diff --git a/MuPoMo_bootstrap/Histogram of theta1.pdf b/MuPoMo_bootstrap/Histogram of theta1.pdf
deleted file mode 100644
index 219f24b..0000000
Binary files a/MuPoMo_bootstrap/Histogram of theta1.pdf and /dev/null differ
diff --git a/MuPoMo_bootstrap/Histogram of theta1.png b/MuPoMo_bootstrap/Histogram of theta1.png
new file mode 100644
index 0000000..24c733b
Binary files /dev/null and b/MuPoMo_bootstrap/Histogram of theta1.png differ
diff --git a/MuPoMo_bootstrap/Metainfo.txt b/MuPoMo_bootstrap/Metainfo.txt
index e888743..42fb734 100644
--- a/MuPoMo_bootstrap/Metainfo.txt
+++ b/MuPoMo_bootstrap/Metainfo.txt
@@ -2,14 +2,13 @@ Name of QuantLet : MuPoMo_bootstrap
Published in : MuPoMo
-Description : ‘Forecasts mortality rates based on a semi-parametric approach, and bootstraps time series with innovation to compute
- the prediction intervals. Uses random two countries to demonstrate.’
+Description : 'Forecasts mortality rates based on a semi-parametric approach, and bootstraps time series with innovation to compute the prediction intervals. Uses random two countries to demonstrate.'
-Keywords : ‘time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method,
- bootstrap’
+Keywords : 'time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method,
+ bootstrap'
-See also : ‘MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
- MuPoMo_referencecurve, MuPoMo_main_twopop, MuPoMo_main_multipop’
+See also : 'MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+ MuPoMo_referencecurve, MuPoMo_main_twopop, MuPoMo_main_multipop'
Author : Lei Fang
diff --git a/MuPoMo_bootstrap/Prediction intervals at different levels.pdf b/MuPoMo_bootstrap/Prediction intervals at different levels.pdf
deleted file mode 100644
index 1758004..0000000
Binary files a/MuPoMo_bootstrap/Prediction intervals at different levels.pdf and /dev/null differ
diff --git a/MuPoMo_bootstrap/Prediction intervals at different levels.png b/MuPoMo_bootstrap/Prediction intervals at different levels.png
new file mode 100644
index 0000000..5708b3b
Binary files /dev/null and b/MuPoMo_bootstrap/Prediction intervals at different levels.png differ
diff --git a/MuPoMo_bootstrap/README.md b/MuPoMo_bootstrap/README.md
new file mode 100644
index 0000000..fcf400a
--- /dev/null
+++ b/MuPoMo_bootstrap/README.md
@@ -0,0 +1,34 @@
+
+
+```
+Name of QuantLet: MuPoMo_bootstrap
+
+Published in: MuPoMo
+
+Description: Forecasts mortality rates based on a semi-parametric approach, and bootstraps time series with innovation to compute the prediction intervals. Uses random two countries to demonstrate.
+
+Keywords: time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method,
+
+See also: MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+
+Author: Lei Fang
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+Example:
+- Prediction intervals at different levels
+- Histogram of theta1
+
+```
+
+

