diff --git a/backend/clr/clr.py b/backend/clr/clr.py
deleted file mode 100644
index 4d50a64..0000000
--- a/backend/clr/clr.py
+++ /dev/null
@@ -1,183 +0,0 @@
-import json
-import math
-import time
-import copy
-import random
-import numpy as np
-import pandas as pd 
-from pprint import pprint
-
-
-
-'''
-    reads in sample data with number of businesses, round size, and randomization parameters
-    args: 
-        csv_filename
-            'filename.csv' 
-        _seed
-            int
-        _num_biz
-            int
-        _contribs
-            int
-    returns: 
-        list of lists data with parameters
-            [[grant_id (str), user_id (str), contribution_amount (float)]]
-'''
-def get_data(csv_filename, _seed=9, _num_biz=8, _contribs=1000):
-    df = pd.read_csv(csv_filename)
-
-    # generate random business ids
-    random.seed(_seed)
-    selected_ids = random.sample(range(100), _num_biz)
-    
-    # get relevant columns and restrict round size
-    rel = ['grant_id', 'contributor_profile_id', 'amount_per_period_usdt']
-    f = df[rel]
-    f = f.iloc[0:_contribs]
-
-    # randomly populate grant ids
-    # np.random.seed(_seed)
-    # f['grant_id'] = np.random.choice(selected_ids, size=len(f))
-
-    # numeric to str
-    f.loc[:, 'grant_id'] = f.loc[:, 'grant_id'].astype(str)
-    
-    # create list of lists from dataframe
-    ll = f.T.values.T.tolist()
-
-    # mix it up
-    random.seed(_seed)
-    mix = random.sample(ll, len(ll))
-
-    return mix
-
-
-
-'''
-    translates django grant data structure to a list of lists
-    args: 
-        django grant data structure
-            {
-                'id': (string) ,
-                'contibutions' : [
-                    {
-                        contributor_profile (str) : contribution_amount (int)
-                    }
-                ]
-            }
-    returns: 
-        list of lists of grant data 
-            [[grant_id (str), user_id (str), contribution_amount (float)]]
-'''
-def translate_data(grants_data):
-    grants_list = []
-    for g in grants_data:
-        grant_id = g.get('id')
-        for c in g.get('contributions'):
-            val = [grant_id] + [list(c.keys())[0], list(c.values())[0]]
-            grants_list.append(val)
-
-    return grants_list
-
-
-
-'''
-    aggregates contributions by contributor
-    args: 
-        list of lists of grant data
-            [[grant_id (str), user_id (str), contribution_amount (float)]]
-    returns: 
-        aggregated contributions by user, organized by grant
-            {grant_id (str): {user_id (str): aggregated_amount (float)}}
-'''
-def aggregate_contributions(grant_contributions):
-    contrib_dict = {}
-    for proj, user, amount in grant_contributions:
-        if proj not in contrib_dict:
-            contrib_dict[proj] = {}
-        contrib_dict[proj][user] = contrib_dict[proj].get(user, 0) + amount
-
-    return contrib_dict
-
-
-
-'''
-    calculates the clr amount at the given threshold and total pot
-    args:
-        aggregated_contributions
-            {grant_id (str): {user_id (str): aggregated_amount (float)}}
-        _cap
-            float
-        total_pot
-            float
-    returns:
-        total clr award by grant
-            [{'id': proj, 'clr_amount': clr_amount}]
-        bigtot
-            int
-        saturation point
-            boolean
-'''
-def calculate_clr(aggregated_contributions, _cap=8000, total_pot=25000.0):
-    saturation_point = False
-    bigtot = 0
-    totals = []
-    for proj, contribz in aggregated_contributions.items():
-        ssq = 0
-        tot = 0 
-        for u1, v1 in contribz.items():
-            # sum of square root
-            ssq += v1 ** 0.5
-            # sum of contributions
-            tot += v1
-        # non-clr pairwise formula
-        clr_amount = (ssq ** 2) - tot
-        
-        # implement cap
-        if clr_amount >= _cap:
-            clr_amount = _cap
-
-        # results for total
-        totals.append({'id': proj, 'clr_amount': clr_amount})
-        bigtot += clr_amount
-        
-
-    # warn if sataurated
-    if bigtot >= total_pot:
-        saturation_point = True
-
-    return totals, bigtot, saturation_point
-
-
-
-if __name__ == '__main__':
-    data = get_data('testing.csv', _contribs=200)  # 142
-    data_agg = aggregate_contributions(data)
-    totals, bigtot, sp = calculate_clr(data_agg)
-    print(f'past saturation point?: {sp} w/ total pot @ {bigtot}')
-    pprint(totals)
-
-
-
-'''
-results for 141 and 142 contributions
-past saturation point?: False w/ total pot @ 24844.538740555377
