --git a/retrostat_old/39 b/retrostat_old/39
new file mode 100644
index 000000000..09881b053
--- /dev/null
+++ b/retrostat_old/39
@@ -0,0 +1,107 @@
+[
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "AW Density",
+      "question": "higher area-weighted density!TOOLTIP Area-weighted density is the total population divided by the total area.",
+      "longname_a": "Merced MSA, CA, USA",
+      "longname_b": "Lexington-Fayette MSA, KY, USA",
+      "stat_a": 54.87104874025367,
+      "stat_b": 134.45493602654628
+    },
+    "b": {
+      "stat_column": "Gen Alpha %",
+      "question": "higher % of people who are gen alpha!TOOLTIP born between 2012 and 2021",
+      "longname_a": "Baltimore city, Maryland, USA",
+      "longname_b": "Milwaukee city, Wisconsin, USA",
+      "stat_a": 0.11672473734185376,
+      "stat_b": 0.14666044930161226
+    },
+    "a_ease": 0.7737174982431483,
+    "b_ease": 0.36472241742796907
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Transportation occupations %",
+      "question": "higher % of workers employed in transportation occupations!TOOLTIP truck drivers, bus drivers, taxi drivers, pilots, flight attendants, sailors, etc.",
+      "longname_a": "NY-12, USA",
+      "longname_b": "NC-09, USA",
+      "stat_a": 0.0080248382417182,
+      "stat_b": 0.04131167508660266
+    },
+    "b": {
+      "stat_column": "Public Insurance %",
+      "question": "higher % of people who are on public insurance",
+      "longname_a": "McKinney-Frisco [Urban Area], TX, USA",
+      "longname_b": "Temecula-Murrieta-Menifee [Urban Area], CA, USA",
+      "stat_a": 0.0391225095320975,
+      "stat_b": 0.20427353384634855
+    },
+    "a_ease": 0.1908548707753479,
+    "b_ease": 0.6048492791612058
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Mean distance to nearest Active Superfund Site",
+      "question": "!FULL Which has less exposure to active EPA superfund sites (higher population-weighted mean distance)?!TOOLTIP EPA superfund sites are hazardous waste sites identified by the Environmental Protection Agency.",
+      "longname_a": "Dallas-Fort Worth-Arlington MSA, TX, USA",
+      "longname_b": "Ogden-Clearfield MSA, UT, USA",
+      "stat_a": 25.09597796682481,
+      "stat_b": 9.643998664630038
+    },
+    "b": {
+      "stat_column": "Educational services %",
+      "question": "higher % of workers employed in the educational services industry",
+      "longname_a": "San Jose [Urban Area], CA, USA",
+      "longname_b": "Palm Bay-Melbourne [Urban Area], FL, USA",
+      "stat_a": 0.08586482242173665,
+      "stat_b": 0.07477362210804651
+    },
+    "a_ease": 0.40357852882703776,
+    "b_ease": 0.8159630606860159
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "AW Density [GHS-POP]",
+      "question": "higher area-weighted population density",
+      "longname_a": "Bengaluru Urban Center, India",
+      "longname_b": "Paris Urban Center, France",
+      "stat_a": 21031.652261978714,
+      "stat_b": 5924.5663050757885
+    },
+    "b": {
+      "stat_column": "PW Density (r=4km) [GHS-POP]",
+      "question": "higher population-weighted density (r=4km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.",
+      "longname_a": "Xinjiang Uygur Zizhiqu, China",
+      "longname_b": "Bayern, Germany",
+      "stat_a": 3653.846923828125,
+      "stat_b": 1336.5626220703125
+    },
+    "a_ease": 0.8662659654395192,
+    "b_ease": 0.4497540407589599
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Mean high heat index",
+      "question": "higher mean daily high heat index (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.",
+      "longname_a": "Baltimore County, Maryland, USA",
+      "longname_b": "Onondaga County, New York, USA",
+      "stat_a": 63.88039333078004,
+      "stat_b": 55.20227701912014
+    },
+    "b": {
+      "stat_column": "AW Density",
+      "question": "higher area-weighted density!TOOLTIP Area-weighted density is the total population divided by the total area.",
+      "longname_a": "MO-04, USA",
+      "longname_b": "OR-04, USA",
+      "stat_a": 20.256581398306718,
+      "stat_b": 21.5363834775672
+    },
+    "a_ease": 0.8762409000661814,
+    "b_ease": 0.4745098039215686
+  }
