diff --git a/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist.png b/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist.png
index 5dbe3eda8bd80ed7cfc3b5004a1a50b549b90512..8fb172839da4fe93abbd5629e118cc6450043422 100644
Binary files a/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist.png and b/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist.png differ
diff --git a/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist2.png b/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist2.png
deleted file mode 100644
index a0701794d81353c84bf80d17d2de4bd6b08569b0..0000000000000000000000000000000000000000
Binary files a/cosmere/plots/fanfic_overview/fanfic_kudo_freq_dist2.png and /dev/null differ
diff --git a/cosmere/plots/fanfic_overview/fanfic_kudo_new_dist.csv b/cosmere/plots/fanfic_overview/fanfic_kudo_new_dist.csv
deleted file mode 100644
index 6d0de452f1d9693a23bccdd39d4d3507bb3d5aaf..0000000000000000000000000000000000000000
--- a/cosmere/plots/fanfic_overview/fanfic_kudo_new_dist.csv
+++ /dev/null
@@ -1,241 +0,0 @@
-,0
-1.0,0.019
-2.0,0.024
-3.0,0.019
-4.0,0.032
-5.0,0.02
-6.0,0.02
-7.0,0.025
-8.0,0.016
-9.0,0.02
-10.0,0.023
-11.0,0.02
-12.0,0.014
-13.0,0.019
-14.0,0.023
-15.0,0.015
-16.0,0.013
-17.0,0.012
-18.0,0.016
-19.0,0.013
-20.0,0.015
-21.0,0.015
-22.0,0.013
-23.0,0.012
-24.0,0.015
-25.0,0.016
-26.0,0.016
-27.0,0.009
-28.0,0.01
-29.0,0.016
-30.0,0.011
-31.0,0.012
-32.0,0.011
-33.0,0.012
-34.0,0.011
-35.0,0.008
-36.0,0.008
-37.0,0.008
-38.0,0.01
-39.0,0.006
-40.0,0.006
-41.0,0.005
-42.0,0.009
-43.0,0.008
-44.0,0.008
-45.0,0.008
-46.0,0.008
-47.0,0.006
-48.0,0.006
-49.0,0.005
-50.0,0.002
-51.0,0.009
-52.0,0.004
-53.0,0.007
-54.0,0.009
-55.0,0.004
-56.0,0.004
-57.0,0.006
-58.0,0.008
-59.0,0.006
-60.0,0.007
-61.0,0.006
-62.0,0.007
-63.0,0.008
-64.0,0.005
-65.0,0.003
-66.0,0.003
-67.0,0.006
-68.0,0.005
-69.0,0.004
-70.0,0.002
-71.0,0.002
-72.0,0.005
-73.0,0.005
-74.0,0.002
-75.0,0.003
-76.0,0.003
-77.0,0.006
-78.0,0.004
-79.0,0.005
-80.0,0.001
-81.0,0.002
-82.0,0.005
-83.0,0.005
-84.0,0.002
-85.0,0.004
-86.0,0.006
-87.0,0.002
-88.0,0.001
-89.0,0.001
-90.0,0.001
-91.0,0.002
-92.0,0.002
-93.0,0.004
-94.0,0.002
-95.0,0.002
-96.0,0.002
-97.0,0.003
-98.0,0.002
-99.0,0.001
-100.0,0.001
-102.0,0.003
-103.0,0.001
-104.0,0.002
-105.0,0.002
-106.0,0.001
-107.0,0.002
-108.0,0.001
-109.0,0.003
-110.0,0.004
-111.0,0.001
-112.0,0.001
-113.0,0.002
-114.0,0.001
-115.0,0.001
-116.0,0.002
-117.0,0.003
-118.0,0.001
-119.0,0.003
-120.0,0.001
-122.0,0.001
-123.0,0.001
-124.0,0.001
-125.0,0.001
-126.0,0.001
-127.0,0.002
-128.0,0.003
-129.0,0.001
-130.0,0.002
-131.0,0.002
-132.0,0.002
-133.0,0.001
-134.0,0.001
-135.0,0.001
-136.0,0.001
-137.0,0.002
-139.0,0.001
-140.0,0.001
-141.0,0.001
-142.0,0.001
-143.0,0.001
-144.0,0.001
-145.0,0.001
-146.0,0.001
-147.0,0.001
-149.0,0.001
-151.0,0.002
-154.0,0.001
-155.0,0.001
-157.0,0.001
-158.0,0.001
-159.0,0.002
-161.0,0.001
-162.0,0.002
-164.0,0.001
-165.0,0.001
-166.0,0.001
-167.0,0.001
-168.0,0.002
-173.0,0.001
-175.0,0.001
-176.0,0.001
-177.0,0.001
-178.0,0.001
-181.0,0.001
-182.0,0.001
-185.0,0.001
-186.0,0.001
-187.0,0.001
-188.0,0.001
-189.0,0.001
-190.0,0.001
-191.0,0.002
-192.0,0.001
-193.0,0.001
-195.0,0.001
-197.0,0.001
-198.0,0.001
-206.0,0.001
-208.0,0.001
-210.0,0.001
-212.0,0.002
-214.0,0.001
-217.0,0.001
-218.0,0.001
-222.0,0.001
-227.0,0.001
-228.0,0.001
-229.0,0.001
-230.0,0.001
-232.0,0.001
-233.0,0.001
-235.0,0.001
-237.0,0.001
-239.0,0.001
-245.0,0.001
-246.0,0.001
-247.0,0.001
-248.0,0.001
-250.0,0.001
-252.0,0.001
-261.0,0.001
-262.0,0.001
-263.0,0.001
-272.0,0.001
-280.0,0.001
-281.0,0.001
-283.0,0.001
-292.0,0.001
-297.0,0.001
-301.0,0.001
-304.0,0.001
-317.0,0.001
-318.0,0.001
-323.0,0.001
-340.0,0.001
-343.0,0.001
-347.0,0.001
-357.0,0.001
-384.0,0.001
-393.0,0.001
-399.0,0.001
-407.0,0.001
-412.0,0.001
-419.0,0.001
-424.0,0.001
-438.0,0.001
-442.0,0.001
-454.0,0.001
-455.0,0.001
-467.0,0.001
-473.0,0.001
-474.0,0.001
-525.0,0.001
-547.0,0.001
-603.0,0.001
-644.0,0.001
-655.0,0.001
-718.0,0.001
-843.0,0.001
-928.0,0.001
diff --git a/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist.png b/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist.png
index a4215164fdfdda2e44bdf7a2a9b84e3e10402b3d..04c748487562221c1c570701e74ca881d716303b 100644
Binary files a/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist.png and b/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist.png differ
diff --git a/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist2.png b/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist2.png
deleted file mode 100644
index 80a6c963f0c298f50102c9c0a5c7cb6bfc8edbe2..0000000000000000000000000000000000000000
Binary files a/divergent/plots/fanfic_overview/fanfic_kudo_freq_dist2.png and /dev/null differ
diff --git a/divergent/plots/fanfic_overview/fanfic_kudo_new_dist.csv b/divergent/plots/fanfic_overview/fanfic_kudo_new_dist.csv
deleted file mode 100644
index 0a870c3ad590a59fb16273a3820a6ac3f87c85c8..0000000000000000000000000000000000000000
--- a/divergent/plots/fanfic_overview/fanfic_kudo_new_dist.csv
+++ /dev/null
@@ -1,266 +0,0 @@
-,0
-1.0,0.028
-2.0,0.022
-3.0,0.021
-4.0,0.019
-5.0,0.021
-6.0,0.03
-7.0,0.021
-8.0,0.023
-9.0,0.028
-10.0,0.023
-11.0,0.022
-12.0,0.023
-13.0,0.016
-14.0,0.022
-15.0,0.017
-16.0,0.017
-17.0,0.018
