diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..c636d1c
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,8 @@
+# directories to ignore
+__pycache__
+PMMA_MCCTGA_A_01_L0
+.ipynb_checkpoints/
+
+# files to ignore
+*.png
+*.txt
diff --git a/DataSeriesToRAMP/DataSets/Sandia_DSC_Ar_50K_3.csv b/DataSeriesToRAMP/DataSets/Sandia_DSC_Ar_50K_3.csv
new file mode 100644
index 0000000..4b3c316
--- /dev/null
+++ b/DataSeriesToRAMP/DataSets/Sandia_DSC_Ar_50K_3.csv
@@ -0,0 +1,5090 @@
+Time,Temperature,Heat Flow
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diff --git a/DataSeriesToRAMP/DataSets/Sandia_TGA_Ar_10K_2.csv b/DataSeriesToRAMP/DataSets/Sandia_TGA_Ar_10K_2.csv
new file mode 100644
index 0000000..81e4564
--- /dev/null
+++ b/DataSeriesToRAMP/DataSets/Sandia_TGA_Ar_10K_2.csv
@@ -0,0 +1,5634 @@
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diff --git a/DataSeriesToRAMP/DataSets/Sandia_TGA_Ar_50K_3.csv b/DataSeriesToRAMP/DataSets/Sandia_TGA_Ar_50K_3.csv
new file mode 100644
index 0000000..4cc7553
--- /dev/null
+++ b/DataSeriesToRAMP/DataSets/Sandia_TGA_Ar_50K_3.csv
@@ -0,0 +1,5090 @@
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+1882.4616,814.244,0.02999,
+1882.5636,814.344,0.03002,
+1882.6656,814.444,0.03002,
+1882.7658,814.544,0.02993,
+1882.8642,814.644,0.02992,
+1882.9638,814.744,0.03029,
+1883.0646,814.844,0.03086,
+1883.1648,814.944,0.03111,
+1883.265,815.044,0.03104,
+1883.3658,815.144,0.03097,
+1883.466,815.244,0.03099,
+1883.5632,815.344,0.03101,
+1883.664,815.444,0.031,
+1883.7804,815.544,0.031,
+1883.91,815.644,0.031,
diff --git a/DataSeriesToRAMP/README.md b/DataSeriesToRAMP/README.md
deleted file mode 100644
index 3ee614f..0000000
--- a/DataSeriesToRAMP/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# Convert Data Series to RAMP Points
-
-Data series is interpolated to fewer points that are efficiently distributed to capture the overall behaviour. To be used for `RAMP` in FDS input files.
diff --git a/DataSeriesToRAMP/app.py b/DataSeriesToRAMP/app.py
deleted file mode 100644
index 4df76f3..0000000
--- a/DataSeriesToRAMP/app.py
+++ /dev/null
@@ -1,23 +0,0 @@
-from df_to_ramp import *
-
-PATH1 = "https://raw.githubusercontent.com/MaCFP/matl-db/master/PMMA/Calibration_Data/NIST/NIST_TGA_N2_10K_1.csv"
-PATH2 = "https://raw.githubusercontent.com/MaCFP/matl-db/master/PMMA/Calibration_Data/NIST/NIST_TGA_N2_10K_2.csv"
-PATH3 = "https://raw.githubusercontent.com/MaCFP/matl-db/master/PMMA/Calibration_Data/NIST/NIST_DSC_N2_10K_3.csv"
-PATH4 = "https://raw.githubusercontent.com/MaCFP/matl-db/master/PMMA/Calibration_Data/NIST/NIST_DSC_N2_10K_4.csv"
-PATH5 = "https://raw.githubusercontent.com/MaCFP/matl-db/master/PMMA/Calibration_Data/NIST/NIST_DSC_N2_10K_5.csv"
-
-
-[time, temp, mass, name, df] = url_to_arr(PATH3 ,head=1)
-# dfplot(time, temp, mass, name,show_plot=1, save_fig=0) #not necessary (just displays the plot)
-
-#tolerance parameter might have to be tweaked: (0.005 seems good enough)
-# for mass
-[new_time, new_data] = interpolate1(time, mass, name, unit="Mass[kg]", 
