deploy portfolio dashboard

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01_ai_ecosystem_analysis/README.md

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+# AI & LLM Open Source Ecosystem Analysis
+
+## Overview
+Analysis of the AI/ML open-source landscape using live data from the **GitHub REST API** and **HuggingFace API**. Maps the ecosystem of 400+ top AI repositories and 200 most-downloaded models.
+
+## Data Sources
+- **GitHub API** - Top repos by stars across ML, DL, LLM, GenAI, NLP, CV topics
+- **HuggingFace API** - Top 200 models sorted by download count
+
+## Key Findings
+- Python dominates the AI ecosystem by a massive margin
+- Explosive growth post-2022 driven by the LLM revolution
+- Sentence transformers and text generation are the most downloaded model types
+- Apache-2.0 and MIT are the dominant licenses
+
+## Techniques
+API data collection, trend analysis, language distribution, community engagement analysis (stars/forks), model ecosystem mapping
+
+## Run
+```bash
+cd scripts && python fetch_data.py  # refresh data
+jupyter notebook notebooks/ai_ecosystem_analysis.ipynb
+```

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+zai-org/GLM-OCR,zai-org,image-to-text,4071642,1489,2026-01-30,transformers,transformers|safetensors|glm_ocr|image-text-to-text|image-to-text|zh|en|fr
+google/vit-base-patch16-224-in21k,google,image-feature-extraction,4026121,404,2022-03-02,transformers,transformers|pytorch|tf|jax|safetensors|vit|image-feature-extraction|vision
+intfloat/multilingual-e5-small,intfloat,sentence-similarity,4006777,294,2023-06-30,sentence-transformers,sentence-transformers|pytorch|onnx|safetensors|openvino|bert|mteb|Sentence Transformers
+sentence-transformers/all-MiniLM-L12-v2,sentence-transformers,sentence-similarity,3974287,299,2022-03-02,sentence-transformers,sentence-transformers|pytorch|rust|onnx|safetensors|openvino|bert|feature-extraction
+google-bert/bert-base-multilingual-cased,google-bert,fill-mask,3843264,580,2022-03-02,transformers,transformers|pytorch|tf|jax|safetensors|bert|fill-mask|multilingual
+Qwen/Qwen3-32B,Qwen,text-generation,3761518,675,2025-04-27,transformers,transformers|safetensors|qwen3|text-generation|conversational|arxiv:2309.00071|arxiv:2505.09388|license:apache-2.0
+usyd-community/vitpose-plus-base,usyd-community,keypoint-detection,3644918,29,2025-01-08,transformers,transformers|safetensors|vitpose|keypoint-detection|en|arxiv:2204.12484|license:apache-2.0|endpoints_compatible
+llava-hf/llava-1.5-7b-hf,llava-hf,image-text-to-text,3548623,351,2023-12-05,transformers,transformers|safetensors|llava|image-text-to-text|vision|conversational|en|dataset:liuhaotian/LLaVA-Instruct-150K
+jonatasgrosman/wav2vec2-large-xlsr-53-japanese,jonatasgrosman,automatic-speech-recognition,3505895,53,2022-03-02,transformers,transformers|pytorch|jax|wav2vec2|automatic-speech-recognition|audio|speech|xlsr-fine-tuning-week
+autogluon/chronos-bolt-base,autogluon,time-series-forecasting,3421457,35,2024-11-13,unknown,safetensors|t5|time series|forecasting|pretrained models|foundation models|time series foundation models|time-series
+sentence-transformers/multi-qa-mpnet-base-dot-v1,sentence-transformers,sentence-similarity,3418882,191,2022-03-02,sentence-transformers,sentence-transformers|pytorch|onnx|safetensors|openvino|mpnet|fill-mask|feature-extraction
+google-bert/bert-base-chinese,google-bert,fill-mask,3403144,1403,2022-03-02,transformers,transformers|pytorch|tf|jax|safetensors|bert|fill-mask|zh

01_ai_ecosystem_analysis/scripts/fetch_data.py

@@ -0,0 +1,71 @@
+#!/usr/bin/env python3
+"""Fetch top AI/ML repositories from the GitHub REST API.
+
+Usage: python fetch_data.py
+Output: ../data/github_ai_repos.csv, ../data/huggingface_models.csv
+"""
+import urllib.request, json, csv, time, os
+
+API_BASE = "https://api.github.com/search/repositories"
+HF_API = "https://huggingface.co/api/models"
+
+def fetch_json(url):
+    req = urllib.request.Request(url, headers={"User-Agent": "DataAnalyst-Portfolio"})
+    return json.loads(urllib.request.urlopen(req, timeout=30).read())
+
+def fetch_github():
+    queries = ["topic:machine-learning", "topic:deep-learning", "topic:llm",
+               "topic:generative-ai", "topic:natural-language-processing", "topic:computer-vision"]
+    seen, rows = set(), []
+    for q in queries:
+        data = fetch_json(f"{API_BASE}?q={q}&sort=stars&per_page=100")
+        for r in data.get("items", []):
+            if r["full_name"] in seen: continue
+            seen.add(r["full_name"])
+            rows.append({
+                "repo_name": r["name"], "full_name": r["full_name"],
+                "description": (r.get("description") or "")[:200],
+                "stars": r["stargazers_count"], "forks": r["forks_count"],
+                "open_issues": r["open_issues_count"],
+                "language": r.get("language") or "Unknown",
+                "created_at": r["created_at"][:10], "updated_at": r["updated_at"][:10],
+                "topics": "|".join(r.get("topics", [])[:10]),
+                "license": (r.get("license") or {}).get("spdx_id", "None"),
+                "size_kb": r.get("size", 0), "watchers": r["watchers_count"]
+            })
+        time.sleep(3)
+        print(f"  {q}: {len(data.get('items',[]))} repos")
+    return rows
+
+def fetch_huggingface():
+    rows = []
+    for offset in [0, 100]:
+        data = fetch_json(f"{HF_API}?sort=downloads&limit=100&offset={offset}")
+        for m in data:
+            rows.append({
+                "model_id": m.get("id",""), "author": m.get("id","").split("/")[0] if "/" in m.get("id","") else "",
+                "pipeline_tag": m.get("pipeline_tag") or "unknown",
+                "downloads": m.get("downloads",0), "likes": m.get("likes",0),
+                "created_at": (m.get("createdAt") or "")[:10],
+                "library_name": m.get("library_name") or "unknown",
+                "tags": "|".join((m.get("tags") or [])[:8])
+            })
+        time.sleep(2)
+    return rows
+
+if __name__ == "__main__":
+    os.makedirs("../data", exist_ok=True)
+
+    print("Fetching GitHub repos...")
+    gh = fetch_github()
+    with open("../data/github_ai_repos.csv", "w", newline="") as f:
+        w = csv.DictWriter(f, fieldnames=list(gh[0].keys()))
+        w.writeheader(); w.writerows(gh)
+    print(f"Saved {len(gh)} repos")
+
+    print("Fetching HuggingFace models...")
+    hf = fetch_huggingface()
+    with open("../data/huggingface_models.csv", "w", newline="") as f:
+        w = csv.DictWriter(f, fieldnames=list(hf[0].keys()))
+        w.writeheader(); w.writerows(hf)
+    print(f"Saved {len(hf)} models")

02_global_co2_analysis/README.md

@@ -0,0 +1,22 @@
+# Global CO2 Emissions & Climate Trends
+
+## Overview
+Analysis of global CO2 emissions using the **Our World in Data** open dataset. Covers 200+ countries from 2000-present with metrics including total emissions, per-capita, by fuel source, and cumulative historical responsibility.
+
+## Data Source
+- **OWID CO2 Dataset** - https://github.com/owid/co2-data (CC BY license)
+
+## Key Findings
+- Global emissions continue rising despite climate pledges
+- Massive per-capita gap between developed and developing nations
+- Coal remains the #1 source but gas is growing fastest
+- Asia dominates total emissions; North America/Europe hold cumulative responsibility
+
+## Techniques
+Time series analysis, geographic comparison, per-capita normalization, fuel source decomposition, GDP-emissions correlation, cumulative emissions analysis
+
+## Run
+```bash
+cd scripts && python fetch_data.py  # refresh data
+jupyter notebook notebooks/co2_analysis.ipynb
+```

02_global_co2_analysis/scripts/fetch_data.py

@@ -0,0 +1,31 @@
+#!/usr/bin/env python3
+"""Fetch global CO2 emissions data from Our World in Data (OWID).
+
+Source: https://github.com/owid/co2-data
+Usage: python fetch_data.py
+Output: ../data/owid_co2_data.csv
+"""
+import urllib.request, csv, io, os
+
+URL = "https://raw.githubusercontent.com/owid/co2-data/master/owid-co2-data.csv"
+KEEP = ["country","year","iso_code","population","gdp","co2","co2_per_capita","co2_per_gdp",
+        "coal_co2","oil_co2","gas_co2","cement_co2","co2_growth_prct","share_global_co2",
+        "cumulative_co2","energy_per_capita","methane","nitrous_oxide","total_ghg"]
+
+if __name__ == "__main__":
+    os.makedirs("../data", exist_ok=True)
+    print("Downloading OWID CO2 data...")
+    req = urllib.request.Request(URL, headers={"User-Agent": "DataAnalyst-Portfolio"})
+    raw = urllib.request.urlopen(req, timeout=60).read().decode("utf-8")
+    reader = csv.DictReader(io.StringIO(raw))
+    rows = []
+    for row in reader:
+        try:
+            yr = int(float(row.get("year", 0)))
+        except: continue
+        if yr < 2000: continue
+        rows.append({c: row.get(c, "") for c in KEEP})
+    with open("../data/owid_co2_data.csv", "w", newline="") as f:
+        w = csv.DictWriter(f, fieldnames=KEEP)
+        w.writeheader(); w.writerows(rows)
+    print(f"Saved {len(rows)} rows (2000-present)")

03_crypto_market_analysis/README.md

@@ -0,0 +1,22 @@
+# Cryptocurrency Market Analysis
+
+## Overview
+Real-time analysis of the cryptocurrency market using the **CoinGecko API**. Covers the top 250 coins by market cap with metrics including price, volume, market dominance, and ATH distance.
+
+## Data Source
+- **CoinGecko API** - https://www.coingecko.com/en/api (free tier)
+
+## Key Findings
+- Bitcoin dominance remains the key structural feature
+- Top 10 coins hold the majority of total market cap
+- Smaller caps show significantly higher volatility
+- Most coins are trading well below their all-time highs
+
+## Techniques
+Market structure analysis, dominance calculation, price distribution, volume-market cap relationship, tier segmentation, ATH recovery analysis
+
+## Run
+```bash
+cd scripts && python fetch_data.py  # refresh data
+jupyter notebook notebooks/crypto_analysis.ipynb
+```

