From 31152939e1248fac82f6ac635f5506be0d2dc263 Mon Sep 17 00:00:00 2001
From: Abhishek <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 19:49:24 +0530
Subject: [PATCH 1/7] Merge branch 'main' of
 https://github.com/deerfieldgreen/FRED_data

---
 audit_trail.csv                  |  52 ++++++++++++++++---------------
 config/settings.yml              |   7 +++++
 data/dff/data.csv                |   1 +
 data/dff/dff.pkl                 | Bin 541414 -> 541540 bytes
 data/sofr/combined_sofr_data.csv |   4 ++-
 data/sofr/combined_sofr_data.pkl | Bin 90018 -> 90124 bytes
 src/data_operations.py           |  52 ++++++++++++++++++++++++++-----
 7 files changed, 83 insertions(+), 33 deletions(-)

diff --git a/audit_trail.csv b/audit_trail.csv
index 59e0d32..883410f 100644
--- a/audit_trail.csv
+++ b/audit_trail.csv
@@ -1,26 +1,28 @@
 Series Name,Last Date,Last Value,Last Request Datetime
-dff,2024-12-25,4.33,2024-12-27 04:01:22
-frb_kc_lmci_monthly,2024-11-01,0.41865,2024-12-27 04:01:24
-michigan_csi_monthly,2024-11-01,71.8,2024-12-27 04:01:26
-rate_aus_3m_bank,2024-11-01,4.42,2024-12-27 04:01:28
-rate_cnd_3m_bank,2024-11-01,3.48,2024-12-27 04:01:30
-rate_chf_3m_bank,2024-11-01,0.825417,2024-12-27 04:01:31
-rate_deu_3m_bank,2024-11-01,3.0067619047618996,2024-12-27 04:01:33
-rate_eur_3m_bank,2024-11-01,3.0067619047618996,2024-12-27 04:01:35
-rate_gbp_3m_bank,2024-11-01,4.68,2024-12-27 04:01:36
-rate_jpn_3m_bank,2024-10-01,0.256,2024-12-27 04:01:38
-rate_deu_lt_gov,2024-11-01,2.30571428571429,2024-12-27 04:01:40
-rate_eur_lt_gov,2024-11-01,2.9291315226785,2024-12-27 04:01:41
-cpi_usa,2024-11-01,2.7541349999999998,2024-12-27 04:01:43
-cpi_eur,2023-01-01,8.7,2024-12-27 04:01:44
-cpi_deu,2024-11-01,2.254381,2024-12-27 04:01:46
-cpi_gbr,2024-10-01,3.18,2024-12-27 04:01:47
-cpi_chf,2024-11-01,0.7307158,2024-12-27 04:01:49
-cpi_jpn,2021-06-01,-0.5,2024-12-27 04:01:52
-cpi_can,2024-10-01,1.9977169999999997,2024-12-27 04:01:53
-cpi_aus,2024-07-01,2.808573,2024-12-27 04:01:55
-SOFR,2024-12-23,4.31,2024-12-25 20:47:44
-SOFR30DAYAVG,2024-12-24,4.56011,2024-12-25 20:47:47
-SOFR90DAYAVG,2024-12-24,4.72665,2024-12-25 20:47:48
-SOFR180DAYAVG,2024-12-24,5.06385,2024-12-25 20:47:50
-SOFRINDEX,2024-12-24,1.17379329,2024-12-25 20:47:52
+dff,2024-12-26,4.33,2024-12-29 19:46:32
+frb_kc_lmci_monthly,2024-11-01,0.41865,2024-12-29 19:46:33
+michigan_csi_monthly,2024-11-01,71.8,2024-12-29 19:46:35
+rate_aus_3m_bank,2024-11-01,4.42,2024-12-29 19:46:36
+rate_cnd_3m_bank,2024-11-01,3.48,2024-12-29 19:46:38
+rate_chf_3m_bank,2024-11-01,0.825417,2024-12-29 19:46:39
+rate_deu_3m_bank,2024-11-01,3.0067619047618996,2024-12-29 19:46:41
+rate_eur_3m_bank,2024-11-01,3.0067619047618996,2024-12-29 19:46:42
+rate_gbp_3m_bank,2024-11-01,4.68,2024-12-29 19:46:44
+rate_jpn_3m_bank,2024-10-01,0.256,2024-12-29 19:46:45
+rate_deu_lt_gov,2024-11-01,2.30571428571429,2024-12-29 19:46:47
+rate_eur_lt_gov,2024-11-01,2.9291315226785,2024-12-29 19:46:48
+cpi_usa,2024-11-01,2.7541349999999998,2024-12-29 19:46:50
+cpi_eur,2023-01-01,8.7,2024-12-29 19:46:51
+cpi_deu,2024-11-01,2.254381,2024-12-29 19:46:53
+cpi_gbr,2024-10-01,3.18,2024-12-29 19:46:54
+cpi_chf,2024-11-01,0.7307158,2024-12-29 19:46:55
+cpi_jpn,2021-06-01,-0.5,2024-12-29 19:46:57
+cpi_can,2024-10-01,1.9977169999999997,2024-12-29 19:46:58
+cpi_aus,2024-07-01,2.808573,2024-12-29 19:47:00
+M1SL,2024-11-01,18365.7,2024-12-29 19:47:01
+M2SL,2024-11-01,21447.6,2024-12-29 19:47:03
+SOFR,2024-12-26,4.53,2024-12-29 19:47:04
+SOFR30DAYAVG,2024-12-27,4.54671,2024-12-29 19:47:06
+SOFR90DAYAVG,2024-12-27,4.71339,2024-12-29 19:47:08
+SOFR180DAYAVG,2024-12-27,5.04866,2024-12-29 19:47:09
+SOFRINDEX,2024-12-27,1.17422796,2024-12-29 19:47:11
diff --git a/config/settings.yml b/config/settings.yml
index 04aa5ec..92b080a 100644
--- a/config/settings.yml
+++ b/config/settings.yml
@@ -108,6 +108,13 @@ data_map_dict:
     SOFRINDEX:
         data_ref: "SOFRINDEX"
         data_source: "FRED"
+    
+    M1SL:
+        data_ref: "M1SL"
+        data_source: "FRED"
+    M2SL:
+        data_ref: "M2SL"
+        data_source: "FRED"
 
         
 
diff --git a/data/dff/data.csv b/data/dff/data.csv
index 117864b..e36455c 100644
--- a/data/dff/data.csv
+++ b/data/dff/data.csv
@@ -25745,3 +25745,4 @@ DATE,DFF
 2024-12-23,4.33
 2024-12-24,4.33
 2024-12-25,4.33
+2024-12-26,4.33
diff --git a/data/dff/dff.pkl b/data/dff/dff.pkl
index 91b20aa2746ed198cd24c7b5c4e8f752c75cd056..523ed54ba420ac07d0a2659cedfacbf016a9cd4c 100644
GIT binary patch
delta 200
zcmaFXs`#W$al#A6$rE3iGR|n0XKa^e1YxG_@{G*cD$~38m<^_PsWN*oPHw-f$_&IT
zK+FonY(UID{jw?tD`Uv^o2ncKr9Cr@omtpl@Q6-nof0$!$`M26h$C|(kU5gb9I5G3
z9XY%izf6DV$Pvi+ZMv}&hmi!c9wUQa4{LErVo}KyZ-yS0;*$J=DZZ1Z*E(@z0s!ab
BL>vGB

delta 121
zcmaFTrueK?al#A6-ia?w88e#Y8QbL<L6~W~JR@_q%Jf~T%pQ!r?aXS-K+FQftU$~L
z#O%|V)i_ug*|u}4aU7JMF5$%C#`tJ@yc0(t<CEzdoj8mnKI$?u`1P<Bmn0UIOz~#u
SVJR-jFPP%nJN>s4M<xJ(O(c;3

diff --git a/data/sofr/combined_sofr_data.csv b/data/sofr/combined_sofr_data.csv
index 438c3d6..856c5a9 100644
--- a/data/sofr/combined_sofr_data.csv
+++ b/data/sofr/combined_sofr_data.csv
@@ -1681,4 +1681,6 @@ DATE,SOFR,SOFR30DAYAVG,SOFR90DAYAVG,SOFR180DAYAVG,SOFRINDEX
 2024-12-19,4.3,4.6046,4.75643,5.09285,1.17309225
 2024-12-20,4.3,4.59556,4.75049,5.0871,1.17323237
 2024-12-23,4.31,4.56879,4.7326,5.069719999999999,1.17365278
-2024-12-24,4.31,4.56011,4.72665,5.06385,1.17379329
+2024-12-24,4.4,4.56011,4.72665,5.06385,1.17379329
+2024-12-26,4.53,4.54838,4.71686,5.05321,1.17408022
+2024-12-27,4.53,4.54671,4.71339,5.04866,1.17422796
diff --git a/data/sofr/combined_sofr_data.pkl b/data/sofr/combined_sofr_data.pkl
index cd4bab24a886aeffdaf6067538e7e76d8f5f56d6..535e7aa38f2b7f6701f659eaf1e7c1b21226456c 100644
GIT binary patch
delta 204
zcmZ3qpS9-z>x37KQzyPOW%6KeR$$z&z{q%sjcwLU5Sadholz-BzV&tB4mlwQGx_Un
zU4}vq%y#xY0{4U*Zn!UBS7RpPaIeNDoa5vtdziY_Q#tov(HC;4(W!mWbW6w~s4nR3
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vJt>Z{hw;z!_i>Cy61*Y|41PVV#U+VFB~!c^dRU4}@(ZT;PMvNU&zK1S&Q(nH