-18.0,0.018
-19.0,0.013
-20.0,0.013
-21.0,0.007
-22.0,0.009
-23.0,0.009
-24.0,0.013
-25.0,0.01
-26.0,0.008
-27.0,0.008
-28.0,0.013
-29.0,0.012
-30.0,0.008
-31.0,0.009
-32.0,0.009
-33.0,0.013
-34.0,0.013
-35.0,0.01
-36.0,0.01
-37.0,0.008
-38.0,0.012
-39.0,0.005
-40.0,0.007
-41.0,0.008
-42.0,0.008
-43.0,0.006
-44.0,0.009
-45.0,0.007
-46.0,0.005
-47.0,0.005
-48.0,0.005
-49.0,0.005
-50.0,0.006
-51.0,0.006
-52.0,0.006
-53.0,0.006
-54.0,0.005
-55.0,0.005
-56.0,0.005
-57.0,0.005
-58.0,0.005
-59.0,0.006
-60.0,0.005
-61.0,0.006
-62.0,0.003
-63.0,0.005
-64.0,0.005
-65.0,0.002
-66.0,0.002
-67.0,0.003
-68.0,0.004
-69.0,0.004
-70.0,0.003
-71.0,0.006
-73.0,0.006
-74.0,0.001
-75.0,0.003
-76.0,0.003
-77.0,0.002
-78.0,0.003
-79.0,0.006
-80.0,0.002
-81.0,0.002
-82.0,0.002
-83.0,0.001
-84.0,0.001
-85.0,0.001
-86.0,0.002
-87.0,0.003
-88.0,0.001
-89.0,0.001
-90.0,0.003
-91.0,0.002
-92.0,0.002
-93.0,0.001
-94.0,0.004
-95.0,0.002
-96.0,0.002
-97.0,0.002
-98.0,0.002
-99.0,0.003
-100.0,0.003
-101.0,0.002
-102.0,0.002
-103.0,0.001
-104.0,0.001
-105.0,0.001
-106.0,0.002
-107.0,0.002
-108.0,0.001
-109.0,0.003
-110.0,0.001
-111.0,0.001
-112.0,0.002
-113.0,0.002
-114.0,0.001
-115.0,0.002
-116.0,0.002
-117.0,0.001
-119.0,0.002
-120.0,0.001
-121.0,0.002
-122.0,0.002
-123.0,0.002
-125.0,0.001
-126.0,0.001
-127.0,0.001
-128.0,0.002
-130.0,0.001
-131.0,0.001
-132.0,0.001
-133.0,0.001
-134.0,0.002
-135.0,0.003
-136.0,0.002
-137.0,0.005
-139.0,0.002
-140.0,0.001
-141.0,0.002
-143.0,0.001
-144.0,0.001
-145.0,0.001
-146.0,0.001
-147.0,0.001
-148.0,0.002
-149.0,0.002
-150.0,0.001
-151.0,0.001
-152.0,0.001
-153.0,0.001
-154.0,0.001
-156.0,0.001
-157.0,0.001
-158.0,0.002
-159.0,0.001
-160.0,0.001
-161.0,0.002
-162.0,0.001
-164.0,0.001
-165.0,0.001
-169.0,0.002
-171.0,0.001
-172.0,0.001
-174.0,0.001
-179.0,0.001
-180.0,0.002
-182.0,0.001
-183.0,0.001
-186.0,0.001
-187.0,0.001
-188.0,0.001
-190.0,0.001
-191.0,0.001
-192.0,0.001
-193.0,0.001
-194.0,0.001
-195.0,0.001
-199.0,0.001
-200.0,0.001
-201.0,0.001
-202.0,0.001
-204.0,0.002
-206.0,0.001
-207.0,0.001
-210.0,0.001
-213.0,0.001
-214.0,0.001
-216.0,0.001
-222.0,0.001
-223.0,0.001
-226.0,0.001
-231.0,0.001
-233.0,0.001
-234.0,0.001
-235.0,0.001
-236.0,0.001
-238.0,0.001
-239.0,0.001
-242.0,0.001
-243.0,0.002
-244.0,0.001
-246.0,0.001
-248.0,0.001
-249.0,0.001
-250.0,0.001
-251.0,0.001
-254.0,0.001
-257.0,0.001
-260.0,0.001
-261.0,0.001
-264.0,0.001
-266.0,0.001
-267.0,0.001
-270.0,0.001
-271.0,0.001
-272.0,0.001
-274.0,0.001
-282.0,0.001
-285.0,0.001
-286.0,0.001
-287.0,0.001
-293.0,0.001
-295.0,0.001
-297.0,0.001
-298.0,0.001
-300.0,0.001
-301.0,0.001
-302.0,0.001
-304.0,0.001
-305.0,0.001
-307.0,0.001
-310.0,0.001
-311.0,0.001
-313.0,0.001
-315.0,0.001
-325.0,0.001
-326.0,0.001
-332.0,0.001
-335.0,0.001
-340.0,0.001
-347.0,0.001
-366.0,0.001
-369.0,0.001
-371.0,0.001
-372.0,0.001
-383.0,0.001
-389.0,0.001
-398.0,0.001
-405.0,0.001
-412.0,0.001
-417.0,0.001
-434.0,0.001
-455.0,0.001
-460.0,0.001
-463.0,0.001
-469.0,0.001
-472.0,0.001
-488.0,0.001
-516.0,0.001
-534.0,0.001
-568.0,0.001
-582.0,0.001
-640.0,0.001
-674.0,0.001
-701.0,0.001
-756.0,0.001
-759.0,0.001
-868.0,0.001
diff --git a/fanfic_preprocessing.py b/fanfic_preprocessing.py
index e925ae4e3e69ea401eb7465f47af66039c6efc0e..12899aad75068466764ba4b7d4d6ca09cf027bc7 100644
--- a/fanfic_preprocessing.py
+++ b/fanfic_preprocessing.py
@@ -8,6 +8,7 @@ import re
 from nltk.probability import FreqDist
 import numpy as np
 
+colour_list = ["#feca8d", "#fd9668", "#f1605d", "#cd4071", "#9e2f7f", "#721f81", "#440f76", "#180f3d"]
 # actual preprocessing code
 
 #file header: 
@@ -42,7 +43,7 @@ def calculate_cum_kudo_distribution(fanfic_pd):
     return new_dist, cum_dist
 
 
-def plot_distribution(new_dist, cum_dist, plt_title, file_path_for_pic:str, x_label="Number of Kudos", y_label="Percentage of Occurence", scatter_plt=True):
+def plot_distribution(new_dist, cum_dist, plt_title, file_path_for_pic:str, x_label="Number of Kudos", y_label="Percentage of Occurence", scatter_plt=True, color="#fcfdbf"):
     
     plt.figure(figsize=(10,10))
     plt.title(plt_title)
@@ -50,10 +51,10 @@ def plot_distribution(new_dist, cum_dist, plt_title, file_path_for_pic:str, x_la
     plt.ylabel(y_label)
     
     if scatter_plt:
-        sns.scatterplot(x=new_dist.index, y=cum_dist)
+        sns.scatterplot(x=new_dist.index, y=cum_dist, color=color)
 
     else:
-        sns.lineplot(x=new_dist.index, y=cum_dist)
+        sns.lineplot(x=new_dist.index, y=cum_dist, color=color)
 
     plt.savefig(file_path_for_pic) 
     plt.close()
@@ -93,7 +94,7 @@ def separate_fanfics_by_good_medium_bad(df, series):
         f.write(medium_fics_joined)
 
 def run_functions(file_paths):
-    for file_path in file_paths:
+    for index, file_path in enumerate(file_paths):
         pattern = r"^[a-zA-Z_]+(?=/)" # get series from directory path
         match = re.search(pattern, file_path)
         if match:
@@ -108,9 +109,9 @@ def run_functions(file_paths):
         new_dist, cum_dist = calculate_cum_kudo_distribution(file)
         #print(cum_dist)
         #print(new_dist)
-        new_dist.to_csv(f"{dir_path_for_pic}fanfic_kudo_new_dist.csv")
+        #new_dist.to_csv(f"{dir_path_for_pic}fanfic_kudo_new_dist.csv")
         #cum_dist.to_csv(f"{dir_path_for_pic}fanfic_kudo_cum_dist.csv")