03_crypto_market_analysis/data/crypto_market.csv

@@ -0,0 +1,251 @@
+id,symbol,name,current_price,market_cap,market_cap_rank,total_volume,high_24h,low_24h,price_change_24h,price_change_pct_24h,market_cap_change_pct_24h,circulating_supply,total_supply,ath,ath_change_pct,ath_date,atl,atl_date
+bitcoin,btc,Bitcoin,66537,1331803812962,1,40589754570,68019,65112,37.17,0.05589,0.21456,20009231.0,20009234.0,126080,-47.22657,2025-10-06,67.81,2013-07-06
+ethereum,eth,Ethereum,2022.92,244241270337,2,18087728216,2077.32,1947.32,25.33,1.26806,1.34623,120691443.6586336,120691443.6586336,4946.05,-59.10032,2025-08-24,0.432979,2015-10-20
+tether,usdt,Tether,0.999127,184062144082,3,64704055447,0.999348,0.999049,-6.4980048390617e-05,-0.0065,-0.00491,184222004209.078,189688943150.6462,1.32,-24.48708,2018-07-24,0.572521,2015-03-02
+binancecoin,bnb,BNB,609.66,83265223628,4,1038045299,620.05,598.48,-0.33894202602084533,-0.05556,0.14387,136357163.18,136357163.18,1369.99,-55.49887,2025-10-13,0.0398177,2017-10-19
+ripple,xrp,XRP,1.32,81088648970,5,2044974622,1.36,1.31,0.00298177,0.22597,0.20106,61344583754.0,99985695443.0,3.65,-63.73114,2025-07-18,0.00268621,2014-05-22
+usd-coin,usdc,USDC,0.999611,77417634484,6,4673050201,0.99984,0.999577,-0.000154761626382061,-0.01548,-0.38711,77447735743.54427,77502166658.64252,1.043,-4.20624,2018-11-15,0.877647,2023-03-11
+solana,sol,Solana,82.64,47312092773,7,3769924031,84.69,79.81,0.905786,1.10818,1.11687,572494964.8122226,572494976.9885201,293.31,-71.82453,2025-01-19,0.500801,2020-05-11
+tron,trx,TRON,0.319367,30268798772,8,706722253,0.324259,0.316608,-0.003571649953810596,-1.10598,-0.75384,94762794745.56999,94762858036.6882,0.431288,-25.9505,2024-12-04,0.00180434,2017-11-12
+figure-heloc,figr_heloc,Figure Heloc,1.029,16729923658,9,78728493,1.029,1.0,0.0293155,2.93155,2.93155,16253445768.157,16253445768.157,1.049,-1.88683,2026-03-09,0.155357,2025-10-31
+dogecoin,doge,Dogecoin,0.09095,13958675785,10,1266528244,0.093521,0.089012,0.00018234,0.20089,0.16472,153626596383.7052,169339433126.5791,0.731578,-87.56804,2021-05-08,8.69e-05,2015-05-06
+usds,usds,USDS,0.99949,11739078289,11,57228353,0.999918,0.999065,-0.000214552254537592,-0.02146,0.86917,11745064630.98028,11745064630.98028,1.057,-5.47018,2024-10-29,0.948265,2024-10-03
+whitebit,wbt,WhiteBIT Coin,51.24,10938449536,12,80414491,52.45,50.66,-0.08878136908755607,-0.17298,-0.01284,213418274.0,319790563.0,64.11,-20.14626,2025-12-10,3.06,2023-02-13
+bitcoin-cash,bch,Bitcoin Cash,459.66,9184285306,13,253482361,466.32,449.04,5.74,1.26356,1.04889,20014481.14665078,20014499.89665078,3785.82,-87.85842,2017-12-20,76.93,2018-12-16
+cardano,ada,Cardano,0.244062,8984918083,14,457777095,0.250993,0.235356,0.00361615,1.50394,1.42232,36870518657.28807,45000000000.0,3.09,-92.09366,2021-09-02,0.01925275,2020-03-13
+leo-token,leo,LEO Token,9.7,8939441353,15,613826,9.72,9.6,0.04614757,0.47794,0.52152,920975471.9,985239504.0,10.14,-4.24518,2025-03-10,0.799859,2019-12-24
+hyperliquid,hype,Hyperliquid,37.06,8835892112,16,248091034,38.86,36.6,-1.653578845555245,-4.27098,-4.05245,238385315.9541414,962274028.9541414,59.3,-37.503,2025-09-18,3.81,2024-11-29
+chainlink,link,Chainlink,8.63,6109648964,17,360259606,8.89,8.29,0.199147,2.36216,2.41167,708099970.4525567,1000000000.0,52.7,-83.62347,2021-05-10,0.148183,2017-11-29
+monero,xmr,Monero,323.59,5971059962,18,87006545,339.34,322.92,-3.9602252961849445,-1.20904,-1.06419,18446744.07370955,18446744.07370955,797.73,-59.43628,2026-01-14,0.216177,2015-01-14
+ethena-usde,usde,Ethena USDe,0.998973,5878445230,19,128265886,0.999398,0.998474,-4.813978678464e-05,-0.00482,-0.10662,5883864310.686912,5883864310.686912,1.034,-3.39951,2025-12-09,0.929486,2024-10-04
+canton-network,cc,Canton,0.15212,5801652791,20,7166368,0.154228,0.149485,0.00194127,1.29263,1.48452,38182939640.88399,38182939640.88399,0.194152,-21.79581,2026-02-03,0.059024,2025-12-06
+stellar,xlm,Stellar,0.167899,5546039735,21,94424384,0.173485,0.162169,0.00359016,2.185,2.17783,33037037370.42894,50001786883.65895,0.875563,-80.81583,2018-01-03,0.00047612,2015-03-05
+usd1-wlfi,usd1,USD1,0.999342,4391026976,22,962268760,1.0,0.998736,0.00012516,0.01253,-0.10177,4392853597.856166,4392853597.856166,1.025,-2.50287,2025-05-12,0.989633,2025-10-01
+dai,dai,Dai,0.999674,4367156582,23,170413650,1.0,0.999121,3.991e-05,0.00399,1.01032,4368552382.097734,4368552382.097734,1.22,-17.98892,2020-03-13,0.88196,2023-03-11
+litecoin,ltc,Litecoin,53.35,4107679952,24,405223787,54.28,52.71,-0.03508981411872014,-0.06573,-0.03268,77004851.98347135,77006701.98347135,410.26,-87.0129,2021-05-10,1.15,2015-01-14
+memecore,m,MemeCore,2.32,4064274229,25,19024249,2.39,2.08,0.215272,10.23501,9.61807,1751983017.036237,5351983016.595513,2.96,-22.02157,2025-09-18,0.04746135,2025-07-04
+paypal-usd,pyusd,PayPal USD,0.999876,3908267860,26,118280877,1.0,0.999371,0.00031238,0.03125,1.03136,3908906160.48544,3908906160.48544,1.021,-2.05767,2023-10-23,0.959426,2024-12-05
+avalanche-2,avax,Avalanche,8.8,3799837677,27,221086526,9.01,8.45,0.183956,2.13413,2.21138,431771961.1772119,463441061.1772119,144.96,-93.93664,2021-11-21,2.8,2020-12-31
+zcash,zec,Zcash,227.71,3778971952,28,345279041,231.04,211.27,10.03,4.60974,4.26435,16631129.8530448,16631593.9155448,3191.93,-92.86601,2016-10-29,16.08,2024-07-05
+hedera-hashgraph,hbar,Hedera,0.087228,3777819785,29,64621627,0.090658,0.086983,-0.001085277822918757,-1.22889,-1.12863,43303446052.5367,50000000000.0,0.569229,-84.66921,2021-09-15,0.00986111,2020-01-02
+rain,rain,Rain,0.00781407,3738546955,30,29918821,0.00842225,0.00781537,-0.000587233872475357,-6.98979,-6.98633,478312470099.27356,1149912503401.632,0.01090099,-28.26764,2026-02-09,0.00222126,2025-09-14
+shiba-inu,shib,Shiba Inu,5.95e-06,3504954523,31,127325019,6.14e-06,5.7e-06,1.65156e-07,2.85585,2.85601,589243602877659.5,589500156092907.2,8.616e-05,-93.09621,2021-10-28,5.6366e-11,2020-11-28
+sui,sui,Sui,0.861919,3360797842,32,372484529,0.888222,0.828142,0.02097798,2.49458,2.48973,3899984688.415443,10000000000.0,5.35,-83.87903,2025-01-04,0.364846,2023-10-19
+the-open-network,ton,Toncoin,1.22,2993442104,33,77691875,1.24,1.2,-0.005465840306594139,-0.44639,-0.75112,2462458173.684598,5158269183.85615,8.25,-85.27761,2024-06-15,0.519364,2021-09-21
+bittensor,tao,Bittensor,309.58,2968742908,34,397962248,333.1,306.1,-7.545782211357391,-2.37945,-2.21915,9597491.0,21000000.0,757.6,-59.25631,2024-03-07,30.83,2023-05-14
+crypto-com-chain,cro,Cronos,0.069588,2944475306,35,9932634,0.071714,0.069382,-0.000687716675074349,-0.9786,-1.13789,42312610902.43009,98512575935.91858,0.891544,-92.19789,2021-11-24,0.0121196,2019-02-08
+world-liberty-financial,wlfi,World Liberty Financial,0.098047,2819977053,36,47949869,0.100314,0.097535,-0.000575234144190653,-0.58327,-0.50253,28762304496.0,100000000000.0,0.331336,-70.40868,2025-09-01,0.08903,2026-03-20
+hashnote-usyc,usyc,Circle USYC,1.12,2676552713,37,223858,,,,,,2391292439.774803,2391292439.774803,1.12,-0.0365,2026-03-16,1.026,2024-12-05
+tether-gold,xaut,Tether Gold,4498.96,2517608670,38,552330872,4564.52,4425.86,3.02,0.06717,0.06624,559598.641692,707747.089,5504.62,-18.19039,2026-01-29,1447.84,2020-03-19
+pax-gold,paxg,PAX Gold,4504.56,2315922500,39,342705495,4570.94,4432.73,-9.256219656053872,-0.20506,-0.2018,514128.803,514128.803,5619.09,-19.77277,2026-01-29,1399.64,2019-11-18
+mantle,mnt,Mantle,0.682314,2235065468,40,40394889,0.695248,0.66616,0.00689933,1.0215,0.98389,3277944055.53684,6219316794.889999,2.86,-76.11352,2025-10-09,0.307978,2023-10-18
+uniswap,uni,Uniswap,3.47,2199531522,41,152394942,3.57,3.3,0.109486,3.25545,3.39217,633561603.6037512,897544420.0366304,44.92,-92.27433,2021-05-03,1.03,2020-09-17
+blackrock-usd-institutional-digital-liquidity-fund,buidl,BlackRock USD Institutional Digital Liquidity Fund,1.0,2169130946,42,0.0,1.0,1.0,0.0,0.0,0.0,2169130946.410449,2169130946.410449,1.0,0.0,2025-02-12,1.0,2025-02-12
+polkadot,dot,Polkadot,1.24,2082975655,43,117091187,1.28,1.23,-0.011251912785617435,-0.89771,-0.8818,1676917660.501806,1676917660.501806,54.98,-97.74452,2021-11-04,1.15,2026-02-06
+global-dollar,usdg,Global Dollar,0.999785,1827317590,44,40006533,1.0,0.999592,-0.000118131172218816,-0.01181,1.15464,1827711209.808432,1827711209.808432,1.65,-39.57807,2025-01-30,0.907561,2024-11-11
+okb,okb,OKB,83.65,1756844037,45,14742436,85.24,82.63,-0.26398396984615147,-0.31459,-0.30367,21000000.0,21000000.0,228.74,-63.49644,2025-10-05,0.580608,2019-01-14
+falcon-finance,usdf,Falcon USD,0.998001,1746695566,46,1535657,0.999696,0.995732,-0.000270857396223567,-0.02713,0.032,1750505418.09726,1750505418.09726,1.075,-7.08484,2025-05-08,0.943422,2025-07-08
+pi-network,pi,Pi Network,0.17474,1740428164,47,13979533,0.178852,0.174123,-0.002928823036753486,-1.64847,-1.71623,9962283894.281307,15326590606.58662,2.99,-94.15599,2025-02-26,0.131244,2026-02-11
+sky,sky,Sky,0.073314,1693477394,48,14505722,0.076159,0.070735,0.0018897,2.64572,2.64346,23098810311.870922,23462665147.36596,0.100535,-26.97844,2024-12-04,0.03582727,2025-02-03
+aster-2,aster,Aster,0.675752,1658227098,49,93387357,0.692236,0.652462,0.01608601,2.43851,2.40642,2456309719.12999,7822529124.604758,2.41,-71.9458,2025-09-24,0.099713,2025-09-17
+htx-dao,htx,HTX DAO,1.72e-06,1574452328,50,15633182,1.74e-06,1.72e-06,-3.607801376e-09,-0.20898,-0.00831,916533066327098.8,916533066327098.8,3.75e-06,-54.20454,2024-12-04,8.00816e-07,2024-08-05
+near,near,NEAR Protocol,1.15,1488092167,51,155324343,1.22,1.14,-0.009023603344057163,-0.77738,-0.45985,1291557982.0,1291558012.0,20.44,-94.35993,2022-01-16,0.526762,2020-11-04
+aave,aave,Aave,96.76,1468717565,52,192558680,99.62,93.73,1.41,1.47923,1.63088,15185753.703056403,16000000.0,661.69,-85.39835,2021-05-18,26.02,2020-11-05
+ripple-usd,rlusd,Ripple USD,0.999866,1406172476,53,119133314,1.0,0.999454,-2.0587210329603e-05,-0.00206,-0.29402,1406355492.647298,1406355492.647298,1.073,-6.77453,2024-12-26,0.962292,2024-12-18
+pepe,pepe,Pepe,3.3e-06,1389798603,54,263892749,3.4e-06,3.21e-06,3.1897e-08,0.97473,1.00718,420690000000000.0,420690000000000.0,2.803e-05,-88.21095,2024-12-09,5.5142e-08,2023-04-18
+bitget-token,bgb,Bitget Token,1.92,1346597573,55,24535727,1.95,1.91,-0.020755021001322982,-1.06755,-1.00946,699992035.9787906,916931610.9787906,8.45,-77.1834,2024-12-27,0.0142795,2020-06-25
+bfusd,bfusd,BFUSD,0.999302,1319209481,56,2788679,0.999598,0.998601,0.00020163,0.02018,0.03006,1320000000.0,1320000000.0,1.007,-0.75709,2025-10-10,0.997035,2026-01-24
+ondo-us-dollar-yield,usdy,Ondo US Dollar Yield,1.13,1316444808,57,2152852,1.13,1.11,0.00115714,0.10281,0.05022,1168481023.784601,1546653848.333028,1.26,-10.8006,2024-03-27,0.934184,2024-01-14
+siren-2,siren,Siren,1.8,1313663222,58,25970021,1.86,1.63,0.059829,3.43948,3.15223,728213818.6634337,728213818.6634337,3.61,-50.66718,2026-03-22,0.02634736,2025-03-11
+ondo-finance,ondo,Ondo,0.263508,1280728710,59,66477511,0.271722,0.254342,0.00401604,1.54766,1.42389,4869330647.0,10000000000.0,2.14,-87.68746,2024-12-16,0.082171,2024-01-18
+ethereum-classic,etc,Ethereum Classic,8.08,1261018167,60,47022734,8.36,7.84,0.112872,1.41695,1.37139,156105720.3914834,156105720.3914834,167.09,-95.17112,2021-05-06,0.615038,2016-07-25
+internet-computer,icp,Internet Computer,2.23,1229441553,61,39398606,2.28,2.17,0.01123739,0.50611,0.71207,550676756.0624563,550676756.0624563,700.65,-99.68153,2021-05-10,2.02,2026-02-24
+gatechain-token,gt,Gate,6.57,1133103428,62,2993288,6.61,6.45,0.062946,0.96697,0.62255,115180573.04885802,115180573.04885802,25.38,-74.11238,2025-01-26,0.25754,2020-03-13
+janus-henderson-anemoy-treasury-fund,jtrsy,Janus Henderson Anemoy Treasury Fund,1.099,1115645979,63,0.0,1.099,1.098,0.000317,0.02886,2.32174,1015441223.74889,1015441223.74889,1.099,0.0,2026-03-30,1.085,2025-11-13
+kucoin-shares,kcs,KuCoin,7.97,1052050721,64,5956134,8.18,7.83,-0.02144082492831778,-0.26823,-0.18026,132155021.7355671,142155021.7355671,28.83,-72.38966,2021-12-01,0.342863,2019-02-07
+quant-network,qnt,Quant,69.93,1017546263,65,13447776,71.28,68.0,1.023,1.48515,1.65483,14544176.164081175,14612493.0,427.42,-83.69063,2021-09-11,0.215773,2018-08-23
+pump-fun,pump,Pump.fun,0.00166903,983834991,66,71924845,0.00173144,0.00164459,-4.2266780419479e-05,-2.46987,-2.39906,590000000000.0,999989170024.372,0.00881908,-81.07482,2025-09-14,0.00163986,2026-03-29
+usdd,usdd,USDD,0.999174,972795848,67,4549960,1.001,0.996907,-6.068619079147e-06,-0.00061,-1.36749,973633617.05,973709916.46,1.052,-5.03182,2023-10-23,0.928067,2022-06-19
+polygon-ecosystem-token,pol,POL (ex-MATIC),0.090751,963463076,68,57008245,0.094844,0.090187,-0.001541234540435865,-1.66994,-1.48695,10616892534.08665,10616892534.08665,1.29,-92.95523,2024-03-13,0.086938,2026-02-06
+eutbl,eutbl,Spiko EU T-Bills Money Market Fund,1.2,935822161,69,0.0,1.21,1.2,-0.004504193333651818,-0.37318,-1.31349,778256010.95902,778256010.95902,1.26,-4.67781,2026-01-27,1.011,2024-08-15
+worldcoin-wld,wld,Worldcoin,0.273291,883459464,70,111525486,0.286316,0.268143,-0.001359830841933751,-0.49511,3.6658,3231075873.41059,10000000000.0,11.74,-97.67199,2024-03-10,0.245136,2026-03-28
+render-token,render,Render,1.69,879267241,71,63413978,1.76,1.62,0.03808298,2.29847,2.29808,518743261.0140742,533503434.2940742,13.53,-87.49786,2024-03-17,0.03665669,2020-06-16
+nexo,nexo,NEXO,0.877221,877162329,72,7037006,0.898117,0.873305,-0.001917884436933304,-0.21815,-0.11512,1000000000.0,1000000000.0,4.07,-78.46215,2021-05-12,0.04515276,2018-09-13
+kaspa,kas,Kaspa,0.03215009,876184740,73,23266000,0.03323192,0.03176169,-0.000458419083669975,-1.40583,-1.63718,27302471673.11332,27323715612.68835,0.207411,-84.56468,2024-08-01,0.00017105,2022-05-26
+usdtb,usdtb,USDtb,0.997929,867857580,74,22757990,1.002,0.994694,-0.001580394717270339,-0.15812,-1.04424,868377451.6461825,868377451.6461825,1.057,-5.49229,2025-09-20,0.900502,2025-07-17
+cosmos,atom,Cosmos Hub,1.67,834871921,75,38326626,1.7,1.62,0.02407233,1.46379,1.33062,500789825.205078,500789825.205078,43.84,-96.20066,2021-09-20,1.16,2020-03-13
+morpho,morpho,Morpho,1.48,818261917,76,12703372,1.56,1.45,0.0074092,0.50194,0.52266,551530782.4457247,1000000000.0,4.17,-64.56848,2025-01-17,0.713151,2024-11-25
+superstate-short-duration-us-government-securities-fund-ustb,ustb,Superstate Short Duration U.S. Government Securities Fund (USTB),11.03,798043444,77,0.0,11.03,11.03,0.001061,0.00962,7.62637,72328165.294316,72328165.294316,11.03,0.0,2026-03-30,10.29,2025-02-26
+ethena,ena,Ethena,0.09112,773834162,78,85280757,0.093408,0.088034,0.00094018,1.04256,1.07786,8492187500.0,15000000000.0,1.52,-94.0154,2024-04-11,0.088034,2026-03-29
+algorand,algo,Algorand,0.082247,731519622,79,21629435,0.08399,0.080092,0.00116049,1.43118,1.50211,8893287557.36,8893535397.494736,3.56,-97.69586,2019-06-20,0.080092,2026-03-29
+midnight-3,night,Midnight,0.04317215,717147015,80,469919924,0.04954301,0.04268563,-0.005892203988456433,-12.00913,-11.6925,16607399400.63495,24000000000.0,0.118529,-63.49899,2025-12-09,0.02378032,2025-12-09
+aptos,apt,Aptos,0.893465,709324789,81,74946116,0.948505,0.891343,-0.024359946353464834,-2.6541,-2.63323,794110667.5254856,1200409677.954553,19.92,-95.51542,2023-01-26,0.795451,2026-02-23
+official-trump,trump,Official Trump,2.93,679053587,82,102484003,3.0,2.84,0.04469095,1.54868,1.2466,232498807.465716,1000000000.0,73.43,-96.02714,2025-01-19,2.73,2026-03-12
+flare-networks,flr,Flare,0.0077744,665381760,83,4169204,0.0078862,0.00755392,8.926e-05,1.16149,1.29433,85437296878.07397,105376634599.3174,0.150073,-94.81136,2023-01-10,0.00755392,2026-03-29
+filecoin,fil,Filecoin,0.812789,621802061,84,87622963,0.858117,0.790176,0.00533846,0.66115,0.92916,764828086.0,1957925595.0,236.84,-99.65604,2021-04-01,0.790176,2026-03-29
+ousg,ousg,OUSG,114.73,621210971,85,0.0,114.73,114.73,0.0,0.0,0.0,5414739.363077936,5414739.363077936,114.73,0.0,2026-03-27,95.09,2023-03-22
+xdce-crowd-sale,xdc,XDC Network,0.03092551,616773647,86,23328653,0.03181638,0.02961755,0.00087039,2.89599,2.97657,19941094340.67,38060108097.9,0.192754,-83.85445,2021-08-21,0.00039532,2019-07-22
+beldex,bdx,Beldex,0.080069,608835510,87,12267990,0.080817,0.079803,-5.7171927160926e-05,-0.07135,-0.10613,7606541492.399139,9936840955.126062,0.450785,-82.25045,2018-12-17,0.00027519,2019-11-01
+ylds,ylds,YLDS,0.999849,592332609,88,8227651,0.999909,0.999517,7.734e-05,0.00774,0.00784,592421440.97,592421440.97,1.001,-0.12457,2026-02-13,0.999202,2025-11-16
+hash-2,hash,Provenance Blockchain,0.01040857,585790249,89,5212.23,0.01124583,0.01001473,-0.000829707515523479,-7.38287,-7.32073,56279597120.0,100000000000.0,0.060147,-82.69476,2025-09-14,0.00946334,2026-03-27
+gho,gho,GHO,0.998797,583347809,90,3809938,0.999416,0.998511,-0.000207041185453782,-0.02072,-0.02502,584000000.0,584000000.0,1.03,-3.00811,2024-02-28,0.917065,2023-10-24
+vechain,vet,VeChain,0.00669743,575833112,91,13428478,0.00682451,0.00646753,0.00011486,1.74496,1.68164,85985041177.0,85985041177.0,0.280991,-97.61717,2021-04-19,0.00191713,2020-03-13
+usual-usd,usd0,Usual USD,0.998122,560381434,92,24680,1.001,0.99411,-0.000532219040956905,-0.05329,-0.05328,561436091.0445707,561436091.0445707,1.33,-24.71581,2024-07-12,0.962885,2025-04-10
+arbitrum,arb,Arbitrum,0.090745,548282112,93,59525925,0.093549,0.087087,0.00183012,2.05828,2.17306,6040824145.0,10000000000.0,2.39,-96.21001,2024-01-12,0.087087,2026-03-29
+jupiter-exchange-solana,jup,Jupiter,0.150939,535836585,94,27982387,0.154792,0.139671,0.00852269,5.98434,5.98183,3550835739.32,6863982442.853685,2.0,-92.46386,2024-01-31,0.135801,2026-02-12
+just,jst,JUST,0.060063,529463076,95,26349320,0.061628,0.057072,0.00128944,2.19391,2.20282,8815108920.581306,8815108920.581306,0.193254,-68.76764,2021-04-05,0.00476275,2020-05-09
+fetch-ai,fet,Artificial Superintelligence Alliance,0.228911,517004708,96,118805846,0.249517,0.224686,-0.001594447829543238,-0.69172,-0.46844,2258361198.6790967,2714384546.672,3.45,-93.35037,2024-03-28,0.00816959,2020-03-13
+stable-2,stable,​​Stable,0.02410558,514104742,97,18610008,0.02518945,0.02378213,0.00021215,0.88789,1.01197,21343324074.0,100000000000.0,0.0388874,-38.13607,2026-02-27,0.0092214,2025-12-24
+bonk,bonk,Bonk,5.78e-06,508300780,98,61858170,5.95e-06,5.55e-06,1.12404e-07,1.9831,1.9937,87994745223334.81,87994745223335.03,5.825e-05,-90.09128,2024-11-20,8.6142e-08,2022-12-29
+true-usd,tusd,TrueUSD,0.997215,493176813,99,8680092,0.998241,0.99709,-0.00057534713105678,-0.05766,-0.04685,494515083.0,494515083.0,1.62,-38.35811,2018-08-26,0.88355,2020-03-12
+layerzero,zro,LayerZero,1.92,484822017,100,33959519,2.04,1.91,-0.056682964696111116,-2.86866,-2.71102,252331652.6536562,1000000000.0,7.47,-74.27247,2024-12-06,1.12,2025-10-10
+a7a5,a7a5,A7A5,0.01231811,482870038,101,4923.01,0.01274288,0.01218402,4.252e-05,0.34636,0.35067,39199342735.34074,39199342735.34074,0.229635,-94.63579,2025-08-14,1.048e-05,2025-08-21
+fasttoken,ftn,Fasttoken,1.088,471909567,102,71562,1.089,1.086,0.00043601,0.04009,0.02894,433861414.6,870742437.0,4.61,-76.42441,2025-07-27,0.334201,2025-12-17
+pancakeswap-token,cake,PancakeSwap,1.38,454752232,103,28245544,1.41,1.33,0.02467833,1.81627,1.82034,328548745.9921591,341705991.4723409,43.96,-96.85351,2021-04-30,0.194441,2020-11-03
+chiliz,chz,Chiliz,0.04282102,440365702,104,126716378,0.04459234,0.03941191,0.00305936,7.69424,7.69726,10283374874.0,10283374874.0,0.878633,-95.13384,2021-03-13,0.00410887,2019-09-28
+virtual-protocol,virtual,Virtuals Protocol,0.647058,424057631,105,52889066,0.676525,0.635064,-0.003676939647618283,-0.56504,-0.54154,656301970.3333926,1000000000.0,5.07,-87.2545,2025-01-02,0.00748604,2024-01-23
+euro-coin,eurc,EURC,1.15,411948173,106,43598069,1.15,1.14,-0.003392436285229561,-0.2952,-2.51498,359556358.2904051,359556358.2904051,1.35,-15.26087,2023-03-14,0.052848,2022-12-09
+dash,dash,Dash,31.87,402862152,107,40221022,32.83,31.28,0.081766,0.25725,0.63073,12646800.52773652,12647597.93875045,1493.59,-97.86644,2017-12-20,0.213899,2014-02-14
+pudgy-penguins,pengu,Pudgy Penguins,0.00639436,401817591,108,81364341,0.00661118,0.00617377,0.00010527,1.67378,1.79392,62860396090.0,79747201773.30705,0.068447,-90.66426,2024-12-17,0.00371517,2025-04-09
+blockstack,stx,Stacks,0.218877,401687522,109,9597256,0.224523,0.212431,0.00276384,1.27889,1.2004,1838158893.75227,1838158893.75227,3.86,-94.34865,2024-04-01,0.04559639,2020-03-13
+janus-henderson-anemoy-aaa-clo-fund,jaaa,Janus Henderson Anemoy AAA CLO Fund,1.028,396447636,110,0.0,1.028,1.028,-0.000408000000000186,-0.03968,-0.03968,385714738.068719,385714738.068719,1.028,-0.03968,2026-03-27,1.009,2025-12-06
+first-digital-usd,fdusd,First Digital USD,0.998306,395708318,111,64911256,1.001,0.995605,-0.000389027676511944,-0.03895,-0.63604,396427998.3322019,396427998.3322019,1.15,-13.28944,2025-02-03,0.940377,2024-12-05
+tezos,xtz,Tezos,0.346046,373240419,112,11757672,0.35376,0.336606,0.0059302,1.74358,1.44772,1080147585.315979,1100168874.586762,9.12,-96.20879,2021-10-04,0.336606,2026-03-29
+hastra-prime,prime,PRIME,1.028,370712836,113,423634,1.033,0.97704,0.00277785,0.27082,0.52702,360465505.6107,360465505.6107,1.5,-31.47326,2026-03-11,0.956408,2026-03-17
+dexe,dexe,DeXe,7.91,370592421,114,26295769,8.19,7.15,0.574809,7.83901,8.00489,46751386.35500994,96504599.33609451,32.38,-75.64289,2021-03-08,0.671563,2020-11-06
+ether-fi,ethfi,Ether.fi,0.462925,364457743,115,24686629,0.47861,0.453309,0.00270557,0.58789,0.62469,787264625.0,998535999.0,8.53,-94.60223,2024-03-27,0.396031,2026-02-06
+decred,dcr,Decred,20.46,354958874,116,982179,21.21,20.11,-0.02368732991133271,-0.11566,0.57548,17346958.3411059,17347008.54545139,247.35,-91.72739,2021-04-17,0.43154,2016-12-26
+usx,usx,USX,0.999247,352152256,117,380834,0.99988,0.999168,-0.000194668330202652,-0.01948,-0.01066,352372797.570878,352372797.570878,1.038,-3.73998,2026-01-28,0.828472,2025-12-26
+kinesis-gold,kau,Kinesis Gold,145.24,346579946,118,127146,174.15,143.28,-20.048815542054854,-12.12944,-12.12944,2386227.8342,2386227.8342,206.98,-29.83582,2026-03-01,44.06,2023-04-21
+sei-network,sei,Sei,0.051559,346222227,119,41040000,0.053841,0.050906,-0.001012134738672309,-1.92527,-2.14193,6733333333.0,10000000000.0,1.14,-95.49456,2024-03-16,0.050906,2026-03-30
+sun-token,sun,Sun Token,0.0177414,341367333,120,140767846,0.01796197,0.01722707,0.00028631,1.64029,2.3071,19225609170.21119,19900730000.0,66.45,-99.97318,2020-09-11,0.00462303,2022-11-14
+apenft,nft,AINFT,3.26694e-07,323461645,122,11046996,3.30043e-07,3.24575e-07,-2.92046478e-10,-0.08931,-0.08776,990105667256391.5,990105667256391.5,7.53e-06,-95.66586,2021-09-05,2.98737e-07,2023-06-10
+adi-token,adi,ADI,4.03,323403063,121,474267,4.06,4.01,0.00863191,0.21453,0.45642,79999999.92,999999999.0,4.18,-3.17916,2026-03-25,0.975425,2025-12-10
+curve-dao-token,crv,Curve DAO,0.214407,320170473,123,43014315,0.221313,0.205762,0.00473819,2.25984,2.14295,1493284090.0,2366343371.417323,15.37,-98.60804,2020-08-14,0.180354,2024-08-05
+gnosis,gno,Gnosis,119.86,316312412,124,4562352,124.67,116.59,1.12,0.94323,0.89235,2639589.0,3000000.0,644.2,-81.39094,2021-11-08,6.88,2020-03-13
+bittorrent,btt,BitTorrent,3.18124e-07,314081304,125,10442643,3.18894e-07,3.13932e-07,3.357e-09,1.06648,1.18234,987037885840674.8,990000000000000.0,3.43e-06,-90.72161,2022-01-21,3.04531e-07,2026-02-06
+river,river,River,15.96,313079452,126,30675123,16.0,12.86,1.2,8.13462,8.97086,19600000.0,100000000.0,87.73,-81.85269,2026-01-26,1.58,2025-09-23
+usdai,usdai,USDai,0.999427,310259988,127,1243474,0.999787,0.999398,-0.000244264238965619,-0.02443,-0.0966,310437952.002256,310437952.002256,1.19,-15.86616,2025-09-04,0.769779,2025-09-26
+kite-2,kite,Kite,0.17098,305948050,128,97743792,0.17769,0.15697,0.01173601,7.36982,6.575,1800000000.0,10000000000.0,0.319747,-47.03245,2026-03-06,0.061819,2025-11-04
+aerodrome-finance,aero,Aerodrome Finance,0.311181,288651120,129,9400372,0.327626,0.309313,-0.009602708597983123,-2.99352,-2.79769,927408549.7520013,1866564118.17761,2.32,-86.57824,2024-12-07,1.861e-05,2023-10-17
+injective-protocol,inj,Injective,2.87,287184313,130,51042509,2.94,2.75,0.073089,2.61147,2.61853,100000000.0,100000000.0,52.62,-94.55687,2024-03-14,0.657401,2020-11-03
+venice-token,vvv,Venice Token,6.17,278048875,131,23080195,6.77,5.88,0.237444,4.0046,4.15684,45088618.78757615,79273633.46090335,22.58,-72.6934,2025-01-28,0.91975,2025-12-01
+conflux-token,cfx,Conflux,0.053362,276940102,132,13610674,0.054511,0.052199,-0.000266688940549674,-0.49729,-0.51224,5189835932.13,5196935867.46,1.7,-96.84854,2021-03-27,0.02199898,2022-12-30
+bitcoin-cash-sv,bsv,Bitcoin SV,13.76,275279431,133,10271418,14.02,13.5,0.224663,1.65952,1.62689,20008140.625,20008243.75,489.75,-97.1834,2021-04-16,11.56,2026-02-06
+frax,frax,Legacy Frax Dollar,0.991536,273599691,134,4678098,0.993018,0.955089,0.00751292,0.76349,0.78151,275935184.0102677,275935184.0102677,1.14,-13.05131,2021-02-07,0.874536,2023-03-11
+lido-dao,ldo,Lido DAO,0.315668,268085564,135,38345294,0.323935,0.297243,0.01051576,3.44607,3.45555,849264458.5927889,1000000000.0,7.3,-95.67981,2021-08-20,0.271383,2026-03-08
+floki,floki,FLOKI,2.761e-05,266579234,136,24051400,2.858e-05,2.681e-05,2.69758e-07,0.98659,0.99109,9654351169186.0,10000000000000.0,0.00034495,-91.99547,2024-06-05,8.428e-08,2021-07-06
+kinesis-silver,kag,Kinesis Silver,70.24,265314831,137,372838,71.51,67.52,0.472754,0.67759,0.67845,3777096.9336,3777096.9336,130.0,-45.95835,2026-02-02,4.36,2024-02-11
+kaia,kaia,Kaia,0.04526893,265121103,138,6850326,0.04635633,0.04460749,-0.000515492291653021,-1.12591,-1.18154,5856641747.106198,5856641936.044253,0.406698,-88.86344,2024-12-03,0.04460749,2026-03-29
+celestia,tia,Celestia,0.294009,264106420,140,21319435,0.30407,0.285627,0.00332822,1.14498,1.33386,898180832.362734,1164851599.259515,20.85,-98.59003,2024-02-10,0.279957,2026-02-06
+crvusd,crvusd,crvUSD,0.994875,263564370,139,19112121,1.001,0.991955,-0.003074680236190952,-0.3081,0.01134,264828190.7046497,264828190.7046497,1.11,-9.90359,2024-06-13,0.949016,2023-08-08
+official-fo,fo,Official FO,0.263084,262424118,141,249249,0.263202,0.262794,-3.4762538415722e-05,-0.01321,-0.03288,997490221.15,997490221.15,0.830025,-68.29782,2025-09-28,0.262705,2026-03-27
+jasmycoin,jasmy,JasmyCoin,0.00529631,261875822,142,11024687,0.00542536,0.00518144,-3.158496052142e-06,-0.0596,-0.06144,49444999677.59027,50000000000.0,4.79,-99.88967,2021-02-16,0.00275026,2022-12-29
+the-graph,grt,The Graph,0.02370125,255269053,143,13624609,0.02449342,0.02316875,0.00020737,0.88268,0.87658,10770277707.82093,10800262816.04821,2.84,-99.16576,2021-02-12,0.02316875,2026-03-29
+ape-and-pepe,apepe,Ape and Pepe,1.19e-06,250802997,144,39003418,1.2e-06,1.18e-06,1.1176e-08,0.94441,0.89846,210000000000000.0,210000000000000.0,6.89e-06,-82.66174,2024-11-22,6.54916e-07,2025-09-17
+doublezero,2z,DoubleZero,0.072207,249437025,145,9274642,0.072841,0.066603,0.00494635,7.35396,7.04166,3471417500.0,10000000000.0,0.893679,-91.96065,2025-10-02,0.065927,2026-02-24
+olympus,ohm,Olympus,15.71,245856020,146,89805,16.07,15.28,0.343307,2.2335,2.26279,15645551.38895166,19878186.55246076,1415.26,-98.88986,2021-04-25,7.54,2022-11-26
+spx6900,spx,SPX6900,0.262019,243999830,147,6019861,0.275856,0.257206,-0.004258278647686575,-1.59919,-1.54631,930993080.908372,930993080.908372,2.27,-88.50678,2025-07-28,0.00131808,2024-02-04
+monad,mon,Monad,0.0223888,242708908,148,142536111,0.02402285,0.02169716,0.00015969,0.7184,0.80482,10830583396.0,100000000000.0,0.04882901,-54.08705,2025-11-26,0.01636691,2026-02-06
+iota,iota,IOTA,0.055084,239671772,149,7880713,0.055997,0.05222,0.00194819,3.66643,3.41142,4357447719.0,4852264160.0,5.25,-98.95329,2017-12-19,0.05222,2026-03-29
+syrup,syrup,Maple Finance,0.202182,234416662,150,5374213,0.210182,0.198172,0.00112402,0.55905,0.74672,1159459590.7885313,1216127147.998563,0.653229,-69.06825,2025-06-25,0.085229,2025-04-07
+btse-token,btse,BTSE Token,1.41,228864517,151,2650166,1.47,1.41,-0.05875469167945613,-3.9943,-3.92784,162061501.0,200000000.0,9.21,-84.66129,2022-03-23,0.06191,2025-10-10
+optimism,op,Optimism,0.106488,225972845,152,59032125,0.109278,0.100074,0.0044031,4.31316,4.60505,2117847344.0,4294967296.0,4.84,-97.80348,2024-03-06,0.100074,2026-03-29
+zebec-network,zbcn,Zebec Network,0.00226415,221596190,153,8845626,0.0024514,0.00226182,-1.6414406754311e-05,-0.71975,-0.762,97951717939.67068,99997616291.37283,0.00700261,-67.70089,2025-05-30,0.00069854,2024-08-05
+the9bit,9bit,The9bit,0.02676789,219500071,154,4487742,0.02773488,0.02669059,-0.000262786198293261,-0.97218,-0.95684,8199996207.155815,9999996207.155815,0.02773488,-3.52153,2026-03-30,0.00589506,2026-02-07
+pyth-network,pyth,Pyth Network,0.03783064,218019849,155,9898578,0.03891845,0.036802,0.00068125,1.83381,2.27605,5749982264.378365,10000000000.0,1.2,-96.83279,2024-03-16,0.03679605,2026-03-28
+usda-2,usda,USDa,0.987772,217999202,156,1.019,0.987834,0.987598,3.697e-05,0.00374,0.00403,220697826.4917949,220697826.4917949,1.021,-3.29941,2025-01-13,0.737813,2024-12-06
+agora-dollar,ausd,AUSD,0.999304,216288334,157,21655822,1.001,0.99811,-0.001363741438816901,-0.13628,-0.14169,216456853.0,216456853.0,1.022,-2.17969,2024-10-05,0.950515,2024-12-05
+undeads-games,uds,Undeads Games,1.73,215735496,158,254748,1.74,1.72,0.00061643,0.03561,0.03839,124564379.375,250000000.0,3.15,-45.08154,2025-12-03,0.040673,2024-10-30
+ethereum-name-service,ens,Ethereum Name Service,5.53,212528517,159,19192107,5.75,5.45,-0.019704303364802556,-0.35491,-0.26838,38380013.53099827,100000000.0,83.4,-93.36506,2021-11-11,5.01,2026-02-06
+plasma,xpl,Plasma,0.08803,209071104,160,42573848,0.091792,0.085236,0.00093328,1.07154,1.07747,2375000000.0,10041666666.6667,1.68,-94.77153,2025-09-28,0.073026,2026-02-06
+blockchain-capital,bcap,Blockchain Capital,22.89,208576221,161,0.0,22.89,22.89,0.0,0.0,0.0,9112111.0,9112111.0,28.41,-19.42978,2025-07-28,17.76,2025-06-02
+helium,hnt,Helium,1.081,199922905,162,3986303,1.15,1.079,-0.04968057755362687,-4.39216,-4.20608,184549589.2353177,184549589.2353177,54.88,-98.02935,2021-11-12,0.113248,2020-04-18
+lighter,lit,Lighter,0.795312,198877483,163,18566127,0.849212,0.78739,-0.030792050599557363,-3.72738,-4.00834,250000000.0,1000000000.0,7.86,-89.89875,2025-12-30,0.78739,2026-03-30
+build-on,b,BUILDon,0.198019,198018930,164,2204941,0.200197,0.19511,-0.000643969512209602,-0.32415,-0.28597,1000000000.0,1000000000.0,0.731588,-72.91548,2025-08-31,0.082973,2025-10-10
+terra-luna,lunc,Terra Luna Classic,3.618e-05,197535919,165,6977223,3.694e-05,3.56e-05,-1.98979447657e-07,-0.54702,-0.53466,5458950543836.362,6465556265295.602,119.18,-99.99997,2022-04-05,9.99967e-07,2022-05-13
+the-sandbox,sand,The Sandbox,0.073581,196254216,166,18677766,0.0755,0.071103,0.00105502,1.45469,1.44463,2667289212.2233224,3000000000.0,8.4,-99.12569,2021-11-25,0.02897764,2020-11-04
+telcoin,tel,Telcoin,0.00202594,192641268,167,1181180,0.00211879,0.00202597,-4.1629716301013e-05,-2.01346,-1.98376,95077236366.71,100000000000.0,0.064483,-96.8547,2021-05-11,6.474e-05,2020-03-13
+chain-2,xcn,Onyxcoin,0.0050997,191386209,168,9627203,0.0052175,0.00499589,8.479e-05,1.69072,1.67566,37521399795.63514,53402432357.48609,0.184139,-97.221,2022-05-27,0.0007055,2023-10-11
+starknet,strk,Starknet,0.03369792,190472656,169,13335113,0.03513773,0.03297428,0.00015239,0.45428,0.54711,5651535251.348971,10000000000.0,4.41,-99.23677,2024-02-20,0.03297428,2026-03-29
+axie-infinity,axs,Axie Infinity,1.12,189988861,170,18603182,1.16,1.1,0.00187721,0.16776,0.14044,169498493.0965616,270000000.0,164.9,-99.32231,2021-11-06,0.123718,2020-11-06
+tradable-na-rent-financing-platform-sstn,pc0000031,Tradable NA Rent Financing Platform SSTN,1.0,189500000,171,0.0,1.0,1.0,0.0,0.0,0.0,189500000.0,189500000.0,189500000,-100.0,2025-05-29,1.0,2025-05-29
+vision-3,vsn,Vision,0.051501,188427343,172,9727656,0.051777,0.051173,0.00032766,0.6403,0.73162,3659271853.1340685,4200000000.0,0.223874,-76.99819,2025-08-11,0.04699095,2026-02-05
+re-protocol-reusd,reusd,Re Protocol reUSD,1.069,188086477,173,1350247,1.069,1.068,-6.6290075223296e-05,-0.0062,0.53037,176006409.121067,176006409.121067,1.078,-0.87242,2025-10-10,0.873393,2025-07-17
+pendle,pendle,Pendle,1.11,185050501,174,19377575,1.16,1.1,-0.009326870659334574,-0.83148,-0.86663,166319487.8711288,281527448.4585314,7.5,-85.19493,2024-04-11,0.03377729,2022-11-14
+neo,neo,NEO,2.6,183788186,175,10880449,2.67,2.52,0.04700699,1.83959,2.03585,70530000.0,100000000.0,198.38,-98.68562,2018-01-15,0.078349,2016-10-21
+swissborg,borg,SwissBorg,0.186382,183481575,176,313154,0.193447,0.179275,8.65e-05,0.04643,0.30948,981852443.4419999,981852443.4419999,1.64,-88.61402,2021-05-04,0.00502687,2019-07-28
+nusd-2,nusd,Neutrl USD,0.996787,182103145,177,4889718,1.002,0.993518,-0.002715052078954727,-0.27164,-1.61946,182651287.1156984,182651287.1156984,1.031,-3.1263,2026-01-31,0.975411,2025-11-20
+story-2,ip,Story,0.515824,181717324,178,32350683,0.542245,0.513211,-0.008345890591385463,-1.59221,-1.55775,352287837.87,1025814271.39,14.78,-96.50801,2025-09-21,0.513211,2026-03-30
+wefi,wfi,WeFi,2.19,179435274,179,2767897,2.19,2.11,0.067338,3.17716,3.13827,82053794.117437,1000000000.0,3.0,-27.11421,2026-01-19,0.151329,2024-11-25
+reallink,real,RealLink,0.056042,178103851,180,4518536,0.057515,0.054176,0.00061722,1.1136,1.40309,3174876475.0,3174876475.0,0.99069,-94.34523,2023-01-02,0.00023002,2023-05-09
+trust-wallet-token,twt,Trust Wallet,0.4261,177523622,181,8235652,0.444841,0.423611,-0.008846589594055876,-2.03395,-2.03622,416649900.0,1000000000.0,2.72,-84.36004,2022-12-11,0.00277641,2020-06-09
+newton-project,ab,AB,0.00178447,176412795,182,4004202,0.00193892,0.00178134,-0.000124859736477933,-6.53946,-6.52953,98823661261.46,98823661261.46,0.01727373,-89.67704,2025-03-22,3.8e-06,2022-10-11
+dogwifcoin,wif,dogwifhat,0.176347,176203479,183,46936358,0.179438,0.169202,0.0048059,2.8016,2.90074,998926392.0,998926392.0,4.83,-96.34542,2024-03-31,0.00155464,2023-12-13
+spiko-us-t-bills-money-market-fund,ustbl,Spiko US T-Bills Money Market Fund,1.079,175593402,184,49.95,1.079,1.078,0.000301,0.02791,-1.61467,162781217.93664,162781217.93664,1.079,0.0,2026-03-30,1.013,2024-08-20
+fartcoin,fartcoin,Fartcoin,0.168345,168383383,185,49153764,0.172719,0.159729,0.00120515,0.72105,0.73427,999978863.204121,999978863.204121,2.48,-93.24809,2025-01-19,0.02002855,2024-10-30
+compound-governance-token,comp,Compound,17.28,167047171,186,9192394,18.41,17.16,-0.7049016997266264,-3.92013,-3.90276,9668189.278360886,10000000.0,854.45,-97.98412,2021-05-12,15.21,2026-02-06
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+zksync,zk,ZKsync,0.01711146,164388986,188,8790842,0.01783896,0.01670023,9.544e-05,0.56088,0.59952,9604921336.0,21000000000.0,0.320983,-94.66654,2024-06-17,0.01670023,2026-03-29
+falcon-finance-ff,ff,Falcon Finance,0.070247,164341212,189,10038327,0.07205,0.069708,-0.000421993761190551,-0.59714,-0.51497,2340000000.0,10000000000.0,0.770814,-90.87888,2025-09-29,0.062102,2025-10-10
+mx-token,mx,MX,1.78,163910474,190,10729704,1.79,1.78,0.00593253,0.33354,0.32868,91837334.0,409024834.0,5.85,-69.52553,2024-04-09,0.04218457,2019-11-25
+bnb48-club-token,koge,KOGE,47.95,162082653,191,163453716,47.97,47.95,-0.005414035017615504,-0.01129,-0.01338,3379998.56,3379998.56,76.94,-37.6777,2022-03-25,1.19,2021-02-01
+decentraland,mana,Decentraland,0.081921,158290348,192,12148933,0.083962,0.078945,0.00127582,1.58202,1.47112,1935187949.4307714,2193179327.320146,5.85,-98.60418,2021-11-25,0.00923681,2017-10-31
+satoshi-stablecoin,satusd,Satoshi Stablecoin,0.993781,158271847,193,36325,0.99895,0.979522,-0.001114755127748834,-0.11205,-0.11183,159262354.095454,159262354.095454,1.68,-40.75122,2025-02-22,0.635574,2024-07-21
+grass,grass,Grass,0.278264,157187155,194,10923966,0.300265,0.275504,-0.011448153143104545,-3.95156,0.08546,564673734.0,1000000000.0,3.89,-92.85807,2024-11-08,0.166785,2026-02-06
+convex-finance,cvx,Convex Finance,1.71,156541161,195,9660159,1.77,1.62,0.04665328,2.81234,2.84468,91758226.73956148,99959886.10151038,60.09,-97.14198,2022-01-01,1.36,2025-10-10
+walrus-2,wal,Walrus,0.069099,154810803,196,8947366,0.071782,0.065427,0.0029444,4.4508,4.38251,2242500000.0,5000000000.0,0.759179,-90.89836,2025-05-14,0.065359,2026-03-29
+flying-tulip,ft,Flying Tulip,0.097749,152978199,197,112046,0.098158,0.096225,0.00138473,1.43696,0.58451,1564577149.386623,9988120502.079584,0.299855,-67.39332,2026-02-23,0.093854,2026-03-28
+humanity,h,Humanity,0.083616,152565862,198,11397604,0.090655,0.080917,0.00250729,3.09126,3.4034,1825000000.0,10000000000.0,0.388387,-78.46784,2025-10-25,0.01810273,2025-06-27
+stasis-eurs,eurs,STASIS EURO,1.23,152545452,200,16415.43,1.24,1.22,-0.002183445944840656,-0.17735,-0.17764,124125940.0,124125940.0,1.79,-31.76949,2023-03-14,0.632498,2026-02-13
+sonic-3,s,Sonic,0.04015086,151999125,199,11829943,0.04144245,0.03936253,0.00014007,0.35009,0.31147,3784775845.0,3885497663.0,1.029,-96.09845,2025-01-04,0.03683683,2026-02-28
+raydium,ray,Raydium,0.563701,151466498,201,11844127,0.578297,0.55068,0.00232048,0.41335,0.44472,268700018.217795,555000000.0,16.83,-96.65635,2021-09-12,0.134391,2022-12-29
+gusd,gusd,GUSD,1.001,150025923,202,1361336,1.012,0.991472,0.0010925,0.10925,0.24893,149790000.0,320000000.0,1.022,-2.0233,2026-03-02,0.979237,2026-03-02
+zano,zano,Zano,9.84,149811338,203,1639378,10.01,9.59,0.02030859,0.20674,0.2102,15218950.8,15220453.54,17.81,-45.03231,2025-01-07,0.146452,2019-12-16
+theta-token,theta,Theta Network,0.149372,149371700,204,9240096,0.154049,0.147347,-0.001239716570180627,-0.82312,-0.85038,1000000000.0,1000000000.0,15.72,-99.05239,2021-04-16,0.04039979,2020-03-13
+onyc,onyc,Onchain Yield Coin,1.088,145620656,205,6321655,1.089,1.082,0.00028704,0.02639,0.00621,133857810.8631545,133857810.8631545,1.089,-0.05787,2026-03-30,1.005,2025-07-24
+safepal,sfp,SafePal,0.280859,140432167,206,1632542,0.285315,0.274337,0.00171253,0.61349,0.59601,500000000.0,500000000.0,4.19,-93.28771,2021-02-09,0.232742,2026-02-06
+thorchain,rune,THORChain,0.397921,139726065,207,22991313,0.408499,0.388706,0.00247391,0.6256,0.78176,351066618.0,424711849.0,20.87,-98.09537,2021-05-19,0.00851264,2019-09-28
+basic-attention-token,bat,Basic Attention,0.093176,139320518,208,14398183,0.097393,0.090154,0.00136135,1.48271,1.66047,1495724656.9526057,1500000000.0,1.9,-95.11242,2021-11-28,0.072394,2017-07-16
+ultima,ultima,Ultima,3664.94,139196754,209,9700770,3723.45,3626.37,-11.9509777967437,-0.32503,0.37744,37772.135734,100000.0,22851,-83.89779,2025-02-14,2038.41,2024-06-12
+gala,gala,GALA,0.00285458,135724342,210,16880325,0.0029521,0.00271086,7.926e-05,2.85574,2.84925,47546220259.74763,47546220272.74762,0.824837,-99.65423,2021-11-26,0.00013475,2020-12-28
+banana-for-scale-2,bananas31,Banana For Scale,0.01356788,135675496,211,24550068,0.01408482,0.01279883,0.00031819,2.40149,2.23194,10000000000.0,10000000000.0,0.057741,-76.49942,2025-07-11,0.00072336,2025-02-03
+sentient,sent,Sentient,0.01861934,134866241,212,41615985,0.01979409,0.01803684,-0.000453912062249168,-2.37984,-2.70966,7237882055.0,34359738368.0,0.04805315,-61.12945,2026-02-01,0.01572196,2026-03-28
+qubic-network,qubic,Qubic,9.88959e-07,134689755,213,2315226,1.02e-06,9.56781e-07,-1.6647326405e-08,-1.65545,-2.29086,136447261032519.0,167504493885410.0,1.256e-05,-92.15362,2024-03-02,4.34669e-07,2026-02-28
+ecash,xec,eCash,6.64e-06,132926568,214,3460453,6.79e-06,6.52e-06,4.9853e-08,0.75606,0.53055,20008010922580.0,20008095297580.0,0.00038001,-98.25233,2021-09-04,6.52e-06,2026-03-29
+theo-short-duration-us-treasury-fund,thbill,Theo Short Duration US Treasury Fund,1.017,131953329,215,117824,1.019,1.016,-0.000405623047646353,-0.03987,-0.00222,129713419.202387,129713419.202387,1.11,-8.47849,2025-10-10,0.906552,2025-10-10
+circle-internet-group-ondo-tokenized-stock,crclon,Circle Internet Group (Ondo Tokenized Stock),89.34,130854150,216,8731964,97.37,88.28,-3.373659774248395,-3.63899,1.65961,1458431.699393961,1458431.699393961,158.37,-43.34651,2025-10-10,47.99,2026-02-06
+apollo-diversified-credit-securitize-fund,acred,Apollo Diversified Credit Securitize Fund,1090.36,130627153,217,0.0,1091.48,1088.21,0.790037,0.07251,0.08071,119802.178276,119802.178276,1108.47,-1.75357,2026-01-18,1004.33,2025-04-09
+akash-network,akt,Akash Network,0.495431,129759211,218,8114284,0.518398,0.489614,-0.010513607837828065,-2.07802,-2.06925,261911533.582431,290814109.977637,8.07,-93.88943,2021-04-06,0.164994,2022-11-21
+gekko,gekko,GEKKO,6.47934e-07,129075492,219,76305,6.56504e-07,5.92909e-07,4.3663e-08,7.2258,6.61208,200000000000000.0,200000000000000.0,1.37e-05,-95.29062,2024-03-06,5.8429e-07,2026-03-07
+instadapp,fluid,Fluid,1.64,128880495,220,2411533,1.69,1.61,0.01473004,0.90564,0.90579,78532543.82034639,100000000.0,24.4,-93.29548,2021-06-16,0.366538,2022-12-28
+golem,glm,Golem,0.128092,128549016,221,5120086,0.132217,0.126559,0.00146325,1.15554,1.493,1000000000.0,1000000000.0,1.32,-90.29226,2018-04-13,0.00913753,2016-12-12
+sosovalue,soso,SoSoValue,0.408225,127354590,222,1653745,0.417846,0.405003,-0.008867446335764806,-2.12601,-2.15384,312001548.0,1000000000.0,1.42,-71.25524,2025-01-25,0.299484,2026-02-24
+avant-usd,avusd,Avant USD,0.999138,126979955,223,54568,0.999381,0.998892,-0.000155783392817077,-0.01559,-0.32247,127089541.9983975,127089541.9983975,1.059,-5.62433,2025-10-10,0.967857,2025-02-03
+chutes,sn64,Chutes,26.84,125956392,225,2478442,28.76,26.42,-0.3168114495987524,-1.16675,-1.05315,4695142.553605033,4695142.553605033,104.42,-74.36724,2025-06-10,13.04,2026-02-06
+origintrail,trac,OriginTrail,0.281347,125763709,224,6768915,0.291882,0.279299,-0.000625858575287408,-0.22196,-0.27991,447274118.0,500000000.0,3.5,-91.98925,2021-11-03,0.00385262,2020-03-13
+aethir,ath,Aethir,0.00682959,125207440,226,17283133,0.00708928,0.0067509,-0.000100937869135841,-1.45642,-1.64066,18367688543.0,42000000000.0,0.118536,-94.24972,2024-06-12,0.00487815,2026-02-24
+jito-governance-token,jto,Jito,0.274193,124236623,227,11517630,0.288959,0.273321,-0.00948643620923334,-3.34407,-3.16984,453144332.4,1000000000.0,6.01,-95.44503,2023-12-07,0.218137,2026-02-06
+ozone-chain,ozo,Ozone Chain,0.129602,123782114,229,224029,0.131991,0.12896,-2.4069737262211e-05,-0.01857,0.15228,954291648.0,1000000000.0,0.485077,-73.29486,2024-04-29,0.060046,2023-10-07
+gmt-token,gomining,GoMining Token,0.304876,123462914,228,15173091,0.310341,0.304101,-0.002272291345930155,-0.7398,-0.84836,405204685.1714697,405204685.1714697,0.564703,-45.83558,2024-12-16,0.069487,2022-11-10
+1inch,1inch,1INCH,0.087885,123423324,230,10620188,0.090325,0.085543,0.00095898,1.10321,1.0403,1404367082.661079,1499999999.997,8.65,-98.98446,2021-10-27,0.083617,2026-02-06
+cash-4,cash,CASH,0.998723,122914883,231,3984878,1.004,0.95897,0.00033881,0.03394,0.78758,122945601.71886,122945601.71886,1.058,-5.54122,2025-11-15,0.721504,2026-03-22
+astherus-usdf,usdf,Aster USDF,0.996944,122019221,232,157600,0.998275,0.996928,-0.000942917110943964,-0.09449,-0.40527,122393287.7676175,122393287.7676175,1.046,-4.71719,2025-10-10,0.798494,2025-10-10
+frax-usd,frxusd,Frax USD,0.9998,121772189,233,10316264,1.0,0.999088,3.118e-05,0.00312,0.1072,121794410.7190035,121801384.3420115,1.007,-0.70129,2025-05-30,0.97622,2025-02-17
+immutable-x,imx,Immutable,0.143848,121211428,234,8636054,0.148851,0.140681,0.00111934,0.78425,-0.38502,842444578.3296283,2000000000.0,9.52,-98.48984,2021-11-26,0.134529,2026-02-06
+vaulta,a,Vaulta,0.073965,120646834,235,12961597,0.075237,0.071001,0.00067179,0.91658,0.94981,1631931518.4736,2100000000.0,0.778734,-90.53754,2025-05-28,0.07098,2026-02-06
+pleasing-usd,pusd,Pleasing USD,0.988819,118658338,236,0.0,,,,,,120000000.0,120000000.0,1.057,-6.43572,2026-02-06,0.93418,2026-03-21
+shuffle-2,shfl,Shuffle,0.298308,118108838,237,747037,0.314869,0.297605,-0.012114595502281666,-3.90262,-3.50508,394529509.0168794,927227144.656615,0.787524,-62.07503,2024-03-18,0.141225,2024-12-17
+infinifi-usd,iusd,InfiniFi USD,0.999039,117620864,238,881645,1.002,0.995785,-0.002091371961203015,-0.2089,-1.29436,117660093.5409266,117660093.5409266,1.38,-27.51247,2026-01-11,0.243118,2026-01-04
+wemix-token,wemix,WEMIX,0.253097,117000993,239,985944,0.263795,0.25169,-0.009388400485499993,-3.57674,-3.57018,462277841.3255647,552473209.5478008,24.71,-98.97706,2021-11-21,0.128398,2021-06-22
+eigenlayer,eigen,EigenCloud (prev. EigenLayer),0.166425,114626799,241,14859745,0.174225,0.165063,-0.00179825646335996,-1.06897,5.15778,688735518.2165385,1808662300.168644,5.65,-97.06091,2024-12-17,0.165063,2026-03-30
+tradable-singapore-fintech-ssl-2,pc0000023,Tradable Singapore Fintech SSL,1.0,114500000,240,0.0,1.0,1.0,0.0,0.0,0.0,114500000.0,114500000.0,1.0,0.0,2025-07-03,1.0,2025-07-03
+seeker,skr,Seeker,0.01877321,114221467,242,5534428,0.01923433,0.0179155,0.00028642,1.54933,1.84457,6081631081.238799,10181631081.2388,0.055818,-66.50361,2026-01-22,0.00542271,2026-01-21
+impossible-cloud-network-token,icnt,Impossible Cloud Network Token,0.452381,114166718,243,10861624,0.458171,0.399586,-0.005790455099791036,-1.26382,-1.48262,253006129.72647312,700000000.0,0.59106,-23.50011,2025-12-19,0.109937,2025-10-10
+arweave,ar,Arweave,1.69,110904934,244,12950571,1.76,1.65,0.00341362,0.20296,0.53151,65652466.0,65652466.0,89.24,-98.10842,2021-11-05,0.298788,2020-01-31
+elrond-erd-2,egld,MultiversX,3.72,110211031,245,5272808,3.84,3.68,-0.029487504343942206,-0.78632,-0.78209,29626904.0,29626904.0,545.64,-99.32009,2021-11-23,3.68,2026-03-29
+cow-protocol,cow,CoW Protocol,0.19633,109874827,246,4967131,0.201173,0.192839,-0.001098502095126075,-0.5564,-0.76563,559535005.5822053,1000000000.0,2.22,-91.16298,2022-03-28,0.03987045,2022-11-09
+melania-meme,melania,Melania Meme,0.114742,109304938,248,16420408,0.117873,0.113953,0.000789,0.69239,0.7587,952496375.911841,999996245.027251,13.05,-99.1226,2025-01-20,0.089932,2025-10-22
+pieverse,pieverse,Pieverse,0.508387,109270355,247,3168505,0.524255,0.506049,0.00233779,0.46197,0.47243,215000000.0,1000000000.0,1.001,-49.22133,2025-12-07,0.119363,2025-11-14
+lombard-protocol,bard,Lombard,0.358079,108303075,249,24834850,0.382106,0.34975,0.00143744,0.40305,0.8255,301875000.0,1000000000.0,1.7,-78.92259,2026-03-05,0.32573,2025-10-10
+tokenize-xchange,tkx,Tokenize Xchange,1.35,107976527,250,4479.24,1.37,1.32,0.01273195,0.95213,0.90574,79995997.76037452,100000000.0,50.43,-97.32899,2025-01-03,0.111255,2019-04-28