delta 102
zcmV-s0Ga=czy+ee1(4_glac8)0{8}lAOW`^0Rhqm20aSbqi{W!_y++Z0+oN4YzP5H
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Im!n?+X_zb|+5i9m

diff --git a/src/data_operations.py b/src/data_operations.py
index b44dd70..441e56c 100644
--- a/src/data_operations.py
+++ b/src/data_operations.py
@@ -8,17 +8,25 @@
 def process_non_sofr_data(data_map_dict, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
     audit_data = []
     for data_type, data_info in data_map_dict.items():
-        if not data_type.startswith('SOFR'):
-            data_df = fetch_and_process_data(fred, data_info, col_date)
-            save_data(data_df, data_type, dataPath, SAVE_AS_PICKLE)
-            audit_data.append(collect_audit_info(data_df, data_type, data_info['data_ref']))
-            if PUSH_TO_GCP:
-                upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE)
+        if not data_type.startswith('SOFR') and data_info.get('enabled', True):
+            if isinstance(data_info['data_ref'], list):
+                # Handle multiple data references (like M1M2)
+                if data_type == 'M1M2':
+                    audit_data.extend(process_m1m2_data(fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket))
+                else:
+                    # Handle other multi-reference datasets here if needed
+                    pass
+            else:
+                # Handle single data reference
+                data_df = fetch_and_process_data(fred, data_info, col_date)
+                save_data(data_df, data_type, dataPath, SAVE_AS_PICKLE)
+                audit_data.append(collect_audit_info(data_df, data_type, data_info['data_ref']))
+                if PUSH_TO_GCP:
+                    upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE)
             print(f"# {data_type}: Updated")
             time.sleep(1)
     return audit_data
 
-
 def process_sofr_data(sofr_series, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
     sofr_data = pd.DataFrame()
     audit_data = []
@@ -35,6 +43,36 @@ def process_sofr_data(sofr_series, fred, col_date, dataPath, SAVE_AS_PICKLE, PUS
         upload_combined_to_gcp(sofr_data, "sofr/sofr_data", bucket, SAVE_AS_PICKLE)
     return audit_data
 
+def process_m1m2_data(fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
+    series = ['M1SL', 'M2SL']
+    combined_data = pd.DataFrame()
+    
+    for series_id in series:
+        data = fred.get_series(series_id)
+        df = pd.DataFrame(data, columns=[series_id])
+        df.index.name = col_date
+        df.reset_index(inplace=True)
+        
+        if combined_data.empty:
+            combined_data = df
+        else:
+            combined_data = pd.merge(combined_data, df, on=col_date, how='outer')
+    
+    # Forward fill NA values
+    combined_data = combined_data.ffill()
+    
+    save_combined_data(combined_data, dataPath, "m1m2/combined_m1m2_data", SAVE_AS_PICKLE)
+    if PUSH_TO_GCP:
+        upload_combined_to_gcp(combined_data, "m1m2/m1m2_data", bucket, SAVE_AS_PICKLE)
+    
+    return [{
+        "Series Name": "M1M2_Combined",
+        "Last Date": combined_data[col_date].max(),
+        "Last Value": f"M1: {combined_data['M1SL'].iloc[-1]:.2f}, M2: {combined_data['M2SL'].iloc[-1]:.2f}",
+        "Last Request Datetime": datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+    }]
+
+
 def fetch_and_process_data(fred, data_info, col_date):
     data_ref = data_info['data_ref']
     data_df = fred.get_series(data_ref)

From 283c8b6781843f1a188b36fba5546a4fc85cd65a Mon Sep 17 00:00:00 2001
From: Abhishek <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 19:54:12 +0530
Subject: [PATCH 2/7] Added monetary supply

---
 data/M1SL/M1SL.pkl | Bin 0 -> 17361 bytes
 data/M1SL/data.csv | 792 +++++++++++++++++++++++++++++++++++++++++++++
 data/M2SL/M2SL.pkl | Bin 0 -> 17361 bytes
 data/M2SL/data.csv | 792 +++++++++++++++++++++++++++++++++++++++++++++
 4 files changed, 1584 insertions(+)
 create mode 100644 data/M1SL/M1SL.pkl
 create mode 100644 data/M1SL/data.csv
 create mode 100644 data/M2SL/M2SL.pkl
 create mode 100644 data/M2SL/data.csv

diff --git a/data/M1SL/M1SL.pkl b/data/M1SL/M1SL.pkl
new file mode 100644
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diff --git a/data/M1SL/data.csv b/data/M1SL/data.csv
new file mode 100644
index 0000000..c977e50
--- /dev/null
+++ b/data/M1SL/data.csv
@@ -0,0 +1,792 @@
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diff --git a/data/M2SL/data.csv b/data/M2SL/data.csv
new file mode 100644
index 0000000..cba9604
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+++ b/data/M2SL/data.csv
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From d42bb58038e7ad31302e6df307da8ba169f0317f Mon Sep 17 00:00:00 2001
From: Abhishek <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 20:25:58 +0530
Subject: [PATCH 3/7] Added monetary supply

---
 audit_trail.csv                  |   49 +-
 config/settings.yml              |   51 +-
 data/M1SL/M1SL.pkl               |  Bin 17361 -> 0 bytes
 data/M1SL/data.csv               |  792 --------------
 data/M2SL/M2SL.pkl               |  Bin 17361 -> 0 bytes
 data/M2SL/data.csv               |  792 --------------
 data/sofr/combined_sofr_data.csv | 1686 ------------------------------
 data/sofr/combined_sofr_data.pkl |  Bin 90124 -> 0 bytes
 main.py                          |   64 +-
 src/data_operations.py           |   82 +-
 src/utils.py                     |   17 +-
 11 files changed, 111 insertions(+), 3422 deletions(-)
 delete mode 100644 data/M1SL/M1SL.pkl
 delete mode 100644 data/M1SL/data.csv
 delete mode 100644 data/M2SL/M2SL.pkl
 delete mode 100644 data/M2SL/data.csv
 delete mode 100644 data/sofr/combined_sofr_data.csv
 delete mode 100644 data/sofr/combined_sofr_data.pkl

diff --git a/audit_trail.csv b/audit_trail.csv
index 883410f..9cb869d 100644
--- a/audit_trail.csv
+++ b/audit_trail.csv
@@ -1,28 +1,23 @@
 Series Name,Last Date,Last Value,Last Request Datetime
-dff,2024-12-26,4.33,2024-12-29 19:46:32
-frb_kc_lmci_monthly,2024-11-01,0.41865,2024-12-29 19:46:33
-michigan_csi_monthly,2024-11-01,71.8,2024-12-29 19:46:35
-rate_aus_3m_bank,2024-11-01,4.42,2024-12-29 19:46:36
-rate_cnd_3m_bank,2024-11-01,3.48,2024-12-29 19:46:38
-rate_chf_3m_bank,2024-11-01,0.825417,2024-12-29 19:46:39
-rate_deu_3m_bank,2024-11-01,3.0067619047618996,2024-12-29 19:46:41
-rate_eur_3m_bank,2024-11-01,3.0067619047618996,2024-12-29 19:46:42
-rate_gbp_3m_bank,2024-11-01,4.68,2024-12-29 19:46:44
-rate_jpn_3m_bank,2024-10-01,0.256,2024-12-29 19:46:45
-rate_deu_lt_gov,2024-11-01,2.30571428571429,2024-12-29 19:46:47
-rate_eur_lt_gov,2024-11-01,2.9291315226785,2024-12-29 19:46:48
-cpi_usa,2024-11-01,2.7541349999999998,2024-12-29 19:46:50
-cpi_eur,2023-01-01,8.7,2024-12-29 19:46:51
-cpi_deu,2024-11-01,2.254381,2024-12-29 19:46:53
-cpi_gbr,2024-10-01,3.18,2024-12-29 19:46:54
-cpi_chf,2024-11-01,0.7307158,2024-12-29 19:46:55
-cpi_jpn,2021-06-01,-0.5,2024-12-29 19:46:57
-cpi_can,2024-10-01,1.9977169999999997,2024-12-29 19:46:58
-cpi_aus,2024-07-01,2.808573,2024-12-29 19:47:00
-M1SL,2024-11-01,18365.7,2024-12-29 19:47:01
-M2SL,2024-11-01,21447.6,2024-12-29 19:47:03
-SOFR,2024-12-26,4.53,2024-12-29 19:47:04
-SOFR30DAYAVG,2024-12-27,4.54671,2024-12-29 19:47:06
-SOFR90DAYAVG,2024-12-27,4.71339,2024-12-29 19:47:08
-SOFR180DAYAVG,2024-12-27,5.04866,2024-12-29 19:47:09
-SOFRINDEX,2024-12-27,1.17422796,2024-12-29 19:47:11
+dff,2024-12-26,4.33,2024-12-29 20:21:50
+frb_kc_lmci_monthly,2024-11-01,0.41865,2024-12-29 20:21:51
+michigan_csi_monthly,2024-11-01,71.8,2024-12-29 20:21:53
+rate_aus_3m_bank,2024-11-01,4.42,2024-12-29 20:21:54
+rate_cnd_3m_bank,2024-11-01,3.48,2024-12-29 20:21:56
+rate_chf_3m_bank,2024-11-01,0.825417,2024-12-29 20:21:57
+rate_deu_3m_bank,2024-11-01,3.0067619047618996,2024-12-29 20:21:59
+rate_eur_3m_bank,2024-11-01,3.0067619047618996,2024-12-29 20:22:00
+rate_gbp_3m_bank,2024-11-01,4.68,2024-12-29 20:22:01
+rate_jpn_3m_bank,2024-10-01,0.256,2024-12-29 20:22:03
+rate_deu_lt_gov,2024-11-01,2.30571428571429,2024-12-29 20:22:04
+rate_eur_lt_gov,2024-11-01,2.9291315226785,2024-12-29 20:22:06
+cpi_usa,2024-11-01,2.7541349999999998,2024-12-29 20:22:07
+cpi_eur,2023-01-01,8.7,2024-12-29 20:22:13
+cpi_deu,2024-11-01,2.254381,2024-12-29 20:22:15
+cpi_gbr,2024-10-01,3.18,2024-12-29 20:22:16
+cpi_chf,2024-11-01,0.7307158,2024-12-29 20:22:18
+cpi_jpn,2021-06-01,-0.5,2024-12-29 20:22:19
+cpi_can,2024-10-01,1.9977169999999997,2024-12-29 20:22:20
+cpi_aus,2024-07-01,2.808573,2024-12-29 20:22:22
+SOFR_Combined,2024-12-27 00:00:00,"SOFR: 4.53, SOFR30DAYAVG: 4.55, SOFR90DAYAVG: 4.71, SOFR180DAYAVG: 5.05, SOFRINDEX: 1.17",2024-12-29 20:22:26
+M1M2_Combined,2024-11-01 00:00:00,"M1SL: 18365.70, M2SL: 21447.60",2024-12-29 20:22:27
diff --git a/config/settings.yml b/config/settings.yml
index 92b080a..ce681b7 100644
--- a/config/settings.yml
+++ b/config/settings.yml
@@ -4,118 +4,133 @@ col_date: "DATE"
 data_map_dict:
     dff: 
         data_ref: "DFF"
+        enabled: true
         data_source: "FRED"
 