+
+
+
+

+
+
diff --git a/MuPoMo_data/Metainfo.txt b/MuPoMo_data/Metainfo.txt
index 0b6efd1..c9e4bdb 100644
--- a/MuPoMo_data/Metainfo.txt
+++ b/MuPoMo_data/Metainfo.txt
@@ -3,12 +3,12 @@ Name of QuantLet : MuPoMo_data
Published in : MuPoMo
Description : 'Reads data from Human Mortality Database and calculate kt, and will be called
- in MuPoMo_main_twopop and MuPoMo_main_multipop.’
+ in MuPoMo_main_twopop and MuPoMo_main_multipop.'
-Keywords : ‘time series, demography, mortality, Lee-Carter method, population, Human Mortality Database’
+Keywords : 'time series, demography, mortality, Lee-Carter method, population, Human Mortality Database'
-See also : ‘MuPoMo_optimization, MuPoMo_normalization, MuPoMo_referencecurve,
- MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap’
+See also : 'MuPoMo_optimization, MuPoMo_normalization, MuPoMo_referencecurve,
+ MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap'
Author : Lei Fang
diff --git a/MuPoMo_data/README.md b/MuPoMo_data/README.md
new file mode 100644
index 0000000..625e515
--- /dev/null
+++ b/MuPoMo_data/README.md
@@ -0,0 +1,22 @@
+
+
+```
+Name of QuantLet: MuPoMo_data
+
+Published in: MuPoMo
+
+Description: Reads data from Human Mortality Database and calculate kt, and will be called
+
+Keywords: time series, demography, mortality, Lee-Carter method, population, Human Mortality Database
+
+See also: MuPoMo_optimization, MuPoMo_normalization, MuPoMo_referencecurve,
+
+Author: Lei Fang
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+```
diff --git a/MuPoMo_main_multipop/Metainfo.txt b/MuPoMo_main_multipop/Metainfo.txt
index 6b94f6d..d282fce 100644
--- a/MuPoMo_main_multipop/Metainfo.txt
+++ b/MuPoMo_main_multipop/Metainfo.txt
@@ -3,12 +3,12 @@ Name of QuantLet : MuPoMo_main_multipop
Published in : MuPoMo
Description : 'Estimates and forecasts mortality rates based on a semi-parametric approach, which applies parametric modelling for
- multiple nonparametric smoothed curves with the shape-related nonlinear variation.’
+ multiple nonparametric smoothed curves with the shape-related nonlinear variation.'
-Keywords : ‘time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method’
+Keywords : 'time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method'
-See also : ‘MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
- MuPoMo_referencecurve, MuPoMo_main_twopop, MuPoMo_bootstrap’
+See also : 'MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+ MuPoMo_referencecurve, MuPoMo_main_twopop, MuPoMo_bootstrap'
Author : Lei Fang
diff --git a/MuPoMo_main_multipop/Multi-Population model with German data.pdf b/MuPoMo_main_multipop/Multi-Population model with German data.pdf
deleted file mode 100644
index 8e3fdb2..0000000
Binary files a/MuPoMo_main_multipop/Multi-Population model with German data.pdf and /dev/null differ
diff --git a/MuPoMo_main_multipop/Multi-Population model with German data.png b/MuPoMo_main_multipop/Multi-Population model with German data.png
new file mode 100644
index 0000000..06b20bb
Binary files /dev/null and b/MuPoMo_main_multipop/Multi-Population model with German data.png differ
diff --git a/MuPoMo_main_multipop/Multi-Population model with Japanese data.pdf b/MuPoMo_main_multipop/Multi-Population model with Japanese data.pdf
deleted file mode 100644
index de4bafe..0000000
Binary files a/MuPoMo_main_multipop/Multi-Population model with Japanese data.pdf and /dev/null differ
diff --git a/MuPoMo_main_multipop/Multi-Population model with Japanese data.png b/MuPoMo_main_multipop/Multi-Population model with Japanese data.png
new file mode 100644
index 0000000..fb4cd42
Binary files /dev/null and b/MuPoMo_main_multipop/Multi-Population model with Japanese data.png differ
diff --git a/MuPoMo_main_multipop/README.md b/MuPoMo_main_multipop/README.md
new file mode 100644
index 0000000..80bb453
--- /dev/null
+++ b/MuPoMo_main_multipop/README.md
@@ -0,0 +1,34 @@
+
+
+```
+Name of QuantLet: MuPoMo_main_multipop
+
+Published in: MuPoMo
+
+Description: Estimates and forecasts mortality rates based on a semi-parametric approach, which applies parametric modelling for
+
+Keywords: time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method
+
+See also: MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+
+Author: Lei Fang
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+Example:
+- Multi-Population model with German data
+- Multi-Population model with Japanese data
+
+```
+
+