03_crypto_market_analysis/scripts/fetch_data.py

@@ -0,0 +1,41 @@
+#!/usr/bin/env python3
+"""Fetch cryptocurrency market data from CoinGecko API.
+
+Source: https://www.coingecko.com/en/api
+Usage: python fetch_data.py
+Output: ../data/crypto_market.csv
+"""
+import urllib.request, json, csv, time, os
+
+API = "https://api.coingecko.com/api/v3/coins/markets"
+
+if __name__ == "__main__":
+    os.makedirs("../data", exist_ok=True)
+    print("Fetching CoinGecko data...")
+    rows = []
+    for page in [1, 2]:
+        url = f"{API}?vs_currency=usd&order=market_cap_desc&per_page=125&page={page}&sparkline=false"
+        req = urllib.request.Request(url, headers={"User-Agent": "DataAnalyst-Portfolio"})
+        data = json.loads(urllib.request.urlopen(req, timeout=30).read())
+        for c in data:
+            rows.append({
+                "id": c["id"], "symbol": c["symbol"], "name": c["name"],
+                "current_price": c.get("current_price",0),
+                "market_cap": c.get("market_cap",0),
+                "market_cap_rank": c.get("market_cap_rank",0),
+                "total_volume": c.get("total_volume",0),
+                "high_24h": c.get("high_24h",0), "low_24h": c.get("low_24h",0),
+                "price_change_24h": c.get("price_change_24h",0),
+                "price_change_pct_24h": c.get("price_change_percentage_24h",0),
+                "market_cap_change_pct_24h": c.get("market_cap_change_percentage_24h",0),
+                "circulating_supply": c.get("circulating_supply",0),
+                "total_supply": c.get("total_supply",""),
+                "ath": c.get("ath",0), "ath_change_pct": c.get("ath_change_percentage",0),
+                "ath_date": (c.get("ath_date") or "")[:10],
+                "atl": c.get("atl",0), "atl_date": (c.get("atl_date") or "")[:10],
+            })
+        time.sleep(3)
+    with open("../data/crypto_market.csv", "w", newline="") as f:
+        w = csv.DictWriter(f, fieldnames=list(rows[0].keys()))
+        w.writeheader(); w.writerows(rows)
+    print(f"Saved {len(rows)} coins")

