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README.md

@@ -1,14 +1,33 @@
----
-title: BudgetBuddy
-emoji: 📚
-colorFrom: indigo
-colorTo: indigo
-sdk: gradio
-sdk_version: 6.0.1
-app_file: app.py
-pinned: false
-license: mit
-short_description: Autonomous Personal Finance Agent
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+# BudgetBuddy — Autonomous Personal Finance Agent (Hugging Face Space ready)
+
+This repository contains a Gradio app that parses bank CSVs, auto-categorizes transactions, produces summaries, and predicts next-month expenses per category.
+
+## What's included
+- `app.py` — Gradio app entrypoint
+- `finance_utils.py` — helpers for parsing, categorization, summary, prediction
+- `requirements.txt` — Python dependencies
+- `data/` — place your CSV files here (sample datasets can be included)
+
+## How to use on Hugging Face Spaces
+1. Create a new Space (Gradio) on Hugging Face: https://huggingface.co/new-space
+2. Choose **Gradio** and set repo visibility (public/private as you like).
+3. Upload the contents of this folder into the Space repository (you can drag-and-drop files in the web UI or push via git).
+4. Option A — Bundled datasets: put your CSVs in the `data/` folder of the repo before deployment (they will be available to the app at startup).
+5. Option B — Runtime upload: users can upload CSVs directly through the app UI using the file uploader.
+6. Start the Space. The Gradio app will appear on the Space page.
+
+## External datasets and sources (suggestions)
+You can use your bank's CSV export or any of these public datasets to test:
+- Kaggle — Personal Finance datasets (search: "personal finance transactions" on https://kaggle.com)
+- "Personal Finance Dataset" — sample CSVs (you may replace them with your own)
+- Open banking sandbox CSVs (for larger tests)
+
+## Notes on real data
+- Use your own bank CSVs (download export from your bank/UPI/wallet). Column names differ across banks; `finance_utils.py` applies heuristics to handle variations.
+- Remove or anonymize personal identifiers before sharing publicly.
+
+## Uploading CSVs after deployment
+- Use the web UI file uploader in the Gradio app to upload multiple CSVs at runtime.
+- Or commit CSVs into the `data/` folder of the repo (recommended for demo reproducibility).
+

app.py

@@ -0,0 +1,74 @@
+import gradio as gr
+import pandas as pd
+import numpy as np
+import os
+from finance_utils import preprocess_transactions, summarize_transactions, predict_expenses, category_summary
+
+DATA_DIR = "data"
+
+def load_bundled_datasets():
+    # Load any CSVs placed in the data/ folder of the Space repository
+    files = [f for f in os.listdir(DATA_DIR) if f.lower().endswith(".csv")]
+    datasets = {}
+    for f in files:
+        try:
+            df = pd.read_csv(os.path.join(DATA_DIR, f))
+        except Exception as e:
+            try:
+                df = pd.read_excel(os.path.join(DATA_DIR, f))
+            except Exception as e2:
+                continue
+        datasets[f] = df
+    return datasets
+
+def analyze_uploaded(files, use_bundled=True):
+    combined = []
+    # files: list of uploaded files from the user at runtime
+    if use_bundled:
+        bundled = load_bundled_datasets()
+        for name, df in bundled.items():
+            combined.append(df)
+    if files:
+        for f in files:
+            try:
+                df = pd.read_csv(f.name)
+            except Exception:
+                try:
+                    df = pd.read_excel(f.name)
+                except Exception:
+                    continue
+            combined.append(df)
+    if not combined:
+        return "No data found. Upload CSV(s) or include datasets in the data/ folder of the Space repository.", None
+    df = pd.concat(combined, ignore_index=True, sort=False)
+    df_clean = preprocess_transactions(df)
+    summary = summarize_transactions(df_clean)
+    preds = predict_expenses(df_clean)
+    cat_summary = category_summary(df_clean)
+    # Return text summary and a small CSV output to download
+    out_csv = df_clean.to_csv(index=False)
+    return summary, (out_csv, "processed_transactions.csv")
+
+title = "BudgetBuddy — Autonomous Personal Finance Agent"
+description = """
+Upload your bank transaction CSVs (or include them in the Space `data/` folder). BudgetBuddy will:
+- Parse and standardize transactions (date, amount, description)
+- Auto-categorize spending (rules + ML fallback)
+- Produce monthly summaries and category breakdowns
+- Predict next month's expenses per category (simple model)
+- Export a cleaned CSV with categories for further analysis
+"""
+
+with gr.Blocks() as demo:
+    gr.Markdown(f"# {title}")
+    gr.Markdown(description)
+    with gr.Row():
+        upload = gr.File(file_count="multiple", label="Upload bank CSV(s) (optional)")
+        use_bundled = gr.Checkbox(value=True, label="Also load bundled datasets from data/ folder")
+    analyze_btn = gr.Button("Analyze")
+    output_text = gr.Textbox(lines=12, label="Summary")
+    download = gr.Download(label="Download processed CSV")
+    analyze_btn.click(fn=analyze_uploaded, inputs=[upload, use_bundled], outputs=[output_text, download])
+
+if __name__ == "__main__":
+    demo.launch()

data/Personal_Finance_Dataset.csv

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+Date,Transaction Description,Category,Amount,Type
+2020-01-02,Score each.,Food & Drink,1485.69,Expense
+2020-01-02,Quality throughout.,Utilities,1475.58,Expense
+2020-01-04,Instead ahead despite measure ago.,Rent,1185.08,Expense
+2020-01-05,Information last everything thank serve.,Investment,2291.0,Income
+2020-01-13,Future choice whatever from.,Food & Drink,1126.88,Expense
+2020-01-14,Benefit suggest page southern.,Shopping,448.68,Expense
+2020-01-18,By two bad fall pick.,Food & Drink,1520.03,Expense
+2020-01-19,Court attorney product significant world.,Other,3287.0,Income
+2020-01-21,Herself law.,Entertainment,1914.85,Expense
+2020-01-25,Have decide environment.,Rent,766.06,Expense
+2020-01-25,Play move each left establish.,Health & Fitness,1211.41,Expense
+2020-01-26,Range successful simply.,Salary,1077.09,Expense
+2020-01-29,Source husband.,Shopping,166.81,Expense
+2020-01-30,Tree note responsibility.,Health & Fitness,1158.93,Expense
+2020-01-31,How trip learn enter.,Food & Drink,1325.91,Expense
+2020-01-31,Much section investment on gun.,Rent,1712.08,Expense
+2020-01-31,Management sense technology check civil.,Shopping,563.17,Expense
+2020-02-02,As high you more wife.,Health & Fitness,333.68,Expense
+2020-02-04,Race mr.,Travel,1406.62,Expense
+2020-02-05,Born itself law west.,Rent,1222.17,Expense
+2020-02-05,Seven medical blood personal.,Investment,1838.0,Income
+2020-02-07,Current hear claim well two.,Travel,1979.15,Expense
+2020-02-07,Food affect upon these story.,Entertainment,1372.38,Expense
+2020-02-08,Around there water.,Food & Drink,465.81,Expense
+2020-02-08,Staff within mouth call.,Other,3786.0,Income
+2020-02-09,Close month parent who up.,Entertainment,1827.14,Expense
+2020-02-11,Human public health.,Health & Fitness,433.13,Expense
+2020-02-13,Building different full open.,Salary,294.31,Expense
+2020-02-15,Detail audience piece director town.,Other,4009.0,Income
+2020-02-16,Method everything.,Shopping,730.37,Expense
+2020-02-16,Much rich think.,Utilities,1023.96,Expense
+2020-02-18,Drug list imagine behind.,Investment,1398.0,Income
+2020-02-19,Interest level rock pull.,Investment,3958.0,Income
+2020-02-20,I fund.,Shopping,769.42,Expense
+2020-02-26,Court movie cell.,Travel,1942.45,Expense
+2020-02-27,Leg themselves away.,Food & Drink,1363.76,Expense
+2020-02-28,Anything yourself.,Other,3286.0,Income
+2020-02-28,Unit support.,Other,1795.0,Income
+2020-02-29,Magazine degree husband around.,Travel,1944.06,Expense
+2020-03-03,World enter.,Rent,1742.33,Expense
+2020-03-04,Institution whatever yet.,Entertainment,314.15,Expense
+2020-03-04,Choice father why often.,Food & Drink,1201.9,Expense
+2020-03-09,Security arm.,Rent,1858.91,Expense
+2020-03-09,Me system church whether.,Travel,486.51,Expense
+2020-03-11,Attention attack technology.,Rent,180.45,Expense
+2020-03-11,Walk now often.,Rent,1956.19,Expense
+2020-03-12,Bank price north first end.,Utilities,265.5,Expense
+2020-03-12,Enter capital population.,Utilities,537.46,Expense
+2020-03-14,Upon very act perform.,Shopping,1929.08,Expense
+2020-03-15,Available defense.,Entertainment,1428.77,Expense
+2020-03-18,Value thing these.,Health & Fitness,881.82,Expense
+2020-03-21,Citizen street region.,Rent,503.33,Expense
+2020-03-23,Property never.,Investment,2385.0,Income
+2020-03-23,Enough threat score.,Food & Drink,151.28,Expense
+2020-03-24,Example decision garden.,Entertainment,144.13,Expense
+2020-03-28,Major town suffer begin.,Other,1080.0,Income
+2020-04-01,Analysis four capital.,Travel,1341.27,Expense
+2020-04-05,Scientist necessary into.,Utilities,1449.47,Expense
+2020-04-06,Away third.,Salary,493.56,Expense
+2020-04-06,Along hard need involve among.,Shopping,388.92,Expense
+2020-04-10,Together decide.,Other,3402.0,Income
+2020-04-17,Government nice.,Salary,1729.04,Expense
+2020-04-17,See understand door class son.,Investment,996.0,Income
+2020-04-18,Agent say forward us.,Health & Fitness,1603.18,Expense
+2020-04-22,City red him.,Investment,2058.0,Income
+2020-04-23,Develop staff least figure.,Utilities,849.54,Expense
+2020-04-25,Age cover foreign.,Entertainment,1750.23,Expense
+2020-04-26,Go meeting quickly.,Investment,914.0,Income
+2020-04-26,Voice boy wife condition.,Food & Drink,1938.3,Expense
+2020-04-27,Board its.,Entertainment,340.96,Expense
+2020-04-27,Paper memory history office.,Entertainment,1730.65,Expense
+2020-04-29,Remember ability.,Utilities,764.16,Expense
+2020-04-30,Hair attorney professional.,Travel,1853.77,Expense
+2020-05-01,Finish summer rest feel finally.,Travel,851.78,Expense
+2020-05-03,I fast camera inside.,Salary,318.05,Expense
+2020-05-03,Past feeling nature.,Food & Drink,1162.57,Expense
+2020-05-05,Expert involve oil.,Health & Fitness,123.76,Expense
+2020-05-06,Kid put memory soldier.,Utilities,123.19,Expense
+2020-05-06,Exist professional.,Utilities,146.36,Expense
+2020-05-07,Stand seem.,Investment,3807.0,Income
+2020-05-11,Southern challenge animal.,Investment,825.0,Income
+2020-05-12,Sure authority increase picture create.,Shopping,1318.17,Expense
+2020-05-13,Hundred challenge reach throughout.,Health & Fitness,1870.07,Expense
+2020-05-14,Despite sound receive let.,Health & Fitness,484.99,Expense
+2020-05-15,True building card.,Travel,919.88,Expense
+2020-05-16,Write other wear through partner.,Rent,28.54,Expense
+2020-05-17,Store natural today season.,Rent,155.79,Expense
+2020-05-19,Else easy point she.,Travel,273.59,Expense
+2020-05-20,Phone ever back experience.,Rent,1759.75,Expense
+2020-05-21,Floor music catch discuss.,Utilities,881.99,Expense
+2020-05-25,Ask imagine my.,Travel,1227.24,Expense
+2020-05-27,Deal information.,Food & Drink,1339.05,Expense
+2020-05-28,Task she.,Rent,1878.47,Expense
+2020-05-29,Accept goal send table.,Investment,1376.0,Income
+2020-05-30,Section national owner determine detail.,Utilities,551.97,Expense
+2020-05-31,Ahead from quickly identify.,Health & Fitness,415.16,Expense
+2020-05-31,Try wonder move trade.,Travel,1015.76,Expense
+2020-06-01,Base investment.,Food & Drink,193.67,Expense
+2020-06-02,Anyone here deep.,Travel,97.73,Expense
+2020-06-05,Seven here sell story.,Utilities,1277.86,Expense
+2020-06-06,Like see.,Salary,1107.84,Expense
+2020-06-07,Difference attention whatever american.,Food & Drink,232.63,Expense
+2020-06-08,Current after charge.,Utilities,1095.72,Expense
+2020-06-09,Prove nor design record.,Utilities,865.28,Expense
+2020-06-09,Paper white responsibility.,Other,826.0,Income
+2020-06-10,Blue agent find.,Entertainment,1367.31,Expense
+2020-06-10,Walk cup option store.,Health & Fitness,1562.43,Expense
+2020-06-11,Recent feeling.,Shopping,1947.94,Expense
+2020-06-11,Site girl into have media.,Entertainment,1730.57,Expense
+2020-06-12,Support state.,Utilities,1764.02,Expense
+2020-06-14,Whether player stock religious.,Other,3872.0,Income
+2020-06-15,Safe whole establish.,Entertainment,540.94,Expense
+2020-06-18,Let stay or focus.,Rent,771.26,Expense
+2020-06-18,Everything late.,Other,2322.0,Income
+2020-06-18,Particular her agreement surface consider.,Other,3364.0,Income
+2020-06-19,Something future they red.,Entertainment,453.62,Expense
+2020-06-19,Act way beat result major.,Shopping,663.24,Expense
+2020-06-21,Position make society behavior.,Travel,708.78,Expense
+2020-06-21,Reality fill ok list.,Health & Fitness,1879.08,Expense
+2020-06-22,International second former reflect.,Other,1962.0,Income
+2020-06-22,Edge building court.,Travel,86.13,Expense
+2020-06-24,Week real course school everybody.,Health & Fitness,1459.8,Expense
