diff --git a/README.md b/README.md
index e0df8d8..2a2d3a1 100644
--- a/README.md
+++ b/README.md
@@ -18,27 +18,18 @@ A technical memorandum describing DEMOS is available [here](./DEMOS_Technical_Me
 ### Docker Compose (recommended)
 The latest docker image for demos is stored in `ghcr.io/NatLabRockies/demos:latest`. The input data and configuration file are fed to the container through volumes ([more info about Docker volumes](https://docs.docker.com/engine/storage/volumes/)). We provide a `docker-compose` workflow that can be used to make the process of mounting volumes easier.
 
-#### Prepare the configuration file and data folder
+#### Clone this repository
+By cloning this repository you download the configuration and data for an example run of DEMOS.
 
 Run the following command in the Terminal App (MacOS) or Command Prompt/PowerShell (Windows):
-
 ```bash
-# Create a directory where to run DEMOS from
-mkdir demos
-cd demos
-
-# Create the configuration folder and retrieve an example configuration
-mkdir configuration
-cd configuration
-curl -L -o demos_config.toml https://raw.githubusercontent.com/NatLabRockies/DEMOS/main/configuration/demos_config_sfbay.toml
-
-# Create the data folder for the output to be stored
-cd ..
-mkdir data
-# Populate the data folder
-
-# Finally, retrieve the docker-compose.yml file
-curl -L -o docker-compose.yml https://raw.githubusercontent.com/NatLabRockies/DEMOS/main/docker-compose.yml
+git clone https://github.com/NatLabRockies/DEMOS.git
+
+# Move into the project folder
+cd DEMOS
+
+# This folder contains (among other files) a data and configuration folder
+# as well as a docker-compose.yml file
 ```
 
 Make sure you have [Docker](https://docs.docker.com/desktop/) and [Docker Compose](https://docs.docker.com/compose/install/) installed. Now you can run docker as follows:
diff --git a/configuration/demos_config.toml b/configuration/demos_config.toml
index 818f6a0..475603d 100644
--- a/configuration/demos_config.toml
+++ b/configuration/demos_config.toml
@@ -2,7 +2,7 @@
 random_seed = 100
 base_year = 2010
 forecast_year = 2019
-calibrated_models_dir = "../data/sf_bay_example/calibrated_models_coefficients/"
+calibrated_models_dir = "../data/small_example/calibrated_models_coefficients/"
 inconsistent_persons_table_behavior = "fix"
 modules = [
     "aging",
@@ -26,38 +26,40 @@ initialize_empty_tables = [
     "rebalanced_households"
 ]
 
+
 # Data sources
+
 ## Synthetic population data
 [[tables]]
 file_type = "h5"
 table_name = "persons"
-filepath = "../data/sf_bay_example/custom_mpo_06197001_model_data.h5"
+filepath = "../data/small_example/small_example_tables.h5" # custom_mpo_06197001_model_data_small.h5,  minihh.h5, custom_mpo_06197001_model_data_small_stratHH.h5, custom_mpo_06197001_model_data_hh0.05.h5, countyNM.h5
 h5_key = "persons"
 
 [[tables]]
 file_type = "h5"
 table_name = "households"
-filepath = "../data/sf_bay_example/custom_mpo_06197001_model_data.h5"
+filepath = "../data/small_example/small_example_tables.h5" # custom_mpo_06197001_model_data_small.h5,  minihh.h5, custom_mpo_06197001_model_data_hh0.05.h5, custom_mpo_06197001_model_data_county1, countyNM.h5
 h5_key = "households"
 
 ## Other static data tables
 [[tables]]
 file_type = "csv"
 table_name = "relational_adjustment_mapping"
-filepath = "../data/sf_bay_example/relmap_06197001.csv"
+filepath = "../data/small_example/relmap_06197001.csv"
 index_col = "index"
 
 [[tables]]
 file_type = "csv"
 table_name = "income_rates"
-filepath = "../data/sf_bay_example/observed_calibration_values/income_rates_06197001.csv"
+filepath = "../data/small_example/observed_calibration_values/income_rates_06197001.csv"
 index_col = "year"
 custom_dtype_casting = {"lcm_county_id" = "object", "year" = "int", "rate" = "float"}
 
 [[tables]]
 file_type = "csv"
 table_name = "hsize_ct"
-filepath = "../data/sf_bay_example/observed_calibration_values/hsize_ct_06197001.csv"
+filepath = "../data/small_example/observed_calibration_values/hsize_ct_06197001_4155.csv"
 index_col = "year"
 custom_dtype_casting = {"lcm_county_id" = "object", "year" = "int", "hh_size" = "object", "total_number_of_households" = "int"}
 
@@ -67,13 +69,13 @@ custom_dtype_casting = {"lcm_county_id" = "object", "year" = "int", "hh_size" =
 [[tables]]
 file_type = "csv"
 table_name = "observed_employment"
-filepath = "../data/sf_bay_example/observed_calibration_values/employment_obs.csv"
+filepath = "../data/small_example/observed_calibration_values/employment_obs_county.csv"
 index_col = "year"
 