04_ecommerce_executive_dashboard/README.md

@@ -0,0 +1,31 @@
+# E-Commerce Executive Dashboard & Analytics
+
+## Overview
+Production-grade e-commerce analytics dashboard built for weekly executive reviews. Mirrors the KPI tracking, customer segmentation, and revenue analysis that a data analyst delivers to leadership.
+
+## Business Impact
+- Executive KPI summary with month-over-month comparisons
+- RFM customer segmentation identifying Champions, At Risk, and Lost segments
+- Cohort retention analysis revealing the critical Month 2 drop-off
+- Acquisition channel ROI comparison for marketing budget decisions
+- SQL queries powering automated dashboards
+
+## Key Skills Demonstrated
+- Executive reporting and KPI dashboards
+- Customer segmentation (RFM analysis)
+- Cohort retention analysis
+- SQL for business intelligence (8 production queries included)
+- Data cleaning and pipeline design
+- Stakeholder-ready visualizations and recommendations
+
+## Files
+- `data/orders.csv` - 8,000 order records with 19 fields
+- `data/customers.csv` - 1,200 customer profiles
+- `notebooks/executive_dashboard.ipynb` - Full analysis with outputs
+- `queries/business_queries.sql` - 8 production SQL queries
+- `outputs/` - Generated executive charts
+
+## Run
+```bash
+jupyter notebook notebooks/executive_dashboard.ipynb
+```