+]
\ No newline at end of file
diff --git a/retrostat_old/40 b/retrostat_old/40
new file mode 100644
index 000000000..0b634c0d3
--- /dev/null
+++ b/retrostat_old/40
@@ -0,0 +1,107 @@
+[
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Household Income > $100k %",
+      "question": "higher % of households who have household income over $100k",
+      "longname_a": "Mississippi, USA",
+      "longname_b": "Puerto Rico, USA",
+      "stat_a": 0.20541106209803478,
+      "stat_b": 0.053308976919600334
+    },
+    "b": {
+      "stat_column": "Management of companies and enterprises %",
+      "question": "higher % of workers employed in the management industry!TOOLTIP management of companies and enterprises",
+      "longname_a": "Johnson County, Kansas, USA",
+      "longname_b": "Hampden County, Massachusetts, USA",
+      "stat_a": 0.0015600905936777178,
+      "stat_b": 0.0005357892271977289
+    },
+    "a_ease": 0.7418496340652029,
+    "b_ease": 0.33611532625189683
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Poverty %",
+      "question": "higher % of people who are in poverty",
+      "longname_a": "Dallas-Fort Worth-Arlington [Urban Area], TX, USA",
+      "longname_b": "Toledo [Urban Area], OH-MI, USA",
+      "stat_a": 0.11820424217716942,
+      "stat_b": 0.16460862341274082
+    },
+    "b": {
+      "stat_column": "Household Income > $100k %",
+      "question": "higher % of households who have household income over $100k",
+      "longname_a": "FL-19, USA",
+      "longname_b": "CA-05, USA",
+      "stat_a": 0.3244034556973861,
+      "stat_b": 0.3859226479300992
+    },
+    "a_ease": 0.7885816235504014,
+    "b_ease": 0.3798151001540832
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "High temperature Above 90\u00b0F %",
+      "question": "higher % of hot days (days with high temp over 90\u00b0F, population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.",
+      "longname_a": "CA-34, USA",
+      "longname_b": "TX-01, USA",
+      "stat_a": 0.09633097844118607,
+      "stat_b": 0.230005359514047
+    },
+    "b": {
+      "stat_column": "Management of companies and enterprises %",
+      "question": "higher % of workers employed in the management industry!TOOLTIP management of companies and enterprises",
+      "longname_a": "Fresno city, California, USA",
+      "longname_b": "Lexington-Fayette urban county, Kentucky, USA",
+      "stat_a": 0.00039966026380433903,
+      "stat_b": 0.0020091031932295
+    },
+    "a_ease": 0.8016528925619835,
+    "b_ease": 0.3420647149460709
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Public Insurance %",
+      "question": "higher % of people who are on public insurance",
+      "longname_a": "Laredo TX Media Market, USA",
+      "longname_b": "Bakersfield CA Media Market, USA",
+      "stat_a": 0.10479047471779805,
+      "stat_b": 0.34632661496970235
+    },
+    "b": {
+      "stat_column": "Individual Income > $100k %",
+      "question": "higher % of people who have individual income over $100k",
+      "longname_a": "Portland OR Media Market, USA",
+      "longname_b": "Harrisonburg VA Media Market, USA",
+      "stat_a": 0.12885725972782305,
+      "stat_b": 0.05751411320037902
+    },
+    "a_ease": 0.44992295839753466,
+    "b_ease": 0.8528072837632777
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "High blood pressure %",
+      "question": "higher % of adults with high blood pressure",
+      "longname_a": "Salt Lake City UT Media Market, USA",
+      "longname_b": "Bluefield-Beckley-Oak Hill WV Media Market, USA",
+      "stat_a": 0.2530933345355766,
+      "stat_b": 0.43345642868992973
+    },
+    "b": {
+      "stat_column": "PW Density (r=1km) Change (2010-2020)",
+      "question": "higher % increase in population-weighted density (r=1km) from 2010 to 2020!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.",
+      "longname_a": "DC Circuit, USA",
+      "longname_b": "11th Circuit, USA",
+      "stat_a": 0.1627767624214775,
+      "stat_b": 0.09945796840756783
+    },
+    "a_ease": 0.8453473132372215,
+    "b_ease": 0.4241274658573596
+  }
+]
\ No newline at end of file
diff --git a/retrostat_old/41 b/retrostat_old/41
new file mode 100644