      
     frb_kc_lmci_monthly:
         data_ref: "FRBKCLMCILA"
+        enabled: true
         data_source: "FRED"
     
     michigan_csi_monthly:
         data_ref: "UMCSENT"
+        enabled: true
         data_source: "FRED"
 
         
     rate_aus_3m_bank:
         data_ref: "IR3TIB01AUM156N"
+        enabled: true
         data_source: "FRED"
 
         
     rate_cnd_3m_bank:
         data_ref: "IR3TIB01CAM156N"
+        enabled: true
         data_source: "FRED"
         
 
     rate_chf_3m_bank:
         data_ref: "IR3TIB01CHM156N"
+        enabled: true
         data_source: "FRED"
         
     rate_deu_3m_bank:
         data_ref: "IR3TIB01DEM156N"
+        enabled: true
         data_source: "FRED"
         
     rate_eur_3m_bank:
         data_ref: "IR3TIB01EZM156N"
+        enabled: true
         data_source: "FRED"
         
         
     rate_gbp_3m_bank:
         data_ref: "IR3TIB01GBM156N"
+        enabled: true
         data_source: "FRED"
         
     rate_jpn_3m_bank:
         data_ref: "IR3TIB01JPM156N"
+        enabled: true
         data_source: "FRED"
         
         
     rate_deu_lt_gov:
         data_ref: "IRLTLT01DEM156N"
+        enabled: true
         data_source: "FRED"
     
     rate_eur_lt_gov:
         data_ref: "IRLTLT01EZM156N"
+        enabled: true
         data_source: "FRED"
         
 
     cpi_usa:
         data_ref: "USACPALTT01CTGYM"
+        enabled: true
         data_source: "FRED"
         
     cpi_eur:
         data_ref: "EA19CPALTT01GYM"
+        enabled: true
         data_source: "FRED"
 
         
     cpi_deu:
         data_ref: "DEUCPALTT01CTGYM"
+        enabled: true
         data_source: "FRED"
         
     cpi_gbr:
         data_ref: "GBRCPALTT01CTGYM"
+        enabled: true
         data_source: "FRED"
 
 
     cpi_chf:
         data_ref: "CHECPALTT01CTGYM"
+        enabled: true
         data_source: "FRED"
 
     cpi_jpn:
         data_ref: "CPALTT01JPM659N"
+        enabled: true
         data_source: "FRED"
 
         
     cpi_can:
         data_ref: "CANCPALTT01CTGYM"
+        enabled: true
         data_source: "FRED"
 
 
     cpi_aus:
         data_ref: "CPALTT01AUQ659N"
+        enabled: true
         data_source: "FRED"
 
     SOFR:
-        data_ref: "SOFR"
-        data_source: "FRED"
-    SOFR30DAYAVG:
-        data_ref: "SOFR30DAYAVG"
-        data_source: "FRED"
-    SOFR90DAYAVG:
-        data_ref: "SOFR90DAYAVG"
-        data_source: "FRED"
-    SOFR180DAYAVG:
-        data_ref: "SOFR180DAYAVG"
-        data_source: "FRED"
-    SOFRINDEX:
-        data_ref: "SOFRINDEX"
+        data_ref:
+            - SOFR
+            - SOFR30DAYAVG
+            - SOFR90DAYAVG
+            - SOFR180DAYAVG
+            - SOFRINDEX
+        enabled: true
         data_source: "FRED"
     
-    M1SL:
-        data_ref: "M1SL"
-        data_source: "FRED"
-    M2SL:
-        data_ref: "M2SL"
+    M1M2:
+        data_ref:
+            - M1SL
+            - M2SL
+        enabled: true
         data_source: "FRED"
 
+
         
 
 