-                                    tolerance = 0.005, show_plot=1)
-
-#for temp
-#[new_time, new_data] = interpolate1(time, temp, name, unit="Temp[K]", tolerance = 0.01, show_plot=1)
-
-[size_old, size_new] = compare_data_size(time, new_time)
-create_ramp(time, new_data, filename="ramp_lines.txt", initial_tau=0, 
-            final_tau=size_new)
\ No newline at end of file
diff --git a/DataSeriesToRAMP/df_to_ramp.py b/DataSeriesToRAMP/df_to_ramp.py
deleted file mode 100644
index a167d4b..0000000
--- a/DataSeriesToRAMP/df_to_ramp.py
+++ /dev/null
@@ -1,131 +0,0 @@
-import numpy as np
-import pandas as pd
-import matplotlib.pyplot as plt
-import re
-
-def url_to_arr(PATH, head=0):
-    # PATH, head=0 {df.head()}
-    df = pd.read_csv(PATH)
-    if head:
-        print(f"\ndata set for: {disp_csv_name(PATH)}")
-        print(df.head())
-    time = df.iloc[1:,0].values.astype("float")
-    temp = df.iloc[1:,1].values.astype("float")
-    mass = df.iloc[1:,2].values.astype("float")
-    name = disp_csv_name(PATH)
-    
-    return time, temp, mass, name, df
-
-def disp_csv_name(PATH):
-    name = re.search("[^\/]+$", PATH).group()[:-4]
-    return name
-
-def dfplot(time, temp, mass, name, show_plot=1, save_fig=1):
-    plt.clf()
-    plt.scatter(time,temp, s=0.1)
-    plt.grid()
-    plt.title(f"{name},Temperature/Time")
-    plt.xlabel("Time[s]")
-    plt.ylabel("Temperature[k]")
-    plt.savefig(f"{name},timetemp.png", dpi=500,facecolor='white', transparent=False)
-    if show_plot:
-        plt.show()
-
-    plt.clf()
-    plt.scatter(time,mass, s=0.1)
-    plt.grid()
-    plt.title(f"{name},Mass/Time")
-    plt.xlabel("Time[s]")
-    plt.ylabel("Mass[mg]")
-    if save_fig:
-        plt.savefig(f"{name},masstemp.png", dpi=500,facecolor='white', transparent=False)
-    if show_plot:
-        plt.show()
-    
-
-def create_ramp(time, data, filename=None, ramp_id=None, initial_tau=0, final_tau=10):
-    if filename == None:
-        filename = "ramp_lines.txt"
-    if ramp_id == None:
-        ramp_id = "ramp_id"
-    with open(filename, "w") as f:
-        for i in range(initial_tau,final_tau):
-            f.write(f"&RAMP ID='{ramp_id}', T={time[i]:.2f}, F={data[i]/np.max(data):.2f}\n")
-
-    f.close()
-
-#### INTERPOLATION ########
-
-# select the values that differ greatly from the previous data point
-def interpolate1(time, data, name, unit="Temp[K]", tolerance = 0.3, show_plot=1, save_fig=1):
-    newdata = np.array([data[0]])
-    newtime = np.array([time[0]])
-    diff1 = data[1] - data[0]
-    for i in range(1,np.size(data)-1):
-        diff2 = data[i+1] - data[i]
-        if abs(diff1 - diff2) > tolerance:
-            newdata = np.append(newdata, data[i])
-            newtime = np.append(newtime, time[i])
-            diff1 = data[i+1] - data[i]
-
-
-    newtime = np.append(newtime, time[-1])
-    newdata = np.append(newdata, data[-1])
-    
-    if show_plot:
-        disp_plot(time, data, newtime, newdata, name, unit, tolerance, save_fig, type=1)
-    return newtime, newdata
-
-# not a good approach!    