index 000000000..22e72661d
--- /dev/null
+++ b/retrostat_old/41
@@ -0,0 +1,107 @@
+[
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "% units built in 2010s+",
+      "question": "higher % units built in 2010s+",
+      "longname_a": "Concord-Walnut Creek [Urban Area], CA, USA",
+      "longname_b": "Lansing [Urban Area], MI, USA",
+      "stat_a": 0.0399688486592426,
+      "stat_b": 0.04864018924125044
+    },
+    "b": {
+      "stat_column": "Utility gas heating %",
+      "question": "!FULL Which has a larger % of homes heated using utility gas?",
+      "longname_a": "Hillsborough County, Florida, USA",
+      "longname_b": "Kitsap County, Washington, USA",
+      "stat_a": 0.05999177139856745,
+      "stat_b": 0.26550361161250624
+    },
+    "a_ease": 0.3415802075019952,
+    "b_ease": 0.7422186751795691
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "PW Density (r=1km)",
+      "question": "higher population-weighted density (r=1km)!TOOLTIP Population-weighted density is computed by computing the density within the given radius for each person in the region and then averaging the results. This is a better measure of the density that people actually experience.",
+      "longname_a": "Luzerne County, Pennsylvania, USA",
+      "longname_b": "Brown County, Wisconsin, USA",
+      "stat_a": 1274.3036862210067,
+      "stat_b": 972.4113053963272
+    },
+    "b": {
+      "stat_column": "Vision disability %",
+      "question": "higher % of adults with a vision disability",
+      "longname_a": "Anchorage Municipality, Alaska, USA",
+      "longname_b": "Cameron County, Texas, USA",
+      "stat_a": 0.0393820882380202,
+      "stat_b": 0.11888478440142142
+    },
+    "a_ease": 0.26161790017211706,
+    "b_ease": 0.6634538152610442
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Population [GHS-POP]",
+      "question": "higher population",
+      "longname_a": "Pennsylvania, USA",
+      "longname_b": "Cavite, Philippines",
+      "stat_a": 13063799.0,
+      "stat_b": 4238916.0
+    },
+    "b": {
+      "stat_column": "Individual Income > $100k %",
+      "question": "higher % of people who have individual income over $100k",
+      "longname_a": "Cumberland County, Maine, USA",
+      "longname_b": "DuPage County, Illinois, USA",
+      "stat_a": 0.13400863823155765,
+      "stat_b": 0.20373183130290864
+    },
+    "a_ease": 0.26422155688622756,
+    "b_ease": 0.6722689075630253
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Vacancy %",
+      "question": "higher % of units that are vacant",
+      "longname_a": "Allegheny County, Pennsylvania, USA",
+      "longname_b": "Solano County, California, USA",
+      "stat_a": 0.08476308037872583,
+      "stat_b": 0.03890467706837138
+    },
+    "b": {
+      "stat_column": "Rent/Income < 20%",
+      "question": "higher % of people whose rent is less than 20% of their income",
+      "longname_a": "Middlesex County, New Jersey, USA",
+      "longname_b": "Hampden County, Massachusetts, USA",
+      "stat_a": 0.27069327218617356,
+      "stat_b": 0.23753964386111462
+    },
+    "a_ease": 0.7018900343642611,
+    "b_ease": 0.2936
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Population [GHS-POP]",
+      "question": "higher population",
+      "longname_a": "Samut Prakan, Thailand",
+      "longname_b": "Ontario, Canada",
+      "stat_a": 2527649.75,
+      "stat_b": 14331965.0
+    },
+    "b": {
+      "stat_column": "Mean distance to nearest Airport",
+      "question": "!FULL Which has less access to airports (higher population-weighted mean distance)?",
+      "longname_a": "Terre Haute IN Media Market, USA",
+      "longname_b": "Tallahassee FL-Thomasville GA Media Market, USA",
+      "stat_a": 90.36351143348195,
+      "stat_b": 29.837269828229832
+    },
+    "a_ease": 0.36233040702314445,
+    "b_ease": 0.767757382282522
+  }
+]
\ No newline at end of file
diff --git a/retrostat_old/42 b/retrostat_old/42
new file mode 100644
index 000000000..f307e9ee5
--- /dev/null
+++ b/retrostat_old/42
@@ -0,0 +1,107 @@
+[
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Mean high temperature in winter",
+      "question": "higher mean daily high temperature in winter (population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.",