diff --git a/data/M1SL/M1SL.pkl b/data/M1SL/M1SL.pkl
deleted file mode 100644
index f2c31cbe63098fd5d090869b682ecb49f7c2374d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/data/M1SL/data.csv b/data/M1SL/data.csv
deleted file mode 100644
index c977e50..0000000
--- a/data/M1SL/data.csv
+++ /dev/null
@@ -1,792 +0,0 @@
-DATE,M1SL
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diff --git a/data/M2SL/data.csv b/data/M2SL/data.csv
deleted file mode 100644
index cba9604..0000000
--- a/data/M2SL/data.csv
+++ /dev/null
@@ -1,792 +0,0 @@
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diff --git a/data/sofr/combined_sofr_data.csv b/data/sofr/combined_sofr_data.csv
deleted file mode 100644
index 856c5a9..0000000
--- a/data/sofr/combined_sofr_data.csv
+++ /dev/null
@@ -1,1686 +0,0 @@
-DATE,SOFR,SOFR30DAYAVG,SOFR90DAYAVG,SOFR180DAYAVG,SOFRINDEX
-2018-04-02,,,,,1.0
-2018-04-03,1.83,,,,1.00005
-2018-04-04,1.74,,,,1.00010084
-2018-04-05,1.75,,,,1.00014917
-2018-04-06,1.75,,,,1.00019779
-2018-04-09,1.75,,,,1.00034365
-2018-04-10,1.75,,,,1.00039228
-2018-04-11,1.76,,,,1.00044091
-2018-04-12,1.73,,,,1.00048982
-2018-04-13,1.72,,,,1.0005379
-2018-04-16,1.77,,,,1.00068131
-2018-04-17,1.76,,,,1.00073051
-2018-04-18,1.75,,,,1.00077944
-2018-04-19,1.73,,,,1.00082809
-2018-04-20,1.72,,,,1.00087618
-2018-04-23,1.7,,,,1.00101964
-2018-04-24,1.71,,,,1.00106691
-2018-04-25,1.71,,,,1.00111446
-2018-04-26,1.72,,,,1.00116201
-2018-04-27,1.72,,,,1.00120985
-2018-04-30,1.77,,,,1.00135335
-2018-05-01,1.76,,,,1.00140259
-2018-05-02,1.75,1.74185,,,1.00145155
-2018-05-03,1.74,1.74019,,,1.00150023
-2018-05-04,1.72,1.73718,,,1.00154863
-2018-05-07,1.71,1.73451,,,1.00169219
-2018-05-08,1.72,1.73318,,,1.00173977
-2018-05-09,1.72,1.73217,,,1.00178763
-2018-05-10,1.73,1.73117,,,1.00183549
-2018-05-11,1.73,1.73051,,,1.00188364
-2018-05-14,1.75,1.72984,,,1.00202807
-2018-05-15,1.79,1.73084,,,1.00207678
-2018-05-16,1.75,1.73318,,,1.00212661
-2018-05-17,1.74,1.73251,,,1.00217532
-2018-05-18,1.73,1.73184,,,1.00222376
-2018-05-21,1.69,1.7315,,,1.00236825
-2018-05-22,1.65,1.73051,,,1.00241531
-2018-05-23,1.67,1.72817,,,1.00246125
-2018-05-24,1.74,1.72717,,,1.00250775
-2018-05-25,1.73,1.72817,,,1.00255621
-2018-05-29,1.72,1.72983,,,1.00274892
-2018-05-30,1.72,1.72983,,,1.00279683
-2018-05-31,1.81,1.72816,,,1.00284474
-2018-06-01,1.81,1.72983,,,1.00289516
-2018-06-04,1.8,1.73717,,,1.00304643
-2018-06-05,1.75,1.73984,,,1.00309658
-2018-06-06,1.73,1.74084,,,1.00314535
-2018-06-07,1.71,1.74151,,,1.00319355
-2018-06-08,1.69,1.74118,,,1.0032412
-2018-06-11,1.69,1.7375,,,1.00338249
-2018-06-12,1.67,1.73617,,,1.0034296
-2018-06-13,1.71,1.73417,,,1.00347615
-2018-06-14,1.9,1.73283,,,1.00352381
-2018-06-15,1.91,1.7365,,,1.00357677
-2018-06-18,1.9,1.75352,,,1.00373651
-2018-06-19,1.88,1.7592,,,1.00378949
-2018-06-20,1.87,1.76421,,,1.00384191
-2018-06-21,1.87,1.77022,,,1.00389405
-2018-06-22,1.92,1.77756,,,1.0039462
-2018-06-25,1.91,1.79826,,,1.00410683
-2018-06-26,1.9,1.80427,,,1.0041601
-2018-06-27,1.9,1.80995,,,1.0042131
-2018-06-28,1.93,1.81562,,,1.0042661
-2018-06-29,2.12,1.82263,,,1.00431994
-2018-07-02,2.04,1.85668,1.77886,,1.00449737
-2018-07-03,2.0,1.86436,1.7812,,1.00455429
-2018-07-05,1.97,1.87737,1.78689,,1.00466591
-2018-07-06,1.93,1.88472,1.78935,,1.00472088
-2018-07-09,1.89,1.90675,1.79537,,1.00488248
-2018-07-10,1.89,1.91343,1.79694,,1.00493523
-2018-07-11,1.89,1.9201,1.79839,,1.00498799
-2018-07-12,1.9,1.92678,1.80017,,1.00504075
-2018-07-13,1.9,1.93446,1.80218,,1.0050938
-2018-07-16,1.95,1.94046,1.80765,,1.00525294
-2018-07-17,1.92,1.9418,1.80977,,1.00530739
-2018-07-18,1.9,1.94214,1.81167,,1.00536101
-2018-07-19,1.9,1.94214,1.81356,,1.00541407
-2018-07-20,1.88,1.94281,1.81558,,1.00546713
-2018-07-23,1.87,1.94213,1.82115,,1.00562465
-2018-07-24,1.9,1.94047,1.82294,,1.00567689
-2018-07-25,1.87,1.9398,1.82506,,1.00572997
-2018-07-26,1.9,1.93847,1.82673,,1.00578221
-2018-07-27,1.88,1.93847,1.82875,,1.00583529
-2018-07-30,1.88,1.92811,1.83354,,1.00599287
-2018-07-31,1.93,1.92011,1.83488,,1.00604541
-2018-08-01,1.88,1.91376,1.83689,,1.00609934
-2018-08-02,1.91,1.90842,1.83845,,1.00615188
-2018-08-03,1.86,1.90542,1.84058,,1.00620527
-2018-08-06,1.86,1.89474,1.84537,,1.00636123
-2018-08-07,1.87,1.8924,1.84694,,1.00641322
-2018-08-08,1.88,1.8904,1.84861,,1.0064655
-2018-08-09,1.91,1.89006,1.85028,,1.00651806
-2018-08-10,1.9,1.89073,1.8523,,1.00657146
-2018-08-13,1.91,1.89106,1.85776,,1.00673084
-2018-08-14,1.93,1.8914,1.8591,,1.00678425
-2018-08-15,1.98,1.8924,1.86111,,1.00683822
-2018-08-16,1.99,1.8934,1.86379,,1.0068936
-2018-08-17,1.9,1.89574,1.86669,,1.00694926
-2018-08-20,1.9,1.8964,1.87283,,1.00710869
-2018-08-21,1.9,1.89708,1.87562,,1.00716184
-2018-08-22,1.9,1.89774,1.87819,,1.007215
-2018-08-23,1.94,1.89874,1.87998,,1.00726816
-2018-08-24,1.95,1.90008,1.88232,,1.00732244
-2018-08-27,1.95,1.90675,1.88969,,1.00748613
-2018-08-28,1.95,1.90909,1.89226,,1.0075407
-2018-08-29,1.93,1.91143,1.89482,,1.00759528
-2018-08-30,1.93,1.9131,1.89616,,1.0076493
-2018-08-31,1.97,1.9131,1.89751,,1.00770332
-2018-09-04,1.95,1.92544,1.90542,,1.00792389
-2018-09-05,1.95,1.92844,1.90788,,1.00797849
-2018-09-06,1.94,1.93145,1.91056,,1.00803309
-2018-09-07,1.94,1.93379,1.91335,,1.00808741
-2018-09-10,1.94,1.93812,1.92172,,1.00825038
-2018-09-11,1.94,1.93946,1.92474,,1.00830472
-2018-09-12,1.94,1.9408,1.92731,,1.00835905
-2018-09-13,1.94,1.9418,1.92775,,1.00841339
-2018-09-14,1.95,1.94213,1.92809,,1.00846773
-2018-09-17,2.0,1.94146,1.92954,,1.00863161
-2018-09-18,1.94,1.9448,1.93088,,1.00868764
-2018-09-19,1.92,1.94614,1.93166,,1.008742
-2018-09-20,1.92,1.94681,1.93222,,1.0087958
-2018-09-21,1.92,1.94747,1.93222,,1.0088496
-2018-09-24,1.95,1.94647,1.93233,,1.00901102
-2018-09-25,1.93,1.94647,1.93289,,1.00906567
-2018-09-26,1.92,1.9458,1.93322,,1.00911977
-2018-09-27,2.16,1.9448,1.93311,,1.00917359
-2018-09-28,2.25,1.95181,1.93356,,1.00923414
-2018-10-01,2.22,1.98253,1.9388,1.86432,1.00942337
-2018-10-02,2.2,1.99088,1.94126,1.86701,1.00948562
-2018-10-03,2.2,1.99856,1.94349,1.86953,1.00954731
-2018-10-04,2.18,2.00624,1.94606,1.87206,1.00960901
-2018-10-05,2.16,2.01392,1.94886,1.87447,1.00967014
-2018-10-09,2.15,2.04295,1.96001,1.88361,1.00991246
-2018-10-10,2.15,2.04996,1.96292,1.88596,1.00997278
-2018-10-11,2.17,2.05697,1.96571,1.88837,1.0100331
-2018-10-12,2.18,2.06465,1.96872,1.8909,1.01009398
-2018-10-15,2.21,2.08835,1.97754,1.89813,1.01027748
-2018-10-16,2.18,2.09704,1.98078,1.90071,1.0103395
-2018-10-17,2.18,2.10472,1.9839,1.90323,1.01040068
-2018-10-18,2.19,2.11073,1.98703,1.90581,1.01046187
-2018-10-19,2.19,2.11908,1.99049,1.90845,1.01052334
-2018-10-22,2.18,2.14612,2.00099,1.91652,1.01070776
-2018-10-23,2.17,2.1548,2.00411,1.91916,1.01076896
-2018-10-24,2.18,2.16315,2.00746,1.92168,1.01082989
-2018-10-25,2.19,2.17083,2.01059,1.92426,1.0108911
-2018-10-26,2.19,2.17951,2.01405,1.9269,1.01095259
-2018-10-29,2.18,2.18752,2.02444,1.9343,1.01113709
-2018-10-30,2.18,2.18519,2.02723,1.93671,1.01119832
-2018-10-31,2.22,2.18285,2.03058,1.93918,1.01125956
-2018-11-01,2.22,2.18285,2.03404,1.94199,1.01132192
-2018-11-02,2.25,2.18352,2.03806,1.94479,1.01138428
-2018-11-05,2.24,2.19053,2.05112,1.95377,1.01157392
-2018-11-06,2.22,2.19321,2.05526,1.95668,1.01163686
-2018-11-07,2.18,2.19522,2.05905,1.95943,1.01169924
-2018-11-08,2.21,2.19589,2.06207,1.96196,1.01176051
-2018-11-09,2.2,2.19789,2.06553,1.96465,1.01182262
-2018-11-13,2.2,2.20188,2.07848,1.97463,1.01206995
-2018-11-14,2.2,2.20255,2.08094,1.97721,1.0121318
-2018-11-15,2.28,2.20222,2.08328,1.97985,1.01219365
-2018-11-16,2.26,2.20556,2.08753,1.98293,1.01225776
-2018-11-19,2.24,2.2129,2.09959,1.99253,1.0124484
-2018-11-20,2.2,2.21457,2.10338,1.99572,1.0125114
-2018-11-21,2.18,2.21491,2.10673,1.99831,1.01257327
-2018-11-23,2.23,2.21523,2.11198,2.00336,1.01269591
-2018-11-26,2.2,2.21957,2.12136,2.01183,1.0128841
-2018-11-27,2.19,2.21991,2.12416,2.01452,1.012946
-2018-11-28,2.19,2.21991,2.12706,2.01665,1.01300762
-2018-11-29,2.24,2.22024,2.12996,2.01879,1.01306925
-2018-11-30,2.28,2.22225,2.13298,2.0212,1.01313228
-2018-12-03,2.23,2.22725,2.14337,2.0295,1.01332478
-2018-12-04,2.27,2.22659,2.1465,2.03231,1.01338755
-2018-12-06,2.34,2.22825,2.15376,2.03871,1.01351535
-2018-12-07,2.3,2.23226,2.15823,2.04235,1.01358122
-2018-12-10,2.22,2.24261,2.17029,2.05273,1.01377549
-2018-12-11,2.19,2.24329,2.17342,2.0556,1.01383801
-2018-12-12,2.2,2.24296,2.17621,2.05722,1.01389968
-2018-12-13,2.21,2.24296,2.17911,2.05885,1.01396165
-2018-12-14,2.21,2.24329,2.18202,2.06054,1.01402389
-2018-12-17,2.31,2.23961,2.19017,2.06581,1.01421064
-2018-12-18,2.32,2.24129,2.1943,2.06828,1.01427572
-2018-12-19,2.3,2.24329,2.19877,2.07081,1.01434108
-2018-12-20,2.41,2.2453,2.20302,2.07294,1.01440589
-2018-12-21,2.4,2.25231,2.20849,2.07569,1.0144738
-2018-12-24,2.41,2.27268,2.22424,2.08394,1.01467669
-2018-12-26,2.44,2.2847,2.23508,2.0895,1.01481255
-2018-12-27,2.44,2.29271,2.23821,2.09129,1.01488133
-2018-12-28,2.46,2.30106,2.24033,2.09309,1.01495011
-2018-12-31,3.0,2.32343,2.2477,2.09994,1.01515818
-2019-01-02,3.15,2.37152,2.26558,2.11133,1.01532737
-2019-01-03,2.7,2.40224,2.27641,2.11818,1.01541621
-2019-01-04,2.45,2.41661,2.28245,2.1225,1.01549237
-2019-01-07,2.41,2.4313,2.29217,2.13171,1.0156997
-2019-01-08,2.42,2.43497,2.29508,2.13463,1.01576769
-2019-01-09,2.45,2.43898,2.2981,2.13755,1.01583598
-2019-01-10,2.43,2.44666,2.30122,2.14064,1.01590511
-2019-01-11,2.41,2.45468,2.30402,2.14361,1.01597368
-2019-01-14,2.4,2.47505,2.31139,2.15181,1.01617773
-2019-01-15,2.46,2.4814,2.31385,2.15462,1.01624547
-2019-01-16,2.43,2.48975,2.31698,2.15776,1.01631491
-2019-01-17,2.41,2.49375,2.31966,2.16085,1.01638351
-2019-01-18,2.42,2.49676,2.32212,2.16383,1.01645156
-2019-01-22,2.41,2.50242,2.33273,2.17595,1.01672487
-2019-01-23,2.4,2.50276,2.3353,2.17881,1.01679293
-2019-01-24,2.41,2.50243,2.33765,2.18174,1.01686072
-2019-01-25,2.4,2.50243,2.34011,2.18471,1.01692879
-2019-01-28,2.39,2.49775,2.34726,2.19319,1.01713218