 [[tables]]
 file_type = "csv"
 table_name = "observed_marrital_data"
-filepath = "../data/sf_bay_example/observed_calibration_values/marrital_status_over_time_obs.csv"
+filepath = "../data/small_example/observed_calibration_values/marrital_status_over_time_obs_county.csv"
 index_col = "year"
 
 
@@ -88,24 +90,24 @@ momentum_weight = 0.3
 [mortality_module_config.calibration_procedure]
 procedure_type = "rmse_error"
 tolerance_type = "absolute"
-tolerance = 1000
-max_iter = 1000
+tolerance = 30 
+max_iter = 500
 [mortality_module_config.calibration_procedure.observed_values_table]
 file_type = "csv"
 table_name = "observed_fatalities_data"
-filepath = "../data/sf_bay_example/observed_calibration_values/mortalities_over_time_obs.csv"
+filepath = "../data/small_example/observed_calibration_values/mortalities_over_time_obs_county2.csv"
 index_col = "year"
 
 ## Birth
 [birth_module_config.calibration_procedure]
 procedure_type = "rmse_error"
 tolerance_type = "absolute"
-tolerance = 1000
+tolerance = 60 # lower
 max_iter = 1000
 [birth_module_config.calibration_procedure.observed_values_table]
 file_type = "csv"
 table_name = "observed_births_data"
-filepath = "../data/sf_bay_example/observed_calibration_values/births_over_time_obs.csv"
+filepath = "../data/small_example/observed_calibration_values/births_over_time_obs_county2.csv"
 index_col = "year"
 
 ## HH Reorg
@@ -115,7 +117,7 @@ geoid_col = "lcm_county_id"
 [hh_reorg_module_config.simultaneous_calibration_config]
 tolerance = 5_000
 max_iter = 100
-learning_rate = 2.5
+learning_rate = 1.5
 momentum_weight = 0.3
 
 ## HH Rebalancing
@@ -128,6 +130,5 @@ geoid_col = "lcm_county_id"
 [kids_moving_module_config]
 geoid_col = "lcm_county_id"
 calibration_target_share = 0.12
-calibration_tolerance = 0.001
-
-
+calibration_tolerance = 0.01
+max_iter = 100
diff --git a/configuration/demos_config_sfbay.toml b/configuration/demos_config_ref.toml
similarity index 98%
rename from configuration/demos_config_sfbay.toml
rename to configuration/demos_config_ref.toml
index 71665df..818f6a0 100644
--- a/configuration/demos_config_sfbay.toml
+++ b/configuration/demos_config_ref.toml
@@ -127,5 +127,7 @@ geoid_col = "lcm_county_id"
 # Kids Moving
 [kids_moving_module_config]
 geoid_col = "lcm_county_id"
+calibration_target_share = 0.12
+calibration_tolerance = 0.001
 