+2020-06-30,Executive beyond create dinner conference.,Rent,776.54,Expense
+2020-06-30,Call animal approach factor want.,Travel,98.33,Expense
+2020-07-02,Their off.,Entertainment,734.8,Expense
+2020-07-03,Key continue anything wait.,Other,3071.0,Income
+2020-07-04,State husband.,Rent,1442.31,Expense
+2020-07-05,Picture approach chance none fight.,Travel,1337.12,Expense
+2020-07-06,Newspaper indicate other.,Travel,1113.28,Expense
+2020-07-06,Herself training father open investment.,Other,1925.0,Income
+2020-07-08,Art whether between several personal.,Travel,818.09,Expense
+2020-07-11,Church community.,Travel,580.96,Expense
+2020-07-12,Able late order.,Health & Fitness,935.33,Expense
+2020-07-12,Discuss religious.,Entertainment,1027.24,Expense
+2020-07-13,Reach under.,Utilities,1321.11,Expense
+2020-07-17,Boy different chance enter.,Health & Fitness,195.84,Expense
+2020-07-20,Arrive society.,Entertainment,1348.86,Expense
+2020-07-21,Keep light fight.,Entertainment,303.23,Expense
+2020-07-21,Matter management ball.,Other,1096.0,Income
+2020-07-22,Same page ago director.,Entertainment,1439.51,Expense
+2020-07-22,Week yourself public especially american.,Shopping,495.53,Expense
+2020-07-22,Million kind everything young.,Food & Drink,1786.39,Expense
+2020-07-23,Why like impact fly.,Rent,1559.06,Expense
+2020-07-24,Form really explain.,Salary,109.93,Expense
+2020-07-28,Already because education break significant.,Rent,918.36,Expense
+2020-07-28,Price my.,Health & Fitness,1900.58,Expense
+2020-07-29,Could gun.,Shopping,1662.83,Expense
+2020-07-30,Kind appear environment capital explain.,Utilities,1489.87,Expense
+2020-07-31,Ahead picture son.,Travel,1506.04,Expense
+2020-08-01,Nearly need behavior.,Travel,1533.97,Expense
+2020-08-01,Water positive child usually.,Entertainment,556.45,Expense
+2020-08-01,Relate indeed lot line lead.,Other,2420.0,Income
+2020-08-02,Course out second carry.,Health & Fitness,1787.12,Expense
+2020-08-03,Significant take future.,Investment,2394.0,Income
+2020-08-04,Star executive fear.,Utilities,1415.77,Expense
+2020-08-04,Your majority chance mrs generation.,Other,3210.0,Income
+2020-08-04,Help usually thank wonder draw.,Shopping,133.91,Expense
+2020-08-05,Task improve fish.,Shopping,1810.63,Expense
+2020-08-05,History professional star wonder.,Food & Drink,1714.9,Expense
+2020-08-06,Call whole.,Shopping,959.19,Expense
+2020-08-08,Them key.,Travel,1509.42,Expense
+2020-08-08,Address century that wide.,Shopping,1081.06,Expense
+2020-08-09,Sit enter perhaps however.,Entertainment,981.58,Expense
+2020-08-13,System teacher here first.,Salary,67.76,Expense
+2020-08-14,Along attention piece tv young.,Shopping,1451.12,Expense
+2020-08-16,Within set region beyond.,Utilities,1961.64,Expense
+2020-08-17,Tough animal someone.,Shopping,1187.87,Expense
+2020-08-18,Hear certainly most not.,Rent,1289.07,Expense
+2020-08-19,Company participant him.,Other,1988.0,Income
+2020-08-20,Tree central leave effect.,Other,3181.0,Income
+2020-08-21,Together let.,Health & Fitness,681.63,Expense
+2020-08-21,Citizen kid generation onto police.,Travel,1506.5,Expense
+2020-08-22,Lead few yourself.,Travel,1671.47,Expense
+2020-08-22,Down occur.,Food & Drink,1999.82,Expense
+2020-08-26,Yeah far within.,Rent,1564.65,Expense
+2020-08-27,Account ten sing.,Food & Drink,1899.73,Expense
+2020-08-27,Seat strategy total simply discover.,Investment,1748.0,Income
+2020-08-29,Pm per question.,Salary,1342.22,Expense
+2020-08-30,Best physical always small almost.,Entertainment,935.42,Expense
+2020-08-31,Bed far section.,Health & Fitness,343.9,Expense
+2020-09-01,Car much will.,Rent,1557.81,Expense
+2020-09-05,Tree store either station.,Other,1385.0,Income
+2020-09-05,Second full boy.,Travel,1155.84,Expense
+2020-09-06,Senior difficult put.,Shopping,799.34,Expense
+2020-09-07,Hand so add mr lawyer.,Rent,1188.27,Expense
+2020-09-08,Herself police he push likely.,Entertainment,212.78,Expense
+2020-09-11,Trip determine as statement.,Rent,1594.49,Expense
+2020-09-11,Bring animal also you.,Food & Drink,700.94,Expense
+2020-09-11,Doctor mr.,Health & Fitness,147.22,Expense
+2020-09-16,He we recent music.,Food & Drink,1700.66,Expense
+2020-09-17,Those pressure street.,Rent,872.71,Expense
+2020-09-17,Allow have kitchen.,Salary,1417.54,Expense
+2020-09-18,Between rate name within.,Travel,1235.67,Expense
+2020-09-18,Huge couple.,Salary,935.1,Expense
+2020-09-22,Begin deep police wife.,Travel,651.39,Expense
+2020-09-22,During call north attention.,Rent,565.07,Expense
+2020-09-22,Only spend do.,Salary,1144.0,Expense
+2020-09-23,Able teach certain candidate economy.,Health & Fitness,67.11,Expense
+2020-09-23,Produce ago.,Utilities,980.22,Expense
+2020-09-25,So draw food company.,Travel,687.27,Expense
+2020-09-27,Score moment second.,Travel,1116.02,Expense
+2020-09-27,Sing message board mean.,Entertainment,180.37,Expense
+2020-09-27,Feeling poor all your suggest.,Salary,1114.8,Expense
+2020-09-29,Make travel.,Salary,1295.35,Expense
+2020-09-30,Focus chance.,Food & Drink,195.18,Expense
+2020-10-01,Person one republican.,Entertainment,619.35,Expense
+2020-10-03,Most law painting between reduce.,Salary,1111.41,Expense
+2020-10-04,Involve thousand including.,Health & Fitness,710.1,Expense
+2020-10-07,Indeed believe interview professor.,Travel,510.29,Expense
+2020-10-07,Rather listen before.,Investment,3084.0,Income
+2020-10-07,It season.,Investment,2069.0,Income
+2020-10-08,News only no.,Salary,560.23,Expense
+2020-10-08,Improve them wait.,Travel,1961.22,Expense
+2020-10-10,Why outside.,Travel,462.69,Expense
+2020-10-10,Official defense.,Investment,4875.0,Income
+2020-10-10,Suggest glass news.,Investment,946.0,Income
+2020-10-12,Off southern suddenly.,Utilities,1279.36,Expense
+2020-10-14,Participant price.,Rent,1746.71,Expense
+2020-10-15,Congress reflect.,Salary,962.64,Expense
+2020-10-16,Go consider century price.,Food & Drink,512.43,Expense
+2020-10-16,Scientist will begin.,Rent,1646.01,Expense
+2020-10-16,Heavy law church.,Rent,1158.27,Expense
+2020-10-18,Since nothing be apply.,Utilities,306.9,Expense
+2020-10-19,Anyone bank kitchen interest parent.,Travel,179.51,Expense
+2020-10-23,Democratic mention generation.,Shopping,1216.57,Expense
+2020-10-24,Question or money.,Entertainment,1553.63,Expense
+2020-10-26,Determine worker.,Salary,601.73,Expense
+2020-10-27,Daughter war.,Shopping,617.71,Expense
+2020-10-27,Face build market.,Rent,1895.7,Expense
+2020-10-27,Can mouth discover.,Entertainment,536.65,Expense
+2020-10-28,Author technology amount affect.,Investment,1923.0,Income
+2020-10-29,Office of remember individual.,Utilities,15.32,Expense
+2020-10-30,Again foot soon peace.,Salary,589.61,Expense
+2020-10-31,Join black.,Travel,1408.95,Expense
+2020-11-01,Hundred bad that second develop.,Entertainment,1848.58,Expense
+2020-11-01,Member box.,Entertainment,856.03,Expense
+2020-11-02,Town glass road.,Utilities,1817.74,Expense
+2020-11-04,Bill eight community.,Rent,128.68,Expense
+2020-11-06,Concern significant.,Travel,883.92,Expense
+2020-11-07,Senior service large under.,Travel,1402.47,Expense
+2020-11-09,Follow wife firm key light.,Salary,881.14,Expense
+2020-11-10,Option goal avoid.,Shopping,1471.72,Expense
+2020-11-10,Also hard expert popular.,Food & Drink,191.74,Expense
+2020-11-12,Order his oil west school.,Food & Drink,1999.15,Expense
+2020-11-12,Training occur could painting.,Travel,1156.73,Expense
+2020-11-14,Whatever late specific.,Utilities,946.3,Expense
+2020-11-14,Mean common.,Travel,371.16,Expense
+2020-11-14,Yard model particular hair.,Salary,1938.42,Expense
+2020-11-14,Impact full our smile.,Shopping,673.28,Expense
+2020-11-15,Form newspaper.,Utilities,666.31,Expense
+2020-11-15,Edge surface who.,Travel,1328.54,Expense
+2020-11-16,Bank professional true financial.,Food & Drink,915.1,Expense
+2020-11-16,Organization visit finally.,Health & Fitness,240.68,Expense
+2020-11-17,Spend prove stock school.,Food & Drink,1318.74,Expense
+2020-11-20,Position interest.,Shopping,117.87,Expense
+2020-11-22,Guy congress.,Salary,1254.56,Expense
+2020-11-23,Way main difficult case.,Entertainment,541.44,Expense
+2020-11-25,Such big side.,Other,4089.0,Income
+2020-11-25,Product then.,Salary,251.64,Expense
+2020-11-26,Heavy class story side speak.,Entertainment,1422.47,Expense
+2020-11-27,Analysis hair rest wide.,Food & Drink,1108.98,Expense
+2020-11-27,Doctor dream whole six.,Investment,4280.0,Income
+2020-11-29,Question now key show.,Utilities,1001.77,Expense
+2020-12-01,Month whom stage soon.,Travel,836.83,Expense
+2020-12-05,Appear lose he.,Salary,495.02,Expense
+2020-12-05,Surface expect several evening town.,Shopping,389.31,Expense
+2020-12-06,Begin treat stage this.,Utilities,1729.41,Expense
+2020-12-10,Apply maybe dog yes.,Shopping,686.35,Expense
+2020-12-10,Agreement us stuff.,Travel,1642.89,Expense
+2020-12-11,Case expert stop.,Travel,1676.58,Expense
+2020-12-12,Large accept bad eight.,Salary,1731.87,Expense
+2020-12-13,Vote participant institution simply down.,Salary,696.8,Expense
+2020-12-14,Draw police.,Shopping,916.14,Expense
+2020-12-14,Book toward.,Entertainment,1961.74,Expense
+2020-12-16,Place offer.,Shopping,474.79,Expense
+2020-12-16,Investment pass drive.,Food & Drink,643.17,Expense
+2020-12-16,Professor beat window.,Shopping,778.3,Expense
+2020-12-18,Name skill medical after them.,Utilities,995.7,Expense
+2020-12-18,Wonder effect administration small.,Other,1322.0,Income
+2020-12-20,Run pick sign.,Salary,208.43,Expense
+2020-12-20,And national spend.,Food & Drink,1447.66,Expense
+2020-12-22,Wonder long consider care.,Utilities,158.91,Expense
+2020-12-23,Fall analysis.,Travel,683.74,Expense
+2020-12-23,Firm financial.,Rent,1705.01,Expense
+2020-12-24,List already positive experience television.,Shopping,1908.74,Expense
+2020-12-25,Event son join hundred.,Salary,1746.04,Expense
+2020-12-26,Fund cost reality happen.,Investment,2423.0,Income
+2020-12-28,Song risk bad.,Travel,1994.88,Expense
+2020-12-30,Family bill foreign fast knowledge.,Shopping,1956.89,Expense
+2020-12-31,Ready goal amount.,Rent,892.92,Expense
+2021-01-01,Your ever woman way avoid.,Food & Drink,101.52,Expense
+2021-01-06,Message seek civil all.,Travel,723.34,Expense
+2021-01-06,Call door.,Entertainment,1067.02,Expense
+2021-01-08,Him note painting quickly.,Utilities,348.27,Expense
+2021-01-10,Know baby case happen.,Other,2472.0,Income
+2021-01-10,Economic box save.,Utilities,472.06,Expense
+2021-01-11,Hit no energy employee land.,Salary,518.1,Expense
+2021-01-12,Customer career available common.,Other,2856.0,Income
+2021-01-13,Specific whose.,Utilities,156.99,Expense
+2021-01-13,Remember nearly face feel.,Travel,1281.49,Expense
+2021-01-14,Soldier meeting building.,Travel,919.1,Expense
+2021-01-14,Door management guess.,Shopping,1708.14,Expense
+2021-01-15,Level work candidate this.,Other,3440.0,Income
+2021-01-15,Huge response long.,Travel,53.66,Expense
+2021-01-17,Statement available win politics.,Shopping,556.22,Expense
+2021-01-17,Quite general there sister.,Food & Drink,1822.13,Expense
+2021-01-19,Item treat area.,Travel,1553.72,Expense
+2021-01-20,Check clearly follow remember generation.,Health & Fitness,445.82,Expense
+2021-01-24,Suffer economy play.,Other,1620.0,Income
+2021-01-26,By field move.,Food & Drink,624.78,Expense
+2021-01-27,Option oil commercial.,Health & Fitness,1467.4,Expense
+2021-01-27,American tell ball we side.,Other,3176.0,Income
+2021-01-27,Short indicate police.,Utilities,409.58,Expense
+2021-01-27,Nation politics few each southern.,Health & Fitness,1066.4,Expense
+2021-01-29,Law read citizen.,Utilities,521.37,Expense
+2021-02-02,Less future century technology.,Salary,1935.09,Expense
+2021-02-05,Wish candidate have no.,Health & Fitness,1610.42,Expense
+2021-02-05,Letter environment easy.,Rent,290.11,Expense
+2021-02-08,Face his.,Shopping,1934.87,Expense
+2021-02-08,While total spend.,Health & Fitness,189.7,Expense
+2021-02-09,Couple city you level.,Travel,1077.78,Expense
+2021-02-09,Age war measure whom.,Travel,1173.27,Expense
+2021-02-11,Good anything manager think pressure.,Health & Fitness,225.61,Expense
+2021-02-11,Mr suggest issue.,Food & Drink,1242.9,Expense
+2021-02-13,Shake hand hundred now.,Health & Fitness,1831.36,Expense
+2021-02-16,Network available mean share.,Rent,1274.45,Expense
+2021-02-18,Quite budget window hour some.,Travel,1301.99,Expense
+2021-02-19,Voice sense current meeting matter.,Investment,804.0,Income
+2021-02-20,Case four.,Salary,241.08,Expense
+2021-02-21,Lead paper middle foreign party.,Utilities,783.41,Expense
+2021-02-23,Wrong school federal from.,Shopping,1178.81,Expense
+2021-02-24,Majority none little admit former.,Shopping,1313.29,Expense
+2021-02-27,On someone rise read.,Shopping,1878.72,Expense
+2021-02-28,Listen whose situation simply officer.,Health & Fitness,442.37,Expense
+2021-03-02,Lose modern return simple herself.,Entertainment,1712.35,Expense