-        plot_distribution(new_dist=new_dist, cum_dist=cum_dist, plt_title=f"{title} Cumulative Frequency Distribution of All Kudos", file_path_for_pic=f"{dir_path_for_pic}fanfic_kudo_freq_dist2.png")
+        plot_distribution(new_dist=new_dist, cum_dist=cum_dist, plt_title=f"{title} Cumulative Frequency Distribution of All Kudos", file_path_for_pic=f"{dir_path_for_pic}fanfic_kudo_freq_dist.png", color=colour_list[index])
 
 if __name__ == "__main__":
 
@@ -118,15 +119,5 @@ if __name__ == "__main__":
     #file_paths = ["cosmere/data/fanfics/cosmere_fanfics.csv"]
     run_functions(file_paths=file_paths)
 
-    #grishaverse
-    #grisha_fanfics = pd.read_csv("grishaverse/data/fanfics/grishaverse_fics.csv")
-    #new_dist, cum_dist = calculate_cum_kudo_distribution(grisha_fanfics)
-    #plot_distribution(new_dist=new_dist, cum_dist=cum_dist, plt_title="Grishaverse Cumulative Frequency Distribution of All Kudos", file_path_for_pic="grishaverse/freq_distribution/fanfic_kudo_freq_dist.png", scatter_plt=True)
-
-    #throne of glass
-    #tog_fanfics = pd.read_csv("throne_of_glass/data/fanfics/throne_of_glass_fanfics.csv")
-    #new_dist, cum_dist = calculate_cum_kudo_distribution(tog_fanfics)
-    #plot_distribution(new_dist=new_dist, cum_dist=cum_dist, plt_title="Throne of Glass Cumulative Frequency Distribution of All Kudos", file_path_for_pic= "throne_of_glass/freq_distribution/fanfic_kudo_freq_dist.png", scatter_plt=True)
-
     #separate_fanfics_by_good_medium_bad(grisha_fanfics, "grishaverse")
     #separate_fanfics_by_good_medium_bad(tog_fanfics, "throne_of_glass")
\ No newline at end of file
diff --git a/fanfic_preprocessing_old.py b/fanfic_preprocessing_old.py
deleted file mode 100644
index 7c53d64d82b12533ba881c864369abef5b3cf3db..0000000000000000000000000000000000000000
--- a/fanfic_preprocessing_old.py
+++ /dev/null
@@ -1,137 +0,0 @@
-import seaborn as sns
-import matplotlib.pyplot as plt
-from cycler import cycler
-import os
-import pandas as pd
-import statistics
-import re
-from nltk.probability import FreqDist
-import numpy as np
-
-# code snippets for prettifying plots
-
-#colours
-pink = '#d600a7'
-light_green = '#55a480'
-blue_grey = '#5d9c9c'
-purple_grey = '#636273'
-CB91_Blue = '#2CBDFE'
-CB91_Green = '#47DBCD'
-CB91_Pink = '#F3A0F2'
-CB91_Purple = '#9D2EC5'
-CB91_Violet = '#661D98'
-CB91_Amber = '#F5B14C'
-
-color_list = [  blue_grey, CB91_Amber, pink, light_green, CB91_Green, CB91_Pink, CB91_Blue, 
-              CB91_Purple, CB91_Violet]
-plt.rcParams['axes.prop_cycle'] = plt.cycler(color=color_list)
-
-#some colour palette playing around
-
-cm = sns.cubehelix_palette(start=.5, rot=-.75, as_cmap=True)
-cm1 = sns.cubehelix_palette(start=.5, rot=-.5, as_cmap=True)
-cm2 = sns.cubehelix_palette(as_cmap=True)
-
-#palette_1 = sns.color_palette("flare")
-#palette_2 = sns.color_palette("mako_r", as_cmap=True)
-
-# actual preprocessing code
-
-#file header: 
-# work_id,title,author,rating,category,fandom,relationship,character,additional tags,language,published,status,status date,words,chapters,comments,kudos,bookmarks,hits,all_kudos,all_bookmarks,body
-# 27852922,Dealing with Our Demons,['ravenyenn19'],Mature,F/M,"Six of Crows Series",Kaz Brekker/Inej Ghafa,"Kaz B","Romance,Kanej - Freeform, Eventual Smut",English,2020-12-03,Updated,2023-03-16,747673,162/?,8573,12204,1373,709212,"['ud4m', 'book_addict_1228', 'ephemeraldelights', 'bluedelilah25', 'sunshinecorsets', 'I_do_not_like_purple_glasses', 'beep_boop_00', 'schleswigholstein', 'moonandstars75', 'ewerythingoes', 'mindfighters', 'rosibunnis', 'Lizie06', 'ghostlatte', 'aguswolman', 'QueenofEnglan', 'JenBoyette04', 'gnitneb_reads', 'gloomysunshine', 'v1ofvs', 'BazzaKrekker', 'BookGeek', 'poppyflower19', 'Cassanibal', 'vanilla_chai_tea', 'Honorthyword', 'mariaarmengol', 'luc1inda', 'zarawrites', 'monmough', 'Guilty__Pleasures', 'Ilyann', 'folieadeux_0_0', 'dragonguard', 'Emeliemarx', 'angrydabee', 'slythxrclaw', 'samaram0215', 'letsgetthisbread69', 'Mintmew', 'biblichour', 'Katloupet', 'Miss_ginger', 'inejsquake', 'Arabella_7833', 'flossy_flo99', 'a_k123', 'hushedwanderer', 'siriuslymichele', 'AnnaAvinaVTDX']",[],"Dear Kaz,
-
-
-grisha_fanfics = pd.read_csv("grishaverse/data/fanfics/grishaverse_fics.csv")
-tog_fanfics = pd.read_csv("throne_of_glass/data/fanfics/throne_of_glass_fanfics.csv")
-
-def read_csv_to_pd(file_path, name_of_file) -> pd: #fix type hints
-    name_of_file = pd.read_csv(file_path)
-    return name_of_file
-
-
-def calculate_cum_kudo_distribution(fanfic_pd):
-    fanfic_kudos = fanfic_pd["kudos"].values.tolist()
-    fanfic_kudos_freq_dist = FreqDist(fanfic_kudos)
-    # convert to FreqDist object to a pandas series for easier processing
-    dist_panda = pd.Series(dict(fanfic_kudos_freq_dist))
-
-    # sort, normalise and round the panda series
-    new_dist = dist_panda.sort_index()
-
-    for i in range(0, len(new_dist.index)):
-    #for index in new_token_len_dist.index:
-        new_dist.iat[i] = round(new_dist.iat[i]/len(fanfic_kudos), 3) #index-1 bc the index starts counting from zero, the word lengths not
-        #if float(new_token_len_dist.iat[i]) == 0.00:
-            #   new_token_len_dist.drop(index=i) # here it is used as the label, so we want the index, not index -1; bad work-around, I'm sorry
-
-    #calculate cumulative distribution
-    cum_dist = np.cumsum(new_dist.values)