+
+
+
+

+
+
diff --git a/MuPoMo_main_twopop/Contour plot of theta2 and theta4.pdf b/MuPoMo_main_twopop/Contour plot of theta2 and theta4.pdf
deleted file mode 100644
index 6afd5a7..0000000
Binary files a/MuPoMo_main_twopop/Contour plot of theta2 and theta4.pdf and /dev/null differ
diff --git a/MuPoMo_main_twopop/Contour plot of theta2 and theta4.png b/MuPoMo_main_twopop/Contour plot of theta2 and theta4.png
new file mode 100644
index 0000000..9f7faec
Binary files /dev/null and b/MuPoMo_main_twopop/Contour plot of theta2 and theta4.png differ
diff --git a/MuPoMo_main_twopop/Loss function of theta2.pdf b/MuPoMo_main_twopop/Loss function of theta2.pdf
deleted file mode 100644
index e4b18e0..0000000
Binary files a/MuPoMo_main_twopop/Loss function of theta2.pdf and /dev/null differ
diff --git a/MuPoMo_main_twopop/Loss function of theta2.png b/MuPoMo_main_twopop/Loss function of theta2.png
new file mode 100644
index 0000000..9ab2589
Binary files /dev/null and b/MuPoMo_main_twopop/Loss function of theta2.png differ
diff --git a/MuPoMo_main_twopop/Metainfo.txt b/MuPoMo_main_twopop/Metainfo.txt
index 09b2ce3..8a599d9 100644
--- a/MuPoMo_main_twopop/Metainfo.txt
+++ b/MuPoMo_main_twopop/Metainfo.txt
@@ -4,13 +4,13 @@ Published in : MuPoMo
Description : 'Estimates and forecasts mortality rates based on a semi-parametric approach, which applies parametric modelling for
multiple nonparametric curves with the shape-related nonlinear variation. Uses random two countries to demonstrate
- two-country case.’
+ two-country case.'
-Keywords : ‘time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method,
- contour’
+Keywords : 'time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method,
+ contour'
-See also : ‘MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
- MuPoMo_referencecurve, MuPoMo_main_multipop, MuPoMo_bootstrap’
+See also : 'MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+ MuPoMo_referencecurve, MuPoMo_main_multipop, MuPoMo_bootstrap'
Author : Lei Fang
diff --git a/MuPoMo_main_twopop/Model fit and forecast.pdf b/MuPoMo_main_twopop/Model fit and forecast.pdf
deleted file mode 100644
index a7ac9f9..0000000
Binary files a/MuPoMo_main_twopop/Model fit and forecast.pdf and /dev/null differ
diff --git a/MuPoMo_main_twopop/Model fit and forecast.png b/MuPoMo_main_twopop/Model fit and forecast.png
new file mode 100644
index 0000000..9a1c4ef
Binary files /dev/null and b/MuPoMo_main_twopop/Model fit and forecast.png differ
diff --git a/MuPoMo_main_twopop/README.md b/MuPoMo_main_twopop/README.md
new file mode 100644
index 0000000..2ace6bf
--- /dev/null
+++ b/MuPoMo_main_twopop/README.md
@@ -0,0 +1,49 @@
+
+
+```
+Name of QuantLet: MuPoMo_main_twopop
+
+Published in: MuPoMo
+
+Description: Estimates and forecasts mortality rates based on a semi-parametric approach, which applies parametric modelling for
+
+Keywords: time series, demography, mortality, population, nonparametric smoothing, parametric modelling, Lee-Carter method,
+
+See also: MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+
+Author: Lei Fang
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+Example:
+- Time shift at different levels
+- Loss function of theta2
+- Loss surface 3D
+- Contour plot of theta2 and theta4
+- Model fit and forecast
+
+```
+
+