-[{'clr_amount': 3041.183077725673, 'id': '17'},
- {'clr_amount': 5108.96906073675, 'id': '47'},
- {'clr_amount': 6250, 'id': '59'},
- {'clr_amount': 720.6434705877829, 'id': '78'},
- {'clr_amount': 4050.201367913871, 'id': '86'},
- {'clr_amount': 2587.4232337582002, 'id': '23'},
- {'clr_amount': 2358.428233897319, 'id': '34'},
- {'clr_amount': 727.6902959357832, 'id': '0'}]
-past saturation point?: True w/ total pot @ 25587.716151776673
-[{'clr_amount': 3041.183077725673, 'id': '17'},
- {'clr_amount': 5852.146471958044, 'id': '47'},
- {'clr_amount': 6250, 'id': '59'},
- {'clr_amount': 720.6434705877829, 'id': '78'},
- {'clr_amount': 2587.4232337582, 'id': '23'},
- {'clr_amount': 4050.201367913871, 'id': '86'},
- {'clr_amount': 2358.428233897319, 'id': '34'},
- {'clr_amount': 727.6902959357832, 'id': '0'}]
-'''
\ No newline at end of file
diff --git a/backend/clr/sample_data.csv b/backend/clr/sample_data.csv
deleted file mode 100644
index 92e1a43..0000000
--- a/backend/clr/sample_data.csv
+++ /dev/null
@@ -1,900 +0,0 @@
-grant_id,grant_type,contributor_profile_id,amount_per_period_usdt
-498,health,5552,0.94842448
-545,health,5433,23.75
-547,health,8517,4.75
-558,health,60127,11.72339469
-578,health,47385,0.95
-483,health,2288,50
-558,health,63673,9.5
-494,health,80462,0.95
-545,health,72084,4.75
-694,health,73151,0.95
-558,health,72941,4.75
-566,health,8521,9.9
-547,health,79274,9.5
-545,health,5184,95
-694,health,68437,2.85
-647,health,78798,47.82240074
-503,health,79492,1.407942132
-493,health,72686,1.185066002
-494,health,11269,1.8
-558,health,72463,14.85
-503,health,72460,1.361921755
-656,health,2288,10
-541,health,61895,4.75
-541,health,67007,4.75
-578,health,72844,1.9
-498,health,57580,9.5
-494,health,72460,1.361921755
-558,health,12374,1.045
-652,health,62916,10.5
-523,health,18954,19
-547,health,79776,10
-578,health,78709,7.892941335
-547,health,5019,9.5
-545,health,15172,0.95
-598,health,73749,9.631548732
-501,health,4823,9.5
-541,health,57842,47.5
-498,health,4142,110
-541,health,62087,0.95
-547,health,78764,9.5
-578,health,71131,4.75
-578,health,2956,5
-578,health,75943,19
-498,health,77442,104.5
-547,health,63666,9.5
-493,health,80327,1.019450976
-578,health,4200,0.4199
-578,health,59428,1
-697,health,60103,0.95
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-558,health,72434,4.75
-547,health,79755,10
-504,health,2288,50
-547,health,79772,10
-696,health,63505,4.75
-541,health,78278,10.45
-547,health,79550,4.75
-545,health,73504,5.035
-541,health,66530,4.75
-547,health,64356,9.5
-493,health,4142,125
-553,health,77766,2.628649691
-578,health,72986,0.95
-561,health,2288,11
-504,health,78087,1.344837416
-547,health,79594,9.75
-694,health,1594,9.5
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-547,health,79784,10
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-561,health,59542,1.434477174
-578,health,79976,4.75
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-494,health,77636,1636.590508
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-498,health,79775,0.00E+00
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\ No newline at end of file
diff --git a/backend/clr/testing.csv b/backend/clr/testing.csv
deleted file mode 100644
index 28cb5c8..0000000
--- a/backend/clr/testing.csv
+++ /dev/null
@@ -1,26 +0,0 @@
-grant_id,grant_type,contributor_profile_id,amount_per_period_usdt
-1,health,1,16
-1,health,2,16
-1,health,3,16
-1,health,4,16
-1,health,5,16
-1,health,6,16
-1,health,7,16
-1,health,8,16
-1,health,9,16
-1,health,10,16
-1,health,11,16
-1,health,12,16
-1,health,13,16
-1,health,14,16
-1,health,15,16
-1,health,16,16
-1,health,17,16
-1,health,18,16
-1,health,19,16
-1,health,20,16
-1,health,21,16
-1,health,22,16
-1,health,23,16
-1,health,24,16
-1,health,25,16
diff --git a/backend/downtownapi/main/clr.py b/backend/downtownapi/main/clr.py
index 110875f..3a22509 100644
--- a/backend/downtownapi/main/clr.py
+++ b/backend/downtownapi/main/clr.py
@@ -75,7 +75,7 @@ def aggregate_contributions(grant_contributions):
 '''
 
 
-def calculate_clr(aggregated_contributions, _cap=6250, total_pot=25000.0):
+def calculate_clr(aggregated_contributions, _cap=8000, total_pot=25000.0):
     saturation_point = False
     bigtot = 0
     totals = []
@@ -116,7 +116,7 @@ def calculate_clr(aggregated_contributions, _cap=6250, total_pot=25000.0):
     return totals, bigtot_normalized_cap, saturation_point
 
 
-def calculate_live_clr(aggregated_contributions, business_id, _cap=6250, total_pot=25000.0):
+def calculate_live_clr(aggregated_contributions, business_id, _cap=8000, total_pot=25000.0):
     '''
 
     Calculates the CLR match for user before donation