+2021-03-02,Occur red.,Other,4960.0,Income
+2021-03-02,Kid industry.,Health & Fitness,130.49,Expense
+2021-03-04,Improve simple turn.,Rent,1898.53,Expense
+2021-03-05,Million night your.,Rent,1328.91,Expense
+2021-03-05,Heavy what least mouth national.,Food & Drink,110.65,Expense
+2021-03-07,Machine whatever everything fear walk.,Utilities,1576.09,Expense
+2021-03-07,Relate real major.,Entertainment,1176.9,Expense
+2021-03-08,Night various return explain.,Entertainment,663.83,Expense
+2021-03-09,Here woman stand west source.,Investment,2771.0,Income
+2021-03-09,Explain research.,Utilities,1975.18,Expense
+2021-03-10,Pretty section degree still.,Utilities,228.75,Expense
+2021-03-12,Receive case past only drug.,Utilities,39.57,Expense
+2021-03-15,Point appear including.,Entertainment,1181.82,Expense
+2021-03-15,Race case.,Other,929.0,Income
+2021-03-16,Imagine various there.,Other,4809.0,Income
+2021-03-16,Sense expert experience.,Investment,4401.0,Income
+2021-03-17,Present discussion.,Health & Fitness,1031.34,Expense
+2021-03-17,Individual study value.,Investment,855.0,Income
+2021-03-18,Small control see the.,Travel,921.5,Expense
+2021-03-19,Across nothing.,Food & Drink,1997.19,Expense
+2021-03-20,Expect writer myself management.,Shopping,1375.33,Expense
+2021-03-21,Life cover both class.,Salary,156.25,Expense
+2021-03-22,Responsibility add front.,Investment,1038.0,Income
+2021-03-22,Purpose cover particularly police if.,Other,3620.0,Income
+2021-03-22,Foreign husband believe word local.,Travel,912.89,Expense
+2021-03-23,End dog.,Rent,1588.26,Expense
+2021-03-23,Few reveal activity president.,Investment,4023.0,Income
+2021-03-24,Property let.,Entertainment,833.49,Expense
+2021-03-25,Rather type thousand show.,Shopping,837.82,Expense
+2021-03-26,Happen determine whatever.,Other,3060.0,Income
+2021-03-27,Lawyer writer health.,Health & Fitness,1907.65,Expense
+2021-03-28,Serious soon stay seven.,Salary,143.6,Expense
+2021-03-29,Land region back nor article.,Rent,869.43,Expense
+2021-03-30,Dark mr clearly take.,Health & Fitness,1625.42,Expense
+2021-04-01,Quite response.,Health & Fitness,1343.33,Expense
+2021-04-02,Together knowledge.,Shopping,1737.5,Expense
+2021-04-03,Car indeed nor next.,Travel,1204.82,Expense
+2021-04-03,How staff.,Entertainment,317.91,Expense
+2021-04-03,Authority interest red must art.,Rent,706.73,Expense
+2021-04-08,All important shoulder she.,Rent,1527.59,Expense
+2021-04-08,Year him thank trade.,Shopping,1691.86,Expense
+2021-04-09,Radio product.,Food & Drink,1221.9,Expense
+2021-04-11,President girl condition.,Travel,67.62,Expense
+2021-04-11,More road development about.,Travel,1843.86,Expense
+2021-04-12,Leg rest interest.,Utilities,1741.03,Expense
+2021-04-13,Easy get every.,Shopping,148.47,Expense
+2021-04-18,Special information.,Food & Drink,192.6,Expense
+2021-04-19,Deal beyond almost.,Shopping,845.47,Expense
+2021-04-19,Scientist i doctor.,Health & Fitness,630.16,Expense
+2021-04-19,Cell year.,Rent,1767.85,Expense
+2021-04-19,Five our pull fly few.,Investment,1168.0,Income
+2021-04-21,Determine feel article we they.,Shopping,976.47,Expense
+2021-04-23,Quickly new another general poor.,Travel,438.98,Expense
+2021-04-23,Five indicate chance heavy senior.,Health & Fitness,865.53,Expense
+2021-04-24,Support feeling remain.,Salary,1058.6,Expense
+2021-04-27,None whose.,Entertainment,796.57,Expense
+2021-04-27,Care drug data position two.,Food & Drink,416.8,Expense
+2021-04-27,Movie stop.,Utilities,1530.68,Expense
+2021-04-30,Help painting always.,Rent,25.38,Expense
+2021-05-02,Source onto provide.,Utilities,267.08,Expense
+2021-05-04,Decade trade field training.,Entertainment,1005.52,Expense
+2021-05-04,While bring yourself.,Health & Fitness,153.43,Expense
+2021-05-06,Receive region however.,Food & Drink,878.08,Expense
+2021-05-07,Focus executive letter possible final.,Rent,1725.6,Expense
+2021-05-07,Third letter sort reveal seven.,Shopping,1421.9,Expense
+2021-05-07,Have including none.,Rent,816.01,Expense
+2021-05-10,Administration network once.,Utilities,1604.63,Expense
+2021-05-11,Charge form here.,Health & Fitness,185.38,Expense
+2021-05-11,Nearly want front shake.,Entertainment,877.0,Expense
+2021-05-12,Leave run goal cause.,Rent,797.58,Expense
+2021-05-14,Contain threat wrong whatever.,Health & Fitness,450.93,Expense
+2021-05-14,Stuff avoid.,Rent,1025.86,Expense
+2021-05-15,Include successful.,Investment,3362.0,Income
+2021-05-17,Religious across.,Utilities,480.18,Expense
+2021-05-19,Health pay project pattern.,Investment,1921.0,Income
+2021-05-22,Administration mother in admit.,Rent,362.52,Expense
+2021-05-23,Within admit spend purpose south.,Salary,933.27,Expense
+2021-05-24,Truth modern.,Salary,1365.46,Expense
+2021-05-24,People education great.,Health & Fitness,1729.85,Expense
+2021-05-24,Health image.,Utilities,885.13,Expense
+2021-05-25,Wrong difficult range.,Travel,1594.7,Expense
+2021-05-25,Behavior here.,Health & Fitness,1019.6,Expense
+2021-05-27,Argue act commercial matter.,Salary,84.84,Expense
+2021-05-27,Not teach believe month.,Travel,162.69,Expense
+2021-05-29,Deep test thought.,Rent,1233.87,Expense
+2021-05-30,Another avoid understand.,Salary,1164.86,Expense
+2021-05-31,Probably conference sure administration debate.,Food & Drink,904.97,Expense
+2021-05-31,Up federal nor note.,Entertainment,649.84,Expense
+2021-06-02,Forward sense cause write right.,Utilities,1915.87,Expense
+2021-06-02,Approach join stuff future.,Health & Fitness,1964.95,Expense
+2021-06-03,Ahead event yeah make.,Investment,820.0,Income
+2021-06-06,Wait it quickly produce beat.,Salary,1982.06,Expense
+2021-06-06,Require bank child.,Utilities,734.16,Expense
+2021-06-06,First blood accept final.,Shopping,823.45,Expense
+2021-06-09,Bill beautiful issue.,Food & Drink,1580.56,Expense
+2021-06-11,Mention billion bed never others.,Rent,666.08,Expense
+2021-06-11,Activity including single right.,Shopping,575.45,Expense
+2021-06-14,Occur college herself.,Utilities,673.39,Expense
+2021-06-15,Feeling manage as.,Utilities,1834.33,Expense
+2021-06-16,Inside machine baby.,Shopping,266.61,Expense
+2021-06-20,Result many pattern.,Rent,626.07,Expense
+2021-06-20,Career according.,Health & Fitness,1628.24,Expense
+2021-06-22,Success here television key.,Rent,1295.59,Expense
+2021-06-23,Carry fly water cut fire.,Health & Fitness,46.28,Expense
+2021-06-24,Fact reason make office.,Entertainment,690.05,Expense
+2021-06-26,Heavy staff hotel box.,Entertainment,460.82,Expense
+2021-06-27,Or nation race.,Investment,2923.0,Income
+2021-06-28,Well left.,Rent,1020.3,Expense
+2021-06-28,Something story attorney summer.,Food & Drink,1327.24,Expense
+2021-06-28,Cause field education child.,Utilities,1198.52,Expense
+2021-06-28,Available wrong look husband.,Investment,1856.0,Income
+2021-06-29,Myself so growth time.,Food & Drink,827.61,Expense
+2021-07-04,Point be shoulder price great.,Entertainment,1939.48,Expense
+2021-07-04,Worker quality hundred sell whole.,Salary,475.67,Expense
+2021-07-04,Action else.,Salary,1808.91,Expense
+2021-07-06,Newspaper reach determine hear leg.,Other,4282.0,Income
+2021-07-07,General agency bit.,Shopping,1010.78,Expense
+2021-07-09,Break wait.,Utilities,1635.61,Expense
+2021-07-09,Find lay deal lot.,Utilities,1747.27,Expense
+2021-07-10,Just recent.,Other,3540.0,Income
+2021-07-10,Feel special.,Rent,1425.69,Expense
+2021-07-11,Support possible.,Rent,577.28,Expense
+2021-07-11,Might necessary former.,Travel,904.15,Expense
+2021-07-11,Discussion if continue policy.,Shopping,192.51,Expense
+2021-07-12,Ahead pass culture or.,Salary,1770.41,Expense
+2021-07-13,Relate day.,Shopping,115.98,Expense
+2021-07-14,Big the cost for leader.,Entertainment,778.47,Expense
+2021-07-15,Month police others particularly.,Investment,730.0,Income
+2021-07-19,Girl suddenly.,Rent,1679.96,Expense
+2021-07-19,Try opportunity public.,Utilities,283.82,Expense
+2021-07-23,Draw bring health.,Salary,1395.18,Expense
+2021-07-23,Home others offer institution main.,Other,4174.0,Income
+2021-07-24,Never majority cell.,Rent,47.82,Expense
+2021-07-28,People tend weight machine.,Utilities,1102.12,Expense
+2021-07-29,White measure manager range.,Shopping,231.26,Expense
+2021-08-02,Major bar air set.,Travel,252.48,Expense
+2021-08-06,Ever mrs.,Salary,134.99,Expense
+2021-08-07,Not significant manager member.,Salary,1197.51,Expense
+2021-08-07,Environmental myself.,Investment,1676.0,Income
+2021-08-08,State among rest national wrong.,Food & Drink,1233.47,Expense
+2021-08-09,Fear yourself last.,Shopping,382.75,Expense
+2021-08-11,Keep yes.,Health & Fitness,144.68,Expense
+2021-08-13,Specific onto go.,Food & Drink,787.0,Expense
+2021-08-13,Pattern size spend.,Shopping,1962.27,Expense
+2021-08-15,Go exactly much food region.,Food & Drink,720.62,Expense
+2021-08-16,Environment teach world quickly believe.,Investment,1349.0,Income
+2021-08-18,Yeah term.,Health & Fitness,275.49,Expense
+2021-08-20,Economic represent stock.,Health & Fitness,1628.88,Expense
+2021-08-21,Central plan physical heart.,Other,4420.0,Income
+2021-08-21,Idea seek.,Utilities,135.57,Expense
+2021-08-22,Wear force able similar.,Salary,83.6,Expense
+2021-08-23,Play recently sure somebody.,Entertainment,1772.72,Expense
+2021-08-24,Why station manager.,Travel,1035.61,Expense
+2021-08-25,Front official not.,Salary,514.09,Expense
+2021-08-27,Thus several animal phone.,Entertainment,579.36,Expense
+2021-08-29,Buy tax.,Food & Drink,1732.94,Expense
+2021-09-05,A when dark read.,Rent,1600.69,Expense
+2021-09-06,City usually ever.,Shopping,1489.18,Expense
+2021-09-09,Bar professor power.,Shopping,684.68,Expense
+2021-09-09,Personal rise sense investment.,Other,3509.0,Income
+2021-09-09,Ability live.,Travel,1604.28,Expense
+2021-09-10,Difficult quite act receive stage.,Rent,866.91,Expense
+2021-09-11,Local director become.,Utilities,1095.49,Expense
+2021-09-11,Finish thing.,Rent,662.56,Expense
+2021-09-11,Similar send card year.,Salary,1209.22,Expense
+2021-09-11,Most across.,Salary,709.58,Expense
+2021-09-15,Goal defense security turn.,Other,4063.0,Income
+2021-09-16,Beautiful beyond sell.,Food & Drink,159.33,Expense
+2021-09-16,White fire cause everybody.,Health & Fitness,1031.04,Expense
+2021-09-17,Network outside parent.,Utilities,1906.05,Expense
+2021-09-17,Day parent country.,Other,785.0,Income
+2021-09-19,Position six soldier.,Investment,3500.0,Income
+2021-09-19,History drop point audience.,Food & Drink,1214.14,Expense
+2021-09-19,Value car team nothing.,Health & Fitness,750.31,Expense
+2021-09-19,Raise several west side admit.,Utilities,1063.63,Expense
+2021-09-20,Energy always.,Travel,506.73,Expense
+2021-09-21,Media pick may indeed.,Investment,4588.0,Income
+2021-09-28,Policy mrs.,Rent,530.94,Expense
+2021-10-01,Base bad tv.,Salary,437.0,Expense
+2021-10-07,Force only shake power poor.,Salary,408.35,Expense
+2021-10-08,Role suffer around beat.,Investment,4203.0,Income
+2021-10-13,Law participant.,Other,1219.0,Income
+2021-10-13,Budget remain reduce.,Health & Fitness,1339.0,Expense
+2021-10-13,Well mission situation result.,Travel,1783.75,Expense
+2021-10-16,Camera sit environmental though.,Utilities,1589.46,Expense
+2021-10-20,Southern evening ask republican.,Rent,1970.41,Expense
+2021-10-21,Baby lawyer growth matter note.,Entertainment,1582.84,Expense
+2021-10-22,Effort bill off.,Other,4328.0,Income
+2021-10-24,Scientist able teach.,Utilities,1227.78,Expense
+2021-10-24,Animal hair turn.,Other,3761.0,Income
+2021-10-27,Need trial.,Salary,1056.13,Expense
+2021-10-27,Focus indicate result.,Rent,259.4,Expense
+2021-10-30,Number budget.,Rent,905.45,Expense
+2021-11-03,Development middle animal.,Health & Fitness,265.39,Expense
+2021-11-04,Theory tend.,Utilities,1537.89,Expense
+2021-11-05,Beat lead hard factor.,Investment,1517.0,Income
+2021-11-05,Drug happy will young simply.,Travel,337.67,Expense
+2021-11-06,Character usually agency.,Entertainment,698.59,Expense
+2021-11-07,Player really act friend.,Travel,1693.41,Expense
+2021-11-10,Billion morning draw.,Travel,259.09,Expense
+2021-11-15,Win central.,Rent,1010.12,Expense
+2021-11-16,Analysis discuss.,Investment,1902.0,Income
+2021-11-17,Red head window be.,Health & Fitness,1686.63,Expense
+2021-11-18,Card star avoid nothing.,Food & Drink,171.63,Expense
+2021-11-18,Door end fire.,Travel,1305.75,Expense
+2021-11-19,Fish evening avoid dark.,Shopping,1240.04,Expense
+2021-11-21,Choice clearly.,Other,2974.0,Income
+2021-11-21,Image movie who debate.,Shopping,601.89,Expense
+2021-11-21,Enter build citizen rather.,Investment,1794.0,Income
+2021-11-23,Structure foreign before.,Salary,934.24,Expense
+2021-11-26,How any federal star.,Utilities,632.04,Expense
+2021-11-27,Weight take.,Health & Fitness,1950.99,Expense
+2021-11-28,Economic left sound cause activity.,Other,4718.0,Income
+2021-12-01,Cup hundred rather.,Health & Fitness,491.06,Expense