-    return new_dist, cum_dist
-
-
-def plot_distribution(new_dist, cum_dist, plt_title, file_path_for_pic:str, x_label="Number of Kudos", y_label="Percentage of Occurence", scatter_plt=False, max_ticks=10):
-    
-    plt.figure(figsize=(10,10))
-    plt.title(plt_title)
-    plt.xlabel(x_label)
-    plt.ylabel(y_label)
-    
-    if scatter_plt:
-        sns.scatterplot(x=new_dist.index, y=cum_dist)
-        #plt.xticks(new_dist.index[::100], new_dist.index[::100])
-
-    else:
-        sns.lineplot(x=new_dist.index, y=cum_dist)
-
-    plt.savefig(file_path_for_pic) 
-    plt.close()
-
-def separate_fanfics_by_good_medium_bad(df, series):
-    good_fics = []
-    medium_fics = []
-    bad_fics = []
-    few_kudos = 100
-    medium_kudos = 1500
-
-    for index, row in df.iterrows():
-        published = pd.to_datetime(row["published"])
-        if published.year != 2023:
-            if not pd.isna(row["kudos"]):
-                kudos = pd.to_numeric(row["kudos"], errors="coerce")
-                if kudos <= few_kudos:
-                    bad_fics.append(row["body"])
-                elif kudos <= medium_kudos:
-                    medium_fics.append(row["body"])
-                elif kudos > medium_kudos:
-                    good_fics.append(row["body"])
-            else:
-                print(f"Missing kudos value for row {index}")
-
-    bad_fics_joined = ''.join(map(str, bad_fics))
-    good_fics_joined = ''.join(map(str, good_fics))
-    medium_fics_joined = ''.join(map(str, medium_fics))
-
-    with open(f"{series}/data/split_txt_fanfics/good_fics.txt", "w") as f:
-        f.write(good_fics_joined)
-
-    with open(f"{series}/data/split_txt_fanfics/bad_fics.txt", "w") as f:
-        f.write(bad_fics_joined)
-
-    with open(f"{series}/data/split_txt_fanfics/medium_fics.txt", "w") as f:
-        f.write(medium_fics_joined)
-
-
-if __name__ == "__main__":
-    #grishaverse
-    grisha_fanfics = read_csv_to_pd(file_path="grishaverse/data/fanfics/grishaverse_fics.csv", name_of_file=grisha_fanfics)
-    new_dist, cum_dist = calculate_cum_kudo_distribution(grisha_fanfics)
-    plot_distribution(new_dist=new_dist, cum_dist=cum_dist, plt_title="Grishaverse Cumulative Frequency Distribution of All Kudos", file_path_for_pic="grishaverse/freq_distribution/fanfic_kudo_freq_dist.png", scatter_plt=True)
-
-    #throne of glass
-    #tog_fanfics = read_csv_to_pd(file_path="throne_of_glass/data/fanfics/throne_of_glass_fanfics.csv", name_of_file=tog_fanfics)
-    #new_dist, cum_dist = calculate_cum_kudo_distribution(tog_fanfics)
-    #plot_distribution(new_dist=new_dist, cum_dist=cum_dist, plt_title="Throne of Glass Cumulative Frequency Distribution of All Kudos", file_path_for_pic= "throne_of_glass/freq_distribution/fanfic_kudo_freq_dist.png", scatter_plt=True)
-
-    #separate_fanfics_by_good_medium_bad(grisha_fanfics, "grishaverse")
-    #separate_fanfics_by_good_medium_bad(tog_fanfics, "throne_of_glass")
diff --git a/grisha_fanfics.csv b/grisha_fanfics.csv
index 5d2b94f6108920d7e74b48a599a9e1d583f1df9d..e0ac15178c02cc3f2f374fa59a93bcf8b5d920d9 100644
Binary files a/grisha_fanfics.csv and b/grisha_fanfics.csv differ
diff --git a/grishaverse/plots/fanfic_overview/fanfic_kudo_freq_dist.png b/grishaverse/plots/fanfic_overview/fanfic_kudo_freq_dist.png
new file mode 100644
index 0000000000000000000000000000000000000000..2dfada2bb831a1a3093f83dbc26e920f3cdc3357
Binary files /dev/null and b/grishaverse/plots/fanfic_overview/fanfic_kudo_freq_dist.png differ
diff --git a/grishaverse/plots/fanfic_overview/fanfic_kudo_freq_dist2.png b/grishaverse/plots/fanfic_overview/fanfic_kudo_freq_dist2.png
deleted file mode 100644
index 48ae25314157fdc4597789d148ef65b8f8d836a3..0000000000000000000000000000000000000000
Binary files a/grishaverse/plots/fanfic_overview/fanfic_kudo_freq_dist2.png and /dev/null differ
diff --git a/grishaverse/plots/fanfic_overview/fanfic_kudo_new_dist.csv b/grishaverse/plots/fanfic_overview/fanfic_kudo_new_dist.csv
deleted file mode 100644
index dfb62b14bf1eb68c33de5ac01dc774b76ba16296..0000000000000000000000000000000000000000
--- a/grishaverse/plots/fanfic_overview/fanfic_kudo_new_dist.csv
+++ /dev/null
@@ -1,894 +0,0 @@
-,0
-1.0,0.005
-2.0,0.007
-3.0,0.006
-4.0,0.006
-5.0,0.007
-6.0,0.006
-7.0,0.006
-8.0,0.006
-9.0,0.005
-10.0,0.006
-11.0,0.007
-12.0,0.004
-13.0,0.007
-14.0,0.007
-15.0,0.006
-16.0,0.005
-17.0,0.006
-18.0,0.007
-19.0,0.005
-20.0,0.005
-21.0,0.006
-22.0,0.007
-23.0,0.006
-24.0,0.007
-25.0,0.003
-26.0,0.005
-27.0,0.005
-28.0,0.006
-29.0,0.005
-30.0,0.006
-31.0,0.006
-32.0,0.004
-33.0,0.006
-34.0,0.005
-35.0,0.005
-36.0,0.005
-37.0,0.005
-38.0,0.004
-39.0,0.004
-40.0,0.005
-41.0,0.007
-42.0,0.004
-43.0,0.006
-44.0,0.006
-45.0,0.004
-46.0,0.005
-47.0,0.005
-48.0,0.006
-49.0,0.006
-50.0,0.006
-51.0,0.006
-52.0,0.005
-53.0,0.004
-54.0,0.005
-55.0,0.004
-56.0,0.005
-57.0,0.004
-58.0,0.004
-59.0,0.003
-60.0,0.006
-61.0,0.005
-62.0,0.006
-63.0,0.005
-64.0,0.004
-65.0,0.005
-66.0,0.004
-67.0,0.004
-68.0,0.006
-69.0,0.002
-70.0,0.004
-71.0,0.004
-72.0,0.003
-73.0,0.004
-74.0,0.004
-75.0,0.004
-76.0,0.004
-77.0,0.003
-78.0,0.003
-79.0,0.004
-80.0,0.004
-81.0,0.003
-82.0,0.004
-83.0,0.003
-84.0,0.003
-85.0,0.004
-86.0,0.002
-87.0,0.004
-88.0,0.004
-89.0,0.004
-90.0,0.003
-91.0,0.004
-92.0,0.005
-93.0,0.003
-94.0,0.002
-95.0,0.003