 
diff --git a/data/.gitignore b/data/.gitignore
index 1e40af9..426bbde 100644
--- a/data/.gitignore
+++ b/data/.gitignore
@@ -1,4 +1,5 @@
 *
+**.h5
 !.gitignore
 !calibrated_values/
 !calibrated_values/**
@@ -6,5 +7,7 @@
 !calibrated_configs/**
 !sf_bay_example/
 !sf_bay_example/**
-**/.DS_Store
-**.h5
\ No newline at end of file
+!small_example/
+!small_example/**
+!small_example/*.h5
+**/.DS_Store
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/births_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/births_over_time_obs.csv
deleted file mode 100644
index 0767f34..0000000
--- a/data/sf_bay_example/observed_calibration_values/births_over_time_obs.csv
+++ /dev/null
@@ -1,52 +0,0 @@
-year,count
-2010,87914
-2011,86836
-2012,88113
-2013,86327
-2014,88383
-2015,87338
-2016,86874
-2017,84062
-2018,81378
-2019,80564
-2020,76900
-2021,78444
-2022,77643
-2023,76855
-2024,76151
-2025,75639
-2026,75200
-2027,75367
-2028,74568
-2029,74504
-2030,74448
-2031,74207
-2032,74193
-2033,74348
-2034,74599
-2035,74941
-2036,75399
-2037,75806
-2038,76145
-2039,76679
-2040,77303
-2041,77541
-2042,77831
-2043,77987
-2044,78092
-2045,78184
-2046,78108
-2047,77978
-2048,77810
-2049,77634
-2050,77369
-2051,76989
-2052,76603
-2053,76240
-2054,75988
-2055,75709
-2056,75502
-2057,75483
-2058,75476
-2059,75393
-2060,75441
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/divorces_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/divorces_over_time_obs.csv
deleted file mode 100644
index 69d22cd..0000000
--- a/data/sf_bay_example/observed_calibration_values/divorces_over_time_obs.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-year,count
-2010,550347
-2011,569855
-2012,576144
-2013,572651
-2014,582591
-2015,582912
-2016,564950
-2017,588749
-2018,539277
-2019,528856
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/employment_obs.csv b/data/sf_bay_example/observed_calibration_values/employment_obs.csv
deleted file mode 100644
index f4399b8..0000000
--- a/data/sf_bay_example/observed_calibration_values/employment_obs.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-year,count
-2010,3456405
-2011,3466628
-2012,3494244
-2013,3523187
-2014,3597595
-2015,3693932
-2016,3781124
-2017,3885924
-2018,3964071
-2019,4024097
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/enrollment_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/enrollment_over_time_obs.csv
deleted file mode 100644
index 9c6eaa6..0000000
--- a/data/sf_bay_example/observed_calibration_values/enrollment_over_time_obs.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-year,count
-2010,1157971
-2011,1151007
-2012,1166720
-2013,1168844
-2014,1174030
-2015,1166571
-2016,1162641
-2017,1158515
-2018,1158848
-2019,1144250
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/entering_workforce_obs.csv b/data/sf_bay_example/observed_calibration_values/entering_workforce_obs.csv
deleted file mode 100644
index 75057d4..0000000
--- a/data/sf_bay_example/observed_calibration_values/entering_workforce_obs.csv
+++ /dev/null
@@ -1,51 +0,0 @@
-year,share
-2011,0.784743494
-2012,0.769209902
-2013,0.755920859
-2014,0.714156818
-2015,0.685501712
-2016,0.680775517
-2017,0.648830824
-2018,0.637108559
-2019,0.634627684
-2020,0.645741426
-2021,0.68307696
-2022,0.716682073
-2023,0.706817804
-2024,0.696799907
-2025,0.688226119
-2026,0.680639156
-2027,0.784744066
-2028,0.769209196
-2029,0.755921226
-2030,0.71415805
-2031,0.685502254
-2032,0.680774948
-2033,0.648832162
-2034,0.637108103
-2035,0.784744066
-2036,0.769209196
-2037,0.755921226
-2038,0.71415805
-2039,0.685502254
-2040,0.680774948
-2041,0.648832162
-2042,0.637108103
-2043,0.784744066
-2044,0.769209196
-2045,0.755921226
-2046,0.71415805
-2047,0.685502254
-2048,0.680774948
-2049,0.648832162
-2050,0.637108103
-2051,0.784744066
-2052,0.769209196
-2053,0.755921226
-2054,0.71415805
-2055,0.685502254
-2056,0.680774948
-2057,0.648832162
-2058,0.637108103
-2059,0.637108103
-2060,0.637108103
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/exiting_workforce_obs.csv b/data/sf_bay_example/observed_calibration_values/exiting_workforce_obs.csv
deleted file mode 100644
index 79f97bb..0000000
--- a/data/sf_bay_example/observed_calibration_values/exiting_workforce_obs.csv
+++ /dev/null
@@ -1,51 +0,0 @@
-year,share
-2011,0.015749908
-2012,0.014537736
-2013,0.013839259
-2014,0.013078405
-2015,0.012108904
-2016,0.011623281
-2017,0.011088008
-2018,0.010143963
-2019,0.009439071
-2020,0.026642719
-2021,0.011476334
-2022,0.013810899
-2023,0.013563653
-2024,0.013393006
-2025,0.013302407
-2026,0.013259636
-2027,0.015749881
-2028,0.014537693
-2029,0.013839279
-2030,0.01307844
-2031,0.012108874
-2032,0.011623262
-2033,0.011087979
-2034,0.010143999
-2035,0.015749881
-2036,0.014537693
-2037,0.013839279
-2038,0.01307844
-2039,0.012108874
-2040,0.011623262
-2041,0.011087979
-2042,0.010143999
-2043,0.015749881
-2044,0.014537693
-2045,0.013839279
-2046,0.01307844
-2047,0.012108874
-2048,0.011623262
-2049,0.011087979
-2050,0.010143999
-2051,0.015749881
-2052,0.014537693
-2053,0.013839279
-2054,0.01307844
-2055,0.012108874
-2056,0.011623262
-2057,0.011087979
-2058,0.010143999
-2059,0.010143999
-2060,0.010143999
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/gender_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/gender_over_time_obs.csv