+      "longname_a": "San Francisco city, California, USA",
+      "longname_b": "Gilbert town, Arizona, USA",
+      "stat_a": 57.810281226657004,
+      "stat_b": 70.02836470415954
+    },
+    "b": {
+      "stat_column": "Electricity heating %",
+      "question": "!FULL Which has a larger % of homes heated using electricity?",
+      "longname_a": "Wisconsin, USA",
+      "longname_b": "Oklahoma, USA",
+      "stat_a": 0.1649474168376966,
+      "stat_b": 0.3996841153415151
+    },
+    "a_ease": 0.7788184438040345,
+    "b_ease": 0.36115214180206795
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Population",
+      "question": "higher population",
+      "longname_a": "TX-23, USA",
+      "longname_b": "IL-04, USA",
+      "stat_a": 766987.0,
+      "stat_b": 753677.0
+    },
+    "b": {
+      "stat_column": "Undergrad STEM %",
+      "question": "!FULL Which has more people with a STEM degree, as a percentage of the overall population?",
+      "longname_a": "Reno [Urban Area], NV-CA, USA",
+      "longname_b": "Asheville [Urban Area], NC, USA",
+      "stat_a": 0.15005211264407084,
+      "stat_b": 0.1753118174148547
+    },
+    "a_ease": 0.21505376344086022,
+    "b_ease": 0.6354466858789626
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Utility gas heating %",
+      "question": "!FULL Which has a larger % of homes heated using utility gas?",
+      "longname_a": "McAllen-Edinburg-Mission MSA, TX, USA",
+      "longname_b": "Lafayette MSA, LA, USA",
+      "stat_a": 0.05944441798059671,
+      "stat_b": 0.22517690867094506
+    },
+    "b": {
+      "stat_column": "High temperature Below 40\u00b0F %",
+      "question": "higher % of cold days (days with high temp under 40\u00b0F, population weighted)!TOOLTIP Population weighted weather statistics are calculated by computing the weather statistic for each person in the region and then averaging the results.",
+      "longname_a": "WI-05, USA",
+      "longname_b": "IL-06, USA",
+      "stat_a": 0.2698737962540947,
+      "stat_b": 0.2232543989072615
+    },
+    "a_ease": 0.4325889164598842,
+    "b_ease": 0.8353028064992615
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Accommodation and food services %",
+      "question": "higher % of workers employed in the accommodation and food services industry!TOOLTIP hotels, restaurants, bars, caterers, food services contractors, etc.",
+      "longname_a": "NY-12, USA",
+      "longname_b": "NC-05, USA",
+      "stat_a": 0.02612885445377318,
+      "stat_b": 0.07118062392840024
+    },
+    "b": {
+      "stat_column": "Population Change (2010-2020)",
+      "question": "higher % increase in population from 2010 to 2020",
+      "longname_a": "9th Circuit, USA",
+      "longname_b": "7th Circuit, USA",
+      "stat_a": 0.08645877874004952,
+      "stat_b": 0.019575782773311158
+    },
+    "a_ease": 0.164804469273743,
+    "b_ease": 0.5856079404466501
+  },
+  {
+    "type": "retrostat",
+    "a": {
+      "stat_column": "Population",
+      "question": "higher population",
+      "longname_a": "Michigan, USA",
+      "longname_b": "Colorado, USA",
+      "stat_a": 10075930.0,
+      "stat_b": 5773714.0
+    },
+    "b": {
+      "stat_column": "2BR Rent < $750 %",
+      "question": "higher % of units with 2br rent under $750",
+      "longname_a": "Madison WI Media Market, USA",
+      "longname_b": "Burlington VT-Plattsburgh NY Media Market, USA",
+      "stat_a": 0.131617289946576,
+      "stat_b": 0.15031755367911012
+    },
+    "a_ease": 0.8443804034582133,
+    "b_ease": 0.43166666666666664
+  }
+]
\ No newline at end of file
diff --git a/urbanstats/games/fixed.py b/urbanstats/games/fixed.py
index 797d14ddc..62c0498cb 100644
--- a/urbanstats/games/fixed.py
+++ b/urbanstats/games/fixed.py
@@ -1,2 +1,3 @@
-juxtastat = 324
-retrostat = 38
+
+juxtastat = 350
+retrostat = 42
diff --git a/urbanstats/games/retrostat.py b/urbanstats/games/retrostat.py
index 4b424f23a..19119e32d 100644
--- a/urbanstats/games/retrostat.py
+++ b/urbanstats/games/retrostat.py
@@ -8,7 +8,7 @@
 
 from .fixed import retrostat as fixed_up_to
 
-generate_until = 38
+generate_until = 42
 
 
 def week_for_day(day):