-96.0,0.004
-97.0,0.006
-98.0,0.002
-99.0,0.003
-100.0,0.004
-101.0,0.004
-102.0,0.004
-103.0,0.003
-104.0,0.004
-105.0,0.003
-106.0,0.003
-107.0,0.002
-108.0,0.003
-109.0,0.002
-110.0,0.002
-111.0,0.005
-112.0,0.003
-113.0,0.003
-114.0,0.001
-115.0,0.003
-116.0,0.003
-117.0,0.003
-118.0,0.003
-119.0,0.003
-120.0,0.002
-121.0,0.002
-122.0,0.003
-123.0,0.003
-124.0,0.003
-125.0,0.003
-126.0,0.003
-127.0,0.002
-128.0,0.003
-129.0,0.003
-130.0,0.003
-131.0,0.004
-132.0,0.004
-133.0,0.003
-134.0,0.002
-135.0,0.003
-136.0,0.002
-137.0,0.003
-138.0,0.003
-139.0,0.002
-140.0,0.002
-141.0,0.002
-142.0,0.003
-143.0,0.003
-144.0,0.004
-145.0,0.002
-146.0,0.002
-147.0,0.003
-148.0,0.002
-149.0,0.003
-150.0,0.003
-151.0,0.002
-152.0,0.003
-153.0,0.002
-154.0,0.002
-155.0,0.002
-156.0,0.003
-157.0,0.002
-158.0,0.002
-159.0,0.002
-160.0,0.002
-161.0,0.001
-162.0,0.002
-163.0,0.003
-164.0,0.002
-165.0,0.002
-166.0,0.002
-167.0,0.003
-168.0,0.001
-169.0,0.002
-170.0,0.002
-171.0,0.002
-172.0,0.002
-173.0,0.001
-174.0,0.002
-175.0,0.002
-176.0,0.001
-177.0,0.002
-178.0,0.002
-179.0,0.001
-180.0,0.002
-181.0,0.002
-182.0,0.002
-183.0,0.002
-184.0,0.002
-185.0,0.002
-186.0,0.002
-187.0,0.002
-188.0,0.002
-189.0,0.002
-190.0,0.002
-191.0,0.002
-192.0,0.002
-193.0,0.002
-194.0,0.002
-195.0,0.001
-196.0,0.002
-197.0,0.002
-198.0,0.001
-199.0,0.001
-200.0,0.001
-201.0,0.001
-202.0,0.003
-203.0,0.001
-204.0,0.002
-205.0,0.001
-206.0,0.002
-207.0,0.002
-208.0,0.003
-209.0,0.001
-210.0,0.001
-211.0,0.001
-212.0,0.002
-213.0,0.001
-214.0,0.001
-215.0,0.002
-216.0,0.001
-217.0,0.002
-218.0,0.002
-219.0,0.001
-220.0,0.001
-221.0,0.001
-222.0,0.001
-223.0,0.001
-224.0,0.001
-225.0,0.002
-226.0,0.002
-227.0,0.002
-228.0,0.001
-229.0,0.001
-230.0,0.002
-231.0,0.0
-232.0,0.001
-233.0,0.001
-234.0,0.001
-235.0,0.001
-236.0,0.002
-237.0,0.001
-238.0,0.001
-239.0,0.001
-240.0,0.002
-241.0,0.001
-242.0,0.002
-243.0,0.001
-244.0,0.001
-245.0,0.002
-246.0,0.002
-247.0,0.001
-248.0,0.001
-249.0,0.001
-250.0,0.001
-251.0,0.001
-252.0,0.001
-253.0,0.001
-254.0,0.001
-255.0,0.001
-256.0,0.001
-257.0,0.001
-258.0,0.001
-259.0,0.001
-260.0,0.001
-261.0,0.001
-262.0,0.001
-263.0,0.001
-264.0,0.001
-265.0,0.001
-266.0,0.002
-267.0,0.001
-268.0,0.001
-269.0,0.001
-270.0,0.001
-271.0,0.001
-272.0,0.002
-273.0,0.002
-274.0,0.001
-275.0,0.002
-276.0,0.001
-277.0,0.001
-278.0,0.001
-279.0,0.001
-280.0,0.001
-281.0,0.001
-282.0,0.002
-283.0,0.001
-284.0,0.002
-285.0,0.001
-286.0,0.001
-287.0,0.001
-288.0,0.001
-289.0,0.001
-290.0,0.0
-291.0,0.0
-292.0,0.001
-293.0,0.002
-294.0,0.0
-295.0,0.001
-296.0,0.001
-297.0,0.001
-298.0,0.0
-299.0,0.001
-300.0,0.001
-301.0,0.001
-302.0,0.001
-303.0,0.001
-304.0,0.0
-305.0,0.001
-306.0,0.0
-307.0,0.0
-308.0,0.001
-309.0,0.0
-310.0,0.001
-311.0,0.0
-312.0,0.001
-313.0,0.001
-314.0,0.001
-315.0,0.001
-316.0,0.001
-317.0,0.001
-318.0,0.001
-319.0,0.001
-320.0,0.001
-321.0,0.001
-322.0,0.001
-323.0,0.002
-324.0,0.001
-325.0,0.0
-326.0,0.001
-328.0,0.001
-329.0,0.001
-330.0,0.001
-331.0,0.0
-332.0,0.001
-333.0,0.001
-334.0,0.001
-335.0,0.001
-337.0,0.001
-338.0,0.001
-339.0,0.0
-340.0,0.001
-341.0,0.001
-342.0,0.0
-343.0,0.0
-344.0,0.001
-345.0,0.0
-346.0,0.001
-347.0,0.001
-348.0,0.002
-349.0,0.001
-350.0,0.001
-351.0,0.0
-352.0,0.001
-353.0,0.001
-354.0,0.0
-355.0,0.001
-356.0,0.0
-357.0,0.0
-358.0,0.0
-359.0,0.0
-360.0,0.0
-361.0,0.001
-362.0,0.001
-363.0,0.0
-364.0,0.0
-365.0,0.001
-366.0,0.001
-367.0,0.001
-368.0,0.0
-369.0,0.001
-370.0,0.001
-371.0,0.001
-372.0,0.001
-373.0,0.0
-374.0,0.0
-375.0,0.0
-376.0,0.0
-377.0,0.001
-378.0,0.001
-379.0,0.0
-380.0,0.0
-381.0,0.0
-382.0,0.001
-383.0,0.001
-384.0,0.001
-385.0,0.001
-386.0,0.001
-387.0,0.0
-388.0,0.001
-389.0,0.0
-390.0,0.0
-391.0,0.001
-392.0,0.001
-393.0,0.001
-394.0,0.001
-395.0,0.001
-396.0,0.001
-397.0,0.001
-398.0,0.001
-399.0,0.001
-400.0,0.0
-401.0,0.001
-402.0,0.001
-403.0,0.0
-404.0,0.001
-405.0,0.0
-406.0,0.0
-407.0,0.001
-408.0,0.0
-409.0,0.001
-410.0,0.0
-411.0,0.0
-412.0,0.0
-413.0,0.001
-414.0,0.0
-415.0,0.001
-416.0,0.0
-417.0,0.001
-418.0,0.001
-419.0,0.0
-420.0,0.0
-422.0,0.0
-423.0,0.001
-424.0,0.0
-425.0,0.0
-427.0,0.001
-428.0,0.0
-429.0,0.0
-430.0,0.0
-432.0,0.0
-433.0,0.0
-434.0,0.0
-435.0,0.0
-436.0,0.001
-437.0,0.0
-438.0,0.001
-439.0,0.001
-440.0,0.001
-441.0,0.001
-442.0,0.001
-443.0,0.0
-444.0,0.0
-445.0,0.001
-446.0,0.001
-448.0,0.0
-449.0,0.001
-450.0,0.001
-451.0,0.001
-452.0,0.001
-454.0,0.0
-455.0,0.001
-456.0,0.0
-457.0,0.0
-458.0,0.001
-459.0,0.0
-460.0,0.0
-462.0,0.0
-463.0,0.0
-464.0,0.0
-465.0,0.001
-466.0,0.001
-467.0,0.0
-469.0,0.0
-471.0,0.0
-472.0,0.0
-473.0,0.0
-474.0,0.0
-475.0,0.0
-476.0,0.001
-477.0,0.001
-478.0,0.001
-479.0,0.0
-480.0,0.0
-481.0,0.0
-482.0,0.0
-483.0,0.0
-484.0,0.0
-486.0,0.0
-487.0,0.0
-488.0,0.001
-489.0,0.001
-490.0,0.0
-491.0,0.001
-492.0,0.001
-495.0,0.0
-496.0,0.0
-497.0,0.0
-498.0,0.0
-500.0,0.0
-501.0,0.0
-503.0,0.001
-504.0,0.0
-505.0,0.0
-506.0,0.0
-507.0,0.001
-508.0,0.0
-509.0,0.001
-510.0,0.0
-511.0,0.0
-513.0,0.0
-514.0,0.001
-515.0,0.0
-516.0,0.0
-518.0,0.0
-520.0,0.001
-521.0,0.001
-522.0,0.0
-524.0,0.0
-526.0,0.0
-527.0,0.0
-528.0,0.0
-529.0,0.0
-530.0,0.0
-531.0,0.0
-532.0,0.001
-533.0,0.0
-534.0,0.0
-535.0,0.001
-536.0,0.0
-537.0,0.0
-538.0,0.0
-539.0,0.0
-540.0,0.0
-541.0,0.0
-542.0,0.0
-543.0,0.001
-544.0,0.001
-545.0,0.0