+2021-12-02,Only true avoid young cup.,Other,2530.0,Income
+2021-12-03,Begin suggest speak.,Investment,2877.0,Income
+2021-12-03,Walk anything.,Shopping,504.06,Expense
+2021-12-08,Start house ahead raise.,Utilities,1628.82,Expense
+2021-12-09,Democrat cost evidence third.,Health & Fitness,387.77,Expense
+2021-12-09,People early far include nearly.,Other,4585.0,Income
+2021-12-11,Evidence case.,Salary,56.12,Expense
+2021-12-12,Eat yes myself affect him.,Salary,1933.71,Expense
+2021-12-13,Name machine tree maybe.,Health & Fitness,106.83,Expense
+2021-12-13,Conference five despite.,Salary,578.64,Expense
+2021-12-15,Speak line.,Investment,4030.0,Income
+2021-12-15,Yourself wind beyond prevent entire.,Other,3496.0,Income
+2021-12-16,Offer work home.,Health & Fitness,100.03,Expense
+2021-12-19,Door fish scene.,Investment,3469.0,Income
+2021-12-20,Agreement red way nor none.,Rent,778.83,Expense
+2021-12-20,My compare also argue.,Travel,1652.37,Expense
+2021-12-23,Money a.,Rent,266.04,Expense
+2021-12-24,Future concern sort.,Other,3277.0,Income
+2021-12-26,Against only.,Health & Fitness,1512.38,Expense
+2021-12-28,Suffer team.,Other,4596.0,Income
+2021-12-31,Relate product only from.,Investment,1622.0,Income
+2022-01-01,Wish run join.,Salary,1043.47,Expense
+2022-01-03,Company why really up.,Investment,3186.0,Income
+2022-01-03,Program sport her.,Health & Fitness,333.38,Expense
+2022-01-03,Concern ability reduce.,Travel,1191.51,Expense
+2022-01-04,Surface side nothing consider.,Salary,1420.39,Expense
+2022-01-05,Determine not view cell seat.,Food & Drink,743.03,Expense
+2022-01-06,Word collection those become.,Shopping,1171.57,Expense
+2022-01-08,Activity decide really go.,Food & Drink,1197.85,Expense
+2022-01-09,Answer just.,Entertainment,1445.59,Expense
+2022-01-13,This manage her.,Utilities,1053.22,Expense
+2022-01-13,Big look tell prepare.,Shopping,304.07,Expense
+2022-01-14,Later son almost.,Food & Drink,1149.41,Expense
+2022-01-16,End bit game thousand.,Entertainment,47.69,Expense
+2022-01-16,Natural together.,Utilities,831.79,Expense
+2022-01-18,Order party lot all.,Salary,1746.91,Expense
+2022-01-18,Threat church big day couple.,Food & Drink,1414.49,Expense
+2022-01-21,Enter example down anyone occur.,Health & Fitness,1996.26,Expense
+2022-01-21,Approach about because.,Shopping,634.37,Expense
+2022-01-22,Best deal point.,Other,4975.0,Income
+2022-01-23,Such final however major.,Travel,1224.05,Expense
+2022-01-24,Politics hold.,Investment,2785.0,Income
+2022-01-28,Hard knowledge enjoy let.,Entertainment,1883.56,Expense
+2022-02-01,Nor character recent.,Travel,1412.75,Expense
+2022-02-02,Property space.,Salary,640.91,Expense
+2022-02-05,Dinner article hit mission whole.,Travel,582.7,Expense
+2022-02-05,Think live bad total research.,Shopping,1792.56,Expense
+2022-02-06,Too song quality per build.,Health & Fitness,1909.67,Expense
+2022-02-08,We cold deep.,Travel,93.71,Expense
+2022-02-08,Amount bad raise.,Rent,699.26,Expense
+2022-02-09,Challenge organization floor road southern.,Travel,1497.2,Expense
+2022-02-10,News need task mind.,Travel,1866.72,Expense
+2022-02-10,Onto site both change note.,Utilities,227.36,Expense
+2022-02-10,Understand none.,Entertainment,492.49,Expense
+2022-02-10,Test they there.,Entertainment,1279.51,Expense
+2022-02-11,Pressure occur list common.,Other,3205.0,Income
+2022-02-14,Peace race i.,Rent,1365.57,Expense
+2022-02-17,Real any little environmental.,Investment,3833.0,Income
+2022-02-17,Full soldier.,Salary,960.12,Expense
+2022-02-17,Successful teach range.,Other,3131.0,Income
+2022-02-17,Feel season similar.,Food & Drink,1816.79,Expense
+2022-02-18,Rock painting become.,Investment,4883.0,Income
+2022-02-21,Tree imagine machine.,Food & Drink,1827.33,Expense
+2022-02-22,Start middle city find.,Investment,797.0,Income
+2022-02-22,Career surface these ahead.,Shopping,1578.04,Expense
+2022-02-25,Student economic lead.,Other,806.0,Income
+2022-02-27,Ever statement measure.,Investment,3244.0,Income
+2022-03-01,Drop major.,Salary,1779.63,Expense
+2022-03-02,Whether listen necessary.,Other,2735.0,Income
+2022-03-04,Study else store.,Investment,3208.0,Income
+2022-03-05,Agree anyone take.,Other,2607.0,Income
+2022-03-07,Positive question especially.,Food & Drink,1475.87,Expense
+2022-03-07,After sister should across treatment.,Entertainment,359.23,Expense
+2022-03-12,Song difference part wall require.,Shopping,1655.71,Expense
+2022-03-14,Time surface learn design.,Rent,807.66,Expense
+2022-03-17,Station however bill memory production.,Investment,4411.0,Income
+2022-03-17,Positive participant fear blue as.,Entertainment,23.59,Expense
+2022-03-18,Technology end represent throughout.,Salary,1509.98,Expense
+2022-03-18,Change she tonight.,Travel,1169.1,Expense
+2022-03-18,Race return pretty young.,Travel,1310.83,Expense
+2022-03-20,Identify say on yes.,Food & Drink,1338.89,Expense
+2022-03-20,Risk develop movement size.,Utilities,816.78,Expense
+2022-03-22,Feel color price next.,Travel,1383.68,Expense
+2022-03-23,Likely scientist.,Travel,741.41,Expense
+2022-03-23,Water tonight pressure.,Utilities,961.58,Expense
+2022-03-24,Development the inside thought.,Health & Fitness,837.53,Expense
+2022-03-25,One less brother.,Salary,1517.13,Expense
+2022-03-26,Oil per line create build.,Entertainment,1526.1,Expense
+2022-03-27,Fear approach take case customer.,Rent,1055.76,Expense
+2022-03-28,Throughout would century television congress.,Health & Fitness,165.42,Expense
+2022-03-28,Forward would finish around.,Food & Drink,1659.26,Expense
+2022-03-28,Decide similar office.,Entertainment,1149.68,Expense
+2022-03-28,Size sister can its.,Other,4762.0,Income
+2022-03-29,Investment local above move.,Entertainment,1436.67,Expense
+2022-03-29,Throughout series.,Salary,1619.3,Expense
+2022-03-31,Adult above safe.,Shopping,919.03,Expense
+2022-03-31,Fine bill me fill.,Other,3024.0,Income
+2022-03-31,Fear fact.,Shopping,516.37,Expense
+2022-04-01,Model its rather card you.,Investment,1098.0,Income
+2022-04-01,Seek close trade speech.,Other,1022.0,Income
+2022-04-01,Difference world deep.,Food & Drink,1869.82,Expense
+2022-04-01,Mean but represent society heart.,Other,759.0,Income
+2022-04-02,Perhaps order answer blue structure.,Utilities,1540.25,Expense
+2022-04-02,Indicate herself.,Shopping,755.18,Expense
+2022-04-03,Listen check receive.,Salary,1740.54,Expense
+2022-04-03,Inside big minute.,Shopping,169.7,Expense
+2022-04-04,Store bit responsibility brother.,Utilities,1310.53,Expense
+2022-04-05,Marriage participant.,Utilities,1985.77,Expense
+2022-04-08,Win group important civil nature.,Utilities,1458.44,Expense
+2022-04-09,Former able public trade.,Food & Drink,1514.8,Expense
+2022-04-09,Chance bed memory rich.,Salary,1350.26,Expense
+2022-04-10,Popular lead with.,Shopping,1648.49,Expense
+2022-04-10,Anyone spend them system.,Health & Fitness,318.69,Expense
+2022-04-16,International break surface three.,Investment,763.0,Income
+2022-04-18,Professional color group.,Shopping,1233.7,Expense
+2022-04-18,Environmental run head garden box.,Food & Drink,488.93,Expense
+2022-04-21,Even history surface son.,Investment,4157.0,Income
+2022-04-22,Car risk.,Food & Drink,497.02,Expense
+2022-04-22,Indeed opportunity.,Other,2419.0,Income
+2022-04-24,Consider here grow agreement.,Food & Drink,288.87,Expense
+2022-04-24,Turn both in animal.,Entertainment,1633.41,Expense
+2022-04-29,Actually than modern season.,Health & Fitness,1159.17,Expense
+2022-04-30,Within prove full.,Health & Fitness,481.44,Expense
+2022-05-02,Believe product eat generation put.,Entertainment,832.98,Expense
+2022-05-02,Stuff next write.,Utilities,1255.73,Expense
+2022-05-03,Poor church.,Salary,103.3,Expense
+2022-05-05,Thank avoid man drive.,Shopping,1573.75,Expense
+2022-05-05,Medical nearly.,Shopping,822.44,Expense
+2022-05-06,Stage bad know of.,Utilities,1511.29,Expense
+2022-05-07,Language budget market president.,Entertainment,608.47,Expense
+2022-05-07,Include news a before.,Salary,1830.33,Expense
+2022-05-07,None pressure lay future stay.,Shopping,1119.0,Expense
+2022-05-08,Forward should outside respond.,Investment,2588.0,Income
+2022-05-08,Box service develop game.,Rent,1845.23,Expense
+2022-05-09,Miss reduce animal clearly cell.,Rent,1075.91,Expense
+2022-05-09,Effect cultural.,Food & Drink,544.24,Expense
+2022-05-11,Democratic station course full.,Food & Drink,1748.5,Expense
+2022-05-13,Unit study.,Investment,4427.0,Income
+2022-05-13,Leader operation mean white.,Health & Fitness,613.34,Expense
+2022-05-14,Save network item one under.,Entertainment,1874.95,Expense
+2022-05-19,Community spring billion price paper.,Rent,1496.29,Expense
+2022-05-19,Thing industry participant realize.,Entertainment,1394.3,Expense
+2022-05-20,Huge garden family.,Shopping,1831.1,Expense
+2022-05-20,Include record security.,Travel,767.52,Expense
+2022-05-22,Team republican very plan cut.,Health & Fitness,623.76,Expense
+2022-05-23,Tv car report window.,Salary,937.35,Expense
+2022-05-24,My pm report set.,Salary,1525.64,Expense
+2022-05-24,Old wall report purpose.,Entertainment,747.7,Expense
+2022-05-25,There institution actually.,Entertainment,1485.09,Expense
+2022-05-27,Herself apply.,Other,2918.0,Income
+2022-05-28,Environment size worker.,Other,2384.0,Income
+2022-05-29,Style real far.,Entertainment,1003.61,Expense
+2022-05-29,Grow laugh.,Health & Fitness,522.08,Expense
+2022-05-30,Score night down.,Salary,927.05,Expense
+2022-05-30,Unit hold.,Health & Fitness,346.84,Expense
+2022-05-31,Approach season data than team.,Salary,376.26,Expense
+2022-06-01,Treatment relate positive.,Food & Drink,1052.65,Expense
+2022-06-01,Cultural right cover large work.,Rent,1890.92,Expense
+2022-06-04,While same budget.,Food & Drink,830.66,Expense
+2022-06-04,Evidence enough claim suffer.,Entertainment,145.26,Expense
+2022-06-06,Letter visit always up.,Investment,4642.0,Income
+2022-06-07,Past product make of group.,Food & Drink,1239.49,Expense
+2022-06-07,Detail contain attention measure indeed.,Salary,1321.98,Expense
+2022-06-11,Begin determine degree forward.,Other,597.0,Income
+2022-06-11,Despite sell most.,Other,4888.0,Income
+2022-06-12,Boy generation.,Food & Drink,1009.41,Expense
+2022-06-12,Truth during always those high.,Shopping,1614.27,Expense
+2022-06-12,Either rich agency might.,Rent,1836.92,Expense
+2022-06-13,Sort knowledge analysis together court.,Entertainment,391.94,Expense
+2022-06-17,Way cold.,Health & Fitness,541.98,Expense
+2022-06-17,Account assume prove similar ten.,Health & Fitness,1919.0,Expense
+2022-06-18,Day stock.,Entertainment,1980.56,Expense
+2022-06-19,Section child.,Rent,1310.93,Expense
+2022-06-20,Also available concern edge.,Food & Drink,196.07,Expense
+2022-06-21,Start treat imagine later identify.,Salary,121.67,Expense
+2022-06-21,Hope brother.,Investment,1177.0,Income
+2022-06-23,As second animal summer group.,Shopping,1293.37,Expense
+2022-06-23,Face rate.,Rent,1790.63,Expense
+2022-06-25,She join house.,Entertainment,430.72,Expense
+2022-06-25,Choose detail section someone.,Salary,549.48,Expense
+2022-06-26,Whether century quality.,Travel,1799.63,Expense
+2022-06-26,Network never.,Food & Drink,366.92,Expense
+2022-06-30,Above others.,Food & Drink,1923.32,Expense
+2022-07-01,Water fight security tough gas.,Shopping,1858.46,Expense
+2022-07-02,Central contain pattern education boy.,Entertainment,1137.72,Expense
+2022-07-04,Surface usually.,Health & Fitness,773.85,Expense
+2022-07-04,Popular available public economy.,Rent,1006.58,Expense
+2022-07-04,Maintain former campaign pretty beyond.,Food & Drink,204.39,Expense
+2022-07-05,Fish late pattern.,Rent,687.78,Expense
+2022-07-06,Charge note space when collection.,Shopping,1938.15,Expense
+2022-07-13,Size republican political.,Travel,1569.26,Expense
+2022-07-17,Care run there leg.,Entertainment,718.06,Expense
+2022-07-17,Main board population.,Shopping,379.62,Expense
+2022-07-17,Teach cause mrs.,Shopping,180.53,Expense
+2022-07-18,Baby away affect medical all.,Entertainment,1429.09,Expense
+2022-07-18,If operation trade necessary myself.,Investment,3612.0,Income
+2022-07-19,President chance hotel through.,Utilities,1481.91,Expense
+2022-07-20,Let member however.,Rent,192.13,Expense
+2022-07-22,Production summer.,Salary,726.24,Expense
+2022-07-25,Cell city not not the.,Utilities,183.72,Expense
+2022-07-27,Voice american seven discussion.,Shopping,215.55,Expense
+2022-07-27,Doctor protect military social.,Investment,3157.0,Income
+2022-07-27,Truth thing always possible.,Food & Drink,590.78,Expense
+2022-07-27,Plant event score official now.,Rent,1452.44,Expense
+2022-07-28,Half president structure might.,Entertainment,1148.2,Expense
+2022-07-28,Might good test.,Other,1888.0,Income
+2022-07-29,Thought according think key.,Other,2698.0,Income
+2022-07-30,Method exactly.,Rent,342.74,Expense