-2019-01-29,2.4,2.49541,2.3496,2.19605,1.0171997
-2019-01-30,2.39,2.49341,2.35161,2.19881,1.01726752
-2019-01-31,2.58,2.47304,2.35351,2.20178,1.01733505
-2019-02-01,2.47,2.45902,2.35721,2.20583,1.01740796
-2019-02-04,2.4,2.42929,2.36469,2.21605,1.01761738
-2019-02-05,2.4,2.42762,2.3667,2.21897,1.01768522
-2019-02-06,2.38,2.42595,2.36916,2.22172,1.01775307
-2019-02-07,2.38,2.42495,2.37106,2.22442,1.01782035
-2019-02-08,2.37,2.42361,2.37308,2.22711,1.01788764
-2019-02-11,2.4,2.4176,2.37878,2.23481,1.01808867
-2019-02-12,2.39,2.41727,2.38101,2.23717,1.01815654
-2019-02-13,2.38,2.4166,2.38313,2.23941,1.01822414
-2019-02-14,2.39,2.41593,2.38425,2.24211,1.01829145
-2019-02-15,2.43,2.4136,2.38571,2.24486,1.01835906
-2019-02-19,2.4,2.41493,2.39419,2.25677,1.01863401
-2019-02-20,2.39,2.41426,2.39665,2.25935,1.01870192
-2019-02-21,2.39,2.41326,2.399,2.26183,1.01876955
-2019-02-22,2.4,2.41259,2.40079,2.2643,1.01883719
-2019-02-25,2.38,2.41225,2.40682,2.27188,1.01904096
-2019-02-26,2.38,2.41159,2.40895,2.27441,1.01910833
-2019-02-27,2.37,2.41092,2.41107,2.27694,1.0191757
-2019-02-28,2.58,2.41026,2.41252,2.27919,1.0192428
-2019-03-01,2.38,2.41627,2.41588,2.28261,1.01931584
-2019-03-04,2.38,2.40624,2.41979,2.28964,1.01951801
-2019-03-05,2.38,2.40324,2.42102,2.29205,1.01958541
-2019-03-06,2.38,2.40024,2.42225,2.29452,1.01965281
-2019-03-07,2.38,2.39957,2.4227,2.297,1.01972022
-2019-03-08,2.39,2.3989,2.42359,2.29947,1.01978764
-2019-03-11,2.38,2.40023,2.4275,2.30705,1.01999075
-2019-03-12,2.39,2.40057,2.42963,2.30953,1.02005818
-2019-03-13,2.4,2.40124,2.43175,2.31206,1.0201259
-2019-03-14,2.42,2.40124,2.43387,2.31459,1.02019391
-2019-03-15,2.46,2.40224,2.43623,2.31723,1.02026249
-2019-03-18,2.41,2.40825,2.44349,2.3256,1.02047164
-2019-03-19,2.42,2.4076,2.44449,2.32835,1.02053996
-2019-03-20,2.47,2.40727,2.44583,2.33116,1.02060856
-2019-03-21,2.44,2.4086,2.4465,2.33425,1.02067859
-2019-03-22,2.4,2.40994,2.44696,2.33718,1.02074776
-2019-03-25,2.4,2.4106,2.44684,2.34504,1.02095191
-2019-03-26,2.4,2.41061,2.44673,2.34774,1.02101998
-2019-03-27,2.4,2.41061,2.44628,2.34909,1.02108805
-2019-03-28,2.43,2.41127,2.44584,2.34993,1.02115612
-2019-03-29,2.65,2.41294,2.4455,2.35095,1.02122505
-2019-04-01,2.46,2.43364,2.44584,2.35814,1.02145057
-2019-04-02,2.46,2.43632,2.4398,2.3596,1.02152037
-2019-04-03,2.47,2.43899,2.43209,2.36117,1.02159017
-2019-04-04,2.46,2.442,2.42952,2.36292,1.02166026
-2019-04-05,2.46,2.44467,2.42963,2.3646,1.02173008
-2019-04-08,2.46,2.45234,2.43041,2.36972,1.02193953
-2019-04-09,2.45,2.45469,2.43086,2.37146,1.02200936
-2019-04-10,2.45,2.45669,2.43086,2.37303,1.02207892
-2019-04-11,2.44,2.45903,2.43108,2.37455,1.02214847
-2019-04-12,2.44,2.4607,2.43142,2.37602,1.02221775
-2019-04-15,2.47,2.46203,2.43254,2.38023,1.0224256
-2019-04-16,2.47,2.46237,2.43265,2.38186,1.02249575
-2019-04-17,2.5,2.4627,2.43309,2.38343,1.02256591
-2019-04-18,2.5,2.46571,2.4341,2.38518,1.02263692
-2019-04-22,2.46,2.4747,2.43768,2.39231,1.02292099
-2019-04-23,2.46,2.47671,2.43824,2.39389,1.02299089
-2019-04-24,2.44,2.47872,2.43891,2.3954,1.02306079
-2019-04-25,2.45,2.48005,2.43924,2.39681,1.02313013
-2019-04-26,2.46,2.48172,2.4398,2.39827,1.02319976
-2019-04-29,2.48,2.47838,2.44192,2.40294,1.02340952
-2019-04-30,2.76,2.47271,2.44282,2.4044,1.02348002
-2019-05-01,2.54,2.47638,2.44695,2.40743,1.02355848
-2019-05-02,2.5,2.47905,2.44651,2.40907,1.0236307
-2019-05-03,2.43,2.48039,2.44685,2.41047,1.02370179
-2019-05-06,2.42,2.47704,2.44628,2.41373,1.02390909
-2019-05-07,2.44,2.47571,2.44651,2.41508,1.02397792
-2019-05-08,2.43,2.47505,2.44718,2.41637,1.02404732
-2019-05-09,2.41,2.47404,2.44774,2.41767,1.02411644
-2019-05-10,2.4,2.47271,2.44819,2.41885,1.024185
-2019-05-13,2.38,2.46836,2.44886,2.42222,1.02438984
-2019-05-14,2.39,2.46636,2.44874,2.42323,1.02445756
-2019-05-15,2.48,2.46469,2.44886,2.42385,1.02452558
-2019-05-16,2.43,2.46503,2.44986,2.42509,1.02459615
-2019-05-17,2.42,2.46369,2.44987,2.42605,1.02466531
-2019-05-20,2.39,2.45569,2.44953,2.42919,1.02487195
-2019-05-21,2.38,2.45202,2.44942,2.43037,1.02493999
-2019-05-22,2.37,2.44801,2.44931,2.4315,1.02500775
-2019-05-23,2.37,2.44501,2.44908,2.43229,1.02507523
-2019-05-24,2.37,2.442,2.44875,2.43308,1.02514272
-2019-05-28,2.41,2.43096,2.44785,2.43684,1.02541267
-2019-05-29,2.4,2.42929,2.4483,2.43779,1.02548132
-2019-05-30,2.4,2.42662,2.44628,2.43847,1.02554968
-2019-05-31,2.49,2.4146,2.44651,2.43915,1.02561805
-2019-06-03,2.4,2.41459,2.4502,2.44302,1.02583087
-2019-06-04,2.39,2.4136,2.45042,2.44375,1.02589926
-2019-06-05,2.4,2.41226,2.45053,2.44404,1.02596737
-2019-06-06,2.4,2.41159,2.45076,2.4446,1.02603576
-2019-06-07,2.39,2.41026,2.45087,2.44516,1.02610417
-2019-06-10,2.39,2.40791,2.45098,2.44775,1.02630853
-2019-06-11,2.38,2.40758,2.45098,2.44882,1.02637667
-2019-06-12,2.37,2.40692,2.45076,2.44977,1.02644452
-2019-06-13,2.35,2.40658,2.4502,2.45067,1.0265121
-2019-06-14,2.35,2.40525,2.44897,2.45146,1.02657911
-2019-06-17,2.41,2.39589,2.44584,2.45264,1.02678014
-2019-06-18,2.39,2.39556,2.44573,2.45326,1.02684888
-2019-06-19,2.36,2.39456,2.44483,2.45314,1.02691705
-2019-06-20,2.36,2.39356,2.44394,2.45292,1.02698437
-2019-06-21,2.37,2.39289,2.44349,2.4527,1.0270517
-2019-06-24,2.39,2.39289,2.44248,2.45208,1.02725454
-2019-06-25,2.41,2.39357,2.44237,2.4518,1.02732274
-2019-06-26,2.43,2.39491,2.44248,2.45163,1.02739151
-2019-06-27,2.42,2.39691,2.44248,2.45146,1.02746086
-2019-06-28,2.5,2.39725,2.43992,2.45124,1.02752993
-2019-07-01,2.42,2.40426,2.43701,2.44584,1.027744
-2019-07-02,2.51,2.40192,2.43656,2.44173,1.02781308
-2019-07-03,2.56,2.40259,2.43701,2.44066,1.02788475
-2019-07-05,2.59,2.41361,2.43924,2.4419,1.02803093
-2019-07-08,2.48,2.43297,2.4436,2.44465,1.02825282
-2019-07-09,2.45,2.43598,2.44394,2.44482,1.02832365
-2019-07-10,2.46,2.43798,2.44394,2.44494,1.02839364
-2019-07-11,2.41,2.44032,2.44416,2.44522,1.02846391
-2019-07-12,2.36,2.44132,2.44383,2.44522,1.02853276
-2019-07-15,2.46,2.44165,2.44081,2.44415,1.02873504
-2019-07-16,2.47,2.44533,2.44069,2.44432,1.02880533
-2019-07-17,2.47,2.44934,2.44036,2.44465,1.02887592
-2019-07-18,2.46,2.45134,2.44003,2.44494,1.02894651
-2019-07-19,2.41,2.45368,2.43959,2.44517,1.02901683
-2019-07-22,2.4,2.45835,2.43701,2.44505,1.02922349
-2019-07-23,2.4,2.45936,2.43634,2.44505,1.0292921
-2019-07-24,2.41,2.46036,2.43589,2.44499,1.02936072
-2019-07-25,2.42,2.46103,2.43545,2.44505,1.02942963
-2019-07-26,2.41,2.46136,2.435,2.44517,1.02949883
-2019-07-29,2.4,2.45735,2.4331,2.44539,1.02970559
-2019-07-30,2.39,2.45402,2.42908,2.44544,1.02977424
-2019-07-31,2.55,2.45034,2.4274,2.44438,1.0298426
-2019-08-01,2.19,2.45468,2.42796,2.44483,1.02991555
-2019-08-02,2.19,2.444,2.42528,2.44325,1.0299782
-2019-08-05,2.13,2.40593,2.41734,2.43932,1.03016617
-2019-08-06,2.11,2.39057,2.41387,2.43791,1.03022712
-2019-08-07,2.1,2.37454,2.4103,2.43639,1.03028751
-2019-08-08,2.09,2.36185,2.40683,2.43488,1.03034761
-2019-08-09,2.11,2.34983,2.40337,2.4333,1.03040742
-2019-08-12,2.12,2.31977,2.39387,2.42863,1.0305886
-2019-08-13,2.16,2.31176,2.39085,2.42717,1.0306493
-2019-08-14,2.13,2.30508,2.38727,2.42588,1.03071113
-2019-08-15,2.18,2.29406,2.38392,2.42419,1.03077212
-2019-08-16,2.13,2.28437,2.38124,2.42279,1.03083454
-2019-08-19,2.11,2.25265,2.37185,2.4179,1.03101751
-2019-08-20,2.13,2.24264,2.36883,2.41632,1.03107794
-2019-08-21,2.1,2.23329,2.36615,2.41486,1.03113894
-2019-08-22,2.09,2.22327,2.36313,2.41318,1.03119909
-2019-08-23,2.1,2.21292,2.36001,2.41143,1.03125896
-2019-08-26,2.1,2.18153,2.35096,2.4066,1.03143943
-2019-08-27,2.15,2.17118,2.34749,2.40508,1.0314996
-2019-08-28,2.12,2.1625,2.3447,2.40266,1.0315612
-2019-08-29,2.12,2.15315,2.34157,2.4012,1.03162195
-2019-08-30,2.16,2.14413,2.33744,2.39974,1.0316827
-2019-09-03,2.17,2.12809,2.32481,2.39479,1.0319303
-2019-09-04,2.21,2.12742,2.32224,2.39361,1.03199251
-2019-09-05,2.21,2.1301,2.32011,2.3926,1.03205586
-2019-09-06,2.15,2.13343,2.3181,2.39159,1.03211922
-2019-09-09,2.12,2.13844,2.31006,2.3876,1.03230414
-2019-09-10,2.14,2.13878,2.30715,2.38602,1.03236493
-2019-09-11,2.15,2.13978,2.30458,2.38445,1.0324263
-2019-09-12,2.2,2.14078,2.30235,2.38271,1.03248796
-2019-09-13,2.2,2.14212,2.30067,2.38125,1.03255105
-2019-09-16,2.43,2.14745,2.29497,2.37736,1.03274035
-2019-09-17,5.25,2.15747,2.29542,2.37714,1.03281006
-2019-09-18,2.55,2.26166,2.32771,2.39294,1.03296068
-2019-09-19,1.95,2.27635,2.32984,2.39378,1.03303385
-2019-09-20,1.86,2.27034,2.32515,2.39125,1.03308981
-2019-09-23,1.85,2.24663,2.30782,2.38214,1.03324993
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-2019-09-25,2.01,2.23361,2.29631,2.37641,1.03335929
-2019-09-26,1.85,2.2306,2.29173,2.37281,1.03341699
-2019-09-27,1.82,2.22058,2.28447,2.36832,1.03347009
-2019-09-30,2.35,2.1892,2.26257,2.35646,1.03362684
-2019-10-01,1.88,2.19555,2.26078,2.35578,1.03369431
-2019-10-02,1.85,2.18621,2.25319,2.35252,1.03374829
-2019-10-03,1.84,2.17585,2.24525,2.3491,1.03380141
-2019-10-04,1.82,2.16484,2.23688,2.34561,1.03385425
-2019-10-07,1.83,2.12777,2.2123,2.33488,1.03401105
-2019-10-08,1.85,2.11709,2.20537,2.33139,1.03406362
-2019-10-09,1.85,2.10707,2.19856,2.32808,1.03411675
-2019-10-10,1.85,2.09806,2.1923,2.32476,1.0341699
-2019-10-11,1.85,2.08837,2.18661,2.32145,1.03422304
-2019-10-15,2.0,2.04329,2.16147,2.30751,1.03443563
-2019-10-16,2.05,2.03662,2.15622,2.3047,1.0344931
-2019-10-17,1.95,2.02393,2.15164,2.30217,1.03455201
-2019-10-18,1.88,1.91376,2.1465,2.29908,1.03460805
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-2019-10-22,1.87,1.88972,2.12282,2.28582,1.0348236
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-2019-11-04,1.56,1.83431,2.04219,2.2342,1.03548693
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diff --git a/data/sofr/combined_sofr_data.pkl b/data/sofr/combined_sofr_data.pkl
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diff --git a/main.py b/main.py
index bf1eb43..330a627 100644
--- a/main.py
+++ b/main.py
@@ -8,8 +8,8 @@
 from fredapi import Fred
 import dotenv
 