-546.0,0.001
-547.0,0.001
-549.0,0.0
-550.0,0.0
-552.0,0.001
-553.0,0.001
-557.0,0.0
-559.0,0.0
-560.0,0.001
-561.0,0.0
-565.0,0.001
-567.0,0.001
-568.0,0.0
-569.0,0.001
-570.0,0.001
-571.0,0.0
-574.0,0.0
-575.0,0.0
-576.0,0.0
-577.0,0.0
-578.0,0.0
-579.0,0.0
-580.0,0.0
-582.0,0.0
-583.0,0.0
-584.0,0.0
-586.0,0.001
-588.0,0.0
-589.0,0.0
-591.0,0.0
-592.0,0.0
-594.0,0.0
-596.0,0.001
-599.0,0.0
-601.0,0.0
-602.0,0.0
-604.0,0.001
-605.0,0.0
-608.0,0.0
-609.0,0.0
-610.0,0.0
-611.0,0.0
-612.0,0.0
-614.0,0.0
-615.0,0.0
-616.0,0.0
-619.0,0.001
-620.0,0.001
-621.0,0.0
-623.0,0.0
-624.0,0.001
-626.0,0.0
-628.0,0.0
-629.0,0.0
-631.0,0.0
-632.0,0.0
-634.0,0.0
-636.0,0.0
-637.0,0.0
-638.0,0.0
-639.0,0.0
-642.0,0.0
-645.0,0.0
-647.0,0.0
-651.0,0.001
-652.0,0.0
-653.0,0.001
-656.0,0.0
-657.0,0.0
-658.0,0.0
-659.0,0.0
-660.0,0.0
-662.0,0.0
-663.0,0.0
-664.0,0.0
-665.0,0.0
-667.0,0.0
-668.0,0.0
-669.0,0.0
-670.0,0.0
-671.0,0.001
-674.0,0.001
-677.0,0.0
-680.0,0.0
-681.0,0.0
-683.0,0.0
-684.0,0.0
-689.0,0.0
-690.0,0.0
-691.0,0.0
-693.0,0.0
-694.0,0.0
-697.0,0.0
-699.0,0.0
-701.0,0.0
-704.0,0.0
-706.0,0.0
-707.0,0.001
-709.0,0.001
-711.0,0.0
-712.0,0.0
-713.0,0.0
-714.0,0.0
-719.0,0.0
-720.0,0.0
-722.0,0.0
-723.0,0.0
-724.0,0.0
-725.0,0.0
-726.0,0.001
-732.0,0.0
-733.0,0.0
-734.0,0.0
-735.0,0.0
-738.0,0.0
-741.0,0.001
-742.0,0.0
-743.0,0.0
-744.0,0.0
-745.0,0.0
-747.0,0.0
-748.0,0.0
-750.0,0.0
-753.0,0.0
-756.0,0.0
-757.0,0.0
-758.0,0.0
-759.0,0.0
-761.0,0.0
-762.0,0.0
-768.0,0.0
-769.0,0.0
-772.0,0.0
-773.0,0.0
-775.0,0.0
-776.0,0.0
-778.0,0.0
-783.0,0.0
-785.0,0.001
-791.0,0.0
-796.0,0.0
-798.0,0.0
-800.0,0.0
-801.0,0.0
-802.0,0.0
-803.0,0.0
-804.0,0.001
-806.0,0.0
-807.0,0.0
-811.0,0.0
-814.0,0.0
-818.0,0.0
-822.0,0.0
-826.0,0.0
-827.0,0.0
-828.0,0.0
-829.0,0.0
-830.0,0.0
-836.0,0.0
-839.0,0.0
-843.0,0.001
-847.0,0.0
-850.0,0.0
-857.0,0.0
-859.0,0.0
-860.0,0.0
-861.0,0.0
-862.0,0.0
-863.0,0.0
-866.0,0.0
-867.0,0.0
-868.0,0.0
-873.0,0.0
-876.0,0.0
-879.0,0.0
-881.0,0.0
-887.0,0.0
-889.0,0.0
-893.0,0.0
-894.0,0.0
-895.0,0.0
-898.0,0.0
-899.0,0.0
-902.0,0.0
-903.0,0.0
-912.0,0.0
-914.0,0.0
-915.0,0.0
-926.0,0.0
-927.0,0.0
-928.0,0.0
-932.0,0.0
-934.0,0.0
-936.0,0.0
-937.0,0.0
-941.0,0.0
-944.0,0.0
-952.0,0.0
-954.0,0.0
-955.0,0.0
-961.0,0.0
-962.0,0.0
-968.0,0.0
-969.0,0.0
-971.0,0.0
-972.0,0.0
-977.0,0.0
-978.0,0.0
-979.0,0.0
-981.0,0.001
-983.0,0.0
-987.0,0.0
-988.0,0.0
-989.0,0.0
-994.0,0.0
-999.0,0.0
-1004.0,0.0
-1006.0,0.0
-1014.0,0.0
-1018.0,0.0
-1021.0,0.0
-1022.0,0.0
-1027.0,0.0
-1030.0,0.0
-1031.0,0.0
-1037.0,0.0
-1041.0,0.0
-1045.0,0.0
-1047.0,0.0
-1056.0,0.0
-1058.0,0.0
-1059.0,0.0
-1061.0,0.0
-1063.0,0.0
-1064.0,0.0
-1066.0,0.0
-1081.0,0.0
-1086.0,0.0
-1090.0,0.0
-1091.0,0.0
-1097.0,0.0
-1098.0,0.0
-1100.0,0.0
-1105.0,0.0
-1110.0,0.0
-1116.0,0.0
-1117.0,0.0
-1128.0,0.0
-1130.0,0.0
-1134.0,0.0
-1135.0,0.0
-1146.0,0.0
-1160.0,0.0
-1161.0,0.0
-1163.0,0.0
-1177.0,0.0
-1179.0,0.0
-1190.0,0.0
-1206.0,0.0
-1210.0,0.0
-1216.0,0.0
-1220.0,0.0
-1226.0,0.0
-1233.0,0.0
-1234.0,0.0
-1237.0,0.0
-1239.0,0.0
-1255.0,0.0
-1259.0,0.0
-1269.0,0.0
-1282.0,0.0
-1284.0,0.0
-1287.0,0.0
-1293.0,0.0
-1295.0,0.0
-1299.0,0.0
-1301.0,0.0
-1308.0,0.0
-1311.0,0.0
-1313.0,0.0
-1318.0,0.0
-1325.0,0.0
-1326.0,0.0
-1337.0,0.0
-1365.0,0.0
-1375.0,0.0
-1396.0,0.0
-1401.0,0.0
-1414.0,0.0
-1425.0,0.0
-1427.0,0.0
-1433.0,0.0
-1445.0,0.0
-1446.0,0.0
-1448.0,0.0
-1475.0,0.0
-1483.0,0.0
-1488.0,0.0
-1501.0,0.0
-1511.0,0.0
-1513.0,0.0
-1532.0,0.0
-1537.0,0.0
-1567.0,0.0
-1588.0,0.0
-1594.0,0.0
-1605.0,0.0
-1609.0,0.0
-1638.0,0.0
-1657.0,0.0
-1664.0,0.0
-1688.0,0.0
-1697.0,0.0
-1702.0,0.0
-1703.0,0.0
-1775.0,0.0
-1777.0,0.0
-1784.0,0.0
-1790.0,0.0
-1812.0,0.0
-1830.0,0.0
-1843.0,0.0
-1863.0,0.0
-1886.0,0.0
-1891.0,0.0
-1897.0,0.0
-1922.0,0.0
-1978.0,0.0
-1997.0,0.0
-2035.0,0.0
-2039.0,0.0
-2057.0,0.0
-2200.0,0.0
-2205.0,0.0
-2206.0,0.0
-2207.0,0.0
-2248.0,0.0
-2279.0,0.0
-2286.0,0.0
-2301.0,0.0
-2355.0,0.0
-2387.0,0.0
-2463.0,0.0
-2483.0,0.0
-2597.0,0.0
-2674.0,0.0
-2688.0,0.0
-2773.0,0.0
-2879.0,0.0
-2893.0,0.0
-3092.0,0.0
-3243.0,0.0
-3283.0,0.0
-3306.0,0.0
-3450.0,0.0
-3454.0,0.0
-3590.0,0.0
-3805.0,0.0
-3883.0,0.0
-4007.0,0.0
-4281.0,0.0
-4331.0,0.0
-4356.0,0.0
-4635.0,0.0
-4739.0,0.0
-5556.0,0.0
-5816.0,0.0
-12204.0,0.0
diff --git a/mazerunner_fanfics.csv b/mazerunner_fanfics.csv
index 6256370f67f9550b38777666173291d5781f1f3e..d6d850f89d3591de5e36131f5b595992c7b41895 100644
Binary files a/mazerunner_fanfics.csv and b/mazerunner_fanfics.csv differ
diff --git a/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist.png b/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist.png
index cb3f56889596643344c2399b090057d56e2a8e47..5f1ebbbd75cd6112233d057490566bd089c5eabb 100644
Binary files a/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist.png and b/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist.png differ
diff --git a/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist2.png b/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist2.png
deleted file mode 100644
index cc847873d9bc85ec9d112dc4213ebec196eb3b61..0000000000000000000000000000000000000000
Binary files a/murderbot/plots/fanfic_overview/fanfic_kudo_freq_dist2.png and /dev/null differ
diff --git a/murderbot/plots/fanfic_overview/fanfic_kudo_new_dist.csv b/murderbot/plots/fanfic_overview/fanfic_kudo_new_dist.csv