+2022-07-31,Church own stage.,Travel,973.62,Expense
+2022-08-02,Specific result loss long.,Other,2520.0,Income
+2022-08-02,Claim street against amount of.,Salary,1191.67,Expense
+2022-08-03,Picture always occur.,Investment,1609.0,Income
+2022-08-04,Election conference when.,Shopping,671.11,Expense
+2022-08-06,These road.,Health & Fitness,886.04,Expense
+2022-08-07,Describe paper.,Utilities,607.87,Expense
+2022-08-12,Color store over some.,Entertainment,963.23,Expense
+2022-08-13,Process enough right garden law.,Other,3114.0,Income
+2022-08-15,Her car admit.,Salary,1935.85,Expense
+2022-08-15,Range step painting concern.,Health & Fitness,758.35,Expense
+2022-08-16,Me brother lot candidate owner.,Shopping,736.38,Expense
+2022-08-16,Miss have analysis morning.,Entertainment,1188.53,Expense
+2022-08-17,Smile high open scientist.,Food & Drink,1906.48,Expense
+2022-08-18,International effort.,Entertainment,882.53,Expense
+2022-08-19,Exist theory.,Rent,1639.74,Expense
+2022-08-21,Country remember smile.,Shopping,1349.23,Expense
+2022-08-21,Brother according pressure reach firm.,Other,2482.0,Income
+2022-08-22,Choice prepare.,Utilities,1433.32,Expense
+2022-08-22,Talk interest hand.,Rent,903.64,Expense
+2022-08-23,Sense including six lot.,Shopping,1073.39,Expense
+2022-08-24,Never effect fill general relationship.,Shopping,1091.85,Expense
+2022-08-26,Security land record.,Health & Fitness,1406.25,Expense
+2022-08-26,Democrat hundred.,Rent,227.65,Expense
+2022-08-28,Pass range appear home player.,Health & Fitness,341.01,Expense
+2022-08-29,Likely outside because.,Shopping,1933.95,Expense
+2022-08-30,He participant right.,Shopping,220.83,Expense
+2022-08-31,Prevent expert white arm similar.,Investment,4683.0,Income
+2022-08-31,Keep cut prevent sound.,Entertainment,897.1,Expense
+2022-09-01,Almost outside middle.,Utilities,696.49,Expense
+2022-09-02,College already dream a church.,Investment,2920.0,Income
+2022-09-03,Good house only military.,Rent,240.98,Expense
+2022-09-03,Near risk.,Utilities,703.17,Expense
+2022-09-03,Give white everybody paper create.,Entertainment,1047.02,Expense
+2022-09-04,Above company media next me.,Rent,881.95,Expense
+2022-09-04,Sort what.,Health & Fitness,143.68,Expense
+2022-09-05,Economic kind help low during.,Investment,685.0,Income
+2022-09-06,Race to television loss.,Rent,1357.51,Expense
+2022-09-07,Him small.,Investment,4727.0,Income
+2022-09-08,Son include good.,Investment,3211.0,Income
+2022-09-10,Red enjoy.,Salary,471.39,Expense
+2022-09-11,Human see.,Utilities,380.91,Expense
+2022-09-11,Never condition.,Shopping,68.09,Expense
+2022-09-12,Despite off consumer second.,Entertainment,904.65,Expense
+2022-09-14,Say dog drug enter.,Food & Drink,1412.42,Expense
+2022-09-15,Strong student green.,Rent,1158.92,Expense
+2022-09-15,Turn put professional.,Utilities,737.93,Expense
+2022-09-17,When summer he firm together.,Investment,2649.0,Income
+2022-09-18,Make worker trouble.,Salary,1060.15,Expense
+2022-09-19,Develop office approach son.,Shopping,1226.5,Expense
+2022-09-19,Allow girl team simply lead.,Health & Fitness,710.45,Expense
+2022-09-21,Least ready activity decision ok.,Utilities,1629.34,Expense
+2022-09-23,Party employee nature down.,Travel,1838.18,Expense
+2022-09-26,Gas contain interest industry sell.,Utilities,633.24,Expense
+2022-09-26,Evidence conference capital office.,Rent,374.26,Expense
+2022-09-28,Result sound.,Shopping,842.3,Expense
+2022-09-29,Task cultural son school.,Other,3965.0,Income
+2022-09-29,Computer matter.,Investment,1866.0,Income
+2022-09-30,Result size feel no nothing.,Utilities,382.33,Expense
+2022-10-01,Real art.,Food & Drink,1732.39,Expense
+2022-10-02,Stuff benefit seat employee.,Salary,281.7,Expense
+2022-10-03,Newspaper special general in go.,Salary,824.18,Expense
+2022-10-04,Office power company sister great.,Salary,982.51,Expense
+2022-10-04,Simple land bad party.,Investment,2306.0,Income
+2022-10-05,What than political up instead.,Travel,457.44,Expense
+2022-10-08,Support author class direction.,Salary,1135.64,Expense
+2022-10-10,Report painting house.,Salary,1103.96,Expense
+2022-10-12,Security minute late cold.,Investment,2694.0,Income
+2022-10-12,Road product wait.,Health & Fitness,1088.67,Expense
+2022-10-13,Cold billion as.,Salary,1097.24,Expense
+2022-10-19,Approach side model you billion.,Rent,1474.62,Expense
+2022-10-19,Pressure those.,Entertainment,602.44,Expense
+2022-10-20,Easy exist phone.,Salary,533.0,Expense
+2022-10-21,Stuff agreement professional team foot.,Rent,883.75,Expense
+2022-10-22,Window music evening know.,Entertainment,427.66,Expense
+2022-10-23,Opportunity lead see.,Health & Fitness,1723.49,Expense
+2022-10-25,Model police finally girl.,Shopping,340.3,Expense
+2022-10-28,Source kind hand.,Investment,2195.0,Income
+2022-10-30,Field a spring.,Health & Fitness,1069.24,Expense
+2022-10-31,Expert movement reach man.,Utilities,654.07,Expense
+2022-11-03,Across involve fall.,Travel,1149.74,Expense
+2022-11-04,Nature country.,Rent,279.82,Expense
+2022-11-05,House clear say hope.,Shopping,1838.35,Expense
+2022-11-07,Enjoy instead dream.,Utilities,1405.84,Expense
+2022-11-07,Possible mother especially.,Investment,3138.0,Income
+2022-11-09,Consumer face.,Shopping,984.02,Expense
+2022-11-10,Laugh red man fly charge.,Travel,1259.35,Expense
+2022-11-13,Control bill.,Rent,1270.92,Expense
+2022-11-14,Resource road do.,Rent,811.67,Expense
+2022-11-14,Management game.,Health & Fitness,914.84,Expense
+2022-11-15,Your less social form.,Food & Drink,1739.13,Expense
+2022-11-17,Entire hotel.,Rent,1464.55,Expense
+2022-11-17,Consider time economic high.,Health & Fitness,1701.71,Expense
+2022-11-18,Window research his.,Shopping,443.48,Expense
+2022-11-19,Scene almost leave.,Entertainment,994.48,Expense
+2022-11-21,Program decade home which view.,Travel,682.13,Expense
+2022-11-22,Rock seat near business loss.,Salary,1578.72,Expense
+2022-11-26,Growth appear project.,Food & Drink,101.43,Expense
+2022-11-26,Plan foot cold.,Salary,42.4,Expense
+2022-11-28,Build smile across among situation.,Utilities,888.16,Expense
+2022-11-28,Choice side eat matter rather.,Other,2157.0,Income
+2022-12-01,Art green child movie blue.,Utilities,1765.47,Expense
+2022-12-03,First next popular.,Travel,195.75,Expense
+2022-12-04,Run again help right.,Rent,749.97,Expense
+2022-12-05,Magazine join.,Utilities,113.06,Expense
+2022-12-05,Recent couple cost girl run.,Entertainment,864.17,Expense
+2022-12-07,Trial never attention choice fast.,Investment,508.0,Income
+2022-12-12,Happen a point here control.,Rent,274.07,Expense
+2022-12-13,Task simply draw return probably.,Salary,28.48,Expense
+2022-12-15,Couple raise she child.,Rent,1976.43,Expense
+2022-12-16,Important focus benefit probably.,Utilities,960.62,Expense
+2022-12-18,Condition all blood.,Rent,1464.22,Expense
+2022-12-22,All politics.,Other,3511.0,Income
+2022-12-28,Moment red eight hand.,Utilities,771.61,Expense
+2022-12-30,Us decade.,Utilities,1286.74,Expense
+2022-12-31,Life police.,Rent,1065.71,Expense
+2023-01-03,Sea three state some around.,Investment,4105.0,Income
+2023-01-04,American audience fight war whether.,Entertainment,1259.88,Expense
+2023-01-04,Rise mother.,Other,4124.0,Income
+2023-01-06,Moment eat personal.,Rent,1794.22,Expense
+2023-01-09,See indeed black police group.,Investment,3645.0,Income
+2023-01-10,Third coach congress husband.,Shopping,635.86,Expense
+2023-01-11,Move outside value.,Other,1190.0,Income
+2023-01-13,Yard foot he share issue.,Travel,1560.15,Expense
+2023-01-15,Drive nation heart nearly season.,Travel,418.84,Expense
+2023-01-16,Language however risk work.,Entertainment,1498.21,Expense
+2023-01-17,Career three according worker democrat.,Food & Drink,1569.77,Expense
+2023-01-18,Sign wall.,Entertainment,994.83,Expense
+2023-01-19,Memory number occur behind leave.,Other,1081.0,Income
+2023-01-19,Enter threat economic.,Food & Drink,1973.9,Expense
+2023-01-19,Begin hundred truth.,Utilities,779.81,Expense
+2023-01-19,Society common stay ready.,Shopping,737.17,Expense
+2023-01-19,Organization feel.,Salary,1909.36,Expense
+2023-01-20,Bad argue side girl.,Food & Drink,1178.85,Expense
+2023-01-21,Us building side section.,Investment,826.0,Income
+2023-01-21,Him fight american music change.,Shopping,1018.16,Expense
+2023-01-22,Check purpose young.,Shopping,852.91,Expense
+2023-01-23,Offer bed it skill challenge.,Utilities,562.16,Expense
+2023-01-23,Live seat.,Entertainment,1948.88,Expense
+2023-01-23,Energy huge its recently.,Other,3700.0,Income
+2023-01-24,Nice maintain present cultural.,Rent,627.24,Expense
+2023-01-24,Drug entire involve.,Entertainment,125.23,Expense
+2023-01-24,Both including.,Other,1450.0,Income
+2023-01-24,Couple general pretty show.,Food & Drink,625.49,Expense
+2023-01-24,Pattern wrong kind certainly.,Utilities,247.69,Expense
+2023-01-24,Current health serious.,Food & Drink,336.03,Expense
+2023-01-25,Science drug.,Travel,342.26,Expense
+2023-01-26,Add really born.,Other,1467.0,Income
+2023-01-27,Age decade mrs data.,Food & Drink,676.67,Expense
+2023-01-27,Nature performance yeah.,Rent,533.27,Expense
+2023-01-28,On professional analysis color.,Rent,997.33,Expense
+2023-01-29,Smile peace apply.,Food & Drink,1004.22,Expense
+2023-01-29,Home even.,Health & Fitness,323.05,Expense
+2023-01-30,Affect test.,Rent,464.52,Expense
+2023-01-31,Woman meet report.,Food & Drink,1718.79,Expense
+2023-01-31,Term mother cost may.,Investment,4364.0,Income
+2023-02-01,Unit again easy morning four.,Utilities,366.13,Expense
+2023-02-02,Adult range green.,Food & Drink,1110.2,Expense
+2023-02-03,You without every.,Shopping,456.79,Expense
+2023-02-06,Election hit yourself wrong want.,Health & Fitness,549.8,Expense
+2023-02-07,Charge today prevent.,Other,1478.0,Income
+2023-02-07,Minute question their rather.,Food & Drink,366.9,Expense
+2023-02-08,Of interview fine.,Food & Drink,1908.62,Expense
+2023-02-08,My deal catch must.,Other,2812.0,Income
+2023-02-09,Finally relate model.,Travel,661.33,Expense
+2023-02-12,Yet wish certain usually.,Food & Drink,744.15,Expense
+2023-02-13,Attack mouth rest contain.,Travel,1481.76,Expense
+2023-02-15,She they.,Health & Fitness,1187.46,Expense
+2023-02-16,Field seat start pm.,Entertainment,1467.6,Expense
+2023-02-18,Single blood continue.,Entertainment,309.63,Expense
+2023-02-20,Note discuss discussion reach grow.,Food & Drink,473.67,Expense
+2023-02-20,Maybe painting republican.,Food & Drink,1902.47,Expense
+2023-02-22,System man case.,Other,3019.0,Income
+2023-02-22,Allow share address.,Investment,3939.0,Income
+2023-02-24,Development provide dark daughter.,Food & Drink,1945.39,Expense
+2023-02-26,Term majority foot leader.,Other,1262.0,Income
+2023-02-26,If among save herself.,Investment,4757.0,Income
+2023-02-26,Particularly score order modern.,Health & Fitness,922.33,Expense
+2023-02-28,Body lead there there early.,Rent,1015.8,Expense
+2023-03-03,Worker always hold share.,Shopping,158.91,Expense
+2023-03-03,Fact huge fight.,Shopping,1328.26,Expense
+2023-03-05,Coach family try ready.,Other,2638.0,Income
+2023-03-05,Stop later reveal both.,Shopping,1404.44,Expense
+2023-03-05,Career including late condition opportunity.,Health & Fitness,910.99,Expense
+2023-03-07,Bed food possible represent.,Entertainment,280.86,Expense
+2023-03-08,Before relationship plant.,Rent,319.27,Expense
+2023-03-08,Religious risk window partner civil.,Other,3072.0,Income
+2023-03-08,Analysis color friend the.,Health & Fitness,1929.62,Expense
+2023-03-08,Than condition republican.,Travel,932.06,Expense
+2023-03-10,Finally shoulder land.,Rent,323.65,Expense
+2023-03-10,Together whether about.,Food & Drink,437.89,Expense
+2023-03-12,Learn talk.,Utilities,191.51,Expense
+2023-03-13,Part management.,Health & Fitness,798.53,Expense
+2023-03-13,Process law kind over according.,Other,2631.0,Income
+2023-03-13,People newspaper stay.,Utilities,71.85,Expense
+2023-03-15,Challenge president already.,Salary,1116.35,Expense
+2023-03-15,Study fear turn any indicate.,Rent,929.47,Expense
+2023-03-16,Public particularly reality.,Utilities,251.69,Expense
+2023-03-16,Concern lay often use behavior.,Investment,1570.0,Income
+2023-03-18,Happy her attack interview.,Other,3549.0,Income
+2023-03-18,Fall care.,Rent,1168.82,Expense
+2023-03-21,Money modern receive partner.,Rent,53.38,Expense
+2023-03-22,Role pick would low read.,Other,1555.0,Income
+2023-03-23,Participant first moment yet.,Other,1503.0,Income
+2023-03-23,Pass market role.,Other,914.0,Income
+2023-03-23,Space this discussion fact.,Other,3735.0,Income
+2023-03-24,Brother let.,Shopping,1369.59,Expense
+2023-03-27,Son yourself increase.,Investment,2033.0,Income
+2023-03-29,Night point action cut.,Salary,1768.01,Expense
+2023-03-30,So film media.,Investment,2917.0,Income
+2023-03-31,Box four.,Salary,131.35,Expense
+2023-03-31,Pattern ahead compare form full.,Utilities,844.28,Expense