-from src.utils import load_config, get_gcp_bucket
-from src.data_operations import process_non_sofr_data, process_sofr_data
+from src.utils import load_config, get_gcp_bucket, setup_logging
+from src.data_operations import process_data
 
 warnings.filterwarnings('ignore')
 pd.set_option('display.max_columns', None)
@@ -18,47 +18,37 @@
 
 dotenv.load_dotenv(".env")
 
-# Setup paths
-root_folder = "."
-projectPath = Path(rf'{root_folder}')
-dataPath = projectPath / 'data'
-configPath = projectPath / 'config'
-credsPath = projectPath / 'credentials'
+def main():
+    # Setup logging
+    logger = setup_logging()
 
-dataPath.mkdir(parents=True, exist_ok=True)
-configPath.mkdir(parents=True, exist_ok=True)
+    # Setup paths
+    root_folder = "."
+    projectPath = Path(rf'{root_folder}')
+    dataPath = projectPath / 'data'
+    configPath = projectPath / 'config'
 
-# Load configuration and setup
-config = load_config(path=configPath / "settings.yml")
-fred_api_key = os.environ.get("FRED_API_KEY")
-fred = Fred(api_key=fred_api_key)
+    dataPath.mkdir(parents=True, exist_ok=True)
+    configPath.mkdir(parents=True, exist_ok=True)
 
-PUSH_TO_GITHUB = os.environ.get("PUSH_TO_GITHUB") != 'False'
-PUSH_TO_GCP = os.environ.get("PUSH_TO_GCP") != 'False'
-SAVE_AS_PICKLE = os.environ.get("SAVE_AS_PICKLE") != 'False'
+    # Load configuration and setup
+    config = load_config(path=configPath / "settings.yml")
+    fred_api_key = os.environ.get("FRED_API_KEY")
+    fred = Fred(api_key=fred_api_key)
 
-bucket = get_gcp_bucket()
-print('Retrieved GCP bucket: {}'.format(bucket))
+    PUSH_TO_GITHUB = os.environ.get("PUSH_TO_GITHUB") != 'False'
+    PUSH_TO_GCP = os.environ.get("PUSH_TO_GCP") != 'False'
+    SAVE_AS_PICKLE = os.environ.get("SAVE_AS_PICKLE") != 'False'
 