04_ecommerce_executive_dashboard/data/customers.csv

@@ -0,0 +1,1201 @@
+customer_id,customer_name,email,country,city,signup_date,acquisition_channel
+C-10000,Sophia Clark,sophia.clark39@email.com,US,LA,2024-07-02,Organic Search
+C-10001,Hans Moore,hans.moore97@email.com,US,Dallas,2025-06-27,Social Media
+C-10002,Lucas Miller,lucas.miller88@email.com,FR,Marseille,2025-03-07,Organic Search
+C-10003,Benjamin Ahmed,benjamin.ahmed97@email.com,FR,Paris,2025-02-01,Organic Search
+C-10004,Omar Harris,omar.harris20@email.com,DE,Berlin,2024-12-12,Social Media
+C-10005,Isabella White,isabella.white64@email.com,US,LA,2024-01-08,Paid Search
+C-10006,Olivia Martin,olivia.martin35@email.com,FR,Marseille,2025-06-15,Social Media
+C-10007,Ava Miller,ava.miller66@email.com,US,Phoenix,2024-06-13,Referral
+C-10008,Harper Kumar,harper.kumar14@email.com,US,New York,2024-06-29,Organic Search
+C-10009,Fatima Jackson,fatima.jackson64@email.com,UK,London,2024-03-24,Organic Search
+C-10010,Charlotte Taylor,charlotte.taylor76@email.com,DE,Frankfurt,2024-05-19,Organic Search
+C-10011,Liam Patel,liam.patel66@email.com,CA,Montreal,2024-08-04,Social Media
+C-10012,Ava Thomas,ava.thomas17@email.com,AU,Sydney,2025-05-02,Email
+C-10013,Marie Dubois,marie.dubois87@email.com,CA,Calgary,2024-06-03,Organic Search
+C-10014,Oliver Garcia,oliver.garcia62@email.com,US,LA,2024-06-30,Referral
+C-10015,Mia Tanaka,mia.tanaka39@email.com,FR,Lyon,2025-05-26,Organic Search
+C-10016,James Kumar,james.kumar74@email.com,AU,Melbourne,2024-03-15,Organic Search
+C-10017,Mia Miller,mia.miller61@email.com,AU,Melbourne,2025-01-21,Direct
+C-10018,Elijah Ahmed,elijah.ahmed78@email.com,US,New York,2025-01-14,Organic Search
+C-10019,Benjamin Dubois,benjamin.dubois66@email.com,US,LA,2025-02-12,Paid Search
+C-10020,Priya Dubois,priya.dubois23@email.com,DE,Hamburg,2024-11-14,Organic Search
+C-10021,Arjun Müller,arjun.müller59@email.com,AU,Melbourne,2024-09-12,Paid Search
+C-10022,Chen Martin,chen.martin42@email.com,IN,Mumbai,2025-03-07,Social Media
+C-10023,Omar Taylor,omar.taylor78@email.com,FR,Paris,2025-05-03,Referral
+C-10024,Chen Martinez,chen.martinez94@email.com,US,Austin,2025-02-23,Social Media
+C-10025,Arjun Kumar,arjun.kumar34@email.com,US,Houston,2025-03-26,Paid Search
+C-10026,Emma Kumar,emma.kumar98@email.com,US,Chicago,2024-12-29,Referral
+C-10027,Arjun Kumar,arjun.kumar91@email.com,US,Chicago,2024-06-24,Email
+C-10028,Omar Müller,omar.müller62@email.com,CA,Montreal,2024-08-24,Email
+C-10029,Harper White,harper.white10@email.com,US,Phoenix,2024-07-26,Paid Search
+C-10030,Hans Garcia,hans.garcia66@email.com,DE,Munich,2025-06-07,Paid Search
+C-10031,Elijah Martin,elijah.martin77@email.com,AU,Brisbane,2025-07-27,Social Media
+C-10032,Marie Clark,marie.clark35@email.com,DE,Berlin,2024-10-21,Referral
+C-10033,Olivia Harris,olivia.harris17@email.com,AU,Melbourne,2024-02-02,Paid Search
+C-10034,Priya Müller,priya.müller47@email.com,IN,Mumbai,2025-08-11,Email
+C-10035,Wei Moore,wei.moore32@email.com,IN,Delhi,2025-02-12,Social Media
+C-10036,Ava Kim,ava.kim98@email.com,US,Dallas,2025-04-02,Paid Search
+C-10037,Yuki Garcia,yuki.garcia42@email.com,UK,Manchester,2025-01-03,Paid Search
+C-10038,Chen Müller,chen.müller33@email.com,UK,Leeds,2025-01-26,Social Media
+C-10039,Raj Lee,raj.lee19@email.com,DE,Munich,2024-06-22,Referral
+C-10040,Noah Taylor,noah.taylor19@email.com,UK,Birmingham,2025-05-20,Email
+C-10041,Arjun White,arjun.white91@email.com,US,New York,2024-10-08,Social Media
+C-10042,James Jones,james.jones60@email.com,US,New York,2024-02-18,Organic Search
+C-10043,Mason Tanaka,mason.tanaka30@email.com,UK,Leeds,2024-10-26,Organic Search
+C-10044,William Chen,william.chen24@email.com,CA,Calgary,2024-07-12,Organic Search
+C-10045,Benjamin Williams,benjamin.williams35@email.com,US,Austin,2025-07-27,Social Media
+C-10046,Priya Ahmed,priya.ahmed20@email.com,CA,Toronto,2025-07-01,Email
+C-10047,Ava White,ava.white14@email.com,AU,Brisbane,2024-03-29,Social Media
+C-10048,Omar Chen,omar.chen88@email.com,US,Phoenix,2024-08-25,Email
+C-10049,Mia Tanaka,mia.tanaka53@email.com,DE,Frankfurt,2024-02-24,Organic Search
+C-10050,Noah Jones,noah.jones92@email.com,US,Phoenix,2025-05-23,Email
+C-10051,Charlotte Nguyen,charlotte.nguyen40@email.com,US,Phoenix,2024-04-09,Paid Search
+C-10052,Omar Kim,omar.kim30@email.com,CA,Vancouver,2024-03-23,Email
+C-10053,Mia Harris,mia.harris84@email.com,US,Houston,2024-02-16,Organic Search
+C-10054,Ava Smith,ava.smith81@email.com,FR,Lyon,2024-10-19,Paid Search
+C-10055,Wei Williams,wei.williams55@email.com,UK,Manchester,2024-02-11,Social Media
+C-10056,Mia Kumar,mia.kumar14@email.com,US,Houston,2024-11-30,Direct
+C-10057,Mason Jones,mason.jones46@email.com,DE,Frankfurt,2024-01-19,Paid Search
+C-10058,Marie Davis,marie.davis77@email.com,CA,Calgary,2024-06-27,Referral
+C-10059,Priya Rodriguez,priya.rodriguez82@email.com,US,New York,2024-06-16,Paid Search
+C-10060,Emma Ahmed,emma.ahmed26@email.com,UK,Manchester,2024-07-25,Social Media
+C-10061,Chen Rodriguez,chen.rodriguez84@email.com,US,Austin,2024-07-06,Paid Search
+C-10062,Priya Johnson,priya.johnson60@email.com,US,Houston,2025-05-30,Organic Search
+C-10063,Mia Jackson,mia.jackson71@email.com,UK,London,2024-05-15,Paid Search
+C-10064,Hans Harris,hans.harris36@email.com,US,Dallas,2025-05-11,Direct
+C-10065,Sophia Kim,sophia.kim27@email.com,US,Houston,2024-06-26,Email
+C-10066,Fatima Kumar,fatima.kumar31@email.com,US,Dallas,2024-09-19,Social Media
+C-10067,Raj Singh,raj.singh19@email.com,AU,Sydney,2025-07-10,Organic Search
+C-10068,Yuki Jackson,yuki.jackson77@email.com,US,Phoenix,2025-02-08,Organic Search
+C-10069,Marie Harris,marie.harris73@email.com,US,LA,2024-12-08,Organic Search
+C-10070,Liam Jackson,liam.jackson50@email.com,DE,Munich,2024-03-04,Referral
+C-10071,James Rodriguez,james.rodriguez11@email.com,DE,Hamburg,2024-09-18,Organic Search
+C-10072,James Thomas,james.thomas28@email.com,US,Dallas,2025-02-02,Paid Search
+C-10073,Amelia Johnson,amelia.johnson55@email.com,US,LA,2024-01-28,Organic Search
+C-10074,Omar Moore,omar.moore55@email.com,US,Chicago,2024-01-19,Direct
+C-10075,Ava Tanaka,ava.tanaka12@email.com,US,New York,2024-03-16,Organic Search
+C-10076,Logan Rodriguez,logan.rodriguez92@email.com,US,New York,2024-03-13,Paid Search
+C-10077,Olivia Müller,olivia.müller73@email.com,DE,Frankfurt,2025-01-13,Social Media
+C-10078,Mason Kim,mason.kim51@email.com,US,Dallas,2024-09-26,Paid Search
+C-10079,Harper Davis,harper.davis14@email.com,US,LA,2024-03-06,Paid Search
+C-10080,Isabella Kim,isabella.kim89@email.com,DE,Munich,2024-11-10,Organic Search
+C-10081,Harper Smith,harper.smith19@email.com,DE,Frankfurt,2024-09-25,Organic Search
+C-10082,Lucas Tanaka,lucas.tanaka64@email.com,US,Austin,2025-03-28,Referral
+C-10083,William Clark,william.clark23@email.com,US,Chicago,2025-07-01,Paid Search
+C-10084,Evelyn Nguyen,evelyn.nguyen68@email.com,US,Dallas,2024-10-13,Social Media
+C-10085,Olivia Müller,olivia.müller16@email.com,IN,Bangalore,2024-01-21,Organic Search
+C-10086,Elijah Miller,elijah.miller94@email.com,US,Dallas,2025-03-09,Social Media
+C-10087,Noah Chen,noah.chen37@email.com,US,LA,2024-11-24,Email
+C-10088,Emma Jackson,emma.jackson33@email.com,IN,Mumbai,2024-10-20,Direct
+C-10089,James Müller,james.müller23@email.com,DE,Hamburg,2025-03-01,Direct
+C-10090,Charlotte Patel,charlotte.patel19@email.com,CA,Montreal,2024-04-08,Referral
+C-10091,Omar Dubois,omar.dubois45@email.com,US,Dallas,2024-06-11,Organic Search
+C-10092,Fatima Williams,fatima.williams70@email.com,CA,Calgary,2024-09-13,Organic Search
+C-10093,Lucas Miller,lucas.miller49@email.com,US,Austin,2025-05-28,Paid Search
+C-10094,Priya Garcia,priya.garcia46@email.com,UK,Manchester,2025-04-15,Organic Search
+C-10095,Wei Thompson,wei.thompson88@email.com,UK,Birmingham,2024-08-23,Social Media
+C-10096,Mason Jackson,mason.jackson83@email.com,US,New York,2024-05-28,Paid Search
+C-10097,Charlotte Harris,charlotte.harris11@email.com,CA,Calgary,2024-03-25,Organic Search
+C-10098,Olivia Smith,olivia.smith21@email.com,UK,Manchester,2024-07-18,Paid Search
+C-10099,Hans Rodriguez,hans.rodriguez32@email.com,US,Austin,2024-11-13,Social Media
+C-10100,Olivia Clark,olivia.clark51@email.com,DE,Berlin,2024-04-24,Referral
+C-10101,Charlotte Taylor,charlotte.taylor15@email.com,US,Houston,2025-05-31,Social Media
+C-10102,Mason Clark,mason.clark37@email.com,US,Chicago,2024-12-23,Organic Search
+C-10103,Yuki Nguyen,yuki.nguyen96@email.com,CA,Vancouver,2025-07-20,Direct
+C-10104,Priya Thompson,priya.thompson70@email.com,AU,Sydney,2025-03-10,Social Media
+C-10105,Hans Thompson,hans.thompson49@email.com,UK,London,2025-06-30,Organic Search
+C-10106,Ava Jones,ava.jones15@email.com,UK,London,2025-03-22,Social Media
+C-10107,Mason Martinez,mason.martinez32@email.com,IN,Bangalore,2025-01-06,Paid Search
+C-10108,Yuki Brown,yuki.brown47@email.com,IN,Mumbai,2025-07-16,Email
+C-10109,Sophia Patel,sophia.patel15@email.com,US,LA,2024-06-10,Social Media
+C-10110,Elijah Singh,elijah.singh79@email.com,UK,Leeds,2025-07-11,Paid Search
+C-10111,Raj Moore,raj.moore23@email.com,DE,Munich,2024-09-22,Referral
+C-10112,Olivia Rodriguez,olivia.rodriguez10@email.com,US,Chicago,2024-04-10,Paid Search
+C-10113,Evelyn Brown,evelyn.brown45@email.com,UK,Leeds,2024-10-23,Direct
+C-10114,Chen Ahmed,chen.ahmed46@email.com,US,Dallas,2024-05-12,Email
+C-10115,Emma White,emma.white78@email.com,CA,Montreal,2025-06-04,Organic Search
+C-10116,Mason Jones,mason.jones48@email.com,US,Houston,2024-09-28,Email
+C-10117,Benjamin Smith,benjamin.smith39@email.com,US,Houston,2025-05-18,Email
+C-10118,Oliver Davis,oliver.davis14@email.com,UK,Manchester,2025-06-03,Social Media
+C-10119,Raj Thomas,raj.thomas26@email.com,CA,Montreal,2025-07-28,Email
+C-10120,Liam Williams,liam.williams37@email.com,UK,London,2024-01-16,Social Media
+C-10121,Marie Martin,marie.martin91@email.com,DE,Berlin,2025-05-23,Organic Search
+C-10122,William Jones,william.jones33@email.com,US,LA,2025-03-17,Referral
+C-10123,Mason Martin,mason.martin87@email.com,FR,Paris,2024-10-22,Email
+C-10124,Liam Martinez,liam.martinez90@email.com,CA,Toronto,2024-02-27,Email
+C-10125,Omar Thomas,omar.thomas27@email.com,UK,Birmingham,2025-05-25,Social Media
+C-10126,Ava Müller,ava.müller52@email.com,DE,Hamburg,2024-02-02,Social Media
+C-10127,Elijah Kumar,elijah.kumar32@email.com,US,Phoenix,2024-09-27,Paid Search
+C-10128,Charlotte Müller,charlotte.müller43@email.com,AU,Brisbane,2025-02-26,Paid Search
+C-10129,James Tanaka,james.tanaka99@email.com,US,Chicago,2024-02-01,Organic Search
+C-10130,Chen Müller,chen.müller30@email.com,FR,Marseille,2024-01-19,Direct
+C-10131,Mia Moore,mia.moore61@email.com,US,LA,2025-01-02,Direct
+C-10132,James Smith,james.smith80@email.com,US,Houston,2024-06-08,Social Media
+C-10133,Lucas Patel,lucas.patel90@email.com,CA,Vancouver,2024-11-22,Paid Search
+C-10134,Logan Johnson,logan.johnson61@email.com,US,Phoenix,2025-05-30,Email
+C-10135,Amelia Miller,amelia.miller25@email.com,US,Austin,2025-05-27,Email
+C-10136,Marie Jackson,marie.jackson50@email.com,IN,Delhi,2025-06-28,Referral
+C-10137,Olivia Davis,olivia.davis59@email.com,CA,Vancouver,2024-09-10,Referral
+C-10138,William Taylor,william.taylor33@email.com,CA,Toronto,2024-03-23,Email
+C-10139,Lucas Moore,lucas.moore43@email.com,US,Houston,2024-08-08,Paid Search
+C-10140,James Patel,james.patel91@email.com,US,Houston,2025-07-23,Social Media
+C-10141,Mia Rodriguez,mia.rodriguez89@email.com,DE,Munich,2024-06-21,Social Media
+C-10142,Fatima Jones,fatima.jones66@email.com,US,Houston,2025-05-10,Organic Search
+C-10143,Lucas Clark,lucas.clark78@email.com,DE,Frankfurt,2024-11-03,Social Media
+C-10144,Lucas Johnson,lucas.johnson34@email.com,CA,Toronto,2025-04-10,Paid Search
+C-10145,Elijah Kim,elijah.kim17@email.com,US,Dallas,2024-11-17,Organic Search
+C-10146,Noah Nguyen,noah.nguyen64@email.com,AU,Brisbane,2025-07-14,Referral
+C-10147,Emma Brown,emma.brown85@email.com,IN,Bangalore,2024-05-09,Organic Search
+C-10148,Marie Tanaka,marie.tanaka12@email.com,IN,Delhi,2024-09-16,Email
+C-10149,Liam Tanaka,liam.tanaka14@email.com,US,LA,2024-07-24,Organic Search
+C-10150,Sophia Miller,sophia.miller10@email.com,DE,Munich,2025-06-13,Social Media
+C-10151,Fatima Thomas,fatima.thomas53@email.com,UK,Manchester,2024-12-21,Paid Search
+C-10152,Noah Garcia,noah.garcia15@email.com,DE,Munich,2025-08-18,Email
+C-10153,Wei Martinez,wei.martinez53@email.com,US,LA,2025-01-12,Email
+C-10154,Priya Martinez,priya.martinez92@email.com,UK,Leeds,2025-05-06,Organic Search
+C-10155,Mason Clark,mason.clark52@email.com,US,New York,2024-04-02,Referral
+C-10156,Elijah Müller,elijah.müller98@email.com,US,Dallas,2025-01-17,Organic Search
+C-10157,Benjamin Harris,benjamin.harris96@email.com,US,Chicago,2024-12-13,Referral
+C-10158,Chen Nguyen,chen.nguyen59@email.com,FR,Paris,2024-09-28,Social Media
+C-10159,Oliver Ahmed,oliver.ahmed20@email.com,US,New York,2025-07-05,Email
+C-10160,Olivia Kumar,olivia.kumar24@email.com,US,Chicago,2024-07-26,Paid Search
+C-10161,William Singh,william.singh16@email.com,US,Austin,2024-09-08,Organic Search
+C-10162,Mason Moore,mason.moore93@email.com,US,New York,2024-06-20,Direct
+C-10163,Charlotte Rodriguez,charlotte.rodriguez32@email.com,US,LA,2025-05-24,Direct
+C-10164,Chen Kumar,chen.kumar94@email.com,UK,London,2024-01-24,Organic Search
+C-10165,Benjamin Lee,benjamin.lee17@email.com,US,LA,2024-05-28,Paid Search
+C-10166,Isabella Davis,isabella.davis40@email.com,US,New York,2024-11-18,Organic Search
+C-10167,Noah Ahmed,noah.ahmed81@email.com,US,LA,2024-03-26,Organic Search
+C-10168,Sophia Taylor,sophia.taylor59@email.com,UK,Birmingham,2025-05-16,Organic Search
+C-10169,Omar Tanaka,omar.tanaka37@email.com,DE,Frankfurt,2024-08-26,Direct
+C-10170,Elijah Singh,elijah.singh67@email.com,UK,Manchester,2024-07-20,Direct
+C-10171,Liam Müller,liam.müller53@email.com,US,Houston,2024-08-11,Email
+C-10172,Mason Müller,mason.müller32@email.com,US,New York,2024-02-09,Referral
+C-10173,Omar Jackson,omar.jackson19@email.com,US,New York,2024-01-16,Organic Search
+C-10174,Noah Williams,noah.williams20@email.com,US,New York,2024-03-11,Email
+C-10175,Wei Singh,wei.singh57@email.com,FR,Paris,2025-01-15,Paid Search
+C-10176,Elijah Garcia,elijah.garcia35@email.com,UK,Leeds,2025-04-25,Paid Search
+C-10177,James Müller,james.müller94@email.com,US,Austin,2024-11-14,Paid Search
+C-10178,Sophia Kumar,sophia.kumar15@email.com,US,Phoenix,2024-07-24,Social Media
+C-10179,William Clark,william.clark24@email.com,CA,Montreal,2025-04-23,Direct
+C-10180,Sophia Brown,sophia.brown30@email.com,US,Houston,2024-02-04,Direct
+C-10181,James Miller,james.miller31@email.com,CA,Calgary,2024-05-13,Direct
+C-10182,Omar Rodriguez,omar.rodriguez40@email.com,UK,Manchester,2024-03-23,Direct
+C-10183,Mason Smith,mason.smith96@email.com,CA,Calgary,2025-03-27,Social Media
+C-10184,Isabella Thompson,isabella.thompson26@email.com,CA,Calgary,2025-03-27,Social Media
+C-10185,Marie Lee,marie.lee75@email.com,FR,Marseille,2024-09-07,Direct
+C-10186,Olivia Singh,olivia.singh31@email.com,AU,Brisbane,2024-03-12,Organic Search
+C-10187,Ava Thompson,ava.thompson63@email.com,AU,Brisbane,2025-08-22,Paid Search
+C-10188,Charlotte Garcia,charlotte.garcia86@email.com,US,New York,2025-01-04,Organic Search
+C-10189,Harper Dubois,harper.dubois56@email.com,US,LA,2024-09-15,Referral
+C-10190,Lucas Thomas,lucas.thomas69@email.com,DE,Munich,2025-08-05,Paid Search
+C-10191,Sophia Kumar,sophia.kumar45@email.com,DE,Munich,2024-10-11,Social Media
+C-10192,Hans Chen,hans.chen99@email.com,UK,Manchester,2025-05-09,Social Media
+C-10193,Amelia Singh,amelia.singh37@email.com,DE,Hamburg,2024-06-26,Email
+C-10194,Isabella Smith,isabella.smith11@email.com,UK,Leeds,2025-01-08,Email
+C-10195,Isabella White,isabella.white27@email.com,DE,Frankfurt,2024-04-02,Email
+C-10196,Logan Garcia,logan.garcia57@email.com,AU,Sydney,2025-07-03,Organic Search
+C-10197,Harper Brown,harper.brown23@email.com,US,Phoenix,2025-05-08,Direct
+C-10198,Harper Nguyen,harper.nguyen84@email.com,US,Phoenix,2025-02-12,Email
+C-10199,Logan Williams,logan.williams84@email.com,IN,Bangalore,2025-04-10,Social Media
+C-10200,Mia Brown,mia.brown92@email.com,US,New York,2024-01-26,Email
+C-10201,Yuki Martinez,yuki.martinez36@email.com,CA,Vancouver,2025-07-30,Social Media
+C-10202,Oliver Miller,oliver.miller95@email.com,CA,Calgary,2025-01-26,Direct
+C-10203,Hans Johnson,hans.johnson36@email.com,FR,Marseille,2024-06-29,Organic Search
+C-10204,Mason Jackson,mason.jackson36@email.com,US,Phoenix,2024-05-30,Paid Search
+C-10205,Noah Williams,noah.williams52@email.com,US,Austin,2024-03-11,Social Media
+C-10206,Harper Nguyen,harper.nguyen18@email.com,US,Houston,2024-03-20,Organic Search
+C-10207,Sophia Singh,sophia.singh52@email.com,US,Phoenix,2025-07-27,Paid Search
+C-10208,Mia Dubois,mia.dubois67@email.com,UK,Manchester,2024-06-23,Email
+C-10209,Amelia Lee,amelia.lee57@email.com,US,Dallas,2024-09-15,Paid Search
+C-10210,Harper Johnson,harper.johnson72@email.com,US,Phoenix,2024-08-06,Email
+C-10211,Arjun Kim,arjun.kim78@email.com,US,New York,2025-03-13,Email
+C-10212,Amelia Harris,amelia.harris71@email.com,FR,Paris,2025-02-24,Organic Search
+C-10213,Mason Patel,mason.patel31@email.com,US,LA,2025-02-01,Social Media
+C-10214,Priya Ahmed,priya.ahmed99@email.com,US,New York,2024-12-31,Social Media
+C-10215,Lucas Johnson,lucas.johnson62@email.com,UK,Leeds,2024-07-21,Direct
+C-10216,Ava Smith,ava.smith78@email.com,AU,Melbourne,2024-11-18,Organic Search
+C-10217,William Lee,william.lee68@email.com,US,Chicago,2024-10-29,Social Media
+C-10218,Wei Kumar,wei.kumar13@email.com,US,New York,2024-06-10,Direct
+C-10219,Harper Johnson,harper.johnson50@email.com,IN,Bangalore,2025-06-19,Direct
+C-10220,Omar Chen,omar.chen70@email.com,UK,Manchester,2024-02-16,Organic Search
+C-10221,Priya Moore,priya.moore14@email.com,US,LA,2024-12-02,Email
+C-10222,Evelyn Harris,evelyn.harris14@email.com,UK,Manchester,2025-02-09,Social Media
+C-10223,Harper Jones,harper.jones30@email.com,US,Dallas,2024-08-09,Email
+C-10224,Lucas Thompson,lucas.thompson67@email.com,US,Dallas,2024-04-22,Social Media
+C-10225,Logan Jones,logan.jones77@email.com,CA,Vancouver,2024-02-29,Paid Search
+C-10226,Isabella Kim,isabella.kim91@email.com,AU,Sydney,2024-05-19,Organic Search
+C-10227,Lucas Chen,lucas.chen58@email.com,US,Houston,2024-07-22,Social Media
+C-10228,Noah Thompson,noah.thompson91@email.com,AU,Brisbane,2025-05-26,Direct
+C-10229,William Patel,william.patel50@email.com,DE,Berlin,2024-05-11,Organic Search
+C-10230,Elijah Thompson,elijah.thompson53@email.com,DE,Frankfurt,2024-01-09,Email
+C-10231,Charlotte Dubois,charlotte.dubois39@email.com,FR,Marseille,2025-01-15,Organic Search
+C-10232,James Clark,james.clark23@email.com,UK,London,2024-05-24,Social Media
+C-10233,Mia Müller,mia.müller42@email.com,US,LA,2024-10-23,Email
+C-10234,Liam Martinez,liam.martinez78@email.com,US,New York,2024-04-09,Social Media
+C-10235,Noah Martinez,noah.martinez22@email.com,US,Austin,2025-05-31,Social Media
+C-10236,Ava Ahmed,ava.ahmed97@email.com,US,New York,2025-01-04,Paid Search
+C-10237,Chen Ahmed,chen.ahmed19@email.com,UK,Manchester,2025-03-16,Direct
+C-10238,Marie Lee,marie.lee54@email.com,IN,Bangalore,2024-07-10,Email
+C-10239,Chen Tanaka,chen.tanaka90@email.com,UK,London,2025-05-11,Social Media
+C-10240,Liam Williams,liam.williams54@email.com,US,Phoenix,2024-08-22,Paid Search
+C-10241,Evelyn Patel,evelyn.patel67@email.com,US,LA,2025-01-27,Organic Search
+C-10242,Oliver Ahmed,oliver.ahmed25@email.com,DE,Berlin,2025-04-04,Referral
+C-10243,Charlotte Rodriguez,charlotte.rodriguez48@email.com,US,Chicago,2024-09-02,Email
+C-10244,Evelyn Johnson,evelyn.johnson51@email.com,FR,Marseille,2024-03-13,Paid Search
+C-10245,James Davis,james.davis32@email.com,AU,Sydney,2025-03-16,Organic Search
+C-10246,Wei Smith,wei.smith13@email.com,US,Houston,2024-11-28,Paid Search
+C-10247,Sophia White,sophia.white63@email.com,CA,Vancouver,2024-08-17,Email
+C-10248,Chen Kumar,chen.kumar23@email.com,UK,Birmingham,2024-08-27,Referral
+C-10249,Olivia Williams,olivia.williams94@email.com,US,Houston,2024-02-19,Organic Search
+C-10250,Olivia Ahmed,olivia.ahmed54@email.com,UK,Leeds,2024-09-12,Direct
+C-10251,Isabella Moore,isabella.moore67@email.com,US,Chicago,2024-07-26,Paid Search
+C-10252,Isabella Thomas,isabella.thomas87@email.com,CA,Vancouver,2025-05-17,Email
+C-10253,Mason Jones,mason.jones37@email.com,DE,Frankfurt,2025-01-16,Direct
+C-10254,Amelia Thompson,amelia.thompson48@email.com,IN,Delhi,2024-10-28,Paid Search
+C-10255,Oliver Brown,oliver.brown16@email.com,US,Chicago,2024-10-31,Referral
+C-10256,Sophia Tanaka,sophia.tanaka25@email.com,DE,Frankfurt,2025-04-04,Organic Search
+C-10257,Amelia Clark,amelia.clark39@email.com,US,New York,2025-04-16,Organic Search
+C-10258,Mason Kumar,mason.kumar14@email.com,UK,London,2024-08-10,Organic Search
+C-10259,William Harris,william.harris40@email.com,UK,Birmingham,2024-11-10,Email
+C-10260,Fatima Moore,fatima.moore22@email.com,US,New York,2024-05-02,Social Media
+C-10261,Sophia White,sophia.white94@email.com,FR,Marseille,2024-07-15,Organic Search
+C-10262,Omar Nguyen,omar.nguyen37@email.com,UK,Birmingham,2025-06-03,Organic Search
+C-10263,Marie Tanaka,marie.tanaka56@email.com,US,Chicago,2024-01-27,Paid Search
+C-10264,Harper Thomas,harper.thomas61@email.com,US,Dallas,2024-10-27,Organic Search
+C-10265,Isabella Kim,isabella.kim21@email.com,US,Phoenix,2025-06-28,Paid Search
+C-10266,Logan Smith,logan.smith81@email.com,US,New York,2025-05-26,Direct
+C-10267,Fatima Jackson,fatima.jackson54@email.com,US,New York,2025-04-22,Paid Search
+C-10268,Charlotte Taylor,charlotte.taylor88@email.com,UK,Leeds,2025-04-06,Organic Search
+C-10269,Noah Singh,noah.singh84@email.com,UK,Manchester,2024-05-03,Social Media
+C-10270,James Chen,james.chen78@email.com,FR,Lyon,2025-03-30,Organic Search
+C-10271,Oliver Johnson,oliver.johnson18@email.com,UK,London,2024-01-01,Organic Search
+C-10272,Oliver Clark,oliver.clark94@email.com,US,Houston,2024-11-30,Organic Search
+C-10273,Amelia Chen,amelia.chen64@email.com,DE,Frankfurt,2024-05-07,Organic Search
+C-10274,Liam Chen,liam.chen10@email.com,US,Chicago,2025-05-10,Organic Search