+2023-04-01,Something population loss physical.,Entertainment,1265.2,Expense
+2023-04-01,Leg sport until argue.,Food & Drink,1978.91,Expense
+2023-04-04,North question new.,Health & Fitness,964.57,Expense
+2023-04-07,Officer forward trouble.,Health & Fitness,1826.23,Expense
+2023-04-08,Wide exactly.,Shopping,548.17,Expense
+2023-04-09,Worker phone success number.,Investment,740.0,Income
+2023-04-10,Organization ten seem.,Travel,126.6,Expense
+2023-04-10,Even beautiful.,Health & Fitness,1536.02,Expense
+2023-04-13,Later week democratic few.,Utilities,209.27,Expense
+2023-04-15,Size sing tree kitchen.,Travel,1072.04,Expense
+2023-04-16,Toward child future low.,Food & Drink,1530.46,Expense
+2023-04-20,Simply century the.,Shopping,716.06,Expense
+2023-04-20,Day already hold.,Utilities,360.44,Expense
+2023-04-21,About usually.,Health & Fitness,1828.82,Expense
+2023-04-22,Level animal minute probably.,Other,1664.0,Income
+2023-04-22,Officer fine.,Entertainment,1675.03,Expense
+2023-04-23,Customer expert mother significant.,Salary,1088.83,Expense
+2023-04-24,Chance event address.,Investment,1239.0,Income
+2023-04-25,Bill my near even wall.,Investment,663.0,Income
+2023-05-02,Each author party full kitchen.,Food & Drink,670.15,Expense
+2023-05-02,Likely push.,Utilities,688.11,Expense
+2023-05-03,Approach interview condition other.,Other,987.0,Income
+2023-05-05,Green forward cup serve speak.,Investment,1408.0,Income
+2023-05-05,Nothing behavior sort recognize.,Health & Fitness,1921.51,Expense
+2023-05-05,Financial popular short like.,Shopping,1176.17,Expense
+2023-05-07,Technology pay tree.,Health & Fitness,281.54,Expense
+2023-05-12,Record professor small.,Other,4491.0,Income
+2023-05-14,Maintain assume both long.,Utilities,1417.29,Expense
+2023-05-14,Should page camera.,Health & Fitness,454.24,Expense
+2023-05-14,Stage someone for power.,Utilities,762.98,Expense
+2023-05-15,Leave opportunity draw during city.,Travel,263.42,Expense
+2023-05-15,At decade really issue.,Shopping,1703.01,Expense
+2023-05-16,Skin name door production back.,Food & Drink,372.34,Expense
+2023-05-17,Boy other foot best.,Entertainment,1282.9,Expense
+2023-05-18,Final image our.,Other,1652.0,Income
+2023-05-19,Management produce bed stage.,Rent,483.61,Expense
+2023-05-20,Serious produce.,Utilities,1276.01,Expense
+2023-05-20,Factor past language day theory.,Health & Fitness,898.79,Expense
+2023-05-20,Some quickly truth view response.,Entertainment,1389.42,Expense
+2023-05-22,Old particularly.,Rent,1443.62,Expense
+2023-05-22,Summer system artist too.,Other,3937.0,Income
+2023-05-22,Reflect star.,Shopping,991.23,Expense
+2023-05-25,Technology tend.,Shopping,211.84,Expense
+2023-05-28,Reduce hour fish him.,Entertainment,333.69,Expense
+2023-05-29,Nation production little could.,Investment,2915.0,Income
+2023-05-29,Style child young prove.,Other,1357.0,Income
+2023-05-30,Author administration.,Investment,3575.0,Income
+2023-06-02,Window career case south.,Investment,4981.0,Income
+2023-06-03,Us perhaps lawyer interest star.,Rent,682.52,Expense
+2023-06-04,Difficult interesting account marriage.,Salary,1411.96,Expense
+2023-06-05,Especially unit office almost.,Utilities,1218.56,Expense
+2023-06-08,Low happy oil which bag.,Food & Drink,211.5,Expense
+2023-06-08,Let back three.,Entertainment,824.47,Expense
+2023-06-09,Line score whether.,Travel,1324.59,Expense
+2023-06-09,Something fine apply gas sing.,Rent,108.77,Expense
+2023-06-10,Mention light safe inside.,Salary,315.64,Expense
+2023-06-10,Cold reason our.,Shopping,184.38,Expense
+2023-06-13,Employee picture official of prevent.,Salary,407.35,Expense
+2023-06-15,Agree machine camera baby six.,Investment,2890.0,Income
+2023-06-16,Past every either.,Salary,1689.1,Expense
+2023-06-16,Company option character land space.,Shopping,947.18,Expense
+2023-06-17,Machine son television.,Travel,191.36,Expense
+2023-06-17,Whose other.,Utilities,748.33,Expense
+2023-06-19,Sell include himself produce.,Utilities,897.09,Expense
+2023-06-21,Official success approach.,Salary,534.17,Expense
+2023-06-22,Apply less.,Food & Drink,310.75,Expense
+2023-06-22,Live way two.,Rent,180.56,Expense
+2023-06-23,Raise hope enjoy most.,Shopping,1941.7,Expense
+2023-06-25,Eye something.,Food & Drink,1683.19,Expense
+2023-06-25,Which raise american truth.,Shopping,1931.6,Expense
+2023-06-25,Particular present evening establish.,Salary,1149.7,Expense
+2023-06-26,Pressure hospital significant.,Travel,167.12,Expense
+2023-06-30,Side mind question year finish.,Food & Drink,1009.18,Expense
+2023-07-01,Story activity.,Utilities,249.36,Expense
+2023-07-02,Billion land detail exist cover.,Utilities,1898.63,Expense
+2023-07-05,Begin voice prevent structure wear.,Investment,2078.0,Income
+2023-07-05,Beat painting heavy.,Other,1141.0,Income
+2023-07-06,To receive education.,Shopping,411.82,Expense
+2023-07-07,Police two.,Utilities,1669.88,Expense
+2023-07-07,Realize property show either.,Rent,183.18,Expense
+2023-07-10,Since him four.,Health & Fitness,1714.68,Expense
+2023-07-10,Western enough key.,Food & Drink,1575.24,Expense
+2023-07-10,Particular condition man.,Shopping,233.91,Expense
+2023-07-10,Shoulder despite poor tree resource.,Investment,1365.0,Income
+2023-07-11,Authority number.,Rent,1573.63,Expense
+2023-07-13,Affect marriage present a.,Health & Fitness,1757.01,Expense
+2023-07-15,Entire record toward off.,Salary,1148.33,Expense
+2023-07-15,Long identify road speech.,Utilities,558.07,Expense
+2023-07-15,Difficult his ready sister building.,Other,817.0,Income
+2023-07-15,Four field area young.,Health & Fitness,1384.12,Expense
+2023-07-15,Movement which ball least.,Other,2700.0,Income
+2023-07-16,Computer always his.,Food & Drink,682.35,Expense
+2023-07-17,Receive to piece.,Travel,567.89,Expense
+2023-07-18,Be plan same cause.,Rent,1945.27,Expense
+2023-07-19,Rest or.,Travel,1948.7,Expense
+2023-07-19,As music film move.,Health & Fitness,546.15,Expense
+2023-07-20,Already argue.,Rent,383.99,Expense
+2023-07-21,Brother southern project learn.,Shopping,1484.48,Expense
+2023-07-23,Scientist do author.,Health & Fitness,1643.82,Expense
+2023-07-25,President likely truth animal.,Utilities,140.58,Expense
+2023-07-26,Common anyone.,Shopping,279.94,Expense
+2023-07-27,Lay color.,Food & Drink,355.74,Expense
+2023-07-27,Box organization.,Entertainment,1675.58,Expense
+2023-07-30,Source international.,Salary,110.61,Expense
+2023-08-01,Building range national focus.,Entertainment,555.22,Expense
+2023-08-04,Or friend.,Shopping,1274.47,Expense
+2023-08-05,Center indeed recent.,Investment,2481.0,Income
+2023-08-07,Just understand american.,Salary,363.39,Expense
+2023-08-07,Partner sing administration main according.,Health & Fitness,695.06,Expense
+2023-08-09,Religious order.,Travel,1500.43,Expense
+2023-08-09,Really society live camera.,Travel,64.63,Expense
+2023-08-10,Mission include visit.,Investment,2313.0,Income
+2023-08-10,Conference matter wear physical site.,Entertainment,545.48,Expense
+2023-08-11,Above dog brother morning.,Food & Drink,1730.61,Expense
+2023-08-16,Gun seven music despite show.,Food & Drink,953.45,Expense
+2023-08-17,Apply both chance.,Investment,569.0,Income
+2023-08-17,Computer prove amount population.,Travel,1428.35,Expense
+2023-08-21,Itself free source.,Travel,853.38,Expense
+2023-08-22,Bit appear.,Health & Fitness,923.41,Expense
+2023-08-23,Citizen ahead method.,Travel,1357.62,Expense
+2023-08-25,Return or for.,Shopping,1173.13,Expense
+2023-08-27,Discover body direction down.,Other,2815.0,Income
+2023-08-30,Heart determine likely.,Rent,968.66,Expense
+2023-08-30,Three certain.,Travel,1284.78,Expense
+2023-08-30,Hold carry rest.,Travel,1315.68,Expense
+2023-08-30,Dark camera realize.,Travel,384.84,Expense
+2023-09-01,Carry surface learn.,Entertainment,1800.38,Expense
+2023-09-01,Detail far church some.,Shopping,1324.46,Expense
+2023-09-03,Wife talk beat tax majority.,Food & Drink,1314.25,Expense
+2023-09-04,List leg address into their.,Travel,1814.75,Expense
+2023-09-04,Its develop until watch.,Food & Drink,1170.22,Expense
+2023-09-04,Individual analysis.,Entertainment,692.9,Expense
+2023-09-07,Almost most look something.,Salary,1813.99,Expense
+2023-09-10,Manager bar send really.,Travel,1692.38,Expense
+2023-09-11,Car fast positive.,Utilities,594.63,Expense
+2023-09-11,Look fight.,Travel,1453.12,Expense
+2023-09-12,Section agency lawyer sign them.,Utilities,1894.38,Expense
+2023-09-12,Smile have less.,Rent,452.28,Expense
+2023-09-13,Audience throw four allow international.,Travel,846.74,Expense
+2023-09-14,My some skin ball thing.,Health & Fitness,528.51,Expense
+2023-09-14,War push thousand book half.,Rent,946.37,Expense
+2023-09-14,Hand possible relate night.,Rent,949.72,Expense
+2023-09-15,Wonder draw box.,Investment,3626.0,Income
+2023-09-15,That reflect send set fly.,Shopping,117.58,Expense
+2023-09-16,Quite everyone as generation.,Utilities,1984.77,Expense
+2023-09-16,Money but report question.,Salary,295.02,Expense
+2023-09-21,Later happy pull.,Utilities,1560.09,Expense
+2023-09-21,Throughout leader bag.,Utilities,633.69,Expense
+2023-09-23,When baby clearly.,Other,2740.0,Income
+2023-09-24,Many themselves minute.,Utilities,1156.8,Expense
+2023-09-28,Indicate radio use.,Investment,1560.0,Income
+2023-09-29,Information scene again country.,Shopping,812.75,Expense
+2023-10-03,Strong mind from.,Shopping,19.29,Expense
+2023-10-04,Pretty skin main program.,Health & Fitness,1900.64,Expense
+2023-10-04,Knowledge fight car smile commercial.,Entertainment,45.65,Expense
+2023-10-05,Machine wife show.,Investment,2353.0,Income
+2023-10-06,Good lay coach.,Health & Fitness,631.06,Expense
+2023-10-08,Expect win stuff realize project.,Other,1868.0,Income
+2023-10-08,Draw american first.,Investment,2942.0,Income
+2023-10-08,Employee continue none alone.,Salary,1458.39,Expense
+2023-10-09,Challenge large wish move.,Health & Fitness,872.99,Expense
+2023-10-09,Identify material.,Utilities,692.04,Expense
+2023-10-11,Until choose wife national.,Health & Fitness,1502.73,Expense
+2023-10-13,Positive far time wide.,Other,656.0,Income
+2023-10-14,Son rock two.,Utilities,430.27,Expense
+2023-10-14,Rule too.,Investment,1508.0,Income
+2023-10-15,Bring agent pay detail group.,Food & Drink,756.63,Expense
+2023-10-15,Part crime.,Food & Drink,1191.91,Expense
+2023-10-16,Sit short cultural.,Investment,661.0,Income
+2023-10-17,Support quality whatever wish hour.,Investment,3914.0,Income
+2023-10-17,Owner memory argue project.,Rent,1099.09,Expense
+2023-10-27,Respond into history.,Utilities,418.93,Expense
+2023-10-27,General final knowledge.,Food & Drink,609.22,Expense
+2023-10-29,Democratic thousand.,Travel,1249.37,Expense
+2023-10-30,Eye south wife interest.,Shopping,1663.0,Expense
+2023-10-30,Structure our century.,Investment,2815.0,Income
+2023-11-04,Write moment friend value.,Investment,4577.0,Income
+2023-11-05,According police.,Investment,2654.0,Income
+2023-11-08,Company left nothing trip.,Entertainment,722.26,Expense
+2023-11-08,Strategy face make.,Utilities,88.42,Expense
+2023-11-08,Fight nice less agree able.,Entertainment,1379.53,Expense
+2023-11-09,What strong line.,Entertainment,15.45,Expense
+2023-11-09,Conference trade population agreement.,Rent,1672.11,Expense
+2023-11-11,Yes at seat ok.,Utilities,1899.4,Expense
+2023-11-11,Than physical live reason.,Rent,1449.89,Expense
+2023-11-13,Mention offer suddenly clear.,Other,2393.0,Income
+2023-11-14,Floor there career.,Travel,535.61,Expense
+2023-11-14,Evening information.,Investment,823.0,Income
+2023-11-15,Face morning.,Health & Fitness,1605.18,Expense
+2023-11-17,Create physical share out cold.,Rent,199.05,Expense
+2023-11-18,Step rate feeling rate.,Food & Drink,29.25,Expense
+2023-11-21,Move goal.,Investment,3192.0,Income
+2023-11-21,Carry example.,Salary,1910.63,Expense
+2023-11-22,Future treat bill choice.,Rent,751.52,Expense
+2023-11-23,Somebody next ready.,Rent,807.55,Expense
+2023-11-23,Republican reduce sort individual trouble.,Travel,1673.06,Expense
+2023-11-26,Type look find.,Salary,1601.8,Expense
+2023-11-26,Stage threat our.,Utilities,234.98,Expense
+2023-11-26,Report agreement sport.,Food & Drink,1963.32,Expense
+2023-11-26,Task central dinner.,Rent,837.9,Expense
+2023-11-27,Candidate bad real.,Salary,370.71,Expense
+2023-11-27,Affect machine.,Health & Fitness,1226.6,Expense
+2023-11-28,Cultural allow.,Utilities,971.33,Expense
+2023-11-28,Arrive budget education at property.,Shopping,886.97,Expense
+2023-11-29,Turn day top.,Other,601.0,Income
+2023-12-05,Ahead certainly second everyone.,Entertainment,1956.01,Expense
+2023-12-05,Goal talk sit party.,Health & Fitness,1043.01,Expense
+2023-12-06,Attention standard shake more respond.,Rent,871.37,Expense
+2023-12-08,Top mr wind.,Salary,698.04,Expense
+2023-12-09,Turn surface listen.,Shopping,305.82,Expense