-data_map_dict = config["data_map_dict"]
-col_date = config["col_date"]
+    bucket = get_gcp_bucket() if PUSH_TO_GCP else None
+    logger.info('Retrieved GCP bucket: {}'.format(bucket))
 
-# GitHub setup
-token = os.environ.get("GIT_TOKEN")
-g = Github(token)
-repo = g.get_repo("deerfieldgreen/FRED_data")
+    data_map_dict = config["data_map_dict"]
+    col_date = config["col_date"]
+
+    # Process data
+    audit_data = process_data(data_map_dict, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket)
 
-# Main execution
-def main():
-    audit_data = []
-    
-    # Process non-SOFR data
-    audit_data.extend(process_non_sofr_data(data_map_dict, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket))
-    
-    # Process SOFR data
-    sofr_series = ['SOFR', 'SOFR30DAYAVG', 'SOFR90DAYAVG', 'SOFR180DAYAVG', 'SOFRINDEX']
-    audit_data.extend(process_sofr_data(sofr_series, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket))
-    
     # Create audit CSV
     audit_df = pd.DataFrame(audit_data)
     audit_df.to_csv("audit_trail.csv", index=False)
@@ -67,6 +57,8 @@ def main():
     if PUSH_TO_GITHUB:
         push_to_github()
 
+    logger.info("Data processing and updates completed successfully.")
+
 def push_to_github():
     repo_object = Repo('.')
     remote_url = f"https://{os.getenv('GIT_TOKEN')}@github.com/deerfieldgreen/FRED_data.git"
diff --git a/src/data_operations.py b/src/data_operations.py
index 441e56c..6754bc1 100644
--- a/src/data_operations.py
+++ b/src/data_operations.py
@@ -5,49 +5,28 @@
 import pickle
 from fredapi import Fred
 
-def process_non_sofr_data(data_map_dict, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
+def process_data(data_map_dict, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
     audit_data = []
     for data_type, data_info in data_map_dict.items():
-        if not data_type.startswith('SOFR') and data_info.get('enabled', True):
+        if data_info.get('enabled', True):
             if isinstance(data_info['data_ref'], list):
-                # Handle multiple data references (like M1M2)
-                if data_type == 'M1M2':
-                    audit_data.extend(process_m1m2_data(fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket))
-                else:
-                    # Handle other multi-reference datasets here if needed
-                    pass
+                audit_data.extend(process_combined_dataset(data_type, data_info, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket))
             else:
-                # Handle single data reference
-                data_df = fetch_and_process_data(fred, data_info, col_date)
-                save_data(data_df, data_type, dataPath, SAVE_AS_PICKLE)
-                audit_data.append(collect_audit_info(data_df, data_type, data_info['data_ref']))
-                if PUSH_TO_GCP:
-                    upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE)
+                audit_data.extend(process_single_dataset(data_type, data_info, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket))
             print(f"# {data_type}: Updated")
             time.sleep(1)
     return audit_data
 
-def process_sofr_data(sofr_series, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
-    sofr_data = pd.DataFrame()
-    audit_data = []
-    for series in sofr_series:
-        data_df = fetch_and_process_data(fred, {'data_ref': series}, col_date)
-        sofr_data = update_sofr_data(sofr_data, data_df, col_date, series)
-        audit_data.append(collect_audit_info(data_df, series, series))
-        print(f"# {series}: Updated")
-        time.sleep(1)
-
-    sofr_data = sofr_data.sort_values(col_date).ffill()
-    save_combined_data(sofr_data, dataPath, "sofr/combined_sofr_data", SAVE_AS_PICKLE)
+def process_single_dataset(data_type, data_info, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
+    data_df = fetch_and_process_data(fred, data_info, col_date)
+    save_data(data_df, data_type, dataPath, SAVE_AS_PICKLE)
     if PUSH_TO_GCP:
-        upload_combined_to_gcp(sofr_data, "sofr/sofr_data", bucket, SAVE_AS_PICKLE)
-    return audit_data
+        upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE)
+    return [collect_audit_info(data_df, data_type, data_info['data_ref'])]
 
-def process_m1m2_data(fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
-    series = ['M1SL', 'M2SL']
+def process_combined_dataset(data_type, data_info, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
     combined_data = pd.DataFrame()
-    
-    for series_id in series:
+    for series_id in data_info['data_ref']:
         data = fred.get_series(series_id)
         df = pd.DataFrame(data, columns=[series_id])
         df.index.name = col_date
@@ -58,21 +37,18 @@ def process_m1m2_data(fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, buc
         else:
             combined_data = pd.merge(combined_data, df, on=col_date, how='outer')
     
-    # Forward fill NA values
     combined_data = combined_data.ffill()
-    
-    save_combined_data(combined_data, dataPath, "m1m2/combined_m1m2_data", SAVE_AS_PICKLE)
+    save_data(combined_data, f"{data_type}_combined", dataPath, SAVE_AS_PICKLE)
     if PUSH_TO_GCP:
-        upload_combined_to_gcp(combined_data, "m1m2/m1m2_data", bucket, SAVE_AS_PICKLE)
+        upload_to_gcp(combined_data, f"{data_type}_combined", bucket, SAVE_AS_PICKLE)
     
     return [{
-        "Series Name": "M1M2_Combined",
+        "Series Name": f"{data_type}_Combined",
         "Last Date": combined_data[col_date].max(),
-        "Last Value": f"M1: {combined_data['M1SL'].iloc[-1]:.2f}, M2: {combined_data['M2SL'].iloc[-1]:.2f}",
+        "Last Value": ", ".join([f"{series}: {combined_data[series].iloc[-1]:.2f}" for series in data_info['data_ref']]),
         "Last Request Datetime": datetime.now().strftime("%Y-%m-%d %H:%M:%S")
     }]
 
-
 def fetch_and_process_data(fred, data_info, col_date):
     data_ref = data_info['data_ref']
     data_df = fred.get_series(data_ref)
@@ -109,30 +85,4 @@ def upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE):
         pickle_buffer = pickle.dumps(data_df)
         pickle_blob_name = f'{data_type.lower()}.pkl'
         pickle_blob = bucket.blob(pickle_blob_name)
-        pickle_blob.upload_from_string(pickle_buffer, content_type='application/octet-stream')
-
-def update_sofr_data(sofr_data, new_data, col_date, series):
-    if sofr_data.empty:
-        return new_data
-    else:
-        return pd.merge(sofr_data, new_data, on=col_date, how='outer')
-
-def save_combined_data(data, dataPath, filename, SAVE_AS_PICKLE):
-    file_path = dataPath / filename
-    file_path.parent.mkdir(parents=True, exist_ok=True)
-    data.to_csv(f"{file_path}.csv", index=False)
-    if SAVE_AS_PICKLE:
-        with open(f"{file_path}.pkl", 'wb') as f:
-            pickle.dump(data, f)
-
-def upload_combined_to_gcp(data, filename, bucket, SAVE_AS_PICKLE):
-    csv_buffer = StringIO()
-    data.to_csv(csv_buffer, index=False)
-    blob_name = f'{filename}.csv'
-    blob = bucket.blob(blob_name)
-    blob.upload_from_string(csv_buffer.getvalue(), content_type='text/csv')
-    if SAVE_AS_PICKLE:
-        pickle_buffer = pickle.dumps(data)
-        pickle_blob_name = f'{filename}.pkl'
-        pickle_blob = bucket.blob(pickle_blob_name)
-        pickle_blob.upload_from_string(pickle_buffer, content_type='application/octet-stream')
+        pickle_blob.upload_from_string(pickle_buffer, content_type='application/octet-stream')
\ No newline at end of file
diff --git a/src/utils.py b/src/utils.py
index 18e396c..3621963 100644
--- a/src/utils.py
+++ b/src/utils.py
@@ -1,12 +1,19 @@
 
+import base64
+import logging
 import os
-import numpy as np
-import pandas as pd
+from datetime import timedelta
+
 import yaml
-from datetime import datetime, timedelta
-import base64
-from google.cloud import storage
 from google.auth import default
+from google.cloud import storage
+
+
+def setup_logging():
+    logging.basicConfig(level=logging.INFO,
+                        format='%(asctime)s - %(levelname)s - %(message)s',
+                        datefmt='%Y-%m-%d %H:%M:%S')
+    return logging.getLogger(__name__)
 
 
 def load_config(path):

From 5598bcdefcb70bf8b0eafc30c293c1174b9f723f Mon Sep 17 00:00:00 2001
From: Abhishek <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 20:27:24 +0530
Subject: [PATCH 4/7] Added Monetary datasets

---
 data/M1M2_combined/M1M2_combined.pkl |  Bin 0 -> 19997 bytes
 data/M1M2_combined/data.csv          |  792 ++++++++++++
 data/SOFR_combined/SOFR_combined.pkl |  Bin 0 -> 85501 bytes
 data/SOFR_combined/data.csv          | 1761 ++++++++++++++++++++++++++
 4 files changed, 2553 insertions(+)
 create mode 100644 data/M1M2_combined/M1M2_combined.pkl
 create mode 100644 data/M1M2_combined/data.csv
 create mode 100644 data/SOFR_combined/SOFR_combined.pkl
 create mode 100644 data/SOFR_combined/data.csv

diff --git a/data/M1M2_combined/M1M2_combined.pkl b/data/M1M2_combined/M1M2_combined.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..17adc6cf9d9bfcb1a000e06098cbef646354825f
GIT binary patch
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diff --git a/data/M1M2_combined/data.csv b/data/M1M2_combined/data.csv
new file mode 100644
index 0000000..3b9aa2a
--- /dev/null
+++ b/data/M1M2_combined/data.csv
@@ -0,0 +1,792 @@
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diff --git a/data/SOFR_combined/SOFR_combined.pkl b/data/SOFR_combined/SOFR_combined.pkl
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diff --git a/data/SOFR_combined/data.csv b/data/SOFR_combined/data.csv
new file mode 100644
index 0000000..4ca0bba
--- /dev/null
+++ b/data/SOFR_combined/data.csv
@@ -0,0 +1,1761 @@
+DATE,SOFR,SOFR30DAYAVG,SOFR90DAYAVG,SOFR180DAYAVG,SOFRINDEX
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From 3cb7384fa73bb8aa00c4c64abced7b029bf95ca6 Mon Sep 17 00:00:00 2001
From: Code4ever <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 20:34:48 +0530
Subject: [PATCH 5/7] Update src/data_operations.py