+C-10275,Charlotte Garcia,charlotte.garcia61@email.com,US,Phoenix,2024-02-02,Organic Search
+C-10276,Chen Davis,chen.davis94@email.com,US,Phoenix,2024-12-30,Email
+C-10277,Noah Thompson,noah.thompson12@email.com,AU,Sydney,2024-09-18,Paid Search
+C-10278,Benjamin Patel,benjamin.patel67@email.com,DE,Frankfurt,2024-01-08,Social Media
+C-10279,Amelia Brown,amelia.brown16@email.com,UK,Leeds,2024-04-24,Paid Search
+C-10280,Olivia Kim,olivia.kim60@email.com,US,LA,2025-04-15,Referral
+C-10281,Mia Smith,mia.smith48@email.com,US,LA,2024-06-21,Social Media
+C-10282,Liam Johnson,liam.johnson99@email.com,US,New York,2025-07-19,Direct
+C-10283,Priya Clark,priya.clark15@email.com,DE,Munich,2024-01-11,Paid Search
+C-10284,Marie Thomas,marie.thomas22@email.com,US,LA,2024-03-13,Email
+C-10285,Isabella Miller,isabella.miller35@email.com,US,Chicago,2025-07-16,Social Media
+C-10286,Emma Jones,emma.jones29@email.com,CA,Calgary,2025-07-26,Paid Search
+C-10287,Charlotte White,charlotte.white78@email.com,US,Houston,2024-06-25,Paid Search
+C-10288,Ava Martinez,ava.martinez77@email.com,US,Houston,2025-03-20,Social Media
+C-10289,William Thomas,william.thomas10@email.com,DE,Berlin,2025-02-15,Paid Search
+C-10290,Arjun Davis,arjun.davis87@email.com,CA,Calgary,2025-02-07,Referral
+C-10291,Elijah Smith,elijah.smith77@email.com,FR,Lyon,2025-05-31,Organic Search
+C-10292,Noah Patel,noah.patel14@email.com,AU,Brisbane,2024-07-05,Paid Search
+C-10293,Marie Dubois,marie.dubois42@email.com,US,Houston,2024-07-30,Organic Search
+C-10294,Marie Patel,marie.patel64@email.com,US,New York,2024-07-06,Referral
+C-10295,Sophia Lee,sophia.lee41@email.com,CA,Calgary,2024-12-20,Paid Search
+C-10296,Fatima Davis,fatima.davis27@email.com,US,Austin,2024-06-03,Organic Search
+C-10297,Arjun Chen,arjun.chen22@email.com,US,Phoenix,2024-09-18,Organic Search
+C-10298,Priya Tanaka,priya.tanaka80@email.com,US,Austin,2024-01-23,Email
+C-10299,Charlotte Davis,charlotte.davis68@email.com,CA,Vancouver,2024-03-25,Social Media
+C-10300,William Müller,william.müller66@email.com,US,New York,2025-07-03,Direct
+C-10301,Benjamin Thomas,benjamin.thomas24@email.com,US,New York,2025-04-10,Direct
+C-10302,Emma Dubois,emma.dubois67@email.com,US,Chicago,2025-04-02,Organic Search
+C-10303,Omar Davis,omar.davis63@email.com,DE,Frankfurt,2025-03-26,Organic Search
+C-10304,Olivia Jones,olivia.jones18@email.com,AU,Brisbane,2024-03-16,Email
+C-10305,Yuki Taylor,yuki.taylor17@email.com,US,Chicago,2024-12-18,Organic Search
+C-10306,William Smith,william.smith44@email.com,UK,Leeds,2024-02-12,Social Media
+C-10307,James Jackson,james.jackson83@email.com,DE,Munich,2025-04-26,Paid Search
+C-10308,Priya Martinez,priya.martinez16@email.com,DE,Berlin,2024-03-16,Organic Search
+C-10309,Amelia Singh,amelia.singh85@email.com,US,Dallas,2025-08-11,Paid Search
+C-10310,Hans Moore,hans.moore13@email.com,DE,Hamburg,2025-02-01,Direct
+C-10311,Yuki Johnson,yuki.johnson68@email.com,FR,Paris,2025-03-15,Paid Search
+C-10312,James Chen,james.chen57@email.com,US,Phoenix,2024-11-13,Direct
+C-10313,Omar Miller,omar.miller90@email.com,US,Houston,2025-02-27,Organic Search
+C-10314,Chen Nguyen,chen.nguyen31@email.com,US,Phoenix,2025-03-24,Referral
+C-10315,James Dubois,james.dubois29@email.com,US,New York,2024-02-06,Referral
+C-10316,Mia Ahmed,mia.ahmed61@email.com,CA,Toronto,2024-09-02,Email
+C-10317,Isabella Williams,isabella.williams43@email.com,US,LA,2024-02-09,Referral
+C-10318,Logan Rodriguez,logan.rodriguez25@email.com,US,Houston,2025-04-10,Social Media
+C-10319,Oliver Miller,oliver.miller79@email.com,AU,Sydney,2025-02-08,Direct
+C-10320,Arjun Johnson,arjun.johnson72@email.com,DE,Munich,2024-12-20,Organic Search
+C-10321,Emma Thompson,emma.thompson85@email.com,US,Dallas,2024-07-06,Referral
+C-10322,Mason Williams,mason.williams22@email.com,DE,Hamburg,2024-02-23,Paid Search
+C-10323,James Kim,james.kim47@email.com,UK,Manchester,2024-08-10,Email
+C-10324,Isabella Martin,isabella.martin13@email.com,UK,Manchester,2025-08-12,Direct
+C-10325,Wei Singh,wei.singh28@email.com,CA,Toronto,2025-06-23,Paid Search
+C-10326,Arjun Davis,arjun.davis63@email.com,DE,Berlin,2024-04-05,Social Media
+C-10327,Charlotte Smith,charlotte.smith20@email.com,US,Chicago,2025-05-06,Organic Search
+C-10328,Noah Ahmed,noah.ahmed40@email.com,US,Austin,2025-05-12,Email
+C-10329,Sophia Jones,sophia.jones11@email.com,AU,Melbourne,2025-07-12,Social Media
+C-10330,Yuki Singh,yuki.singh89@email.com,IN,Delhi,2025-05-09,Social Media
+C-10331,Priya Ahmed,priya.ahmed82@email.com,FR,Lyon,2024-05-03,Social Media
+C-10332,Marie Miller,marie.miller63@email.com,FR,Lyon,2024-12-19,Direct
+C-10333,Noah Smith,noah.smith57@email.com,CA,Toronto,2025-06-11,Paid Search
+C-10334,Hans Thompson,hans.thompson94@email.com,AU,Brisbane,2025-01-18,Paid Search
+C-10335,Evelyn Clark,evelyn.clark30@email.com,US,LA,2024-01-06,Organic Search
+C-10336,Arjun Kumar,arjun.kumar40@email.com,US,Phoenix,2024-12-18,Referral
+C-10337,Noah Patel,noah.patel60@email.com,DE,Frankfurt,2024-07-18,Paid Search
+C-10338,Oliver Lee,oliver.lee63@email.com,AU,Melbourne,2024-09-22,Social Media
+C-10339,Isabella Harris,isabella.harris38@email.com,DE,Hamburg,2024-08-06,Direct
+C-10340,Liam Lee,liam.lee61@email.com,CA,Calgary,2024-10-05,Organic Search
+C-10341,William Jackson,william.jackson39@email.com,US,Dallas,2025-07-21,Social Media
+C-10342,Benjamin Kim,benjamin.kim65@email.com,AU,Melbourne,2025-02-18,Direct
+C-10343,Ava Miller,ava.miller78@email.com,CA,Calgary,2024-05-28,Social Media
+C-10344,Yuki Jones,yuki.jones24@email.com,DE,Munich,2025-04-06,Social Media
+C-10345,Logan Johnson,logan.johnson86@email.com,US,Houston,2025-02-24,Social Media
+C-10346,Yuki Martin,yuki.martin83@email.com,CA,Calgary,2025-06-20,Organic Search
+C-10347,Isabella Williams,isabella.williams28@email.com,UK,Birmingham,2025-07-20,Referral
+C-10348,William Smith,william.smith28@email.com,FR,Lyon,2024-08-04,Organic Search
+C-10349,Chen Nguyen,chen.nguyen50@email.com,UK,Leeds,2024-12-21,Referral
+C-10350,James Clark,james.clark19@email.com,FR,Lyon,2024-05-07,Email
+C-10351,Mia Martinez,mia.martinez10@email.com,AU,Melbourne,2024-05-16,Paid Search
+C-10352,Mia Miller,mia.miller47@email.com,US,LA,2024-01-20,Social Media
+C-10353,James Kim,james.kim73@email.com,UK,Manchester,2024-05-01,Social Media
+C-10354,Charlotte Ahmed,charlotte.ahmed33@email.com,US,Dallas,2024-03-29,Referral
+C-10355,Ava Martin,ava.martin43@email.com,UK,Birmingham,2025-06-17,Email
+C-10356,Wei Ahmed,wei.ahmed63@email.com,UK,Leeds,2025-08-22,Paid Search
+C-10357,Noah Jones,noah.jones77@email.com,US,Phoenix,2025-04-17,Direct
+C-10358,Logan Davis,logan.davis48@email.com,US,Austin,2024-12-27,Referral
+C-10359,Hans Müller,hans.müller47@email.com,IN,Mumbai,2024-06-24,Direct
+C-10360,Lucas Martin,lucas.martin14@email.com,CA,Montreal,2024-11-22,Organic Search
+C-10361,Noah Nguyen,noah.nguyen59@email.com,US,Austin,2024-06-13,Organic Search
+C-10362,Elijah Müller,elijah.müller43@email.com,US,Dallas,2025-07-13,Organic Search
+C-10363,Olivia Chen,olivia.chen30@email.com,US,New York,2024-05-24,Social Media
+C-10364,Isabella Patel,isabella.patel89@email.com,US,Chicago,2024-11-06,Organic Search
+C-10365,Mia Martin,mia.martin93@email.com,UK,Leeds,2024-06-07,Email
+C-10366,James Singh,james.singh82@email.com,US,Houston,2024-10-03,Email
+C-10367,Arjun Lee,arjun.lee23@email.com,US,Dallas,2025-07-01,Organic Search
+C-10368,Hans Thompson,hans.thompson47@email.com,UK,Manchester,2025-07-13,Social Media
+C-10369,Lucas Müller,lucas.müller13@email.com,US,Phoenix,2024-07-21,Organic Search
+C-10370,Fatima Smith,fatima.smith67@email.com,AU,Sydney,2024-04-16,Paid Search
+C-10371,Priya Williams,priya.williams21@email.com,DE,Berlin,2024-03-05,Organic Search
+C-10372,Logan White,logan.white44@email.com,UK,Leeds,2024-10-14,Email
+C-10373,Mia Moore,mia.moore42@email.com,AU,Brisbane,2025-07-15,Social Media
+C-10374,Omar Johnson,omar.johnson16@email.com,US,Phoenix,2024-03-03,Paid Search
+C-10375,Fatima Nguyen,fatima.nguyen69@email.com,US,Dallas,2024-04-01,Social Media
+C-10376,Ava Miller,ava.miller79@email.com,UK,London,2024-01-10,Referral
+C-10377,Elijah White,elijah.white82@email.com,US,Phoenix,2024-04-07,Paid Search
+C-10378,Lucas Brown,lucas.brown11@email.com,US,LA,2024-05-19,Direct
+C-10379,Olivia Chen,olivia.chen58@email.com,AU,Brisbane,2025-08-20,Paid Search
+C-10380,Mason Singh,mason.singh55@email.com,CA,Vancouver,2024-10-20,Social Media
+C-10381,Raj Moore,raj.moore33@email.com,CA,Toronto,2024-10-31,Email
+C-10382,Arjun Garcia,arjun.garcia62@email.com,US,New York,2024-01-21,Social Media
+C-10383,Charlotte Lee,charlotte.lee95@email.com,US,LA,2024-04-15,Email
+C-10384,Noah Müller,noah.müller99@email.com,AU,Brisbane,2024-03-11,Paid Search
+C-10385,Benjamin Miller,benjamin.miller35@email.com,AU,Sydney,2024-12-29,Social Media
+C-10386,Benjamin Singh,benjamin.singh32@email.com,US,Austin,2024-10-31,Referral
+C-10387,Logan Tanaka,logan.tanaka65@email.com,US,Phoenix,2024-05-20,Referral
+C-10388,Marie Johnson,marie.johnson63@email.com,DE,Berlin,2024-07-27,Organic Search
+C-10389,William Ahmed,william.ahmed16@email.com,US,LA,2024-09-16,Organic Search
+C-10390,Olivia Jackson,olivia.jackson14@email.com,UK,London,2024-06-24,Direct
+C-10391,Mason Smith,mason.smith10@email.com,UK,London,2025-03-25,Organic Search
+C-10392,Raj Harris,raj.harris61@email.com,US,Dallas,2024-01-12,Organic Search
+C-10393,James Rodriguez,james.rodriguez12@email.com,DE,Berlin,2024-08-24,Email
+C-10394,Priya Patel,priya.patel18@email.com,FR,Lyon,2024-05-18,Direct
+C-10395,Elijah Davis,elijah.davis95@email.com,FR,Paris,2024-11-19,Direct
+C-10396,Amelia Garcia,amelia.garcia70@email.com,DE,Berlin,2024-03-05,Email
+C-10397,Fatima Garcia,fatima.garcia83@email.com,CA,Vancouver,2024-12-22,Referral
+C-10398,Charlotte Clark,charlotte.clark91@email.com,US,Chicago,2024-06-29,Social Media
+C-10399,Noah Patel,noah.patel40@email.com,US,Houston,2024-02-20,Email
+C-10400,Amelia Chen,amelia.chen13@email.com,DE,Berlin,2024-01-08,Referral
+C-10401,James Rodriguez,james.rodriguez83@email.com,CA,Toronto,2025-04-07,Paid Search
+C-10402,Emma Garcia,emma.garcia85@email.com,US,Austin,2025-06-19,Paid Search
+C-10403,Marie Martin,marie.martin66@email.com,UK,Manchester,2024-07-24,Paid Search
+C-10404,James Ahmed,james.ahmed43@email.com,UK,Leeds,2024-02-22,Email
+C-10405,James Kim,james.kim18@email.com,US,Houston,2025-01-26,Organic Search
+C-10406,Olivia Tanaka,olivia.tanaka66@email.com,UK,Leeds,2024-12-01,Social Media
+C-10407,Fatima Martin,fatima.martin38@email.com,US,LA,2024-05-11,Social Media
+C-10408,James Davis,james.davis70@email.com,UK,Manchester,2025-03-23,Organic Search
+C-10409,Sophia Rodriguez,sophia.rodriguez24@email.com,US,Dallas,2025-07-14,Organic Search
+C-10410,Charlotte Thompson,charlotte.thompson11@email.com,DE,Berlin,2025-02-26,Direct
+C-10411,Noah Thompson,noah.thompson75@email.com,CA,Montreal,2024-03-26,Referral
+C-10412,Evelyn Kim,evelyn.kim74@email.com,US,Dallas,2024-11-17,Direct
+C-10413,Priya Tanaka,priya.tanaka92@email.com,US,Houston,2025-06-15,Paid Search
+C-10414,Fatima Tanaka,fatima.tanaka46@email.com,CA,Toronto,2024-10-28,Direct
+C-10415,Harper Miller,harper.miller88@email.com,US,Austin,2024-05-09,Social Media
+C-10416,Emma Singh,emma.singh59@email.com,US,New York,2025-07-07,Direct
+C-10417,Logan Jackson,logan.jackson11@email.com,US,Dallas,2024-06-12,Paid Search
+C-10418,Priya Lee,priya.lee11@email.com,CA,Toronto,2025-03-05,Direct
+C-10419,Sophia Davis,sophia.davis51@email.com,US,Chicago,2024-03-22,Organic Search
+C-10420,Fatima Thompson,fatima.thompson44@email.com,US,LA,2025-07-11,Referral
+C-10421,Mason Jackson,mason.jackson71@email.com,AU,Brisbane,2024-06-23,Email
+C-10422,Arjun Harris,arjun.harris88@email.com,IN,Delhi,2025-06-06,Referral
+C-10423,Lucas Kim,lucas.kim77@email.com,DE,Berlin,2024-12-02,Email
+C-10424,Amelia Moore,amelia.moore15@email.com,FR,Marseille,2024-04-24,Social Media
+C-10425,Lucas Müller,lucas.müller97@email.com,US,Dallas,2024-08-27,Paid Search
+C-10426,Evelyn Ahmed,evelyn.ahmed42@email.com,US,LA,2024-05-05,Direct
+C-10427,Chen Garcia,chen.garcia37@email.com,AU,Melbourne,2024-12-26,Paid Search
+C-10428,Priya Singh,priya.singh56@email.com,UK,Manchester,2024-11-12,Social Media
+C-10429,Harper Taylor,harper.taylor12@email.com,IN,Delhi,2024-10-17,Social Media
+C-10430,Yuki Taylor,yuki.taylor18@email.com,US,Austin,2024-06-24,Email
+C-10431,Benjamin Johnson,benjamin.johnson86@email.com,US,Houston,2025-02-01,Paid Search
+C-10432,Oliver Dubois,oliver.dubois84@email.com,US,Houston,2024-11-06,Paid Search
+C-10433,Noah Smith,noah.smith41@email.com,DE,Munich,2024-04-30,Email
+C-10434,Elijah Nguyen,elijah.nguyen65@email.com,UK,Leeds,2025-05-14,Social Media
+C-10435,Harper Kim,harper.kim71@email.com,US,LA,2025-05-16,Organic Search
+C-10436,Emma Clark,emma.clark26@email.com,IN,Mumbai,2025-02-21,Social Media
+C-10437,Logan Miller,logan.miller78@email.com,US,Phoenix,2025-07-04,Paid Search
+C-10438,Elijah Harris,elijah.harris11@email.com,US,New York,2024-02-23,Email
+C-10439,Raj Clark,raj.clark98@email.com,UK,Leeds,2024-07-26,Direct
+C-10440,Logan Davis,logan.davis64@email.com,US,Chicago,2024-12-05,Organic Search
+C-10441,Olivia Ahmed,olivia.ahmed90@email.com,IN,Delhi,2024-04-22,Direct
+C-10442,Ava Clark,ava.clark44@email.com,IN,Delhi,2025-01-21,Referral
+C-10443,Noah Müller,noah.müller53@email.com,AU,Brisbane,2024-04-14,Email
+C-10444,Yuki Rodriguez,yuki.rodriguez62@email.com,US,Dallas,2024-06-14,Email
+C-10445,Raj Lee,raj.lee29@email.com,DE,Frankfurt,2025-08-01,Social Media
+C-10446,Sophia Thompson,sophia.thompson86@email.com,CA,Calgary,2025-06-14,Organic Search
+C-10447,Arjun Chen,arjun.chen69@email.com,US,Houston,2024-01-20,Direct
+C-10448,Sophia Thomas,sophia.thomas58@email.com,US,Phoenix,2024-02-16,Organic Search
+C-10449,William White,william.white95@email.com,UK,Leeds,2024-12-06,Email
+C-10450,Oliver Miller,oliver.miller25@email.com,DE,Munich,2024-06-25,Organic Search
+C-10451,Emma Taylor,emma.taylor83@email.com,US,LA,2025-02-05,Paid Search
+C-10452,Olivia Clark,olivia.clark27@email.com,CA,Montreal,2025-06-08,Referral
+C-10453,Ava Thompson,ava.thompson96@email.com,DE,Hamburg,2024-10-20,Social Media
+C-10454,Fatima Rodriguez,fatima.rodriguez75@email.com,US,Dallas,2024-01-10,Direct
+C-10455,Yuki Ahmed,yuki.ahmed12@email.com,US,Chicago,2024-11-03,Organic Search
+C-10456,Chen Brown,chen.brown47@email.com,UK,Manchester,2024-10-14,Paid Search
+C-10457,Fatima Smith,fatima.smith31@email.com,US,Austin,2025-01-28,Organic Search
+C-10458,Arjun Chen,arjun.chen14@email.com,DE,Munich,2025-08-04,Direct
+C-10459,Mia Miller,mia.miller49@email.com,US,Austin,2024-03-28,Paid Search
+C-10460,Olivia Clark,olivia.clark74@email.com,US,Chicago,2025-06-02,Direct
+C-10461,Yuki Clark,yuki.clark64@email.com,AU,Melbourne,2025-05-09,Organic Search
+C-10462,Logan Thomas,logan.thomas84@email.com,UK,Leeds,2024-06-23,Paid Search
+C-10463,Mia Moore,mia.moore92@email.com,US,Dallas,2025-07-13,Organic Search
+C-10464,Wei Patel,wei.patel56@email.com,DE,Hamburg,2025-08-14,Social Media
+C-10465,Elijah Dubois,elijah.dubois30@email.com,US,Phoenix,2025-06-08,Organic Search
+C-10466,Isabella Johnson,isabella.johnson76@email.com,US,Austin,2025-02-24,Direct
+C-10467,Harper Singh,harper.singh62@email.com,US,Austin,2024-12-06,Email
+C-10468,Chen Dubois,chen.dubois77@email.com,DE,Hamburg,2025-03-25,Paid Search
+C-10469,Priya Ahmed,priya.ahmed24@email.com,FR,Paris,2025-03-31,Social Media
+C-10470,Amelia Martin,amelia.martin49@email.com,US,Dallas,2024-05-25,Email
+C-10471,Liam Williams,liam.williams41@email.com,US,LA,2024-08-22,Organic Search
+C-10472,Wei Ahmed,wei.ahmed66@email.com,IN,Delhi,2025-01-08,Paid Search
+C-10473,Fatima Harris,fatima.harris43@email.com,US,Chicago,2025-02-24,Social Media
+C-10474,William White,william.white39@email.com,AU,Brisbane,2025-02-17,Social Media
+C-10475,James Kumar,james.kumar65@email.com,AU,Melbourne,2025-04-23,Organic Search
+C-10476,Wei Patel,wei.patel71@email.com,AU,Sydney,2024-10-31,Direct
+C-10477,Yuki Smith,yuki.smith62@email.com,UK,London,2024-08-11,Organic Search
+C-10478,William Jackson,william.jackson76@email.com,US,Austin,2025-01-25,Email
+C-10479,Mia Kim,mia.kim72@email.com,UK,London,2024-09-20,Paid Search
+C-10480,Liam Martin,liam.martin13@email.com,CA,Vancouver,2025-05-12,Social Media
+C-10481,Liam Chen,liam.chen82@email.com,US,LA,2024-12-01,Organic Search
+C-10482,Sophia Miller,sophia.miller43@email.com,US,Austin,2025-08-05,Organic Search
+C-10483,Hans Davis,hans.davis24@email.com,AU,Sydney,2024-04-14,Social Media
+C-10484,Evelyn Thompson,evelyn.thompson44@email.com,CA,Toronto,2024-05-05,Paid Search
+C-10485,Priya Brown,priya.brown18@email.com,IN,Mumbai,2024-04-28,Organic Search
+C-10486,Charlotte Thompson,charlotte.thompson40@email.com,DE,Berlin,2024-07-21,Paid Search
+C-10487,Amelia Patel,amelia.patel23@email.com,UK,London,2024-03-20,Paid Search
+C-10488,Isabella Taylor,isabella.taylor77@email.com,AU,Brisbane,2024-03-22,Social Media
+C-10489,Fatima Kim,fatima.kim51@email.com,UK,Birmingham,2024-01-09,Paid Search
+C-10490,Fatima Lee,fatima.lee91@email.com,US,Houston,2025-04-26,Paid Search
+C-10491,Wei Rodriguez,wei.rodriguez29@email.com,CA,Montreal,2024-04-24,Social Media
+C-10492,Lucas Tanaka,lucas.tanaka23@email.com,US,Houston,2024-03-05,Email
+C-10493,Yuki Garcia,yuki.garcia95@email.com,IN,Mumbai,2025-04-04,Email
+C-10494,Benjamin Ahmed,benjamin.ahmed25@email.com,UK,Manchester,2025-07-28,Social Media
+C-10495,Isabella Jackson,isabella.jackson93@email.com,DE,Frankfurt,2025-03-02,Paid Search
+C-10496,Yuki Lee,yuki.lee62@email.com,US,LA,2024-06-24,Social Media
+C-10497,Sophia Clark,sophia.clark28@email.com,FR,Lyon,2024-05-23,Organic Search
+C-10498,Wei Miller,wei.miller44@email.com,CA,Toronto,2025-05-24,Organic Search
+C-10499,Wei Müller,wei.müller24@email.com,FR,Marseille,2025-07-29,Social Media
+C-10500,Charlotte Jones,charlotte.jones31@email.com,US,New York,2024-08-21,Email
+C-10501,Hans Rodriguez,hans.rodriguez32@email.com,US,Phoenix,2024-10-18,Social Media
+C-10502,Omar Moore,omar.moore86@email.com,UK,Manchester,2024-12-03,Paid Search
+C-10503,Olivia Clark,olivia.clark34@email.com,IN,Mumbai,2024-01-30,Email
+C-10504,Mason Taylor,mason.taylor57@email.com,US,Chicago,2025-06-14,Paid Search
+C-10505,Benjamin Brown,benjamin.brown22@email.com,FR,Paris,2024-08-08,Paid Search
+C-10506,Benjamin Kim,benjamin.kim70@email.com,DE,Munich,2025-08-02,Email
+C-10507,Harper Singh,harper.singh54@email.com,CA,Montreal,2024-11-19,Social Media
+C-10508,Mia Harris,mia.harris46@email.com,US,Dallas,2025-03-09,Direct
+C-10509,Isabella Martin,isabella.martin64@email.com,US,New York,2024-08-14,Social Media
+C-10510,Amelia Miller,amelia.miller42@email.com,US,Chicago,2025-03-10,Organic Search
+C-10511,Sophia Miller,sophia.miller11@email.com,US,Phoenix,2025-04-25,Paid Search
+C-10512,Harper Moore,harper.moore57@email.com,IN,Mumbai,2024-05-21,Referral
+C-10513,Ava Jones,ava.jones31@email.com,FR,Marseille,2025-05-04,Organic Search
+C-10514,Lucas Nguyen,lucas.nguyen24@email.com,FR,Paris,2024-04-26,Email
+C-10515,Arjun Thompson,arjun.thompson62@email.com,UK,Birmingham,2025-04-02,Paid Search
+C-10516,Sophia Patel,sophia.patel88@email.com,CA,Calgary,2025-03-28,Organic Search
+C-10517,Yuki Brown,yuki.brown94@email.com,CA,Montreal,2025-01-30,Email
+C-10518,Logan Moore,logan.moore68@email.com,UK,London,2024-07-10,Direct
+C-10519,Emma Miller,emma.miller42@email.com,US,Chicago,2024-01-07,Organic Search
+C-10520,Raj Nguyen,raj.nguyen39@email.com,CA,Toronto,2025-03-12,Social Media
+C-10521,Chen Chen,chen.chen77@email.com,AU,Sydney,2024-05-02,Organic Search
+C-10522,Yuki Martinez,yuki.martinez31@email.com,UK,Birmingham,2024-09-23,Organic Search
+C-10523,Ava Dubois,ava.dubois31@email.com,AU,Brisbane,2024-01-15,Social Media
+C-10524,Elijah Chen,elijah.chen44@email.com,IN,Mumbai,2024-11-06,Social Media
+C-10525,Ava Moore,ava.moore77@email.com,US,Dallas,2025-02-01,Referral
+C-10526,Hans Tanaka,hans.tanaka78@email.com,US,Austin,2024-08-17,Email
+C-10527,Ava Davis,ava.davis45@email.com,AU,Sydney,2025-05-08,Social Media
+C-10528,Isabella Garcia,isabella.garcia58@email.com,US,Austin,2025-03-06,Organic Search
+C-10529,Chen Ahmed,chen.ahmed17@email.com,IN,Bangalore,2024-07-31,Paid Search
+C-10530,Liam Thompson,liam.thompson74@email.com,AU,Brisbane,2024-12-06,Organic Search
+C-10531,Hans Martin,hans.martin49@email.com,IN,Delhi,2025-01-06,Organic Search
+C-10532,Noah Kim,noah.kim30@email.com,UK,Leeds,2025-08-04,Social Media
+C-10533,Raj Jones,raj.jones94@email.com,UK,Manchester,2025-04-01,Social Media
+C-10534,James Johnson,james.johnson38@email.com,CA,Calgary,2024-01-24,Paid Search
+C-10535,Olivia Martin,olivia.martin71@email.com,US,Phoenix,2025-08-15,Direct
+C-10536,Hans Garcia,hans.garcia12@email.com,DE,Munich,2024-12-24,Social Media
+C-10537,Hans Jones,hans.jones94@email.com,US,Dallas,2024-05-21,Referral
+C-10538,Isabella Kim,isabella.kim96@email.com,US,LA,2024-09-25,Direct
+C-10539,Ava Patel,ava.patel72@email.com,DE,Hamburg,2025-06-12,Social Media
+C-10540,Yuki Martinez,yuki.martinez26@email.com,US,Austin,2025-06-16,Social Media
+C-10541,Omar Tanaka,omar.tanaka13@email.com,CA,Toronto,2024-01-14,Direct
+C-10542,Yuki Taylor,yuki.taylor50@email.com,US,Dallas,2024-01-27,Email
+C-10543,Oliver Garcia,oliver.garcia92@email.com,FR,Marseille,2024-07-24,Email
+C-10544,James Lee,james.lee46@email.com,UK,Leeds,2024-04-15,Direct
+C-10545,Lucas Dubois,lucas.dubois34@email.com,US,New York,2024-03-24,Paid Search
+C-10546,Emma Clark,emma.clark48@email.com,UK,Leeds,2024-04-15,Organic Search
+C-10547,Liam Williams,liam.williams25@email.com,US,Austin,2025-04-30,Organic Search
+C-10548,Hans Williams,hans.williams63@email.com,US,Austin,2024-07-18,Email
+C-10549,Yuki Thomas,yuki.thomas56@email.com,FR,Paris,2024-03-12,Paid Search
+C-10550,Evelyn Davis,evelyn.davis61@email.com,UK,Leeds,2024-12-16,Direct
+C-10551,Omar Müller,omar.müller90@email.com,US,LA,2024-07-25,Organic Search
+C-10552,Benjamin Thompson,benjamin.thompson61@email.com,US,Phoenix,2025-07-10,Organic Search
+C-10553,Isabella Miller,isabella.miller15@email.com,DE,Frankfurt,2025-04-25,Referral
+C-10554,Ava Singh,ava.singh43@email.com,DE,Frankfurt,2024-02-11,Email