deleted file mode 100644
index 73768c0..0000000
--- a/data/sf_bay_example/observed_calibration_values/gender_over_time_obs.csv
+++ /dev/null
@@ -1,21 +0,0 @@
-year,sex,count
-2010,male,3553374
-2010,female,3615923
-2011,male,3592507
-2011,female,3650583
-2012,male,3641894
-2012,female,3702801
-2013,male,3693382
-2013,female,3745074
-2014,male,3746410
-2014,female,3815345
-2015,male,3795112
-2015,female,3859758
-2016,male,3815935
-2016,female,3868076
-2017,male,3853774
-2017,female,3902384
-2018,male,3861667
-2018,female,3891356
-2019,male,3847148
-2019,female,3892230
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/households_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/households_over_time_obs.csv
deleted file mode 100644
index 5bb7b3b..0000000
--- a/data/sf_bay_example/observed_calibration_values/households_over_time_obs.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-year,count
-2010,2576408
-2011,2599927
-2012,2624349
-2013,2653037
-2014,2674697
-2015,2709476
-2016,2713705
-2017,2715977
-2018,2731126
-2019,2754402
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/hsize_ct_06197001.csv b/data/sf_bay_example/observed_calibration_values/hsize_ct_06197001.csv
deleted file mode 100644
index 1ef9fe2..0000000
--- a/data/sf_bay_example/observed_calibration_values/hsize_ct_06197001.csv
+++ /dev/null
@@ -1,1441 +0,0 @@
-year,lcm_county_id,hh_size,total_number_of_households
-2011,06001,one,144803
-2011,06013,one,85236
-2011,06041,one,29456
-2011,06055,one,11697
-2011,06075,one,130549
-2011,06081,one,63919
-2011,06085,one,133580
-2011,06095,one,32123
-2011,06097,one,53369
-2012,06001,one,145364
-2012,06013,one,93045
-2012,06041,one,32079
-2012,06055,one,12668
-2012,06075,one,136815
-2012,06081,one,68901
-2012,06085,one,133027
-2012,06095,one,32956
-2012,06097,one,50422
-2013,06001,one,147123
-2013,06013,one,87191
-2013,06041,one,31895
-2013,06055,one,12022
-2013,06075,one,134187
-2013,06081,one,61638
-2013,06085,one,133896
-2013,06095,one,33333
-2013,06097,one,54235
-2014,06001,one,137552
-2014,06013,one,89899
-2014,06041,one,35035
-2014,06055,one,12038
-2014,06075,one,134065
-2014,06081,one,62818
-2014,06085,one,134405
-2014,06095,one,30882
-2014,06097,one,54859
-2015,06001,one,138663
-2015,06013,one,86408
-2015,06041,one,32333
-2015,06055,one,13149
-2015,06075,one,133937
-2015,06081,one,57938
-2015,06085,one,130568
-2015,06095,one,33174
-2015,06097,one,53210
-2016,06001,one,138557
-2016,06013,one,83423
-2016,06041,one,33013
-2016,06055,one,14161
-2016,06075,one,124885
-2016,06081,one,59046
-2016,06085,one,127972
-2016,06095,one,29229
-2016,06097,one,52393
-2017,06001,one,139647
-2017,06013,one,81688
-2017,06041,one,30282
-2017,06055,one,12348
-2017,06075,one,131049
-2017,06081,one,62017
-2017,06085,one,128155
-2017,06095,one,35098
-2017,06097,one,54959
-2018,06001,one,140793
-2018,06013,one,87593
-2018,06041,one,29428
-2018,06055,one,11005
-2018,06075,one,125466
-2018,06081,one,56594
-2018,06085,one,130039
-2018,06095,one,33767
-2018,06097,one,49557
-2019,06001,one,152150
-2019,06013,one,91579
-2019,06041,one,32844
-2019,06055,one,13628
-2019,06075,one,133760
-2019,06081,one,60842
-2019,06085,one,137042
-2019,06095,one,34647
-2019,06097,one,51370
-2020,06001,one,140797
-2020,06013,one,86988
-2020,06041,one,30769
-2020,06055,one,12237
-2020,06075,one,131319
-2020,06081,one,58558
-2020,06085,one,129387
-2020,06095,one,32896
-2020,06097,one,51098
-2011,06001,two,162979
-2011,06013,two,117662
-2011,06041,two,39735
-2011,06055,two,19210
-2011,06075,two,114470
-2011,06081,two,81812
-2011,06085,two,174087
-2011,06095,two,43508
-2011,06097,two,62958
-2012,06001,two,165327
-2012,06013,two,117999
-2012,06041,two,35076
-2012,06055,two,16492
-2012,06075,two,112272
-2012,06081,two,81822
-2012,06085,two,181001
-2012,06095,two,44173
-2012,06097,two,64120
-2013,06001,two,164872
-2013,06013,two,119625
-2013,06041,two,34107
-2013,06055,two,15284
-2013,06075,two,120874
-2013,06081,two,80920
-2013,06085,two,181860
-2013,06095,two,45790
-2013,06097,two,64288
-2014,06001,two,174249
-2014,06013,two,118368
-2014,06041,two,33538
-2014,06055,two,17461
-2014,06075,two,115777
-2014,06081,two,81625
-2014,06085,two,184136
-2014,06095,two,48014
-2014,06097,two,65613
-2015,06001,two,174839
-2015,06013,two,122036
-2015,06041,two,37115
-2015,06055,two,15708
-2015,06075,two,119352
-2015,06081,two,82396
-2015,06085,two,190772
-2015,06095,two,48322
-2015,06097,two,64098
-2016,06001,two,172573
-2016,06013,two,125588
-2016,06041,two,36030
-2016,06055,two,16264
-2016,06075,two,124120
-2016,06081,two,80781
-2016,06085,two,188040
-2016,06095,two,48734
-2016,06097,two,64563
-2017,06001,two,176194
-2017,06013,two,126838
-2017,06041,two,34908
-2017,06055,two,16195
-2017,06075,two,120182
-2017,06081,two,85661
-2017,06085,two,194474
-2017,06095,two,47655
-2017,06097,two,66727
-2018,06001,two,177540
-2018,06013,two,125966
-2018,06041,two,40144
-2018,06055,two,16905
-2018,06075,two,123044
-2018,06081,two,87613
-2018,06085,two,197759
-2018,06095,two,47694
-2018,06097,two,67335
-2019,06001,two,179441
-2019,06013,two,121888
-2019,06041,two,37075
-2019,06055,two,16588
-2019,06075,two,119768
-2019,06081,two,88002
-2019,06085,two,203245