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
---
 src/data_operations.py | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/src/data_operations.py b/src/data_operations.py
index 6754bc1..73bad5b 100644
--- a/src/data_operations.py
+++ b/src/data_operations.py
@@ -24,7 +24,17 @@ def process_single_dataset(data_type, data_info, fred, col_date, dataPath, SAVE_
         upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE)
     return [collect_audit_info(data_df, data_type, data_info['data_ref'])]
 
-def process_combined_dataset(data_type, data_info, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
+from typing import Dict, Any, List
+def process_combined_dataset(
+    data_type: str,
+    data_info: Dict[str, Any],
+    fred: Fred,
+    col_date: str,
+    dataPath: Path,
+    SAVE_AS_PICKLE: bool,
+    PUSH_TO_GCP: bool,
+    bucket
+) -> List[Dict[str, Any]]:
     combined_data = pd.DataFrame()
     for series_id in data_info['data_ref']:
         data = fred.get_series(series_id)

From e1c7ce5d2b5ba3b2e48547e8767a268c1aba0fc8 Mon Sep 17 00:00:00 2001
From: Code4ever <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 20:38:26 +0530
Subject: [PATCH 6/7] Update main.py

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
---
 main.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/main.py b/main.py
index 330a627..23d0f02 100644
--- a/main.py
+++ b/main.py
@@ -41,7 +41,7 @@ def main():
     SAVE_AS_PICKLE = os.environ.get("SAVE_AS_PICKLE") != 'False'
 
     bucket = get_gcp_bucket() if PUSH_TO_GCP else None
-    logger.info('Retrieved GCP bucket: {}'.format(bucket))
+    logger.info(f'Retrieved GCP bucket: {bucket}')
 
     data_map_dict = config["data_map_dict"]
     col_date = config["col_date"]

From aefff95bebf8c89b2d953f94226dd9bb7222d902 Mon Sep 17 00:00:00 2001
From: Abhishek <abhi555shek@gmail.com>
Date: Sun, 29 Dec 2024 20:41:27 +0530
Subject: [PATCH 7/7] Added feedback points

---
 config/settings.yml    | 37 ++++++++++----------------------
 src/data_operations.py | 48 ++++++++++++++++++++++++++++++------------
 src/utils.py           |  2 +-
 3 files changed, 47 insertions(+), 40 deletions(-)

diff --git a/config/settings.yml b/config/settings.yml
index ce681b7..6f65d19 100644
--- a/config/settings.yml
+++ b/config/settings.yml
@@ -1,96 +1,86 @@
-
 col_date: "DATE"
 
 data_map_dict:
-    dff: 
+    dff:
         data_ref: "DFF"
         enabled: true
         data_source: "FRED"
 
-     
     frb_kc_lmci_monthly:
         data_ref: "FRBKCLMCILA"
         enabled: true
         data_source: "FRED"
-    
+
     michigan_csi_monthly:
         data_ref: "UMCSENT"
         enabled: true
         data_source: "FRED"
 
-        
     rate_aus_3m_bank:
         data_ref: "IR3TIB01AUM156N"
         enabled: true
         data_source: "FRED"
 
-        
     rate_cnd_3m_bank:
         data_ref: "IR3TIB01CAM156N"
         enabled: true
         data_source: "FRED"
-        
 
     rate_chf_3m_bank:
         data_ref: "IR3TIB01CHM156N"
         enabled: true
         data_source: "FRED"
-        
+
     rate_deu_3m_bank:
         data_ref: "IR3TIB01DEM156N"
         enabled: true
         data_source: "FRED"
-        
+
     rate_eur_3m_bank:
         data_ref: "IR3TIB01EZM156N"
         enabled: true
         data_source: "FRED"
-        
-        
+
     rate_gbp_3m_bank:
         data_ref: "IR3TIB01GBM156N"
         enabled: true
         data_source: "FRED"
-        
+
     rate_jpn_3m_bank:
         data_ref: "IR3TIB01JPM156N"
         enabled: true
         data_source: "FRED"
-        
-        
+
     rate_deu_lt_gov:
         data_ref: "IRLTLT01DEM156N"
         enabled: true
         data_source: "FRED"
-    
+
     rate_eur_lt_gov:
         data_ref: "IRLTLT01EZM156N"
         enabled: true
         data_source: "FRED"
-        
 
     cpi_usa:
         data_ref: "USACPALTT01CTGYM"
         enabled: true
         data_source: "FRED"
-        
+
     cpi_eur:
         data_ref: "EA19CPALTT01GYM"
         enabled: true
         data_source: "FRED"
 
-        
     cpi_deu:
         data_ref: "DEUCPALTT01CTGYM"
         enabled: true
         data_source: "FRED"
-        
+
     cpi_gbr:
         data_ref: "GBRCPALTT01CTGYM"
         enabled: true
         data_source: "FRED"
 
-
     cpi_chf:
         data_ref: "CHECPALTT01CTGYM"
         enabled: true
@@ -101,13 +91,11 @@ data_map_dict:
         enabled: true
         data_source: "FRED"
 
-        
     cpi_can:
         data_ref: "CANCPALTT01CTGYM"
         enabled: true
         data_source: "FRED"
 
-
     cpi_aus:
         data_ref: "CPALTT01AUQ659N"
         enabled: true
@@ -122,7 +110,7 @@ data_map_dict:
             - SOFRINDEX
         enabled: true
         data_source: "FRED"
-    
+
     M1M2:
         data_ref:
             - M1SL
@@ -131,6 +119,3 @@ data_map_dict:
         data_source: "FRED"
 
 
-        
-
-
diff --git a/src/data_operations.py b/src/data_operations.py
index 6754bc1..46544a8 100644
--- a/src/data_operations.py
+++ b/src/data_operations.py
@@ -1,9 +1,13 @@
-import pandas as pd
+import logging
+import pickle
 import time
 from datetime import datetime
 from io import StringIO
-import pickle
-from fredapi import Fred
+
+import pandas as pd
+from google.cloud import exceptions
+from tenacity import retry, stop_after_attempt, wait_exponential
+
 
 def process_data(data_map_dict, fred, col_date, dataPath, SAVE_AS_PICKLE, PUSH_TO_GCP, bucket):
     audit_data = []
@@ -75,14 +79,32 @@ def collect_audit_info(data_df, series_name, data_ref):
         "Last Request Datetime": datetime.now().strftime("%Y-%m-%d %H:%M:%S")
     }
 
+
+@retry(stop=stop_after_attempt(3), wait=wait_exponential(multiplier=1, min=4, max=10))
 def upload_to_gcp(data_df, data_type, bucket, SAVE_AS_PICKLE):
-    csv_buffer = StringIO()
-    data_df.to_csv(csv_buffer, index=False)
-    blob_name = f'{data_type.lower()}.csv'
-    blob = bucket.blob(blob_name)
-    blob.upload_from_string(csv_buffer.getvalue(), content_type='text/csv')
-    if SAVE_AS_PICKLE:
-        pickle_buffer = pickle.dumps(data_df)
-        pickle_blob_name = f'{data_type.lower()}.pkl'
-        pickle_blob = bucket.blob(pickle_blob_name)
-        pickle_blob.upload_from_string(pickle_buffer, content_type='application/octet-stream')
\ No newline at end of file
+    logger = logging.getLogger(__name__)
+
+    try:
+        # Upload CSV
+        csv_buffer = StringIO()
+        data_df.to_csv(csv_buffer, index=False)
+        blob_name = f'{data_type.lower()}.csv'
+        blob = bucket.blob(blob_name)
+        blob.upload_from_string(csv_buffer.getvalue(), content_type='text/csv')
+        logger.info(f"Successfully uploaded {blob_name} to GCP")
+
+        # Upload pickle if enabled
+        if SAVE_AS_PICKLE:
+            pickle_buffer = pickle.dumps(data_df)
+            pickle_blob_name = f'{data_type.lower()}.pkl'
+            pickle_blob = bucket.blob(pickle_blob_name)
+            pickle_blob.upload_from_string(pickle_buffer, content_type='application/octet-stream')
+            logger.info(f"Successfully uploaded {pickle_blob_name} to GCP")
+
+    except exceptions.GoogleCloudError as e:
+        logger.error(f"GCP upload failed for {data_type}: {str(e)}")
+        raise  # Re-raise the exception to trigger a retry
+
+    except Exception as e:
+        logger.error(f"Unexpected error during GCP upload for {data_type}: {str(e)}")
+        raise  # Re-raise the exception to trigger a retry
\ No newline at end of file
diff --git a/src/utils.py b/src/utils.py
index 3621963..d90177b 100644
--- a/src/utils.py
+++ b/src/utils.py
@@ -9,7 +9,7 @@
 from google.cloud import storage
 
 
-def setup_logging():
+def setup_logging() -> logging.Logger:
     logging.basicConfig(level=logging.INFO,
                         format='%(asctime)s - %(levelname)s - %(message)s',
                         datefmt='%Y-%m-%d %H:%M:%S')