deleted file mode 100644
index 850ddffa527587bd7d5cbf1d5eeea4d44616995d..0000000000000000000000000000000000000000
--- a/murderbot/plots/fanfic_overview/fanfic_kudo_new_dist.csv
+++ /dev/null
@@ -1,398 +0,0 @@
-,0
-1.0,0.002
-2.0,0.003
-3.0,0.004
-4.0,0.01
-5.0,0.013
-6.0,0.019
-7.0,0.016
-8.0,0.017
-9.0,0.015
-10.0,0.013
-11.0,0.008
-12.0,0.014
-13.0,0.016
-14.0,0.011
-15.0,0.014
-16.0,0.014
-17.0,0.012
-18.0,0.012
-19.0,0.007
-20.0,0.013
-21.0,0.008
-22.0,0.008
-23.0,0.008
-24.0,0.012
-25.0,0.008
-26.0,0.011
-27.0,0.008
-28.0,0.008
-29.0,0.012
-30.0,0.007
-31.0,0.008
-32.0,0.008
-33.0,0.009
-34.0,0.004
-35.0,0.01
-36.0,0.006
-37.0,0.008
-38.0,0.004
-39.0,0.005
-40.0,0.007
-41.0,0.005
-42.0,0.005
-43.0,0.01
-44.0,0.004
-45.0,0.009
-46.0,0.005
-47.0,0.007
-48.0,0.006
-49.0,0.005
-50.0,0.009
-51.0,0.002
-52.0,0.005
-53.0,0.003
-54.0,0.006
-55.0,0.008
-56.0,0.007
-57.0,0.004
-58.0,0.006
-59.0,0.003
-60.0,0.006
-61.0,0.005
-62.0,0.006
-63.0,0.007
-64.0,0.004
-65.0,0.003
-66.0,0.004
-67.0,0.005
-68.0,0.005
-69.0,0.002
-70.0,0.006
-71.0,0.007
-72.0,0.005
-73.0,0.004
-74.0,0.004
-75.0,0.003
-76.0,0.002
-77.0,0.004
-78.0,0.005
-79.0,0.004
-80.0,0.002
-81.0,0.004
-82.0,0.002
-83.0,0.002
-84.0,0.004
-85.0,0.002
-86.0,0.004
-87.0,0.003
-88.0,0.005
-89.0,0.002
-90.0,0.006
-91.0,0.002
-92.0,0.003
-93.0,0.005
-94.0,0.002
-95.0,0.002
-96.0,0.002
-97.0,0.003
-98.0,0.004
-99.0,0.004
-100.0,0.004
-101.0,0.001
-102.0,0.003
-103.0,0.001
-104.0,0.003
-105.0,0.004
-106.0,0.002
-107.0,0.002
-108.0,0.001
-109.0,0.004
-110.0,0.006
-111.0,0.003
-112.0,0.003
-113.0,0.001
-114.0,0.002
-115.0,0.003
-116.0,0.002
-117.0,0.001
-118.0,0.002
-119.0,0.005
-120.0,0.002
-121.0,0.002
-122.0,0.001
-123.0,0.003
-124.0,0.002
-125.0,0.003
-126.0,0.001
-127.0,0.003
-128.0,0.001
-129.0,0.005
-130.0,0.002
-131.0,0.003
-132.0,0.004
-133.0,0.003
-134.0,0.003
-135.0,0.002
-136.0,0.001
-137.0,0.001
-138.0,0.003
-139.0,0.002
-140.0,0.001
-141.0,0.002
-142.0,0.004
-143.0,0.001
-144.0,0.001
-145.0,0.003
-146.0,0.002
-147.0,0.001
-148.0,0.001
-149.0,0.002
-150.0,0.001
-151.0,0.001
-152.0,0.002
-153.0,0.001
-154.0,0.002
-155.0,0.003
-156.0,0.002
-157.0,0.002
-158.0,0.002
-159.0,0.002
-160.0,0.001
-161.0,0.002
-163.0,0.002
-165.0,0.002
-166.0,0.003
-167.0,0.001
-168.0,0.003
-169.0,0.001
-170.0,0.001
-171.0,0.001
-172.0,0.001
-173.0,0.001
-174.0,0.001
-175.0,0.002
-176.0,0.001
-177.0,0.002
-178.0,0.001
-179.0,0.001
-180.0,0.002
-182.0,0.001
-183.0,0.002
-184.0,0.003
-185.0,0.001
-186.0,0.004
-187.0,0.002
-188.0,0.001
-190.0,0.003
-191.0,0.003
-193.0,0.002
-194.0,0.002
-195.0,0.002
-196.0,0.002
-197.0,0.001
-199.0,0.001
-200.0,0.001
-201.0,0.003
-202.0,0.001
-203.0,0.002
-204.0,0.001
-207.0,0.001
-208.0,0.002
-209.0,0.001
-210.0,0.002
-211.0,0.001
-212.0,0.001
-213.0,0.001
-214.0,0.001
-215.0,0.001
-216.0,0.001
-218.0,0.001
-220.0,0.002
-221.0,0.001
-222.0,0.002
-224.0,0.001
-225.0,0.001
-226.0,0.001
-228.0,0.001
-229.0,0.001
-230.0,0.001
-231.0,0.001
-232.0,0.001
-234.0,0.001
-235.0,0.001
-236.0,0.001
-237.0,0.001
-239.0,0.001
-241.0,0.001
-242.0,0.001
-244.0,0.001
-245.0,0.001
-247.0,0.001
-249.0,0.001
-251.0,0.002
-252.0,0.001
-253.0,0.001
-254.0,0.002
-255.0,0.001
-256.0,0.002
-258.0,0.001
-259.0,0.001
-261.0,0.001
-262.0,0.002
-263.0,0.001
-264.0,0.001
-265.0,0.001
-267.0,0.001
-268.0,0.001
-270.0,0.001
-271.0,0.001
-273.0,0.002
-274.0,0.001
-275.0,0.001
-276.0,0.001
-280.0,0.001
-282.0,0.001
-288.0,0.002
-290.0,0.001
-291.0,0.001
-295.0,0.001
-296.0,0.001
-297.0,0.001
-299.0,0.001
-300.0,0.001
-303.0,0.001
-305.0,0.001
-306.0,0.001
-309.0,0.001
-312.0,0.001
-313.0,0.001
-314.0,0.001
-316.0,0.001
-317.0,0.001
-318.0,0.001
-319.0,0.001
-320.0,0.001
-321.0,0.001
-322.0,0.001
-323.0,0.001
-326.0,0.001
-329.0,0.001
-330.0,0.001
-333.0,0.001
-338.0,0.001
-339.0,0.001
-343.0,0.001
-345.0,0.001
-346.0,0.003
-348.0,0.001
-350.0,0.001
-354.0,0.001
-356.0,0.001
-358.0,0.001
-359.0,0.001
-360.0,0.001
-361.0,0.001
-364.0,0.001
-365.0,0.002
-366.0,0.001
-367.0,0.001
-369.0,0.001
-374.0,0.001
-375.0,0.001
-377.0,0.001
-378.0,0.001
-379.0,0.001
-380.0,0.001
-381.0,0.001
-382.0,0.001
-384.0,0.001
-385.0,0.001
-387.0,0.001
-390.0,0.001
-392.0,0.001
-393.0,0.001
-400.0,0.001
-402.0,0.001
-407.0,0.001
-408.0,0.001
-409.0,0.001
-411.0,0.001
-412.0,0.001
-417.0,0.001
-423.0,0.001
-424.0,0.001
-426.0,0.001
-427.0,0.001
-429.0,0.001
-430.0,0.001
-431.0,0.001
-433.0,0.001
-435.0,0.002
-436.0,0.001
-437.0,0.001
-446.0,0.001
-451.0,0.001
-452.0,0.001
-453.0,0.001
-459.0,0.001
-462.0,0.001
-464.0,0.001
-465.0,0.001
-468.0,0.001
-469.0,0.001
-477.0,0.001
-480.0,0.001
-484.0,0.001
-485.0,0.001
-488.0,0.001
-489.0,0.001
-491.0,0.001
-492.0,0.001
-516.0,0.001
-533.0,0.001
-535.0,0.001
-536.0,0.001
-543.0,0.001
-546.0,0.001
-552.0,0.001
-564.0,0.001
-566.0,0.001
-595.0,0.001
-596.0,0.001
-610.0,0.001
-623.0,0.001
-624.0,0.001
-627.0,0.001
-628.0,0.001
-635.0,0.001
-637.0,0.001
-645.0,0.001
-650.0,0.001
-655.0,0.001
-658.0,0.001
-663.0,0.001
-682.0,0.001
-687.0,0.001
-701.0,0.001
-711.0,0.001
-731.0,0.001
-752.0,0.001
-761.0,0.001
-771.0,0.001
-784.0,0.001
-785.0,0.001
-790.0,0.001
-794.0,0.001
-797.0,0.001
-822.0,0.001
-825.0,0.001
-860.0,0.001
-861.0,0.001
-865.0,0.001
-871.0,0.001
-881.0,0.001
-887.0,0.001
-888.0,0.001
-910.0,0.001
-960.0,0.001
diff --git a/percy_fanfics.csv b/percy_fanfics.csv