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-2017,06095,three,28231
-2017,06097,three,27244
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-2018,06013,three,73417
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-2018,06075,three,53708
-2018,06081,three,45651
-2018,06085,three,126043
-2018,06095,three,25985
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-2019,06013,three,71956
-2019,06041,three,14418
-2019,06055,three,7280
-2019,06075,three,51540
-2019,06081,three,45049
-2019,06085,three,118924
-2019,06095,three,25962
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-2020,06075,three,52027
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-2012,06055,four or more,13168
-2012,06075,four or more,52672
-2012,06081,four or more,66501
-2012,06085,four or more,186837
-2012,06095,four or more,39417
-2012,06097,four or more,40487
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-2013,06041,four or more,22348
-2013,06055,four or more,11938
-2013,06075,four or more,52112
-2013,06081,four or more,70795
-2013,06085,four or more,190331
-2013,06095,four or more,38197
-2013,06097,four or more,41409
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-2014,06055,four or more,13214
-2014,06075,four or more,54546
-2014,06081,four or more,70311
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-2014,06095,four or more,39686
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-2015,06075,four or more,56315
-2015,06081,four or more,75044
-2015,06085,four or more,195513
-2015,06095,four or more,40355
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-2016,06013,four or more,114049
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-2016,06081,four or more,71963
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-2016,06095,four or more,43793
-2016,06097,four or more,40465
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-2017,06041,four or more,22962
-2017,06055,four or more,12297
-2017,06075,four or more,60092
-2017,06081,four or more,68771
-2017,06085,four or more,193959
-2017,06095,four or more,40143
-2017,06097,four or more,39899
-2018,06001,four or more,155376
-2018,06013,four or more,109157
-2018,06041,four or more,20569
-2018,06055,four or more,12974
-2018,06075,four or more,60609
-2018,06081,four or more,69796
-2018,06085,four or more,191267
-2018,06095,four or more,44845
-2018,06097,four or more,42888
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-2019,06041,four or more,20961
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-2019,06075,four or more,60783
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-2019,06085,four or more,184426
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-2045,06013,four or more,116066
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-2046,06085,four or more,201126
-2046,06095,four or more,43793
-2046,06097,four or more,40465
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-2047,06085,four or more,193959
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-2048,06013,four or more,109157
-2048,06041,four or more,20569
-2048,06055,four or more,12974
-2048,06075,four or more,60609
-2048,06081,four or more,69796
-2048,06085,four or more,191267
-2048,06095,four or more,44845
-2048,06097,four or more,42888
-2049,06001,four or more,154901
-2049,06013,four or more,114369
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-2049,06085,four or more,184426
-2049,06095,four or more,39942
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-2050,06081,four or more,70640
-2050,06085,four or more,190976
-2050,06095,four or more,42659
-2050,06097,four or more,42744
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/marriages_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/marriages_over_time_obs.csv
deleted file mode 100644
index c126ae1..0000000
--- a/data/sf_bay_example/observed_calibration_values/marriages_over_time_obs.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-year,count
-2010,2856186
-2011,2884550
-2012,2926246
-2013,2908412
-2014,3040160
-2015,3099232
-2016,3158735
-2017,3168709
-2018,3148435
-2019,3006897
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/marrital_status_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/marrital_status_over_time_obs.csv
deleted file mode 100644
index 4cc2b73..0000000
--- a/data/sf_bay_example/observed_calibration_values/marrital_status_over_time_obs.csv
+++ /dev/null
@@ -1,46 +0,0 @@
-year,MAR,count
-2011,1,2884550
-2011,2,304384
-2011,3,569855
-2011,4,120738
-2011,5,2037419
-2012,1,2926246
-2012,2,300675
-2012,3,576144
-2012,4,114219
-2012,5,2095302
-2013,1,2908412
-2013,2,297308
-2013,3,572651
-2013,4,109184
-2013,5,2097494
-2014,1,3040160
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-2014,3,582591
-2014,4,106755
-2014,5,2174143
-2015,1,3099232
-2015,2,295743
-2015,3,582912
-2015,4,106020
-2015,5,2224250
-2016,1,3158735
-2016,2,296643
-2016,3,564950
-2016,4,102527
-2016,5,2220641
-2017,1,3168709
-2017,2,294575
-2017,3,588749
-2017,4,92910
-2017,5,2276726
-2018,1,3148435
-2018,2,296221
-2018,3,539277
-2018,4,95979
-2018,5,2242183
-2019,1,3006897
-2019,2,281447
-2019,3,528856
-2019,4,90490
-2019,5,2207088
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/mortalities_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/mortalities_over_time_obs.csv