-def interpolate2(time, data, name, unit="Temp[K]", step=50, show_plot=1, save_fig=1):
-    newdata = np.array([])
-    newtime = np.array([])
-    for i in range(0,np.size(time),step):
-        newdata = np.append(newdata, np.mean(data[i:i+step]))
-        newtime = np.append(newtime, time[i])
-    
-    if show_plot:
-        disp_plot(time, data, newtime, newdata, name, unit, step, save_fig, type=2)
-    
-    return newtime, newdata
-
- 
-def disp_plot(time, data, newtime, newdata, name, unit, param_unit, save_fig, type):
-    plt.clf()
-    plt.plot(time,data, label="real")
-    plt.plot(newtime,newdata, "k*--", label="interpolated")
-    plt.grid()
-    if (type == 1):
-        param = "tol"
-    elif (type == 2):
-        param = "rng"
-    plt.title(f"Comparing {name} with Interpolation-{type} [{param}:{param_unit}] with {np.size(newdata)} points")
-    plt.xlabel("Time[s]")
-    plt.ylabel(f"{unit}")
-    plt.legend()
-    if save_fig:
-        plt.savefig(f"interpolated{type}_{unit}_{name}.png", dpi=500,facecolor='white', transparent=False)
-    plt.show()
- 
-   
-def compare_data_size(data_original, data_modified):
-    size_old = np.size(data_original)
-    size_new = np.size(data_modified)
-    print()
-    print(f"size of original data set: {size_old}")
-    print(f"size of modified data set: {size_new}")
-    
-    return size_old, size_new
-    
-if (__name__ == "__main__"):
-    PATH1 = "https://raw.githubusercontent.com/MaCFP/matl-db/master/PMMA/Calibration_Data/NIST/NIST_DSC_N2_10K_3.csv"
-    [time, temp, mass, name, df] = url_to_arr(PATH1 ,head=1)
-    dfplot(time, temp, mass, name,show_plot=0)
-    
-    [new_time1, new_data1] = interpolate1(time, mass, name, unit="Mass[kg]", tolerance = 0.005, show_plot=1)
-    [new_time2, new_data2] = interpolate2(time, mass, name, unit="Mass[kg]", step = 10, show_plot=1)
-    
-    [size_old, size_new1] = compare_data_size(time, new_time1)
-    [size_old, size_new2] = compare_data_size(time, new_time2)
-    
-    create_ramp(time, new_data1, filename="ramp_lines1.txt", initial_tau=0, final_tau=size_new1)
diff --git a/DataSeriesToRAMP/directory_func.py b/DataSeriesToRAMP/directory_func.py
new file mode 100644
index 0000000..077af99
--- /dev/null
+++ b/DataSeriesToRAMP/directory_func.py
@@ -0,0 +1,20 @@
+import os
+
+def make_results_dir(directory_name):
+    if os.path.exists(directory_name) and os.path.isdir(directory_name):
+        print("Directory Exists, no new folder created")
+    else:
+        # error if not permitted
+        try:
+            print(f"Making directory:{directory_name}")
+            os.mkdir(directory_name)
+        except OSError as e:
+            print(f"directory exists: {e}")
+
+
+if (__name__ == "__main__"):
+    path = os.getcwd()
+    name = "unnamed_dir"
+    print(f"current: {path}")
+
+    make_results_dir(name)
\ No newline at end of file
diff --git a/DataSeriesToRAMP/funcs_1.py b/DataSeriesToRAMP/funcs_1.py
new file mode 100644
index 0000000..bb97f30
--- /dev/null
+++ b/DataSeriesToRAMP/funcs_1.py
@@ -0,0 +1,179 @@
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+
+def extract_data(PATH):
+    """
+    [data, labels, filename, df] = extract_data(PATH)
+
+    """
+    name = PATH.split("/")[-1][:-4]
+    df = pd.read_csv(PATH)
+    
+    data = {}
+    for i in range(len(df.columns)-1):
+        # labels[df.columns[i]] = df.iloc[0,i]
+        data[df.columns[i]] = df.iloc[:,i].values
+
+    return data, name, df
+
+def values_by_index(data, index):
+        col_name = list(data.keys())
+        # print(col_name)
+        return data[col_name[index]][1:].astype(float)
+
+def labels_by_index(data, index):
+        col_name = list(data.keys())
+
+        return col_name[index], data[col_name[index]][0]
+
+def interpolate1(time, data, tolerance = 0.3):
+    newdata = np.array([data[0]])
+    newtime = np.array([time[0]])
+    diff1 = data[1] - data[0]
+    for i in range(1,np.size(data)-1):
+        diff2 = data[i+1] - data[i]
+        if abs(diff1 - diff2) > tolerance:
+            newdata = np.append(newdata, data[i])
+            newtime = np.append(newtime, time[i])
+            diff1 = data[i+1] - data[i]
+
+    newtime = np.append(newtime, time[-1])
+    newdata = np.append(newdata, data[-1])
+
+    return newtime, newdata
+
+
+    # not a good approach!    