index 129085c48bf933c49bfde9ff136d335141f848a8..388b802f3f0cc0920b8027984449d2a129d55631 100644
Binary files a/percy_fanfics.csv and b/percy_fanfics.csv differ
diff --git a/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist.png b/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist.png
index db410059dc69804c0e9003cd6ec16c1e756c43dd..ac5c47b54187330ed8f9c03cafde027a18aaec20 100644
Binary files a/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist.png and b/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist.png differ
diff --git a/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist2.png b/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist2.png
deleted file mode 100644
index 0b9563287c4e55f74f8d2a6f621f0abbabbb3e18..0000000000000000000000000000000000000000
Binary files a/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_freq_dist2.png and /dev/null differ
diff --git a/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_new_dist.csv b/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_new_dist.csv
deleted file mode 100644
index 710f52734efec45915475a91a79d9c6e5efa913c..0000000000000000000000000000000000000000
--- a/school_for_good_and_evil/plots/fanfic_overview/fanfic_kudo_new_dist.csv
+++ /dev/null
@@ -1,297 +0,0 @@
-,0
-1.0,0.014
-2.0,0.012
-3.0,0.016
-4.0,0.014
-5.0,0.009
-6.0,0.011
-7.0,0.014
-8.0,0.008
-9.0,0.009
-10.0,0.011
-11.0,0.01
-12.0,0.012
-13.0,0.009
-14.0,0.015
-15.0,0.016
-16.0,0.011
-17.0,0.01
-18.0,0.009
-19.0,0.009
-20.0,0.011
-21.0,0.004
-22.0,0.009
-23.0,0.009
-24.0,0.014
-25.0,0.009
-26.0,0.011
-27.0,0.007
-28.0,0.014
-29.0,0.005
-30.0,0.008
-31.0,0.008
-32.0,0.009
-33.0,0.009
-34.0,0.007
-35.0,0.006
-36.0,0.009
-37.0,0.003
-38.0,0.007
-39.0,0.009
-40.0,0.007
-41.0,0.013
-42.0,0.008
-43.0,0.006
-44.0,0.006
-45.0,0.009
-46.0,0.008
-47.0,0.005
-48.0,0.006
-49.0,0.009
-50.0,0.007
-51.0,0.007
-52.0,0.005
-53.0,0.007
-54.0,0.006
-55.0,0.004
-56.0,0.007
-57.0,0.005
-58.0,0.009
-59.0,0.004
-60.0,0.005
-61.0,0.006
-62.0,0.006
-63.0,0.004
-64.0,0.003
-65.0,0.005
-66.0,0.005
-67.0,0.002
-68.0,0.005
-69.0,0.003
-70.0,0.002
-71.0,0.005
-72.0,0.005
-73.0,0.004
-74.0,0.002
-75.0,0.006
-76.0,0.004
-77.0,0.002
-78.0,0.007
-79.0,0.005
-80.0,0.006
-81.0,0.004
-82.0,0.003
-83.0,0.001
-84.0,0.001
-85.0,0.004
-86.0,0.001
-87.0,0.004
-88.0,0.004
-89.0,0.005
-90.0,0.005
-91.0,0.004
-92.0,0.008
-93.0,0.002
-94.0,0.004
-95.0,0.002
-96.0,0.003
-97.0,0.003
-98.0,0.001
-99.0,0.002
-100.0,0.006
-101.0,0.004
-102.0,0.004
-103.0,0.003
-104.0,0.001
-105.0,0.001
-106.0,0.005
-107.0,0.002
-108.0,0.002
-109.0,0.004
-110.0,0.002
-111.0,0.003
-112.0,0.001
-113.0,0.002
-114.0,0.004
-115.0,0.005
-116.0,0.002
-117.0,0.002
-118.0,0.002
-119.0,0.006
-121.0,0.006
-122.0,0.005
-123.0,0.006
-124.0,0.003
-125.0,0.001
-126.0,0.001
-127.0,0.005
-129.0,0.002
-130.0,0.006
-131.0,0.003
-132.0,0.004
-133.0,0.001
-134.0,0.003
-135.0,0.001
-136.0,0.002
-137.0,0.004
-138.0,0.004
-139.0,0.002
-140.0,0.001
-141.0,0.001
-142.0,0.001
-144.0,0.003
-145.0,0.001
-148.0,0.001
-149.0,0.001
-150.0,0.004
-153.0,0.003
-154.0,0.001
-155.0,0.002
-157.0,0.004
-158.0,0.002
-159.0,0.002
-160.0,0.001
-161.0,0.001
-162.0,0.002
-163.0,0.001
-164.0,0.002
-165.0,0.004
-166.0,0.002
-167.0,0.006
-168.0,0.002
-169.0,0.001
-170.0,0.001
-171.0,0.003
-172.0,0.002
-173.0,0.003
-174.0,0.002
-175.0,0.001
-177.0,0.002
-178.0,0.001
-179.0,0.001
-180.0,0.002
-181.0,0.001
-182.0,0.001
-184.0,0.001
-185.0,0.001
-186.0,0.001
-188.0,0.001
-189.0,0.002
-190.0,0.002
-191.0,0.003
-192.0,0.001
-193.0,0.002
-194.0,0.001
-195.0,0.004
-198.0,0.002
-200.0,0.003
-201.0,0.002
-202.0,0.001
-203.0,0.003
-204.0,0.001
-205.0,0.003
-206.0,0.001
-208.0,0.001
-209.0,0.003
-210.0,0.001
-211.0,0.004
-213.0,0.001
-217.0,0.001
-219.0,0.002
-221.0,0.001
-222.0,0.002
-223.0,0.001
-226.0,0.001
-227.0,0.001
-228.0,0.001
-229.0,0.002
-233.0,0.002
-234.0,0.002
-237.0,0.001
-241.0,0.001
-244.0,0.001
-245.0,0.001
-248.0,0.001
-253.0,0.002
-255.0,0.001
-257.0,0.001
-259.0,0.001
-260.0,0.001
-263.0,0.003
-264.0,0.001
-266.0,0.001
-270.0,0.001
-275.0,0.003
-279.0,0.001
-280.0,0.001
-288.0,0.001
-290.0,0.001
-295.0,0.001
-297.0,0.002
-299.0,0.002
-305.0,0.003
-308.0,0.002
-310.0,0.001
-313.0,0.001
-315.0,0.001
-320.0,0.001
-325.0,0.001
-328.0,0.001
-329.0,0.001
-330.0,0.001
-334.0,0.001
-335.0,0.002
-339.0,0.001
-341.0,0.001
-343.0,0.001
-347.0,0.001
-350.0,0.001
-359.0,0.002
-360.0,0.001
-361.0,0.003
-362.0,0.001
-365.0,0.001
-368.0,0.001
-370.0,0.001
-372.0,0.001
-374.0,0.001
-375.0,0.001
-388.0,0.001
-394.0,0.001
-397.0,0.001
-401.0,0.001
-406.0,0.001
-418.0,0.001
-419.0,0.001
-421.0,0.002
-423.0,0.001
-426.0,0.001
-442.0,0.001
-443.0,0.001
-463.0,0.001
-464.0,0.001
-476.0,0.001
-483.0,0.001
-493.0,0.001
-494.0,0.001
-505.0,0.001
-506.0,0.001
-513.0,0.001
-522.0,0.001
-527.0,0.001
-529.0,0.001
-536.0,0.001
-543.0,0.001
-565.0,0.001
-572.0,0.001
-582.0,0.001
-622.0,0.001
-652.0,0.001
-687.0,0.001
-689.0,0.001
-743.0,0.001
-768.0,0.001
-837.0,0.001
-855.0,0.001
-888.0,0.001
-932.0,0.001
diff --git a/throne_of_glass/plots/fanfic_overview/fanfic_kudo_freq_dist.png b/throne_of_glass/plots/fanfic_overview/fanfic_kudo_freq_dist.png
deleted file mode 100644
index 6e4644af0a82bc5f7aa21883c3453bb316e37192..0000000000000000000000000000000000000000
Binary files a/throne_of_glass/plots/fanfic_overview/fanfic_kudo_freq_dist.png and /dev/null differ