deleted file mode 100644
index d8a87e7..0000000
--- a/data/sf_bay_example/observed_calibration_values/mortalities_over_time_obs.csv
+++ /dev/null
@@ -1,42 +0,0 @@
-year,count
-2010,44675
-2011,45247
-2012,46164
-2013,46578
-2014,46385
-2015,48665
-2016,48830
-2017,49996
-2018,49258
-2019,49588
-2020,50910
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-2022,53947
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-2024,57810
-2025,59169
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-2027,63121
-2028,64954
-2029,67098
-2030,68875
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-2032,72681
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-2035,77671
-2036,79685
-2037,80811
-2038,82590
-2039,83997
-2040,86079
-2041,87481
-2042,89066
-2043,90845
-2044,91542
-2045,92920
-2046,94457
-2047,95013
-2048,96457
-2049,96905
-2050,97545
\ No newline at end of file
diff --git a/data/sf_bay_example/observed_calibration_values/pop_over_time_obs.csv b/data/sf_bay_example/observed_calibration_values/pop_over_time_obs.csv
deleted file mode 100644
index 4189300..0000000
--- a/data/sf_bay_example/observed_calibration_values/pop_over_time_obs.csv
+++ /dev/null
@@ -1,42 +0,0 @@
-year,count
-2010,7169297
-2011,7243090
-2012,7344695
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-2016,7684011
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-2034,8448289
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-2037,8563019
-2038,8597890
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-2041,8691264
-2042,8719515
-2043,8745405
-2044,8770119
-2045,8793716
-2046,8815131
-2047,8835943
-2048,8854994
-2049,8871962
-2050,8889001
\ No newline at end of file
diff --git a/data/sf_bay_example/calibrated_models_coefficients/birth_model.yaml b/data/small_example/calibrated_models_coefficients/birth_model.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/birth_model.yaml
rename to data/small_example/calibrated_models_coefficients/birth_model.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/cohabitation.yaml b/data/small_example/calibrated_models_coefficients/cohabitation.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/cohabitation.yaml
rename to data/small_example/calibrated_models_coefficients/cohabitation.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/demos_in_labor_force.yaml b/data/small_example/calibrated_models_coefficients/demos_in_labor_force.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/demos_in_labor_force.yaml
rename to data/small_example/calibrated_models_coefficients/demos_in_labor_force.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/demos_out_labor_force.yaml b/data/small_example/calibrated_models_coefficients/demos_out_labor_force.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/demos_out_labor_force.yaml
rename to data/small_example/calibrated_models_coefficients/demos_out_labor_force.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/divorce_model.yaml b/data/small_example/calibrated_models_coefficients/divorce_model.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/divorce_model.yaml
rename to data/small_example/calibrated_models_coefficients/divorce_model.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/edu_model.yaml b/data/small_example/calibrated_models_coefficients/edu_model.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/edu_model.yaml
rename to data/small_example/calibrated_models_coefficients/edu_model.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/kids_move_model.yaml b/data/small_example/calibrated_models_coefficients/kids_move_model.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/kids_move_model.yaml
rename to data/small_example/calibrated_models_coefficients/kids_move_model.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/marriage.yaml b/data/small_example/calibrated_models_coefficients/marriage.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/marriage.yaml
rename to data/small_example/calibrated_models_coefficients/marriage.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/mode_choice/mode_choice_logsum.yaml b/data/small_example/calibrated_models_coefficients/mode_choice/mode_choice_logsum.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/mode_choice/mode_choice_logsum.yaml
rename to data/small_example/calibrated_models_coefficients/mode_choice/mode_choice_logsum.yaml
diff --git a/data/sf_bay_example/calibrated_models_coefficients/mortality_model.yaml b/data/small_example/calibrated_models_coefficients/mortality_model.yaml
similarity index 100%
rename from data/sf_bay_example/calibrated_models_coefficients/mortality_model.yaml
rename to data/small_example/calibrated_models_coefficients/mortality_model.yaml
diff --git a/data/small_example/observed_calibration_values/births_over_time_obs_county2.csv b/data/small_example/observed_calibration_values/births_over_time_obs_county2.csv
new file mode 100644
index 0000000..3806b14
--- /dev/null
+++ b/data/small_example/observed_calibration_values/births_over_time_obs_county2.csv
@@ -0,0 +1,52 @@
+year,count
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diff --git a/data/small_example/observed_calibration_values/employment_obs_county.csv b/data/small_example/observed_calibration_values/employment_obs_county.csv