+def interpolate2(time, data, step=50):
+    newdata = np.array([data[0]])
+    newtime = np.array([time[0]])
+    for i in range(1,np.size(data),step):
+        newdata = np.append(newdata, np.mean(data[i:i+step]))
+        newtime = np.append(newtime, time[i])
+         
+    return newtime, newdata
+
+def avg_diff(time, data, st = 2, tol = 0.005):
+    # first avg then diff
+    [new_time1, new_data1] = interpolate2(time, data, step = st)
+    [new_time, new_data] = interpolate1(new_time1, new_data1, tolerance = tol)
+                                    
+    return new_time, new_data
+    
+#### Create Ramp ####
+def create_ramp(time, data, csvname="", name="ramplines.txt", ramp_id="ramp_id", initial_tau=0, final_tau=10):
+    fileloc = f"{csvname}/{name}"
+
+    with open(fileloc, "w") as f:
+        for i in range(initial_tau,final_tau):
+            f.write(f"&RAMP ID='{ramp_id}', T={time[i]:.2f}, F={data[i]/np.max(data):.2f} /\n")
+
+    f.close()
+
+#### Post #####
+
+def compare_data_size(data_original, data_modified):
+    size_old = np.size(data_original)
+    size_new = np.size(data_modified)
+    print()
+    print(f"size of original data set: {size_old}")
+    print(f"size of modified data set: {size_new}")
+
+
+def disp_plot(orgtime, orgdata, newtime, newdata, data, name): 
+    # plt.clf()
+    plt.scatter(orgtime,orgdata, label="real",s=1)
+    plt.plot(newtime,newdata, "k*--", label="interpolated")
+    
+    plt.grid()
+    [x_name, x_dim] = labels_by_index(data, 0)
+    [y_name, y_dim] = labels_by_index(data, 1)
+    plt.title(f"{name} | {np.size(newdata)} points")
+    plt.xlabel(f"{x_name} {x_dim}")
+    plt.ylabel(f"{y_name} {y_dim}")
+    plt.tight_layout()
+    plt.legend()
+
+
+def save_plot(name):
+    plt.savefig(name, dpi=500,facecolor='white', transparent=False)
+
+
+
+def divide_data1(time, data, division_line, overlap):
+    """
+    [time1, tim2, heating_rate1, heating_rate2] = divide_data1(data, division_line, overlap)
+    """
+    # division_line = 2.5 ## 2.5 Sandia ## 3 NIST
+    # overlap = 2
+
+    div = np.max(np.where(time/60 <= division_line))
+    data1 = data[:div+overlap]
+    data2 = data[div-overlap:]
+
+    time1 = time[:div+overlap]
+    time2 = time[div-overlap:]
+
+    return time1, time2, data1, data2
+
+
+def division1(time, data, division_line, overlap):
+    # print(division_line)
+    num_divs = len(division_line)
+    if division_line[0] == 0:
+        divs = np.zeros(num_divs+1)
+    else:
+        divs = np.zeros(num_divs+2)
+        for i in range(len(divs)-2):
+            # print(np.max(np.where(time/60<=division_line[i])))
+            divs[i+1] = np.max(np.where(time/60<=division_line[i]))
+    
+    num_divs = len(divs)
+    divs[num_divs-1] = len(time)-1
+    divs = divs.astype(int)
+    # print(divs)
+    
+    parts = len(divs)-1
+    time_d = {}
+    data_d = {}
+    for i in range(parts):
+        left_end = 1
+        right_end = 1
+        if (i == 0):
+            left_end = 0
+        elif(i+1 == parts):
+            right_end = 0
+            
+        overlap_left = overlap*left_end
+        overlap_right= overlap*right_end
+        time_d[i] = time[divs[i]-overlap_left:divs[i+1]+overlap_right]
+        data_d[i] = data[divs[i]-overlap_left:divs[i+1]+overlap_right]
+        
+    return time_d, data_d
+