+
+
+
+

+
+
+
+

+
+
+
+

+
+
+
+

+
+
diff --git a/MuPoMo_main_twopop/Time shift at different levels.pdf b/MuPoMo_main_twopop/Time shift at different levels.pdf
deleted file mode 100644
index 0e40101..0000000
Binary files a/MuPoMo_main_twopop/Time shift at different levels.pdf and /dev/null differ
diff --git a/MuPoMo_main_twopop/Time shift at different levels.png b/MuPoMo_main_twopop/Time shift at different levels.png
new file mode 100644
index 0000000..8da33be
Binary files /dev/null and b/MuPoMo_main_twopop/Time shift at different levels.png differ
diff --git a/MuPoMo_normalization/Metainfo.txt b/MuPoMo_normalization/Metainfo.txt
index 6b7884e..5f8975c 100644
--- a/MuPoMo_normalization/Metainfo.txt
+++ b/MuPoMo_normalization/Metainfo.txt
@@ -3,12 +3,12 @@ Name of QuantLet : MuPoMo_normalization
Published in : MuPoMo
Description : 'Normalizes optimal shape variation parameters theta estimated from MuPoMo_optimization, and will be
- called in MuPoMo_main_multipop.’
+ called in MuPoMo_main_multipop.'
-Keywords : ‘time series, demography, mortality, population, normalization’
+Keywords : 'time series, demography, mortality, population, normalization'
-See also : ‘MuPoMo_data, MuPoMo_optimization, MuPoMo_referencecurve,
- MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap’
+See also : 'MuPoMo_data, MuPoMo_optimization, MuPoMo_referencecurve,
+ MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap'
Author : Lei Fang
diff --git a/MuPoMo_normalization/README.md b/MuPoMo_normalization/README.md
new file mode 100644
index 0000000..2517f17
--- /dev/null
+++ b/MuPoMo_normalization/README.md
@@ -0,0 +1,22 @@
+
+
+```
+Name of QuantLet: MuPoMo_normalization
+
+Published in: MuPoMo
+
+Description: Normalizes optimal shape variation parameters theta estimated from MuPoMo_optimization, and will be
+
+Keywords: time series, demography, mortality, population, normalization
+
+See also: MuPoMo_data, MuPoMo_optimization, MuPoMo_referencecurve,
+
+Author: Lei Fang
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+```
diff --git a/MuPoMo_optimization/Metainfo.txt b/MuPoMo_optimization/Metainfo.txt
index 3586057..39d4310 100644
--- a/MuPoMo_optimization/Metainfo.txt
+++ b/MuPoMo_optimization/Metainfo.txt
@@ -3,12 +3,12 @@ Name of QuantLet : MuPoMo_optimization
Published in : MuPoMo
Description : 'Optimizes shape variation parameters theta based on kt and reference curve
- to update new kt, and will be called in MuPoMo_main_twopop and MuPoMo_main_multipop.’
+ to update new kt, and will be called in MuPoMo_main_twopop and MuPoMo_main_multipop.'
-Keywords : ‘time series, demography, mortality, population, nonlinear, optimization, non parametric smoothing’
+Keywords : 'time series, demography, mortality, population, nonlinear, optimization, non parametric smoothing'
-See also : ‘MuPoMo_data, MuPoMo_normalization, MuPoMo_referencecurve,
- MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap’
+See also : 'MuPoMo_data, MuPoMo_normalization, MuPoMo_referencecurve,
+ MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap'
Author : Lei Fang, Juhyun Park
diff --git a/MuPoMo_optimization/README.md b/MuPoMo_optimization/README.md
new file mode 100644
index 0000000..c8e1105
--- /dev/null
+++ b/MuPoMo_optimization/README.md
@@ -0,0 +1,22 @@
+
+
+```
+Name of QuantLet: MuPoMo_optimization
+
+Published in: MuPoMo
+
+Description: Optimizes shape variation parameters theta based on kt and reference curve
+