+2023-12-09,Pull blue strong wonder.,Food & Drink,33.17,Expense
+2023-12-10,Method imagine seven.,Salary,1705.22,Expense
+2023-12-11,Letter mind many.,Rent,1505.35,Expense
+2023-12-13,News american foreign.,Health & Fitness,1940.59,Expense
+2023-12-14,Exist outside find wish.,Investment,3601.0,Income
+2023-12-14,Network fact talk.,Entertainment,166.87,Expense
+2023-12-18,Thus sort.,Salary,185.16,Expense
+2023-12-20,Actually purpose public.,Health & Fitness,246.23,Expense
+2023-12-21,Mission put budget house.,Food & Drink,214.26,Expense
+2023-12-22,Ask window full.,Food & Drink,1653.56,Expense
+2023-12-23,Do interesting material.,Travel,1781.32,Expense
+2023-12-25,Event smile popular hundred live.,Salary,1901.21,Expense
+2023-12-26,Memory challenge lawyer business.,Food & Drink,1635.01,Expense
+2023-12-27,Discuss wall ahead scene.,Health & Fitness,1124.7,Expense
+2023-12-29,Question will him quickly.,Salary,1436.15,Expense
+2023-12-29,Perform benefit baby.,Salary,236.91,Expense
+2023-12-29,Society dark product make.,Entertainment,14.37,Expense
+2024-01-02,Gas teacher national weight all.,Travel,1099.9,Expense
+2024-01-02,Himself fire heavy.,Rent,101.1,Expense
+2024-01-04,Allow news.,Investment,3852.0,Income
+2024-01-04,Man care resource.,Investment,2036.0,Income
+2024-01-07,Notice make.,Other,2266.0,Income
+2024-01-09,Occur live take media hot.,Entertainment,1436.41,Expense
+2024-01-09,Wife pay good within fly.,Other,880.0,Income
+2024-01-10,And student give score agree.,Rent,1546.57,Expense
+2024-01-11,Best generation group goal.,Utilities,1928.07,Expense
+2024-01-11,Doctor fine be.,Investment,4045.0,Income
+2024-01-11,Boy college mrs.,Salary,1849.5,Expense
+2024-01-12,Price institution method inside.,Utilities,1386.72,Expense
+2024-01-13,Onto worry help hope.,Investment,1348.0,Income
+2024-01-14,Space beyond.,Health & Fitness,1013.18,Expense
+2024-01-15,Market specific property coach.,Entertainment,554.46,Expense
+2024-01-16,Wide cut player wind.,Travel,911.16,Expense
+2024-01-16,Degree enter father of source.,Other,4696.0,Income
+2024-01-16,Behind front attack song little.,Health & Fitness,1426.63,Expense
+2024-01-17,Somebody prepare few sound.,Entertainment,409.77,Expense
+2024-01-19,Finish increase economy middle public.,Travel,1376.36,Expense
+2024-01-19,Thing physical might.,Utilities,1962.86,Expense
+2024-01-19,Material produce station visit environmental.,Utilities,1012.75,Expense
+2024-01-19,Table trade various risk art.,Health & Fitness,1423.6,Expense
+2024-01-20,Leg drive second she.,Salary,1169.78,Expense
+2024-01-22,Five store ask data.,Shopping,1351.74,Expense
+2024-01-23,Statement position either.,Travel,1756.18,Expense
+2024-01-24,Draw change agree someone.,Food & Drink,1050.23,Expense
+2024-01-25,Magazine yard instead town.,Investment,934.0,Income
+2024-01-26,Evening ahead smile.,Entertainment,541.29,Expense
+2024-01-26,Compare system white magazine after.,Travel,1369.95,Expense
+2024-01-26,Own test too imagine.,Investment,2917.0,Income
+2024-01-27,However style.,Food & Drink,723.78,Expense
+2024-01-28,Born same usually.,Entertainment,1487.4,Expense
+2024-01-30,Wear use edge this draw.,Entertainment,1026.74,Expense
+2024-02-01,Forget once hope security.,Travel,1388.94,Expense
+2024-02-06,Design blood degree ever.,Other,3674.0,Income
+2024-02-07,Television argue mouth.,Health & Fitness,1932.01,Expense
+2024-02-07,Nation little east everyone.,Other,2163.0,Income
+2024-02-10,Little happy final population.,Salary,1661.67,Expense
+2024-02-10,Real small.,Health & Fitness,1512.66,Expense
+2024-02-10,Need finally when.,Entertainment,1554.53,Expense
+2024-02-14,Movement door kind.,Travel,903.14,Expense
+2024-02-14,Until truth feeling view.,Rent,382.08,Expense
+2024-02-15,Decision three trouble.,Investment,3590.0,Income
+2024-02-16,Smile ever bag single.,Other,2664.0,Income
+2024-02-17,Say unit four institution.,Other,546.0,Income
+2024-02-19,Recognize media goal.,Utilities,89.48,Expense
+2024-02-21,Law agree appear political.,Food & Drink,1549.59,Expense
+2024-02-21,Able customer figure.,Travel,986.2,Expense
+2024-02-21,Book economic.,Health & Fitness,155.03,Expense
+2024-02-22,Rate society floor long same.,Entertainment,1914.41,Expense
+2024-02-23,Reach step son.,Utilities,837.7,Expense
+2024-02-23,Increase consider.,Rent,705.31,Expense
+2024-02-24,Difference way type positive phone.,Health & Fitness,668.82,Expense
+2024-02-24,Cup red collection husband.,Salary,1993.3,Expense
+2024-02-25,Employee become happy water bring.,Food & Drink,238.3,Expense
+2024-02-27,Significant up still management.,Entertainment,1809.95,Expense
+2024-02-27,Course technology site.,Entertainment,1918.2,Expense
+2024-02-27,High issue deal democratic.,Health & Fitness,768.93,Expense
+2024-02-28,Industry impact certainly.,Rent,777.89,Expense
+2024-02-29,Dog late eat.,Travel,59.16,Expense
+2024-03-02,Beat light the window.,Health & Fitness,1033.48,Expense
+2024-03-03,Require remain save.,Salary,97.26,Expense
+2024-03-05,Believe arrive.,Entertainment,647.42,Expense
+2024-03-05,Likely great paper.,Investment,1871.0,Income
+2024-03-06,Effect people.,Food & Drink,1257.6,Expense
+2024-03-06,Provide car throughout american.,Entertainment,1731.25,Expense
+2024-03-06,College manage fund.,Rent,419.1,Expense
+2024-03-07,Bed report item.,Shopping,1296.66,Expense
+2024-03-07,Finish without.,Utilities,57.27,Expense
+2024-03-08,Security unit executive.,Food & Drink,184.17,Expense
+2024-03-11,Stop unit might job close.,Other,1077.0,Income
+2024-03-13,New type pm.,Entertainment,1822.86,Expense
+2024-03-15,Country approach.,Salary,1264.13,Expense
+2024-03-16,Like clear.,Food & Drink,785.11,Expense
+2024-03-18,Break time manager kid.,Investment,1018.0,Income
+2024-03-26,Leader both rest challenge.,Food & Drink,1404.76,Expense
+2024-03-27,Data exist.,Investment,2874.0,Income
+2024-03-28,State none production defense your.,Travel,1217.07,Expense
+2024-03-29,Short congress turn east marriage.,Salary,769.01,Expense
+2024-03-30,Ago race quite hour.,Food & Drink,953.24,Expense
+2024-03-30,Child ball store process.,Utilities,1496.04,Expense
+2024-04-03,Western order accept wide prevent.,Travel,1920.67,Expense
+2024-04-04,Water yourself trade someone.,Other,591.0,Income
+2024-04-06,Tell soon executive.,Utilities,255.24,Expense
+2024-04-07,Natural own.,Other,4900.0,Income
+2024-04-08,Effort drive side human.,Rent,616.34,Expense
+2024-04-09,Clear single expect.,Health & Fitness,431.36,Expense
+2024-04-09,Fear song save.,Utilities,330.3,Expense
+2024-04-10,Capital program story mention majority.,Travel,396.71,Expense
+2024-04-10,Environmental outside bed institution.,Investment,4996.0,Income
+2024-04-11,Control piece behavior message wind.,Rent,588.4,Expense
+2024-04-13,Us money positive.,Investment,2117.0,Income
+2024-04-16,Life bad soon.,Salary,1903.56,Expense
+2024-04-17,Worker range feel.,Entertainment,209.09,Expense
+2024-04-17,Into notice necessary true message.,Entertainment,642.39,Expense
+2024-04-17,Including let result spend.,Travel,1389.98,Expense
+2024-04-18,One shoulder administration.,Other,3091.0,Income
+2024-04-20,Skill successful and.,Utilities,19.62,Expense
+2024-04-21,Finish right serious.,Entertainment,1427.28,Expense
+2024-04-22,Space game truth special decision.,Travel,1681.82,Expense
+2024-04-23,Else pull its adult house.,Other,4431.0,Income
+2024-04-25,Pretty least if.,Health & Fitness,1551.79,Expense
+2024-04-26,Peace wind guess.,Rent,359.78,Expense
+2024-04-26,Because career course.,Travel,1718.84,Expense
+2024-04-30,Teacher decide possible.,Investment,2656.0,Income
+2024-05-02,Success teach mrs beat.,Rent,1457.58,Expense
+2024-05-03,Listen against coach.,Food & Drink,1627.16,Expense
+2024-05-04,White likely teacher one.,Entertainment,1813.54,Expense
+2024-05-04,Notice street anything.,Salary,1311.28,Expense
+2024-05-05,Piece require.,Other,2329.0,Income
+2024-05-05,Say other never fact.,Travel,276.42,Expense
+2024-05-14,Main opportunity particularly question.,Rent,799.6,Expense
+2024-05-15,Research month instead.,Entertainment,1697.48,Expense
+2024-05-17,As throughout individual list manager.,Utilities,1516.84,Expense
+2024-05-20,Recently again explain court.,Investment,1967.0,Income
+2024-05-22,Discussion detail training fund.,Utilities,1474.48,Expense
+2024-05-23,Third rich hospital.,Health & Fitness,90.44,Expense
+2024-05-25,Somebody son suddenly perform.,Entertainment,135.09,Expense
+2024-05-26,Project can.,Food & Drink,1340.49,Expense
+2024-05-27,Paper beyond indeed.,Health & Fitness,782.31,Expense
+2024-05-27,Doctor news yourself.,Food & Drink,89.41,Expense
+2024-05-31,Ground city still.,Rent,1410.44,Expense
+2024-06-01,Southern front.,Travel,1671.4,Expense
+2024-06-02,Dinner no main year size.,Utilities,759.55,Expense
+2024-06-02,Environment character real middle prove.,Rent,1038.16,Expense
+2024-06-03,Sometimes while sense window.,Entertainment,1037.58,Expense
+2024-06-04,Among black picture that treat.,Health & Fitness,978.85,Expense
+2024-06-06,Remain seven marriage.,Food & Drink,1008.66,Expense
+2024-06-07,Positive free case.,Investment,2384.0,Income
+2024-06-09,Wide shoulder according strong.,Other,2232.0,Income
+2024-06-10,Expert commercial entire resource.,Investment,3467.0,Income
+2024-06-12,Picture early send morning.,Rent,1325.61,Expense
+2024-06-13,Soon including important.,Health & Fitness,1443.31,Expense
+2024-06-13,Some gun ahead certainly act.,Salary,963.25,Expense
+2024-06-14,Be fire.,Shopping,54.67,Expense
+2024-06-15,Article service produce political.,Investment,1603.0,Income
+2024-06-16,Within woman.,Food & Drink,1782.69,Expense
+2024-06-17,Information though red.,Investment,2615.0,Income
+2024-06-21,Training account evidence month.,Shopping,1202.72,Expense
+2024-06-21,Land day name small.,Food & Drink,1758.23,Expense
+2024-06-22,Thought sit identify culture.,Travel,1895.04,Expense
+2024-06-23,Already free.,Salary,1735.93,Expense
+2024-06-23,Yeah exist behavior necessary miss.,Other,1669.0,Income
+2024-06-23,Agreement someone.,Utilities,1250.19,Expense
+2024-06-23,Strategy fight institution.,Utilities,1451.13,Expense
+2024-06-23,Rule success.,Salary,1197.1,Expense
+2024-07-01,Medical buy series walk large.,Other,3657.0,Income
+2024-07-05,Law work.,Investment,2157.0,Income
+2024-07-06,Research visit program suddenly doctor.,Shopping,1654.76,Expense
+2024-07-07,Project spring of.,Utilities,956.98,Expense
+2024-07-07,Mind easy foreign old.,Food & Drink,1756.73,Expense
+2024-07-07,Better republican stock bank.,Rent,195.45,Expense
+2024-07-07,Thousand live land hard.,Food & Drink,1794.97,Expense
+2024-07-13,Open million house enough.,Shopping,1048.87,Expense
+2024-07-13,You ready way rule.,Food & Drink,1398.31,Expense
+2024-07-16,Certain camera represent.,Salary,1581.22,Expense
+2024-07-20,Tell brother defense list second.,Rent,856.72,Expense
+2024-07-21,Tv budget system book.,Entertainment,1821.07,Expense
+2024-07-22,Face mission brother figure hear.,Other,2611.0,Income
+2024-07-23,Agreement central six instead.,Investment,4780.0,Income
+2024-07-23,Democratic standard major.,Investment,3572.0,Income
+2024-07-25,Give that individual of not.,Health & Fitness,823.6,Expense
+2024-07-26,Little result paper seven.,Other,2577.0,Income
+2024-07-26,Seven project chance road.,Shopping,1133.69,Expense
+2024-07-26,Professor important do house must.,Shopping,1512.39,Expense
+2024-07-26,Position tend religious.,Salary,365.65,Expense
+2024-07-27,Someone religious night buy nice.,Salary,515.02,Expense
+2024-07-27,My serious whatever miss seek.,Health & Fitness,1550.65,Expense
+2024-07-27,Build view.,Utilities,1711.45,Expense
+2024-07-28,Ever day.,Entertainment,898.72,Expense
+2024-07-28,Be move fly open.,Utilities,209.55,Expense
+2024-07-29,Future congress.,Health & Fitness,1603.7,Expense
+2024-07-29,Fish either boy between collection.,Food & Drink,329.87,Expense
+2024-07-29,Eight bed fill.,Food & Drink,1610.7,Expense
+2024-07-30,Arrive which consider.,Salary,1852.46,Expense
+2024-07-30,Hope floor include.,Rent,533.55,Expense
+2024-08-01,Heart still building.,Food & Drink,1451.74,Expense
+2024-08-02,Sell only manage.,Shopping,1231.79,Expense
+2024-08-02,We especially five network.,Food & Drink,1891.97,Expense
+2024-08-03,Ahead plant trial affect.,Salary,883.55,Expense
+2024-08-03,Push east never size fight.,Travel,397.55,Expense
+2024-08-08,Base player data whose.,Entertainment,1234.23,Expense
+2024-08-09,World site mr interest treatment.,Health & Fitness,486.12,Expense
+2024-08-11,A let.,Investment,1211.0,Income
+2024-08-14,A value lot.,Shopping,712.72,Expense
+2024-08-14,Yourself successful defense subject.,Entertainment,1040.31,Expense
+2024-08-14,Claim move.,Rent,1839.16,Expense
+2024-08-15,Bed recognize store.,Health & Fitness,701.48,Expense
+2024-08-22,There decision measure.,Entertainment,1216.66,Expense
+2024-08-23,Play woman remain event.,Other,538.0,Income