+def combine_parts(time_d, data_d,division_line,overlap):
+    new_time = np.array([])
+    new_data = np.array([])
+    if division_line[0] == 0:
+        parts = 1
+    else:
+        parts = len(division_line) + 1
+
+    for i in range(parts-1):
+        left_end =1 
+        right_end=1
+        if i == 0:
+            left_end = 0
+        elif i+1 == parts:
+            right_end = 0
+
+        l_cut = overlap*left_end
+        r_cut = overlap*right_end
+        new_time = np.append(new_time, time_d[i][l_cut:-r_cut])
+        new_data = np.append(new_data, data_d[i][l_cut:-r_cut])
+
+    new_time = np.append(new_time, time_d[parts-1][overlap:])
+    new_data = np.append(new_data, data_d[parts-1][overlap:])
+    
+    return new_time, new_data
\ No newline at end of file
diff --git a/DataSeriesToRAMP/main.py b/DataSeriesToRAMP/main.py
new file mode 100644
index 0000000..5b4e6fe
--- /dev/null
+++ b/DataSeriesToRAMP/main.py
@@ -0,0 +1,82 @@
+from funcs_1 import *
+from directory_func import *
+
+# USER INPUT
+
+PATH = "DataSets/Sandia_TGA_Ar_50K_3.csv" 
+
+division_line = [138,480]             # float divison location (seconds) # 2.3, 8 in minutes
+overlap = 2                                     # int overlap size (indices on each end) # 2
+tolerance = [0.15,0.33,0.29]         # float (size= len(division_line)+1) # 0.15, 0.33, 0.29
+step = [3,22,20]                          # int (size= len(division_line)+1) # 3, 22, 20
+plotname = f"{len(division_line)}div"           # plotname
+
+## For no divisions ## 
+# division_line = [0]             # float divison location (seconds) # 2.3, 8
+# tolerance = [0.05]      # float (size= len(division_line)+1) # 0.15, 0.33, 0.29
+# step = [30]                    # int (size= len(division_line)+1) # 3, 22,
+# plotname = "0div"
+
+
+################################################
+if division_line[0] == 0: 
+    overlap = 0 
+
+division_line = np.array(division_line)/60
+
+[data, csvname, df] = extract_data(PATH)
+# make a separate directory for results with name f"{csvname}"
+make_results_dir(csvname)
+
+
+time = values_by_index(data, 0)
+temp = values_by_index(data, 1)
+
+heating_rate = np.gradient(temp,time/60)
+time = (time - time[0])
+
+
+[time_d, data_d] = division1(time, heating_rate, division_line, overlap=overlap) 
+
+new_time_d = {}
+new_data_d = {}
+if len(time_d) > 1:
+    for i in range(len(division_line)+1):
+        [new_time_d[i], new_data_d[i]] = avg_diff(time_d[i], data_d[i], st=step[i], tol=tolerance[i])
+        disp_plot(time_d[i], data_d[i], new_time_d[i], new_data_d[i], data, name=f"{csvname}")
+        plt.show()
+        compare_data_size(time_d[i], new_time_d[i])    
+
+else:
+    i = 0
+    [new_time_d[i], new_data_d[i]] = avg_diff(time_d[i], data_d[i], st=step[i], tol=tolerance[i])
+    # disp_plot(time_d[i], data_d[i], new_time_d[i], new_data_d[i], data, name=f"{csvname}")
+    # plt.show()
+    compare_data_size(time_d[i], new_time_d[i])    
+
+print("\n::Combining Part(s)::")
+[new_time, new_data] = combine_parts(new_time_d, new_data_d,division_line,overlap)
+plt.clf()
+disp_plot(time, heating_rate, new_time, new_data, data, name=f"{csvname}")
+compare_data_size(time, new_time)
+if division_line[0] != 0:
+    for i in range(len(division_line)):
+        plt.plot(np.ones(2)*division_line[i]*60,[0,np.max(heating_rate)],"--", color="#d0312d")