+C-10555,Liam Patel,liam.patel33@email.com,DE,Hamburg,2025-03-30,Paid Search
+C-10556,Priya Harris,priya.harris79@email.com,AU,Sydney,2024-04-18,Direct
+C-10557,Evelyn Rodriguez,evelyn.rodriguez72@email.com,IN,Mumbai,2025-01-09,Organic Search
+C-10558,Fatima Chen,fatima.chen94@email.com,UK,Leeds,2025-05-25,Paid Search
+C-10559,Charlotte Singh,charlotte.singh30@email.com,AU,Melbourne,2024-03-25,Email
+C-10560,Logan Tanaka,logan.tanaka99@email.com,DE,Berlin,2024-11-03,Organic Search
+C-10561,Raj Harris,raj.harris41@email.com,AU,Brisbane,2024-05-20,Paid Search
+C-10562,Marie Tanaka,marie.tanaka18@email.com,UK,London,2024-09-03,Paid Search
+C-10563,Emma Dubois,emma.dubois40@email.com,DE,Munich,2024-05-02,Paid Search
+C-10564,Raj Taylor,raj.taylor84@email.com,CA,Montreal,2025-01-11,Social Media
+C-10565,Noah Moore,noah.moore32@email.com,UK,Manchester,2024-10-04,Social Media
+C-10566,Mia Smith,mia.smith80@email.com,IN,Delhi,2025-02-04,Direct
+C-10567,Isabella Martin,isabella.martin33@email.com,US,New York,2024-05-18,Organic Search
+C-10568,Hans Clark,hans.clark58@email.com,US,New York,2024-08-18,Organic Search
+C-10569,Emma Garcia,emma.garcia97@email.com,FR,Lyon,2024-05-23,Organic Search
+C-10570,Priya Martin,priya.martin55@email.com,FR,Marseille,2024-05-21,Email
+C-10571,Amelia Kim,amelia.kim85@email.com,AU,Brisbane,2024-04-14,Social Media
+C-10572,Chen Chen,chen.chen79@email.com,US,LA,2025-01-04,Referral
+C-10573,James Kumar,james.kumar41@email.com,US,Phoenix,2024-03-15,Email
+C-10574,Omar Martinez,omar.martinez73@email.com,US,LA,2025-02-03,Paid Search
+C-10575,Charlotte Patel,charlotte.patel33@email.com,DE,Frankfurt,2025-04-24,Email
+C-10576,Liam Jackson,liam.jackson36@email.com,US,Chicago,2024-05-23,Direct
+C-10577,Liam Patel,liam.patel24@email.com,US,Chicago,2024-08-19,Direct
+C-10578,Logan Patel,logan.patel71@email.com,US,Dallas,2024-05-09,Social Media
+C-10579,Noah Ahmed,noah.ahmed37@email.com,IN,Delhi,2025-06-08,Organic Search
+C-10580,William Clark,william.clark81@email.com,UK,Leeds,2025-05-06,Social Media
+C-10581,Isabella Patel,isabella.patel51@email.com,FR,Lyon,2025-01-05,Paid Search
+C-10582,Chen Thompson,chen.thompson32@email.com,US,Chicago,2025-02-24,Paid Search
+C-10583,Noah Williams,noah.williams63@email.com,FR,Lyon,2024-10-26,Social Media
+C-10584,Sophia Johnson,sophia.johnson96@email.com,US,LA,2024-07-09,Organic Search
+C-10585,Chen Thomas,chen.thomas30@email.com,AU,Sydney,2025-03-06,Email
+C-10586,Liam Kumar,liam.kumar12@email.com,US,LA,2024-12-29,Social Media
+C-10587,Hans Thomas,hans.thomas90@email.com,CA,Vancouver,2024-02-19,Direct
+C-10588,Amelia Thomas,amelia.thomas48@email.com,US,New York,2025-07-19,Direct
+C-10589,Fatima Thompson,fatima.thompson98@email.com,US,Phoenix,2024-11-27,Paid Search
+C-10590,Amelia Miller,amelia.miller67@email.com,US,Houston,2024-03-02,Social Media
+C-10591,Mason Martin,mason.martin72@email.com,US,Chicago,2024-10-01,Social Media
+C-10592,Mia Kumar,mia.kumar26@email.com,IN,Delhi,2024-09-05,Organic Search
+C-10593,Amelia Moore,amelia.moore26@email.com,IN,Mumbai,2024-11-11,Email
+C-10594,Fatima Martinez,fatima.martinez45@email.com,DE,Munich,2025-02-18,Organic Search
+C-10595,Noah Kumar,noah.kumar21@email.com,US,LA,2024-10-06,Email
+C-10596,Wei Williams,wei.williams27@email.com,CA,Vancouver,2025-06-06,Organic Search
+C-10597,Ava Davis,ava.davis19@email.com,US,New York,2025-02-11,Paid Search
+C-10598,Benjamin Ahmed,benjamin.ahmed78@email.com,CA,Montreal,2025-05-14,Email
+C-10599,Sophia Miller,sophia.miller57@email.com,FR,Paris,2025-01-31,Organic Search
+C-10600,Isabella Lee,isabella.lee72@email.com,US,Phoenix,2025-03-23,Social Media
+C-10601,Elijah Harris,elijah.harris73@email.com,UK,Leeds,2024-06-23,Referral
+C-10602,Omar Thomas,omar.thomas44@email.com,AU,Brisbane,2024-07-05,Direct
+C-10603,William Thompson,william.thompson60@email.com,US,Dallas,2025-01-25,Organic Search
+C-10604,Evelyn Smith,evelyn.smith44@email.com,IN,Mumbai,2024-10-16,Paid Search
+C-10605,Hans Thompson,hans.thompson35@email.com,US,Chicago,2024-07-19,Direct
+C-10606,Marie Williams,marie.williams55@email.com,CA,Vancouver,2025-03-14,Paid Search
+C-10607,William Jackson,william.jackson92@email.com,US,Dallas,2024-06-24,Direct
+C-10608,Ava Martinez,ava.martinez45@email.com,US,Phoenix,2024-05-14,Direct
+C-10609,Benjamin Martinez,benjamin.martinez35@email.com,UK,Birmingham,2025-08-06,Paid Search
+C-10610,Elijah Brown,elijah.brown19@email.com,US,Houston,2024-10-10,Paid Search
+C-10611,Priya Singh,priya.singh92@email.com,FR,Marseille,2024-11-19,Organic Search
+C-10612,Evelyn Dubois,evelyn.dubois53@email.com,AU,Sydney,2024-04-18,Organic Search
+C-10613,Isabella Rodriguez,isabella.rodriguez72@email.com,US,LA,2024-08-04,Paid Search
+C-10614,Omar Harris,omar.harris66@email.com,FR,Paris,2024-05-22,Organic Search
+C-10615,Logan Kumar,logan.kumar83@email.com,US,Dallas,2024-10-16,Organic Search
+C-10616,Emma Miller,emma.miller40@email.com,FR,Lyon,2024-06-06,Direct
+C-10617,Mason White,mason.white45@email.com,US,Austin,2025-03-18,Email
+C-10618,Amelia Martin,amelia.martin11@email.com,IN,Bangalore,2025-01-21,Direct
+C-10619,Amelia Brown,amelia.brown35@email.com,US,LA,2024-09-21,Organic Search
+C-10620,Evelyn Lee,evelyn.lee57@email.com,US,LA,2024-01-04,Organic Search
+C-10621,Harper Martinez,harper.martinez99@email.com,AU,Sydney,2024-06-10,Organic Search
+C-10622,Wei Müller,wei.müller42@email.com,CA,Montreal,2024-04-30,Organic Search
+C-10623,William Ahmed,william.ahmed49@email.com,US,Chicago,2024-04-26,Email
+C-10624,Noah Jones,noah.jones35@email.com,US,Chicago,2025-03-09,Organic Search
+C-10625,Mia Williams,mia.williams50@email.com,CA,Montreal,2025-01-04,Organic Search
+C-10626,Raj Patel,raj.patel43@email.com,US,New York,2025-02-17,Organic Search
+C-10627,Isabella Lee,isabella.lee40@email.com,US,LA,2024-01-16,Referral
+C-10628,William White,william.white34@email.com,US,Phoenix,2024-12-10,Social Media
+C-10629,James Nguyen,james.nguyen90@email.com,US,Phoenix,2025-07-14,Social Media
+C-10630,Evelyn Miller,evelyn.miller30@email.com,US,Chicago,2025-04-06,Paid Search
+C-10631,Mia Moore,mia.moore63@email.com,US,Austin,2024-01-03,Email
+C-10632,Marie Martin,marie.martin17@email.com,US,Dallas,2025-07-02,Organic Search
+C-10633,Lucas Martinez,lucas.martinez24@email.com,US,LA,2024-10-22,Paid Search
+C-10634,Benjamin Martin,benjamin.martin77@email.com,US,Chicago,2024-08-19,Email
+C-10635,William Williams,william.williams95@email.com,UK,London,2024-10-14,Organic Search
+C-10636,Mason Kumar,mason.kumar66@email.com,DE,Frankfurt,2025-02-13,Email
+C-10637,Evelyn Garcia,evelyn.garcia87@email.com,US,Chicago,2024-05-16,Paid Search
+C-10638,Fatima Johnson,fatima.johnson44@email.com,UK,Leeds,2024-07-28,Social Media
+C-10639,Marie Tanaka,marie.tanaka24@email.com,AU,Melbourne,2024-11-15,Email
+C-10640,Liam Harris,liam.harris50@email.com,DE,Munich,2025-08-21,Email
+C-10641,Amelia Martin,amelia.martin36@email.com,IN,Mumbai,2025-07-19,Paid Search
+C-10642,Mia Moore,mia.moore95@email.com,FR,Lyon,2025-07-03,Referral
+C-10643,Olivia Garcia,olivia.garcia46@email.com,FR,Paris,2024-10-22,Paid Search
+C-10644,James Williams,james.williams59@email.com,US,New York,2024-05-11,Paid Search
+C-10645,Noah Dubois,noah.dubois31@email.com,US,Chicago,2025-04-05,Email
+C-10646,Logan Dubois,logan.dubois29@email.com,US,Phoenix,2024-05-11,Paid Search
+C-10647,Omar Moore,omar.moore77@email.com,US,Houston,2024-09-28,Referral
+C-10648,Olivia Tanaka,olivia.tanaka10@email.com,US,Chicago,2024-10-22,Social Media
+C-10649,Isabella White,isabella.white53@email.com,US,Phoenix,2024-07-28,Direct
+C-10650,Benjamin Ahmed,benjamin.ahmed62@email.com,US,Dallas,2024-04-23,Paid Search
+C-10651,Mia Thomas,mia.thomas59@email.com,FR,Paris,2025-07-18,Social Media
+C-10652,Sophia Smith,sophia.smith85@email.com,IN,Delhi,2024-11-17,Referral
+C-10653,Sophia Dubois,sophia.dubois69@email.com,US,Chicago,2024-01-01,Social Media
+C-10654,Raj Ahmed,raj.ahmed65@email.com,IN,Bangalore,2024-12-07,Direct
+C-10655,Mason Brown,mason.brown12@email.com,US,Dallas,2024-09-17,Paid Search
+C-10656,Fatima Rodriguez,fatima.rodriguez35@email.com,US,LA,2024-05-22,Paid Search
+C-10657,Raj Miller,raj.miller24@email.com,US,Houston,2025-03-23,Paid Search
+C-10658,Logan Williams,logan.williams47@email.com,UK,Manchester,2024-05-09,Paid Search
+C-10659,Chen Martin,chen.martin38@email.com,UK,London,2025-07-15,Referral
+C-10660,Benjamin Rodriguez,benjamin.rodriguez87@email.com,AU,Sydney,2024-02-02,Email
+C-10661,James Smith,james.smith24@email.com,US,Chicago,2024-02-19,Email
+C-10662,Wei Moore,wei.moore53@email.com,FR,Paris,2025-01-17,Email
+C-10663,Priya Tanaka,priya.tanaka26@email.com,DE,Frankfurt,2025-05-15,Organic Search
+C-10664,Yuki Garcia,yuki.garcia25@email.com,UK,Birmingham,2024-03-27,Paid Search
+C-10665,Chen Harris,chen.harris30@email.com,US,New York,2024-08-18,Email
+C-10666,James Martin,james.martin45@email.com,US,Chicago,2025-04-12,Organic Search
+C-10667,Olivia Harris,olivia.harris36@email.com,AU,Melbourne,2025-07-15,Referral
+C-10668,Marie Harris,marie.harris16@email.com,UK,Birmingham,2024-10-05,Organic Search
+C-10669,Liam Miller,liam.miller65@email.com,CA,Vancouver,2025-02-27,Organic Search
+C-10670,William Dubois,william.dubois83@email.com,US,Dallas,2024-06-03,Paid Search
+C-10671,Arjun Dubois,arjun.dubois34@email.com,US,Houston,2024-07-03,Social Media
+C-10672,Evelyn Lee,evelyn.lee27@email.com,US,Dallas,2025-04-15,Paid Search
+C-10673,Hans Patel,hans.patel24@email.com,US,New York,2025-06-17,Direct
+C-10674,Omar Nguyen,omar.nguyen43@email.com,US,New York,2025-04-19,Organic Search
+C-10675,Charlotte Smith,charlotte.smith43@email.com,UK,London,2024-06-20,Referral
+C-10676,Mia Jones,mia.jones26@email.com,US,LA,2024-05-26,Paid Search
+C-10677,Benjamin Dubois,benjamin.dubois22@email.com,DE,Berlin,2025-07-04,Social Media
+C-10678,William Taylor,william.taylor53@email.com,FR,Paris,2024-08-01,Organic Search
+C-10679,James Lee,james.lee89@email.com,CA,Toronto,2024-04-24,Social Media
+C-10680,Mason Martinez,mason.martinez35@email.com,CA,Montreal,2025-02-25,Paid Search
+C-10681,Charlotte Tanaka,charlotte.tanaka32@email.com,US,New York,2024-08-11,Organic Search
+C-10682,Logan Smith,logan.smith81@email.com,FR,Paris,2024-09-16,Referral
+C-10683,Oliver Johnson,oliver.johnson49@email.com,FR,Paris,2025-07-14,Social Media
+C-10684,Noah Tanaka,noah.tanaka82@email.com,UK,Manchester,2025-07-25,Paid Search
+C-10685,Charlotte Kumar,charlotte.kumar85@email.com,US,Phoenix,2025-08-16,Social Media
+C-10686,Fatima Patel,fatima.patel88@email.com,UK,Leeds,2025-01-07,Paid Search
+C-10687,Wei Taylor,wei.taylor59@email.com,FR,Lyon,2024-05-18,Email
+C-10688,Yuki Nguyen,yuki.nguyen51@email.com,US,LA,2024-09-25,Social Media
+C-10689,Chen Singh,chen.singh94@email.com,DE,Munich,2025-01-07,Organic Search
+C-10690,Hans Ahmed,hans.ahmed56@email.com,US,Dallas,2024-10-12,Organic Search
+C-10691,Omar White,omar.white40@email.com,CA,Vancouver,2024-04-20,Social Media
+C-10692,Chen Garcia,chen.garcia79@email.com,US,Chicago,2025-08-02,Direct
+C-10693,Sophia Thompson,sophia.thompson44@email.com,US,Chicago,2024-10-21,Paid Search
+C-10694,Yuki Patel,yuki.patel76@email.com,US,LA,2024-11-14,Organic Search
+C-10695,Lucas Garcia,lucas.garcia23@email.com,AU,Sydney,2024-07-05,Paid Search
+C-10696,Marie Nguyen,marie.nguyen54@email.com,US,Houston,2025-03-16,Organic Search
+C-10697,Marie Johnson,marie.johnson39@email.com,US,LA,2024-08-14,Paid Search
+C-10698,Oliver Garcia,oliver.garcia38@email.com,US,Houston,2024-10-22,Organic Search
+C-10699,Yuki Brown,yuki.brown48@email.com,US,New York,2024-12-29,Social Media
+C-10700,Mia Williams,mia.williams79@email.com,UK,Leeds,2025-01-05,Organic Search
+C-10701,Noah Davis,noah.davis83@email.com,FR,Paris,2024-12-23,Social Media
+C-10702,Harper Miller,harper.miller72@email.com,DE,Hamburg,2025-08-20,Paid Search
+C-10703,Fatima Davis,fatima.davis10@email.com,UK,Manchester,2025-02-11,Social Media
+C-10704,Amelia Taylor,amelia.taylor51@email.com,DE,Munich,2024-05-12,Social Media
+C-10705,Benjamin Jackson,benjamin.jackson53@email.com,AU,Brisbane,2024-03-29,Paid Search
+C-10706,Mason Nguyen,mason.nguyen47@email.com,CA,Toronto,2024-07-19,Direct
+C-10707,Chen Jackson,chen.jackson54@email.com,US,Houston,2024-11-16,Organic Search
+C-10708,Isabella Jones,isabella.jones70@email.com,UK,Birmingham,2024-06-14,Email
+C-10709,Omar Ahmed,omar.ahmed30@email.com,IN,Delhi,2025-04-13,Organic Search
+C-10710,Raj Chen,raj.chen93@email.com,US,Chicago,2024-09-03,Social Media
+C-10711,Evelyn Clark,evelyn.clark36@email.com,US,Chicago,2025-08-02,Paid Search
+C-10712,Chen Brown,chen.brown49@email.com,FR,Marseille,2025-04-08,Social Media
+C-10713,Amelia Tanaka,amelia.tanaka77@email.com,FR,Paris,2024-04-07,Paid Search
+C-10714,Olivia Jackson,olivia.jackson23@email.com,US,Chicago,2024-12-30,Paid Search
+C-10715,Mia Thompson,mia.thompson41@email.com,US,Phoenix,2024-12-09,Organic Search
+C-10716,Priya Garcia,priya.garcia55@email.com,UK,Manchester,2024-10-10,Organic Search
+C-10717,Yuki Müller,yuki.müller73@email.com,AU,Sydney,2025-05-09,Organic Search
+C-10718,Sophia Nguyen,sophia.nguyen45@email.com,FR,Paris,2025-04-09,Social Media
+C-10719,Marie Taylor,marie.taylor28@email.com,CA,Montreal,2024-02-18,Paid Search
+C-10720,Wei Thomas,wei.thomas75@email.com,CA,Montreal,2024-12-31,Direct
+C-10721,Priya Nguyen,priya.nguyen49@email.com,AU,Melbourne,2024-05-04,Organic Search
+C-10722,Liam Kim,liam.kim94@email.com,US,Dallas,2024-11-27,Social Media
+C-10723,Olivia Martinez,olivia.martinez95@email.com,DE,Hamburg,2024-04-07,Organic Search
+C-10724,Fatima Müller,fatima.müller69@email.com,UK,Leeds,2025-01-04,Social Media
+C-10725,Sophia Nguyen,sophia.nguyen44@email.com,US,Phoenix,2025-04-27,Referral
+C-10726,Mason Jackson,mason.jackson58@email.com,DE,Hamburg,2024-03-26,Paid Search
+C-10727,Chen Brown,chen.brown17@email.com,US,LA,2025-03-03,Paid Search
+C-10728,Yuki Davis,yuki.davis96@email.com,US,LA,2024-03-30,Social Media
+C-10729,Oliver Moore,oliver.moore94@email.com,US,Chicago,2024-10-12,Paid Search
+C-10730,Olivia Kumar,olivia.kumar42@email.com,CA,Vancouver,2025-04-08,Paid Search
+C-10731,Olivia Dubois,olivia.dubois49@email.com,UK,Birmingham,2024-08-26,Email
+C-10732,Evelyn Williams,evelyn.williams17@email.com,DE,Berlin,2024-10-26,Referral
+C-10733,Mia Lee,mia.lee95@email.com,DE,Hamburg,2025-01-22,Direct
+C-10734,Omar Thomas,omar.thomas75@email.com,US,Austin,2024-07-15,Organic Search
+C-10735,Ava Jackson,ava.jackson64@email.com,DE,Frankfurt,2025-08-23,Organic Search
+C-10736,Mia Kim,mia.kim50@email.com,US,Austin,2024-05-30,Direct
+C-10737,Marie Taylor,marie.taylor48@email.com,US,LA,2024-08-20,Social Media
+C-10738,Liam Kumar,liam.kumar45@email.com,CA,Toronto,2025-03-22,Direct
+C-10739,Wei Martinez,wei.martinez13@email.com,CA,Vancouver,2025-03-04,Social Media
+C-10740,Fatima Dubois,fatima.dubois15@email.com,AU,Melbourne,2025-06-27,Direct
+C-10741,Amelia Kim,amelia.kim91@email.com,DE,Munich,2024-01-14,Email
+C-10742,Amelia Chen,amelia.chen10@email.com,US,Phoenix,2025-01-10,Social Media
+C-10743,Omar Singh,omar.singh75@email.com,US,LA,2025-01-09,Organic Search
+C-10744,Raj Jones,raj.jones27@email.com,DE,Frankfurt,2024-08-11,Social Media
+C-10745,Priya Dubois,priya.dubois95@email.com,US,Chicago,2024-05-03,Paid Search
+C-10746,Chen Jones,chen.jones92@email.com,UK,Leeds,2025-03-06,Organic Search
+C-10747,Isabella Chen,isabella.chen36@email.com,US,Chicago,2024-08-03,Direct
+C-10748,Charlotte Brown,charlotte.brown14@email.com,UK,Manchester,2024-03-20,Direct
+C-10749,Yuki Moore,yuki.moore23@email.com,US,Chicago,2024-08-24,Social Media
+C-10750,Emma Lee,emma.lee42@email.com,US,New York,2025-03-04,Organic Search
+C-10751,Harper Tanaka,harper.tanaka38@email.com,FR,Marseille,2024-07-11,Organic Search
+C-10752,Noah Garcia,noah.garcia28@email.com,US,Phoenix,2024-02-27,Referral
+C-10753,Priya Müller,priya.müller67@email.com,UK,Birmingham,2025-01-07,Paid Search
+C-10754,Amelia Tanaka,amelia.tanaka40@email.com,IN,Delhi,2024-10-30,Referral
+C-10755,Oliver Müller,oliver.müller44@email.com,UK,Leeds,2024-09-03,Organic Search
+C-10756,Mia Martinez,mia.martinez51@email.com,UK,London,2024-09-11,Organic Search
+C-10757,Noah Müller,noah.müller76@email.com,US,LA,2024-10-11,Organic Search
+C-10758,Benjamin Patel,benjamin.patel30@email.com,UK,Leeds,2024-07-04,Direct
+C-10759,Emma Singh,emma.singh91@email.com,US,Chicago,2025-01-23,Organic Search
+C-10760,Yuki Clark,yuki.clark65@email.com,US,New York,2024-04-01,Direct
+C-10761,Olivia Thompson,olivia.thompson28@email.com,FR,Paris,2024-12-02,Paid Search
+C-10762,Elijah Davis,elijah.davis37@email.com,US,Houston,2025-03-15,Organic Search
+C-10763,Harper White,harper.white22@email.com,CA,Toronto,2024-04-04,Organic Search
+C-10764,Lucas Thompson,lucas.thompson56@email.com,DE,Berlin,2025-06-18,Paid Search
+C-10765,Yuki Chen,yuki.chen53@email.com,DE,Munich,2025-04-20,Direct
+C-10766,Marie Kumar,marie.kumar53@email.com,CA,Toronto,2024-03-13,Social Media
+C-10767,Isabella Garcia,isabella.garcia39@email.com,FR,Marseille,2025-05-03,Email
+C-10768,Benjamin Taylor,benjamin.taylor59@email.com,US,Dallas,2024-11-22,Referral
+C-10769,Elijah Garcia,elijah.garcia53@email.com,US,Phoenix,2024-10-23,Paid Search
+C-10770,James Kumar,james.kumar31@email.com,UK,Birmingham,2025-02-16,Direct
+C-10771,Harper Chen,harper.chen84@email.com,UK,Manchester,2025-06-03,Organic Search
+C-10772,Chen Singh,chen.singh39@email.com,CA,Calgary,2025-03-28,Organic Search
+C-10773,Arjun Johnson,arjun.johnson44@email.com,US,Dallas,2025-07-09,Email
+C-10774,Benjamin Singh,benjamin.singh98@email.com,US,LA,2025-03-27,Social Media
+C-10775,Logan Harris,logan.harris90@email.com,AU,Brisbane,2024-07-23,Paid Search
+C-10776,Lucas Müller,lucas.müller88@email.com,US,Austin,2025-06-21,Organic Search
+C-10777,Omar Rodriguez,omar.rodriguez76@email.com,US,New York,2024-08-26,Referral
+C-10778,Amelia Nguyen,amelia.nguyen46@email.com,US,LA,2025-06-18,Paid Search
+C-10779,Emma Martinez,emma.martinez99@email.com,US,Austin,2025-06-17,Referral
+C-10780,Charlotte Nguyen,charlotte.nguyen91@email.com,US,New York,2025-07-03,Social Media
+C-10781,Sophia Smith,sophia.smith59@email.com,CA,Vancouver,2025-08-10,Paid Search
+C-10782,Evelyn Clark,evelyn.clark21@email.com,UK,Birmingham,2025-01-21,Organic Search
+C-10783,Omar Tanaka,omar.tanaka51@email.com,DE,Hamburg,2024-01-23,Social Media
+C-10784,Arjun Thomas,arjun.thomas70@email.com,US,Chicago,2024-03-02,Direct
+C-10785,Logan Smith,logan.smith88@email.com,FR,Marseille,2024-04-23,Email
+C-10786,Liam Taylor,liam.taylor96@email.com,FR,Marseille,2024-12-08,Direct
+C-10787,Arjun Martin,arjun.martin70@email.com,CA,Toronto,2024-07-14,Social Media
+C-10788,Olivia Ahmed,olivia.ahmed46@email.com,US,Phoenix,2024-08-01,Email
+C-10789,Logan Kumar,logan.kumar51@email.com,US,New York,2025-08-20,Paid Search
+C-10790,Marie Kim,marie.kim96@email.com,US,Phoenix,2025-07-15,Social Media
+C-10791,William Thomas,william.thomas44@email.com,US,Austin,2025-07-31,Direct
+C-10792,Raj Harris,raj.harris95@email.com,AU,Brisbane,2025-03-30,Email
+C-10793,Ava Thomas,ava.thomas11@email.com,UK,Leeds,2024-02-20,Organic Search
+C-10794,Wei Martinez,wei.martinez15@email.com,US,New York,2025-03-15,Social Media
+C-10795,James Jones,james.jones67@email.com,AU,Sydney,2024-03-09,Paid Search
+C-10796,Harper Martinez,harper.martinez17@email.com,US,LA,2025-01-15,Organic Search
+C-10797,Chen Taylor,chen.taylor95@email.com,DE,Berlin,2024-09-04,Referral
+C-10798,Sophia Williams,sophia.williams57@email.com,US,Houston,2024-02-27,Organic Search
+C-10799,Isabella Nguyen,isabella.nguyen66@email.com,CA,Vancouver,2025-01-01,Organic Search
+C-10800,Lucas Müller,lucas.müller49@email.com,US,Chicago,2025-05-22,Referral
+C-10801,Oliver Dubois,oliver.dubois83@email.com,US,Chicago,2024-08-28,Organic Search
+C-10802,Raj Patel,raj.patel43@email.com,CA,Calgary,2024-04-09,Paid Search
+C-10803,James Thomas,james.thomas49@email.com,US,Phoenix,2025-06-04,Organic Search
+C-10804,Benjamin Lee,benjamin.lee96@email.com,US,LA,2025-01-03,Paid Search
+C-10805,Marie Garcia,marie.garcia43@email.com,UK,Birmingham,2024-12-17,Organic Search
+C-10806,Raj White,raj.white35@email.com,US,Phoenix,2025-02-10,Social Media
+C-10807,Raj Dubois,raj.dubois62@email.com,DE,Hamburg,2025-05-26,Direct
+C-10808,Elijah Smith,elijah.smith68@email.com,US,Chicago,2024-12-06,Direct
+C-10809,Mia Müller,mia.müller90@email.com,DE,Frankfurt,2024-06-13,Email
+C-10810,Raj Singh,raj.singh41@email.com,US,Houston,2024-08-17,Email
+C-10811,Isabella Moore,isabella.moore96@email.com,US,Phoenix,2025-06-25,Referral
+C-10812,Sophia Müller,sophia.müller50@email.com,UK,Manchester,2024-10-06,Direct
+C-10813,Emma Jackson,emma.jackson29@email.com,DE,Hamburg,2024-09-04,Direct
+C-10814,Amelia Davis,amelia.davis63@email.com,DE,Berlin,2024-06-15,Social Media
+C-10815,Wei Jones,wei.jones64@email.com,IN,Delhi,2025-01-29,Organic Search
+C-10816,Chen Smith,chen.smith60@email.com,US,Phoenix,2025-07-17,Organic Search
+C-10817,William Garcia,william.garcia73@email.com,IN,Delhi,2024-09-20,Paid Search
+C-10818,Emma Taylor,emma.taylor10@email.com,US,Austin,2024-04-03,Direct
+C-10819,Hans Lee,hans.lee73@email.com,US,Chicago,2024-08-13,Social Media
+C-10820,Olivia Kumar,olivia.kumar91@email.com,AU,Melbourne,2025-01-02,Organic Search
+C-10821,Oliver Miller,oliver.miller59@email.com,US,New York,2024-05-26,Direct
+C-10822,Marie Martinez,marie.martinez65@email.com,CA,Montreal,2025-06-28,Organic Search
+C-10823,Liam Thomas,liam.thomas27@email.com,DE,Berlin,2024-06-05,Organic Search
+C-10824,Ava Miller,ava.miller65@email.com,UK,Leeds,2025-07-18,Paid Search
+C-10825,Lucas Dubois,lucas.dubois68@email.com,US,Houston,2025-05-13,Social Media
+C-10826,Sophia Patel,sophia.patel59@email.com,US,Phoenix,2024-02-13,Email
+C-10827,Mia Miller,mia.miller38@email.com,DE,Hamburg,2025-05-23,Organic Search
+C-10828,Noah Jones,noah.jones21@email.com,UK,Manchester,2025-01-23,Organic Search
+C-10829,Raj Thompson,raj.thompson86@email.com,US,New York,2024-10-02,Paid Search
+C-10830,Ava Martin,ava.martin54@email.com,US,Phoenix,2024-10-13,Direct
+C-10831,Lucas Thomas,lucas.thomas97@email.com,US,New York,2025-04-14,Email
+C-10832,Wei White,wei.white76@email.com,US,New York,2025-03-06,Social Media