+2024-08-25,Decision where foreign trial.,Shopping,1017.41,Expense
+2024-08-25,Participant above.,Travel,686.53,Expense
+2024-08-25,Including time reflect.,Other,4906.0,Income
+2024-08-27,Ball theory prepare much throughout.,Travel,1391.44,Expense
+2024-08-27,Good spend still.,Salary,1542.23,Expense
+2024-08-28,Concern should recent across.,Salary,1366.37,Expense
+2024-08-28,View know develop after.,Food & Drink,969.12,Expense
+2024-08-28,Course staff personal space.,Shopping,1270.99,Expense
+2024-08-30,Woman whose already.,Entertainment,1602.32,Expense
+2024-09-01,Decide cultural start how thank.,Health & Fitness,1037.84,Expense
+2024-09-02,Management necessary process not.,Other,2533.0,Income
+2024-09-05,Assume campaign assume.,Shopping,1350.66,Expense
+2024-09-05,Talk thing rock ever summer.,Rent,1113.56,Expense
+2024-09-05,Pass quite third ability interview.,Other,3396.0,Income
+2024-09-05,Item yet ever quite.,Travel,373.74,Expense
+2024-09-06,Guess service this different.,Entertainment,1003.01,Expense
+2024-09-07,Mother first hot free.,Investment,2674.0,Income
+2024-09-08,Wrong difficult.,Entertainment,1671.53,Expense
+2024-09-10,True culture.,Health & Fitness,320.43,Expense
+2024-09-13,As personal agreement.,Investment,4535.0,Income
+2024-09-15,Or phone.,Food & Drink,1697.54,Expense
+2024-09-16,East list when.,Health & Fitness,989.76,Expense
+2024-09-17,Mind door authority outside.,Travel,986.7,Expense
+2024-09-17,Personal often.,Travel,801.78,Expense
+2024-09-17,True help.,Utilities,117.75,Expense
+2024-09-18,Artist sort area.,Salary,1879.91,Expense
+2024-09-21,Big argue.,Other,3725.0,Income
+2024-09-22,Sure i pay.,Utilities,919.82,Expense
+2024-09-23,Ten skin perhaps.,Other,3085.0,Income
+2024-09-24,Less into per big.,Food & Drink,1351.47,Expense
+2024-09-25,Military onto blue activity.,Rent,657.62,Expense
+2024-09-26,Smile cover of pm eight.,Travel,382.43,Expense
+2024-09-26,Right know during someone.,Travel,947.98,Expense
+2024-09-27,Find job where.,Health & Fitness,375.99,Expense
+2024-09-27,On must certainly.,Shopping,1404.42,Expense
+2024-10-01,Owner fact wife.,Shopping,566.46,Expense
+2024-10-01,Price certain down standard nice.,Investment,2372.0,Income
+2024-10-02,Gas with policy cut.,Travel,1610.13,Expense
+2024-10-02,Country little reality level.,Shopping,400.17,Expense
+2024-10-03,Not friend federal forget bit.,Utilities,951.24,Expense
+2024-10-04,Detail about development discover.,Other,4592.0,Income
+2024-10-04,Lose shoulder spring.,Other,4486.0,Income
+2024-10-07,Hundred step according.,Food & Drink,802.82,Expense
+2024-10-08,Group never.,Food & Drink,438.78,Expense
+2024-10-09,Key place tree.,Rent,905.21,Expense
+2024-10-10,Wish current.,Health & Fitness,727.01,Expense
+2024-10-10,Despite energy company.,Travel,694.84,Expense
+2024-10-11,Condition again successful.,Health & Fitness,1736.06,Expense
+2024-10-12,Story case.,Entertainment,1157.94,Expense
+2024-10-15,Very figure drive special.,Utilities,1958.95,Expense
+2024-10-17,With young think there assume.,Health & Fitness,1349.65,Expense
+2024-10-17,Some court her.,Salary,1780.37,Expense
+2024-10-18,Outside with each animal.,Travel,932.87,Expense
+2024-10-19,Take family chance.,Utilities,1284.76,Expense
+2024-10-19,Picture evidence.,Shopping,1266.23,Expense
+2024-10-21,Why though decide bank likely.,Rent,167.43,Expense
+2024-10-21,Meet seem population.,Health & Fitness,640.59,Expense
+2024-10-21,Material less focus hear.,Travel,1214.72,Expense
+2024-10-23,Listen ok point so.,Salary,1564.14,Expense
+2024-10-24,Detail data tell.,Salary,833.84,Expense
+2024-10-28,Fill thousand number.,Investment,1524.0,Income
+2024-11-01,Nearly care base.,Travel,1881.47,Expense
+2024-11-02,Goal once let perform international.,Rent,429.04,Expense
+2024-11-03,Important source first him.,Rent,136.95,Expense
+2024-11-03,Doctor population grow bar.,Food & Drink,62.47,Expense
+2024-11-11,National back everybody direction budget.,Rent,216.82,Expense
+2024-11-11,National free.,Rent,1313.12,Expense
+2024-11-12,Few spring raise.,Travel,466.42,Expense
+2024-11-13,Relationship your your.,Salary,1256.7,Expense
+2024-11-13,Across federal state.,Investment,734.0,Income
+2024-11-13,State serious activity pressure.,Other,3164.0,Income
+2024-11-13,Dinner rich decide do.,Salary,1950.21,Expense
+2024-11-14,Serious reveal left social fine.,Travel,1101.61,Expense
+2024-11-14,Show recently decide last.,Investment,4240.0,Income
+2024-11-16,Hear officer.,Shopping,1051.69,Expense
+2024-11-17,Wall act special.,Travel,1818.76,Expense
+2024-11-17,Different international sell several.,Entertainment,1611.37,Expense
+2024-11-17,For age size.,Health & Fitness,830.29,Expense
+2024-11-17,With yes nothing.,Investment,500.0,Income
+2024-11-18,Woman daughter hospital move.,Utilities,694.33,Expense
+2024-11-18,Board notice later thus.,Food & Drink,1378.66,Expense
+2024-11-19,Bit need allow.,Salary,606.22,Expense
+2024-11-20,Cost attorney.,Travel,1198.04,Expense
+2024-11-20,Day fact modern.,Health & Fitness,385.26,Expense
+2024-11-22,Happy action.,Shopping,795.56,Expense
+2024-11-23,Hospital writer can industry.,Other,3599.0,Income
+2024-11-24,Western tend candidate day.,Rent,850.26,Expense
+2024-11-24,City offer financial data.,Travel,576.51,Expense
+2024-11-24,Cut yard knowledge.,Travel,831.68,Expense
+2024-11-25,Space moment travel these least.,Utilities,281.88,Expense
+2024-11-25,Say explain.,Other,4209.0,Income
+2024-11-25,Red republican father party.,Salary,383.7,Expense
+2024-11-26,Eat tonight run leader.,Investment,4882.0,Income
+2024-11-29,Believe recognize analysis those citizen.,Investment,2811.0,Income
+2024-11-30,Project at risk.,Salary,1456.94,Expense
+2024-12-02,In seven building hard.,Utilities,39.3,Expense
+2024-12-05,Short for late education.,Shopping,630.04,Expense
+2024-12-06,Left available.,Health & Fitness,932.73,Expense
+2024-12-09,Gas human create also.,Health & Fitness,169.64,Expense
+2024-12-11,Remember carry.,Utilities,121.52,Expense
+2024-12-12,Leave bar prevent require.,Rent,1090.95,Expense
+2024-12-12,Likely evidence claim.,Other,3625.0,Income
+2024-12-15,Beyond family movement hospital back.,Rent,1949.45,Expense
+2024-12-16,Child group describe.,Shopping,1544.74,Expense
+2024-12-19,Democratic recent student specific political.,Food & Drink,406.37,Expense
+2024-12-19,Real know our any.,Rent,1047.07,Expense
+2024-12-21,Up hear draw.,Salary,784.35,Expense
+2024-12-23,Instead writer.,Health & Fitness,325.64,Expense
+2024-12-28,Quite as when.,Rent,514.09,Expense
+2024-12-28,Right analysis mention.,Entertainment,727.25,Expense
+2024-12-28,No couple debate must.,Investment,1425.0,Income
+2024-12-29,Discussion black follow.,Shopping,655.78,Expense
+2024-12-29,Pressure activity defense detail.,Other,1480.0,Income

finance_utils.py

@@ -0,0 +1,148 @@
+import pandas as pd
+import numpy as np
+from sklearn.cluster import KMeans
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.linear_model import LinearRegression
+
+COMMON_CATEGORIES = {
+    "groceries": ["supermarket", "grocery", "walmart", "kroger", "bigbasket", "dmart"],
+    "transport": ["uber", "ola", "taxi", "metro", "bus", "train", "rail"],
+    "dining": ["restaurant", "cafe", "mcdonald", "domino", "pizza", "burger"],
+    "salary": ["salary", "payroll", "adp", "direct deposit"],
+    "rent": ["rent", "landlord", "apartment"],
+    "utilities": ["electricity", "water bill", "internet", "wifi", "phone bill"],
+    "entertainment": ["netflix", "spotify", "movie", "theatre", "concert"],
+    "health": ["clinic", "hospital", "pharmacy", "drugstore"],
+    "shopping": ["amazon", "flipkart", "mall", "store", "shop"],
+    "others": []
+}
+
+def preprocess_transactions(df):
+    # Try to detect common column names and standardize
+    df = df.copy()
+    # Lowercase columns
+    df.columns = [c.strip().lower() for c in df.columns]
+    # Heuristics for date, amount, description columns
+    date_col = None
+    amount_col = None
+    desc_col = None
+    for c in df.columns:
+        if "date" in c:
+            date_col = c
+        if c in ("amount", "amt", "transaction amount", "value"):
+            amount_col = c
+        if any(x in c for x in ("description","narration","details","remarks","merchant","particulars")):
+            desc_col = c
+    # fallback guesses
+    if date_col is None:
+        for c in df.columns:
+            if df[c].dtype == "object" and df[c].str.contains("-").any():
+                date_col = c
+                break
+    if amount_col is None:
+        for c in df.columns:
+            if np.issubdtype(df[c].dtype, np.number):
+                amount_col = c
+                break
+    if desc_col is None:
+        for c in df.columns:
+            if df[c].dtype == "object":
+                desc_col = c
+                break
+    # Rename to standard
+    if date_col:
+        df["date"] = pd.to_datetime(df[date_col], errors="coerce")
+    else:
+        df["date"] = pd.NaT
+    if amount_col:
+        df["amount"] = pd.to_numeric(df[amount_col], errors="coerce")
+    else:
+        df["amount"] = 0.0
+    if desc_col:
+        df["description"] = df[desc_col].astype(str)
+    else:
+        df["description"] = ""
+    # Basic cleaning
+    df = df[["date","amount","description"]]
+    df = df.dropna(subset=["amount"])
+    # Fill missing dates with forward fill
+    df["date"] = df["date"].fillna(method="ffill")
+    # Assign categories using rules
+    df["category"] = df["description"].apply(rule_based_category)
+    # For any uncategorized, use a simple text clustering
+    uncategorized = df["category"].isin(["others"])
+    if uncategorized.any():
+        df.loc[uncategorized, "category"] = cluster_categorize(df.loc[uncategorized, "description"])
+    # Normalize amounts (assume negative for expenses sometimes)
+    df["amount"] = df["amount"].astype(float)
+    return df
+
+def rule_based_category(text):
+    t = text.lower()
+    for cat, tokens in COMMON_CATEGORIES.items():
+        for tk in tokens:
+            if tk in t:
+                return cat
+    # check for debit/credit language
+    if any(x in t for x in ("salary","credit","deposit")):
+        return "salary"
+    if any(x in t for x in ("payment","bill","charge")):
+        return "utilities"
+    return "others"
+
+def cluster_categorize(text_series):
+    txts = text_series.fillna("").astype(str).values
+    if len(txts) == 0:
+        return ["others"] * len(txts)
+    vect = TfidfVectorizer(ngram_range=(1,2), max_features=500)
+    X = vect.fit_transform(txts)
+    n_clusters = min(4, max(1, len(txts)//5))
+    k = KMeans(n_clusters=n_clusters, random_state=42)
+    labels = k.fit_predict(X)
+    # Map clusters to generic names
+    mapping = {i: f"cluster_{i}" for i in range(n_clusters)}
+    return [mapping[l] for l in labels]
+
+def summarize_transactions(df):
+    df = df.copy()
+    df["month"] = df["date"].dt.to_period("M").astype(str)
+    total_spent = df[df["amount"]<0]["amount"].abs().sum() if (df["amount"]<0).any() else df[df["amount"]>0]["amount"].sum()
+    # We'll show per-month summary
+    monthly = df.groupby("month")["amount"].sum().reset_index()
+    cat = df.groupby("category")["amount"].sum().reset_index().sort_values("amount")
+    text = []
+    text.append(f"Total transactions: {len(df)}")
+    text.append(f"Total amount (signed): {df['amount'].sum():.2f}")
+    text.append("Monthly totals (month -> amount):")
+    for _, row in monthly.iterrows():
+        text.append(f"  {row['month']} -> {row['amount']:.2f}")
+    text.append("Category breakdown (category -> amount):")
+    for _, row in cat.iterrows():
+        text.append(f"  {row['category']} -> {row['amount']:.2f}")
+    return "\\n".join(text)
+
+def category_summary(df):
+    cat = df.groupby("category")["amount"].sum().reset_index().sort_values("amount", ascending=False)
+    return cat
+
+def predict_expenses(df):
+    # Simple linear regression per category using month index
+    df = df.copy()
+    df["month"] = df["date"].dt.to_period("M")
+    df["month_idx"] = (df["date"].dt.year - df["date"].dt.year.min())*12 + df["date"].dt.month
+    preds = {}
+    for cat, g in df.groupby("category"):
+        monthly = g.groupby("month_idx")["amount"].sum().reset_index()
+        if len(monthly) < 2:
+            preds[cat] = monthly["amount"].sum()
+            continue
+        X = monthly[["month_idx"]].values
+        y = monthly["amount"].values
+        model = LinearRegression()
+        try:
+            model.fit(X, y)
+            next_month = np.array([[monthly["month_idx"].max() + 1]])
+            preds[cat] = float(model.predict(next_month)[0])
+        except Exception:
+            preds[cat] = float(y.mean())
+    return preds

requirements.txt

@@ -0,0 +1,6 @@
+gradio>=3.0
+pandas
+numpy
+scikit-learn
+matplotlib
+openpyxl