new file mode 100644
index 0000000..cf71f87
--- /dev/null
+++ b/data/small_example/observed_calibration_values/employment_obs_county.csv
@@ -0,0 +1,11 @@
+year,count
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diff --git a/data/small_example/observed_calibration_values/hsize_ct_06197001_4155.csv b/data/small_example/observed_calibration_values/hsize_ct_06197001_4155.csv
new file mode 100644
index 0000000..ac59cfb
--- /dev/null
+++ b/data/small_example/observed_calibration_values/hsize_ct_06197001_4155.csv
@@ -0,0 +1,321 @@
+year,lcm_county_id,hh_size,total_number_of_households
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+2048,06041,one,29428
+2048,06055,one,11005
+2049,06041,one,32844
+2049,06055,one,13628
+2050,06041,one,30769
+2050,06055,one,12237
+2041,06041,two,39735
+2041,06055,two,19210
+2042,06041,two,35076
+2042,06055,two,16492
+2043,06041,two,34107
+2043,06055,two,15284
+2044,06041,two,33538
+2044,06055,two,17461
+2045,06041,two,37115
+2045,06055,two,15708
+2046,06041,two,36030
+2046,06055,two,16264
+2047,06041,two,34908
+2047,06055,two,16195
+2048,06041,two,40144
+2048,06055,two,16905
+2049,06041,two,37075
+2049,06055,two,16588
+2050,06041,two,37579
+2050,06055,two,16890
+2041,06041,three,14559
+2041,06055,three,5357
+2042,06041,three,13757
+2042,06055,three,5896
+2043,06041,three,14497
+2043,06055,three,8238
+2044,06041,three,16314
+2044,06055,three,7803
+2045,06041,three,15695
+2045,06055,three,8008
+2046,06041,three,17202
+2046,06055,three,7639
+2047,06041,three,16067
+2047,06055,three,7008
+2048,06041,three,14813
+2048,06055,three,6431
+2049,06041,three,14418
+2049,06055,three,7280
+2050,06041,three,15264
+2050,06055,three,7196
+2041,06041,four or more,17973
+2041,06055,four or more,13669
+2042,06041,four or more,21515
+2042,06055,four or more,13168
+2043,06041,four or more,22348
+2043,06055,four or more,11938
+2044,06041,four or more,18622
+2044,06055,four or more,13214
+2045,06041,four or more,20744
+2045,06055,four or more,12754
+2046,06041,four or more,20088
+2046,06055,four or more,11497
+2047,06041,four or more,22962
+2047,06055,four or more,12297
+2048,06041,four or more,20569
+2048,06055,four or more,12974
+2049,06041,four or more,20961
+2049,06055,four or more,10611
+2050,06041,four or more,21288
+2050,06055,four or more,12161
diff --git a/data/sf_bay_example/observed_calibration_values/income_rates_06197001.csv b/data/small_example/observed_calibration_values/income_rates_06197001.csv
similarity index 100%
rename from data/sf_bay_example/observed_calibration_values/income_rates_06197001.csv
rename to data/small_example/observed_calibration_values/income_rates_06197001.csv
diff --git a/data/small_example/observed_calibration_values/marrital_status_over_time_obs_county.csv b/data/small_example/observed_calibration_values/marrital_status_over_time_obs_county.csv
new file mode 100644
index 0000000..816beae
--- /dev/null
+++ b/data/small_example/observed_calibration_values/marrital_status_over_time_obs_county.csv
@@ -0,0 +1,46 @@
+year,MAR,count
+2011,1,157251
+2011,2,16593
+2011,3,31066
+2011,4,6582
+2011,5,111070
+2012,1,159524
+2012,2,16391
+2012,3,31408
+2012,4,6227
+2012,5,114225
+2013,1,158552
+2013,2,16208
+2013,3,31218
+2013,4,5952
+2013,5,114345
+2014,1,165734
+2014,2,16892
+2014,3,31760
+2014,4,5820
+2014,5,118523
+2015,1,168955
+2015,2,16122
+2015,3,31777
+2015,4,5780
+2015,5,121255
+2016,1,172198
+2016,2,16171
+2016,3,30798
+2016,4,5589
+2016,5,121058
+2017,1,172742
+2017,2,16059
+2017,3,32096
+2017,4,5065
+2017,5,124116
+2018,1,171637
+2018,2,16148
+2018,3,29399
+2018,4,5232
+2018,5,122233
+2019,1,163921
+2019,2,15343
+2019,3,28831
+2019,4,4933
+2019,5,120319
diff --git a/data/small_example/observed_calibration_values/mortalities_over_time_obs_county2.csv b/data/small_example/observed_calibration_values/mortalities_over_time_obs_county2.csv
new file mode 100644
index 0000000..49d14bf
--- /dev/null
+++ b/data/small_example/observed_calibration_values/mortalities_over_time_obs_county2.csv
@@ -0,0 +1,42 @@
+year,count,
+2010,1218,
+2011,1234,
+2012,1259,
+2013,1270,
+2014,1265,
+2015,1327,
+2016,1331,
+2017,1363,
+2018,1343,
+2019,1352,
+2020,1388,
+2021,1440,
+2022,1471,
+2023,1526,
+2024,1576,
+2025,1613,
+2026,1676,
+2027,1721,
+2028,1771,
+2029,1829,
+2030,1878,
+2031,1932,
+2032,1981,
+2033,2029,
+2034,2078,
+2035,2117,
+2036,2172,
+2037,2203,
+2038,2251,
+2039,2290,
+2040,2347,
+2041,2385,
+2042,2428,
+2043,2476,
+2044,2495,
+2045,2533,
+2046,2575,
+2047,2590,
+2048,2629,
+2049,2642,
+2050,2659,
diff --git a/data/sf_bay_example/relmap_06197001.csv b/data/small_example/relmap_06197001.csv
similarity index 100%
rename from data/sf_bay_example/relmap_06197001.csv
rename to data/small_example/relmap_06197001.csv
diff --git a/data/small_example/small_example_tables.h5 b/data/small_example/small_example_tables.h5
new file mode 100644
index 0000000..9d7f5a5
Binary files /dev/null and b/data/small_example/small_example_tables.h5 differ
diff --git a/demos/config.py b/demos/config.py
index bd9e7bd..3a2b1bc 100644
--- a/demos/config.py
+++ b/demos/config.py
@@ -57,6 +57,7 @@ class KidsMovingModuleConfig(BaseModel):
     geoid_col: str
     calibration_target_share: float = 0.12
     calibration_tolerance: float = 0.001
+    max_iter: int = 100
 