+save_plot(f"{csvname}/{csvname}_{plotname}")
+plt.show()
+
+
+# create ramp file
+create_ramp(new_time, new_data, csvname, name=f"ramplines_{plotname}.txt", initial_tau=0, final_tau=len(new_data))
+
+print("inputlog")
+f = open(f"{csvname}/inputlog_{csvname}.txt","a")
+f.write(f"""
+# path                  :: {PATH}
+# plotname              :: {plotname}    
+# division_lines        :: {division_line} 
+# overlap_size          :: {overlap}          
+# tolerance(s)          :: {tolerance}         
+# avg_range_sizes(s)    :: {step}              
+""")
+f.close()
\ No newline at end of file
diff --git a/README.md b/README.md
index d7fc586..33a98c1 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,65 @@
+
 # SmallFireThings
+
 Collection of small(-ish) scripts that might be interesting for others and have no place to stay (yet). Maybe also for collecting ideas that can be spun off into their own packages in the future.
+
+  
+
+## DataSeries_to_RAMP
+
+The main purpose of this program is to
+- approximate the .csv files with experimental data
+  - the approximation should be able to recreate the experimental data with 'few' data points
+- use the approximated data points to create RAMP lines for FDS input file.
+
+### Outputs
+  - Plot comparing the original dataset with the approximated dataset.
+    - The title contains the name of the dataset with the resulting number of data points
+    - The plot also shows the location(s) where the dataset was 'divided'
+
+### Approximation
+
+The approximation is done using two methods
+
+1) The data is averaged to 'smooth' out the points and prevent jaggedness in the data. The user can select the `step` size i.e. range of values to average.
+
+2) The difference between the corresponding values at i and i+1 is calculated, and based on a user-defined `tolerance` value, it is decided whether the index should be ignored or not.
+
+  
+
+### Dividing the Dataset
+
+- The two methods can be applied on the entire dataset or the user can also divide up the dataset using `division_lines`.
+
+- Now each part of the data set can be approximated using different `step` and `tolerance` values.
+
+- Additionally, the user can also choose how many points can overlap between each part using `overlap`
+
+## Instructions  
+Following are the inputs that need to adjusted by the user based on the dataset.  
+### User Inputs
+
+`PATH`: location of the dataset  
+`division_line`:  takes in the time (in seconds) as the location where the data is divided  
+`overlap` : number of points shared between each divided part  
+`tolerance` : how much difference to be accepted between data[i] and data[i+1] (different value for each divided part)  
+`step`: range of points to be taken for averaging (different value for each divided part)  
+`plotname` = suffix of the generated plot  
+Below is an example of how the inputs are used:  
+
+Below are examples of how these inputs are used for different cases:  
+#### For multiple divisions:  
+`PATH` = "DataSets/Sandia_TGA_Ar_50K_3.csv"   
+`division_line` = [138.0,480.0]   
+`overlap` = 2   
+`tolerance` = [0.15,0.33,0.29]  
+`step` = [3,22,20]  
+`plotname` = f"{len(division_line)}div"  
+  
+#### For no (or zero) divisions:
+`PATH` = "DataSets/Sandia_TGA_Ar_50K_3.csv"  
+`division_line` = [0]  
+`tolerance` = [0.05]  
+`step` = [30]  
+`plotname` =  "0div"   
+