+Keywords: time series, demography, mortality, population, nonlinear, optimization, non parametric smoothing
+
+See also: MuPoMo_data, MuPoMo_normalization, MuPoMo_referencecurve,
+
+Author: Lei Fang, Juhyun Park
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+```
diff --git a/MuPoMo_referencecurve/Metainfo.txt b/MuPoMo_referencecurve/Metainfo.txt
index 3900ea6..73c8655 100644
--- a/MuPoMo_referencecurve/Metainfo.txt
+++ b/MuPoMo_referencecurve/Metainfo.txt
@@ -3,12 +3,12 @@ Name of QuantLet : MuPoMo_referencecurve
Published in : MuPoMo
Description : 'Regenerates reference curve (common trend) based on normalized optimal theta parameters and smoothed original kt,
- and will be called in MuPoMo_main_multipop.’
+ and will be called in MuPoMo_main_multipop.'
-Keywords : ‘time series, demography, mortality, population, normalization’
+Keywords : 'time series, demography, mortality, population, normalization'
-See also : ‘MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
- MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap’
+See also : 'MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+ MuPoMo_main_twopop, MuPoMo_main_multipop, MuPoMo_bootstrap'
Author : Lei Fang
diff --git a/MuPoMo_referencecurve/README.md b/MuPoMo_referencecurve/README.md
new file mode 100644
index 0000000..2665e22
--- /dev/null
+++ b/MuPoMo_referencecurve/README.md
@@ -0,0 +1,22 @@
+
+
+```
+Name of QuantLet: MuPoMo_referencecurve
+
+Published in: MuPoMo
+
+Description: Regenerates reference curve (common trend) based on normalized optimal theta parameters and smoothed original kt,
+
+Keywords: time series, demography, mortality, population, normalization
+
+See also: MuPoMo_data, MuPoMo_optimization, MuPoMo_normalization,
+
+Author: Lei Fang
+
+Submitted: Mon, June 13 2016 by Lei Fang
+
+```
diff --git a/yamldebugger_results.md b/yamldebugger_results.md
new file mode 100644
index 0000000..74227d4
--- /dev/null
+++ b/yamldebugger_results.md
@@ -0,0 +1,9 @@
+|Q-Quali |Q folders |Q Names |Descriptions stats |Keywords stats |Meta Info data fields |Bad file names |
+|:-------|:---------------------|:---------------------|:----------------------------|:------------------------|:-----------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+|C |MuPoMo_bootstrap |MuPoMo_bootstrap |26 word(s), 156 Character(s) |8: 4 (standard), 4 (new) |q, p, a, d, k, e, s, sa |bad Q file names!: Histogram of theta1.png, Prediction intervals at different levels.png |
+|A |MuPoMo_data |MuPoMo_data |21 word(s), 103 Character(s) |6: 3 (standard), 3 (new) |q, p, a, d, k, s, sa | |
+|C |MuPoMo_main_multipop |MuPoMo_main_multipop |26 word(s), 171 Character(s) |7: 3 (standard), 4 (new) |q, p, a, d, k, e, s, sa |bad Q file names!: Multi-Population model with German data.png, Multi-Population model with Japanese data.png |
+|C |MuPoMo_main_twopop |MuPoMo_main_twopop |34 word(s), 212 Character(s) |8: 4 (standard), 4 (new) |q, p, a, d, k, e, s, sa |bad Q file names!: Contour plot of theta2 and theta4.png, Loss function of theta2.png, Loss surface 3D.png, Model fit and forecast.png, Time shift at different levels.png |
+|A |MuPoMo_normalization |MuPoMo_normalization |18 word(s), 112 Character(s) |5: 4 (standard), 1 (new) |q, p, a, d, k, s, sa | |
+|A |MuPoMo_optimization |MuPoMo_optimization |27 word(s), 131 Character(s) |7: 4 (standard), 3 (new) |q, p, a, d, k, s, sa | |
+|A |MuPoMo_referencecurve |MuPoMo_referencecurve |23 word(s), 131 Character(s) |5: 4 (standard), 1 (new) |q, p, a, d, k, s, sa | |