 
 class AgingModuleConfig(BaseModel):
diff --git a/demos/models/kids_moving.py b/demos/models/kids_moving.py
index c0800d8..6fac404 100644
--- a/demos/models/kids_moving.py
+++ b/demos/models/kids_moving.py
@@ -147,6 +147,7 @@ def run_and_calibrate_model(persons):
         14,
     ]  # This is more `dependent` because `child` is determined by age
     target_share = module_config.calibration_target_share
+    max_iter = module_config.max_iter
 
     # Get model data
     model = mm.get_step("kids_move")
@@ -166,7 +167,10 @@ def run_and_calibrate_model(persons):
 
     print("Calibrating Kids moving model")
     calibrate_iteration = 0
-    while abs(error) > module_config.calibration_tolerance:
+    while (
+        abs(error) > module_config.calibration_tolerance
+        and calibrate_iteration < max_iter
+    ):
         print(f"{calibrate_iteration} iteration error: {error}")
         model.fitted_parameters[0] += np.log(observed_share / target_share)
 
diff --git a/docs/source/pages/advanced_configuration.md b/docs/source/pages/advanced_configuration.md
index 3d8bce1..45cffe0 100644
--- a/docs/source/pages/advanced_configuration.md
+++ b/docs/source/pages/advanced_configuration.md
@@ -46,6 +46,16 @@ momentum_weight = 0.3
 
 Due to the complexity and nuances of simultaneous calibration, the required tables of observed values (`observed_entering_workforce` and `observed_exiting_workforce`) are hard-coded, and an error will be raised if they are not loaded.
 
+**If you want to skip calibration, just delete or comment out these entries from the configuration file like this:**
+
+```toml
+# [employment_module_config.simultaneous_calibration_config]
+# tolerance = 100
+# max_iter = 2
+# learning_rate = 2
+# momentum_weight = 0.3
+```
+
 <!-- **If you instead want to use simple calibration**
 
 We need to define the following:
@@ -67,7 +77,6 @@ max_iter = 1000
 
 This will allow DEMOS to execute calibration on each of the two modules in the employment module.
 
-**If you want to skip calibration, just delete these entrances from the configuration file.**-->
 
 <!-- See the example config for more options, including output tables, calibration, and module selection. -->
 
diff --git a/docs/source/pages/default_configuration.rst b/docs/source/pages/default_configuration.rst
index 4c8516d..b9dd203 100644
--- a/docs/source/pages/default_configuration.rst
+++ b/docs/source/pages/default_configuration.rst
@@ -1,9 +1,9 @@
 Default Configuration File
 ==========================
 
-This page shows the default `demos_config.toml`
+This page shows the default `demos_config_ref.toml`
 
-.. literalinclude:: ../../../configuration/demos_config.toml
+.. literalinclude:: ../../../configuration/demos_config_ref.toml
    :language: toml
    :linenos:
-   :caption: Default configuration (`demos_config.toml`)
\ No newline at end of file
+   :caption: Default configuration (`demos_config_ref.toml`)
\ No newline at end of file
diff --git a/docs/source/pages/intro.md b/docs/source/pages/intro.md
index ce15e39..3740ca5 100644
--- a/docs/source/pages/intro.md
+++ b/docs/source/pages/intro.md
@@ -28,33 +28,26 @@ This document summarizes instructions to install, configure and run DEMOS. Secti
 ### Docker Compose (recommended)
 The latest docker image for demos is stored in `ghcr.io/NatLabRockies/demos:latest`. The input data and configuration file are fed to the container through volumes ([more info about Docker volumes](https://docs.docker.com/engine/storage/volumes/)). We provide a `docker-compose` workflow that can be used to make the process of mounting volumes easier.
 
-#### Prepare the configuration file and data folder
+#### Clone this repository
+By cloning this repository you download the configuration and data for an example run of DEMOS.
 
 Run the following command in the Terminal App (MacOS) or Command Prompt/PowerShell (Windows):
-
 ```bash
-# Create a directory where to run DEMOS from
-mkdir demos
-cd demos
-
-# Create the configuration folder and retrieve an example configuration
-mkdir configuration
-cd configuration
-curl -L -o demos_config.toml https://raw.githubusercontent.com/NatLabRockies/DEMOS/main/configuration/demos_config_sfbay.toml
-
-# Create the data folder for the output to be stored
-cd ..
-mkdir data
-# Populate the data folder
-
-# Finally, retrieve the docker-compose.yml file
-curl -L -o docker-compose.yml https://raw.githubusercontent.com/NatLabRockies/DEMOS/main/docker-compose.yml
+git clone https://github.com/NatLabRockies/DEMOS.git
+
+# Move into the project folder
+cd DEMOS
+
+# This folder contains (among other files) a data and configuration folder
+# as well as a docker-compose.yml file
 ```
 
-Now you can run docker as follows:
+Make sure you have [Docker](https://docs.docker.com/desktop/) and [Docker Compose](https://docs.docker.com/compose/install/) installed. Now you can run docker as follows:
+
 ```bash
 docker compose up
 ```
+
 > **Note:**  
 > Make sure the Docker Daemon is running. This changes from system to system but Docker Desktop should have a status flag indicating if the daemon is live, if Desktop is available