+C-10833,Isabella Rodriguez,isabella.rodriguez53@email.com,US,Chicago,2025-04-14,Social Media
+C-10834,Lucas Davis,lucas.davis71@email.com,UK,Birmingham,2024-02-14,Organic Search
+C-10835,Harper Kim,harper.kim37@email.com,US,Austin,2024-05-15,Email
+C-10836,Mia Patel,mia.patel34@email.com,US,Houston,2025-06-13,Social Media
+C-10837,Logan Kim,logan.kim40@email.com,UK,Manchester,2025-02-26,Social Media
+C-10838,Arjun Nguyen,arjun.nguyen92@email.com,IN,Delhi,2024-10-06,Paid Search
+C-10839,Hans Harris,hans.harris88@email.com,FR,Paris,2024-10-11,Paid Search
+C-10840,Arjun Jackson,arjun.jackson97@email.com,US,Dallas,2024-02-17,Social Media
+C-10841,William White,william.white95@email.com,IN,Bangalore,2025-03-17,Email
+C-10842,Lucas Patel,lucas.patel86@email.com,US,Houston,2024-03-08,Direct
+C-10843,Evelyn Müller,evelyn.müller21@email.com,FR,Lyon,2024-10-10,Organic Search
+C-10844,Isabella Moore,isabella.moore54@email.com,US,Chicago,2025-07-26,Organic Search
+C-10845,Sophia Müller,sophia.müller42@email.com,UK,Birmingham,2025-05-06,Social Media
+C-10846,Benjamin Dubois,benjamin.dubois57@email.com,CA,Montreal,2024-10-12,Email
+C-10847,Hans Clark,hans.clark39@email.com,US,Houston,2025-03-25,Email
+C-10848,Sophia Kim,sophia.kim22@email.com,AU,Melbourne,2025-03-24,Organic Search
+C-10849,William Rodriguez,william.rodriguez37@email.com,IN,Bangalore,2024-07-04,Organic Search
+C-10850,Fatima Ahmed,fatima.ahmed40@email.com,DE,Frankfurt,2024-08-27,Email
+C-10851,Hans Miller,hans.miller88@email.com,DE,Frankfurt,2024-04-08,Organic Search
+C-10852,Harper Martin,harper.martin20@email.com,AU,Sydney,2024-08-16,Social Media
+C-10853,Logan Kumar,logan.kumar37@email.com,US,Dallas,2024-01-17,Social Media
+C-10854,Wei Moore,wei.moore83@email.com,UK,Manchester,2024-10-23,Social Media
+C-10855,William Tanaka,william.tanaka99@email.com,US,Phoenix,2024-04-26,Social Media
+C-10856,Oliver Thompson,oliver.thompson19@email.com,CA,Calgary,2024-07-11,Organic Search
+C-10857,Mia Singh,mia.singh24@email.com,UK,Manchester,2024-11-19,Referral
+C-10858,Mason Brown,mason.brown90@email.com,DE,Hamburg,2024-02-20,Paid Search
+C-10859,Priya Smith,priya.smith78@email.com,AU,Brisbane,2024-03-16,Paid Search
+C-10860,Wei Clark,wei.clark94@email.com,UK,Manchester,2025-05-07,Paid Search
+C-10861,Mia Davis,mia.davis14@email.com,US,New York,2025-07-21,Email
+C-10862,Sophia Miller,sophia.miller87@email.com,US,LA,2024-03-21,Paid Search
+C-10863,Oliver Davis,oliver.davis53@email.com,US,Phoenix,2024-10-25,Social Media
+C-10864,Evelyn Müller,evelyn.müller85@email.com,US,New York,2024-02-29,Email
+C-10865,Mason Jackson,mason.jackson84@email.com,US,Dallas,2025-02-01,Paid Search
+C-10866,Elijah Jackson,elijah.jackson87@email.com,UK,Leeds,2024-10-11,Direct
+C-10867,Mason Singh,mason.singh32@email.com,UK,Leeds,2025-07-19,Referral
+C-10868,Harper White,harper.white59@email.com,US,LA,2025-02-03,Email
+C-10869,Evelyn Chen,evelyn.chen10@email.com,US,Phoenix,2024-04-03,Paid Search
+C-10870,Evelyn Kumar,evelyn.kumar41@email.com,DE,Munich,2024-01-08,Referral
+C-10871,Charlotte Lee,charlotte.lee46@email.com,UK,Birmingham,2025-05-22,Direct
+C-10872,Mason Patel,mason.patel33@email.com,US,Austin,2025-01-01,Organic Search
+C-10873,Liam Martin,liam.martin35@email.com,US,Phoenix,2024-11-23,Email
+C-10874,Chen Kumar,chen.kumar19@email.com,UK,Manchester,2025-03-16,Direct
+C-10875,Charlotte Moore,charlotte.moore34@email.com,UK,Leeds,2025-01-08,Referral
+C-10876,Liam Chen,liam.chen81@email.com,IN,Bangalore,2025-07-03,Organic Search
+C-10877,Harper Rodriguez,harper.rodriguez84@email.com,AU,Sydney,2025-05-29,Paid Search
+C-10878,Yuki Smith,yuki.smith12@email.com,US,New York,2025-01-19,Direct
+C-10879,Ava Clark,ava.clark50@email.com,US,Houston,2024-01-06,Organic Search
+C-10880,Omar Harris,omar.harris46@email.com,DE,Hamburg,2025-06-26,Paid Search
+C-10881,Raj Chen,raj.chen81@email.com,UK,Leeds,2025-02-06,Direct
+C-10882,Elijah Johnson,elijah.johnson65@email.com,DE,Munich,2025-05-07,Social Media
+C-10883,Fatima Nguyen,fatima.nguyen86@email.com,US,LA,2024-06-13,Direct
+C-10884,Amelia Miller,amelia.miller11@email.com,UK,Birmingham,2025-03-22,Paid Search
+C-10885,Chen Brown,chen.brown70@email.com,US,Chicago,2025-04-09,Paid Search
+C-10886,Ava Martin,ava.martin99@email.com,IN,Delhi,2025-02-19,Direct
+C-10887,Mia Jones,mia.jones47@email.com,US,Austin,2024-12-08,Organic Search
+C-10888,Mia Martinez,mia.martinez52@email.com,US,Austin,2025-03-06,Email
+C-10889,Yuki Clark,yuki.clark25@email.com,US,Dallas,2025-02-20,Social Media
+C-10890,Olivia Patel,olivia.patel11@email.com,US,LA,2024-12-24,Organic Search
+C-10891,Emma Patel,emma.patel81@email.com,US,Houston,2024-01-11,Email
+C-10892,Elijah Clark,elijah.clark21@email.com,IN,Delhi,2024-09-20,Paid Search
+C-10893,Mia Thompson,mia.thompson46@email.com,US,Houston,2025-06-11,Paid Search
+C-10894,Ava Kumar,ava.kumar59@email.com,US,LA,2024-04-24,Direct
+C-10895,William Taylor,william.taylor82@email.com,AU,Brisbane,2025-06-26,Direct
+C-10896,Mason Williams,mason.williams26@email.com,US,Phoenix,2025-01-24,Email
+C-10897,Amelia White,amelia.white76@email.com,AU,Brisbane,2024-05-19,Direct
+C-10898,Mason Davis,mason.davis43@email.com,UK,Manchester,2025-04-10,Organic Search
+C-10899,Marie Chen,marie.chen92@email.com,AU,Brisbane,2024-01-24,Email
+C-10900,Mia Taylor,mia.taylor78@email.com,US,Chicago,2025-01-17,Paid Search
+C-10901,Emma Ahmed,emma.ahmed98@email.com,US,New York,2024-08-01,Email
+C-10902,Raj Thompson,raj.thompson85@email.com,US,Houston,2024-05-01,Referral
+C-10903,Benjamin Thomas,benjamin.thomas71@email.com,US,Chicago,2025-05-08,Paid Search
+C-10904,Lucas Dubois,lucas.dubois67@email.com,US,Dallas,2024-01-11,Organic Search
+C-10905,Olivia White,olivia.white77@email.com,UK,Birmingham,2024-03-10,Social Media
+C-10906,Noah White,noah.white60@email.com,AU,Melbourne,2024-05-15,Social Media
+C-10907,Mia Lee,mia.lee33@email.com,UK,Birmingham,2024-02-06,Social Media
+C-10908,Oliver Ahmed,oliver.ahmed19@email.com,US,New York,2025-05-30,Paid Search
+C-10909,Benjamin Kumar,benjamin.kumar52@email.com,DE,Munich,2024-12-14,Direct
+C-10910,Olivia Moore,olivia.moore61@email.com,CA,Montreal,2024-06-22,Social Media
+C-10911,Raj Thompson,raj.thompson49@email.com,UK,Manchester,2024-01-20,Email
+C-10912,Mason Garcia,mason.garcia17@email.com,US,Dallas,2024-04-03,Email
+C-10913,Noah Smith,noah.smith75@email.com,UK,London,2024-03-11,Organic Search
+C-10914,Chen Clark,chen.clark97@email.com,AU,Brisbane,2025-01-12,Organic Search
+C-10915,Chen Chen,chen.chen64@email.com,IN,Mumbai,2025-08-08,Social Media
+C-10916,Lucas Miller,lucas.miller65@email.com,US,LA,2024-10-04,Referral
+C-10917,Ava Miller,ava.miller69@email.com,US,Dallas,2024-10-25,Social Media
+C-10918,Lucas Jackson,lucas.jackson22@email.com,IN,Delhi,2025-05-31,Email
+C-10919,Amelia Müller,amelia.müller27@email.com,US,Austin,2025-08-13,Paid Search
+C-10920,Benjamin Lee,benjamin.lee98@email.com,US,Austin,2025-05-27,Direct
+C-10921,Olivia Clark,olivia.clark99@email.com,US,Dallas,2024-08-26,Organic Search
+C-10922,Evelyn Müller,evelyn.müller97@email.com,DE,Frankfurt,2024-10-31,Social Media
+C-10923,Sophia Garcia,sophia.garcia47@email.com,AU,Brisbane,2025-01-16,Email
+C-10924,Benjamin Lee,benjamin.lee63@email.com,US,New York,2024-03-16,Email
+C-10925,Mason Jackson,mason.jackson91@email.com,US,Dallas,2025-08-14,Email
+C-10926,Lucas Smith,lucas.smith44@email.com,US,New York,2025-04-17,Email
+C-10927,Raj Nguyen,raj.nguyen67@email.com,CA,Toronto,2025-02-08,Social Media
+C-10928,Liam White,liam.white16@email.com,US,LA,2025-04-18,Direct
+C-10929,Arjun Clark,arjun.clark20@email.com,US,Houston,2025-01-13,Social Media
+C-10930,Amelia Thompson,amelia.thompson49@email.com,US,Dallas,2025-06-29,Paid Search
+C-10931,Arjun Williams,arjun.williams57@email.com,AU,Sydney,2024-11-29,Direct
+C-10932,Fatima Moore,fatima.moore73@email.com,CA,Vancouver,2025-06-21,Direct
+C-10933,Elijah Lee,elijah.lee85@email.com,UK,Birmingham,2024-12-05,Social Media
+C-10934,Liam Patel,liam.patel65@email.com,US,Chicago,2024-10-29,Organic Search
+C-10935,Lucas Chen,lucas.chen40@email.com,CA,Vancouver,2025-02-05,Organic Search
+C-10936,Yuki Tanaka,yuki.tanaka79@email.com,FR,Lyon,2024-08-04,Email
+C-10937,Chen Lee,chen.lee81@email.com,US,Austin,2024-11-10,Social Media
+C-10938,Chen Ahmed,chen.ahmed54@email.com,US,New York,2025-02-02,Paid Search
+C-10939,Evelyn Brown,evelyn.brown71@email.com,AU,Melbourne,2024-12-26,Social Media
+C-10940,Sophia Dubois,sophia.dubois14@email.com,US,Austin,2024-01-15,Direct
+C-10941,William Taylor,william.taylor31@email.com,US,Phoenix,2024-04-28,Social Media
+C-10942,Sophia Nguyen,sophia.nguyen97@email.com,CA,Calgary,2024-11-04,Social Media
+C-10943,James Moore,james.moore61@email.com,CA,Vancouver,2025-02-12,Referral
+C-10944,Lucas Singh,lucas.singh53@email.com,US,Chicago,2024-06-02,Social Media
+C-10945,Logan Brown,logan.brown65@email.com,UK,Birmingham,2025-02-28,Social Media
+C-10946,Amelia Jackson,amelia.jackson84@email.com,UK,Birmingham,2024-12-04,Social Media
+C-10947,Omar Dubois,omar.dubois65@email.com,UK,Leeds,2025-08-09,Referral
+C-10948,Liam Singh,liam.singh58@email.com,DE,Hamburg,2024-04-13,Organic Search
+C-10949,Marie Martinez,marie.martinez19@email.com,US,Chicago,2024-07-08,Social Media
+C-10950,Chen Miller,chen.miller96@email.com,US,Dallas,2024-05-24,Paid Search
+C-10951,Raj Williams,raj.williams73@email.com,US,Phoenix,2024-03-20,Paid Search
+C-10952,Emma Brown,emma.brown39@email.com,DE,Berlin,2024-02-02,Social Media
+C-10953,Mia Thompson,mia.thompson57@email.com,UK,Leeds,2025-06-20,Paid Search
+C-10954,Hans Müller,hans.müller96@email.com,US,New York,2025-08-03,Social Media
+C-10955,Noah Moore,noah.moore71@email.com,US,Dallas,2024-04-04,Paid Search
+C-10956,William Ahmed,william.ahmed58@email.com,UK,Leeds,2024-03-17,Paid Search
+C-10957,Charlotte Patel,charlotte.patel85@email.com,FR,Marseille,2025-07-15,Email
+C-10958,Ava Dubois,ava.dubois15@email.com,US,New York,2025-08-06,Organic Search
+C-10959,Mia Singh,mia.singh92@email.com,US,Chicago,2024-05-06,Referral
+C-10960,Charlotte Ahmed,charlotte.ahmed53@email.com,CA,Vancouver,2025-01-30,Paid Search
+C-10961,Lucas Müller,lucas.müller72@email.com,DE,Berlin,2025-04-12,Organic Search
+C-10962,Chen Singh,chen.singh75@email.com,UK,Birmingham,2025-04-03,Organic Search
+C-10963,Hans Clark,hans.clark87@email.com,US,LA,2025-07-05,Paid Search
+C-10964,Priya Patel,priya.patel42@email.com,AU,Sydney,2025-01-23,Organic Search
+C-10965,Benjamin Patel,benjamin.patel78@email.com,UK,London,2024-10-18,Organic Search
+C-10966,Elijah Smith,elijah.smith53@email.com,UK,London,2024-07-02,Direct
+C-10967,James Thompson,james.thompson36@email.com,US,Phoenix,2024-07-05,Referral
+C-10968,Elijah Kim,elijah.kim32@email.com,DE,Berlin,2024-05-20,Email
+C-10969,Amelia Taylor,amelia.taylor47@email.com,DE,Berlin,2024-08-24,Organic Search
+C-10970,Sophia Williams,sophia.williams26@email.com,UK,London,2024-08-19,Organic Search
+C-10971,Omar Johnson,omar.johnson53@email.com,AU,Brisbane,2025-07-12,Direct
+C-10972,Harper Clark,harper.clark37@email.com,UK,Birmingham,2024-06-09,Organic Search
+C-10973,Logan Martinez,logan.martinez85@email.com,CA,Vancouver,2024-03-26,Direct
+C-10974,Ava Johnson,ava.johnson25@email.com,UK,Manchester,2024-01-02,Paid Search
+C-10975,Olivia Harris,olivia.harris40@email.com,CA,Montreal,2024-09-01,Referral
+C-10976,Harper Nguyen,harper.nguyen59@email.com,FR,Paris,2024-12-12,Direct
+C-10977,Mia Moore,mia.moore89@email.com,US,LA,2024-02-03,Email
+C-10978,Emma Harris,emma.harris96@email.com,US,Austin,2024-06-04,Email
+C-10979,Noah Harris,noah.harris28@email.com,AU,Sydney,2025-03-14,Organic Search
+C-10980,Isabella Lee,isabella.lee55@email.com,FR,Lyon,2024-08-06,Organic Search
+C-10981,Lucas Rodriguez,lucas.rodriguez39@email.com,UK,Leeds,2025-05-09,Referral
+C-10982,Priya Kim,priya.kim85@email.com,US,Austin,2024-04-08,Social Media
+C-10983,Ava Chen,ava.chen23@email.com,US,Phoenix,2025-08-01,Social Media
+C-10984,Logan Smith,logan.smith93@email.com,US,Phoenix,2025-02-27,Social Media
+C-10985,Harper Lee,harper.lee15@email.com,CA,Montreal,2024-03-19,Organic Search
+C-10986,Amelia Martin,amelia.martin39@email.com,US,Chicago,2024-10-12,Organic Search
+C-10987,Emma Kim,emma.kim24@email.com,US,Phoenix,2024-01-21,Referral
+C-10988,Marie Patel,marie.patel91@email.com,UK,Birmingham,2024-03-02,Paid Search
+C-10989,Benjamin Chen,benjamin.chen10@email.com,US,Chicago,2024-10-19,Email
+C-10990,Priya Singh,priya.singh14@email.com,UK,London,2025-05-17,Paid Search
+C-10991,Mason Martin,mason.martin75@email.com,US,Austin,2024-10-11,Paid Search
+C-10992,Liam Kumar,liam.kumar85@email.com,US,New York,2024-01-26,Organic Search
+C-10993,William Kumar,william.kumar34@email.com,US,Houston,2025-08-12,Referral
+C-10994,Isabella Brown,isabella.brown57@email.com,IN,Mumbai,2025-05-14,Organic Search
+C-10995,Chen Martin,chen.martin50@email.com,US,Austin,2024-07-10,Direct
+C-10996,Chen Kumar,chen.kumar24@email.com,DE,Frankfurt,2025-05-16,Social Media
+C-10997,Benjamin Jackson,benjamin.jackson72@email.com,DE,Frankfurt,2024-07-09,Organic Search
+C-10998,Chen Thompson,chen.thompson46@email.com,AU,Brisbane,2024-02-22,Social Media
+C-10999,Isabella Patel,isabella.patel29@email.com,US,New York,2024-12-17,Email
+C-11000,Charlotte Davis,charlotte.davis39@email.com,US,Chicago,2024-11-30,Organic Search
+C-11001,Elijah Thomas,elijah.thomas13@email.com,US,Phoenix,2024-06-30,Social Media
+C-11002,Wei Martin,wei.martin40@email.com,CA,Montreal,2024-03-02,Direct
+C-11003,Noah Davis,noah.davis71@email.com,US,Phoenix,2025-05-23,Organic Search
+C-11004,Marie Brown,marie.brown11@email.com,US,Houston,2025-04-27,Direct
+C-11005,Noah Thomas,noah.thomas23@email.com,DE,Munich,2025-03-02,Organic Search
+C-11006,William Chen,william.chen45@email.com,US,Chicago,2024-06-23,Social Media
+C-11007,Emma Smith,emma.smith26@email.com,UK,London,2025-08-03,Social Media
+C-11008,Yuki Brown,yuki.brown36@email.com,CA,Montreal,2025-03-06,Email
+C-11009,Sophia Taylor,sophia.taylor22@email.com,US,Chicago,2024-11-14,Email
+C-11010,Mia Thomas,mia.thomas31@email.com,DE,Munich,2024-05-20,Paid Search
+C-11011,Ava Ahmed,ava.ahmed17@email.com,UK,Manchester,2024-08-29,Organic Search
+C-11012,Emma Moore,emma.moore63@email.com,FR,Marseille,2024-01-22,Organic Search
+C-11013,Marie Patel,marie.patel22@email.com,US,New York,2025-07-10,Paid Search
+C-11014,Mason Thomas,mason.thomas61@email.com,US,Austin,2025-08-20,Email
+C-11015,Ava Kim,ava.kim50@email.com,US,New York,2024-04-16,Social Media
+C-11016,William Davis,william.davis72@email.com,US,Phoenix,2025-07-11,Organic Search
+C-11017,William Tanaka,william.tanaka79@email.com,US,LA,2024-06-21,Organic Search
+C-11018,Isabella Singh,isabella.singh68@email.com,UK,London,2025-06-03,Organic Search
+C-11019,Noah Clark,noah.clark88@email.com,US,New York,2025-01-12,Direct
+C-11020,Benjamin Müller,benjamin.müller23@email.com,AU,Brisbane,2024-02-15,Organic Search
+C-11021,Liam Nguyen,liam.nguyen90@email.com,DE,Hamburg,2024-04-07,Email
+C-11022,Ava Martinez,ava.martinez67@email.com,US,New York,2024-08-23,Email
+C-11023,Lucas Thompson,lucas.thompson64@email.com,US,Houston,2025-03-16,Direct
+C-11024,Omar Lee,omar.lee29@email.com,FR,Marseille,2024-09-18,Paid Search
+C-11025,William Chen,william.chen57@email.com,UK,Birmingham,2025-07-05,Paid Search
+C-11026,Harper Thompson,harper.thompson82@email.com,US,Phoenix,2025-03-09,Paid Search
+C-11027,James Patel,james.patel94@email.com,US,Phoenix,2024-06-27,Organic Search
+C-11028,Hans Kim,hans.kim21@email.com,US,Austin,2024-12-06,Direct
+C-11029,Sophia Garcia,sophia.garcia70@email.com,IN,Bangalore,2024-01-05,Organic Search
+C-11030,Liam Jones,liam.jones24@email.com,CA,Montreal,2024-03-17,Direct
+C-11031,Amelia Clark,amelia.clark74@email.com,US,Dallas,2024-05-29,Paid Search
+C-11032,Ava Johnson,ava.johnson42@email.com,US,Austin,2025-08-16,Referral
+C-11033,Marie Garcia,marie.garcia35@email.com,CA,Toronto,2024-09-07,Organic Search
+C-11034,Arjun Johnson,arjun.johnson54@email.com,US,Dallas,2025-08-06,Organic Search
+C-11035,Yuki Müller,yuki.müller41@email.com,US,Phoenix,2025-03-24,Organic Search
+C-11036,Mason White,mason.white31@email.com,UK,London,2025-01-28,Paid Search
+C-11037,Omar Kumar,omar.kumar39@email.com,US,Chicago,2024-10-15,Organic Search
+C-11038,Arjun Brown,arjun.brown25@email.com,DE,Hamburg,2024-03-08,Paid Search
+C-11039,Raj Taylor,raj.taylor18@email.com,CA,Toronto,2024-09-08,Organic Search
+C-11040,Logan White,logan.white68@email.com,FR,Paris,2025-08-17,Email
+C-11041,Evelyn Tanaka,evelyn.tanaka77@email.com,US,New York,2024-04-28,Email
+C-11042,Charlotte Singh,charlotte.singh32@email.com,US,Chicago,2025-03-26,Organic Search
+C-11043,Evelyn Nguyen,evelyn.nguyen90@email.com,US,Houston,2025-07-15,Email
+C-11044,Mason Ahmed,mason.ahmed45@email.com,US,LA,2024-12-14,Direct
+C-11045,Benjamin Jones,benjamin.jones66@email.com,AU,Brisbane,2024-11-14,Direct
+C-11046,Oliver Nguyen,oliver.nguyen26@email.com,US,Chicago,2024-03-14,Organic Search
+C-11047,Isabella Lee,isabella.lee44@email.com,FR,Marseille,2024-02-12,Social Media
+C-11048,Wei Jones,wei.jones29@email.com,DE,Hamburg,2024-05-20,Referral
+C-11049,Ava Kumar,ava.kumar57@email.com,US,Phoenix,2024-06-20,Paid Search
+C-11050,Olivia Clark,olivia.clark29@email.com,CA,Vancouver,2025-01-07,Paid Search
+C-11051,Emma White,emma.white88@email.com,US,Chicago,2025-01-07,Direct
+C-11052,Chen White,chen.white11@email.com,FR,Marseille,2024-03-21,Referral
+C-11053,Mia Kumar,mia.kumar99@email.com,US,Austin,2025-07-15,Organic Search
+C-11054,Lucas Jackson,lucas.jackson41@email.com,DE,Hamburg,2025-07-27,Organic Search
+C-11055,Mason Moore,mason.moore35@email.com,AU,Melbourne,2024-02-26,Social Media
+C-11056,Priya Johnson,priya.johnson72@email.com,US,Chicago,2025-07-31,Paid Search
+C-11057,James Moore,james.moore21@email.com,DE,Hamburg,2024-06-20,Direct
+C-11058,Charlotte White,charlotte.white25@email.com,US,Dallas,2024-09-12,Social Media
+C-11059,James Williams,james.williams98@email.com,CA,Montreal,2024-06-09,Paid Search
+C-11060,Oliver Chen,oliver.chen78@email.com,CA,Calgary,2024-08-02,Organic Search
+C-11061,Mia Singh,mia.singh82@email.com,US,Houston,2025-07-23,Paid Search
+C-11062,Sophia Martinez,sophia.martinez59@email.com,US,LA,2024-08-25,Email
+C-11063,Elijah Singh,elijah.singh53@email.com,IN,Delhi,2024-05-23,Email
+C-11064,Lucas Martinez,lucas.martinez40@email.com,US,Chicago,2025-06-12,Direct
+C-11065,Yuki Ahmed,yuki.ahmed41@email.com,IN,Delhi,2024-06-12,Organic Search
+C-11066,Logan Kim,logan.kim42@email.com,US,Houston,2024-12-05,Organic Search
+C-11067,Mason White,mason.white94@email.com,US,Chicago,2024-05-02,Paid Search
+C-11068,Isabella Jones,isabella.jones51@email.com,DE,Berlin,2025-08-12,Organic Search
+C-11069,Olivia Martinez,olivia.martinez67@email.com,DE,Munich,2024-03-26,Organic Search
+C-11070,Mia Patel,mia.patel66@email.com,IN,Mumbai,2024-11-23,Social Media
+C-11071,Evelyn Kumar,evelyn.kumar12@email.com,US,Austin,2024-09-01,Organic Search
+C-11072,Chen Moore,chen.moore99@email.com,IN,Bangalore,2024-04-19,Social Media
+C-11073,Benjamin Thompson,benjamin.thompson87@email.com,UK,Leeds,2024-09-13,Organic Search
+C-11074,Emma Taylor,emma.taylor69@email.com,DE,Munich,2025-02-04,Social Media
+C-11075,Oliver Williams,oliver.williams93@email.com,UK,Leeds,2024-03-13,Organic Search
+C-11076,Harper Dubois,harper.dubois53@email.com,US,Chicago,2024-02-12,Direct
+C-11077,Chen Martin,chen.martin95@email.com,UK,Leeds,2024-10-17,Paid Search
+C-11078,Harper Garcia,harper.garcia32@email.com,US,Austin,2025-07-23,Organic Search
+C-11079,Mia Chen,mia.chen38@email.com,US,Houston,2024-05-28,Organic Search
+C-11080,Harper Martinez,harper.martinez76@email.com,CA,Montreal,2025-07-30,Social Media
+C-11081,William Garcia,william.garcia39@email.com,UK,Manchester,2025-03-19,Organic Search
+C-11082,Sophia Patel,sophia.patel36@email.com,AU,Sydney,2025-06-04,Email
+C-11083,Amelia Martin,amelia.martin70@email.com,US,LA,2024-08-18,Email
+C-11084,Priya Martinez,priya.martinez72@email.com,UK,Birmingham,2024-10-30,Social Media
+C-11085,Omar Garcia,omar.garcia81@email.com,US,Phoenix,2025-03-24,Social Media
+C-11086,Ava Moore,ava.moore44@email.com,AU,Brisbane,2025-02-03,Email
+C-11087,Amelia Chen,amelia.chen96@email.com,CA,Calgary,2024-08-10,Referral
+C-11088,Emma Thomas,emma.thomas79@email.com,UK,Birmingham,2024-06-18,Direct
+C-11089,Noah Smith,noah.smith25@email.com,US,Houston,2025-08-16,Paid Search
+C-11090,Evelyn Martinez,evelyn.martinez17@email.com,US,Dallas,2025-07-28,Referral
+C-11091,Sophia Tanaka,sophia.tanaka80@email.com,UK,Birmingham,2025-08-07,Email
+C-11092,Sophia Martin,sophia.martin74@email.com,CA,Toronto,2024-11-25,Social Media
+C-11093,Mason Singh,mason.singh10@email.com,CA,Toronto,2025-04-05,Referral
+C-11094,Chen Smith,chen.smith49@email.com,UK,Manchester,2024-02-02,Organic Search
+C-11095,Lucas Singh,lucas.singh30@email.com,US,New York,2024-08-15,Social Media
+C-11096,Yuki Martin,yuki.martin40@email.com,IN,Mumbai,2025-05-05,Social Media
+C-11097,Noah Brown,noah.brown73@email.com,US,Dallas,2025-05-21,Social Media
+C-11098,Ava Chen,ava.chen51@email.com,US,Phoenix,2024-10-20,Social Media
+C-11099,Yuki Singh,yuki.singh22@email.com,US,Dallas,2024-09-09,Referral
+C-11100,Elijah Williams,elijah.williams96@email.com,US,LA,2024-07-02,Organic Search
+C-11101,Arjun Smith,arjun.smith70@email.com,UK,Birmingham,2025-05-06,Direct
+C-11102,Mason Clark,mason.clark32@email.com,US,Dallas,2024-07-08,Email
+C-11103,Benjamin Thomas,benjamin.thomas68@email.com,CA,Vancouver,2025-05-31,Referral
+C-11104,Arjun Garcia,arjun.garcia84@email.com,US,Dallas,2024-04-10,Organic Search
+C-11105,James Tanaka,james.tanaka49@email.com,US,Phoenix,2025-06-13,Social Media
+C-11106,Mason Singh,mason.singh40@email.com,UK,London,2025-06-30,Direct
+C-11107,Sophia Tanaka,sophia.tanaka54@email.com,UK,London,2025-03-02,Social Media
+C-11108,Ava Harris,ava.harris58@email.com,FR,Lyon,2025-05-24,Email
+C-11109,Ava Müller,ava.müller79@email.com,US,Chicago,2025-01-23,Direct
+C-11110,Emma Chen,emma.chen44@email.com,US,LA,2024-12-10,Organic Search
+C-11111,Isabella Taylor,isabella.taylor80@email.com,US,Houston,2024-02-09,Social Media
+C-11112,Raj Martinez,raj.martinez77@email.com,US,Chicago,2024-07-06,Organic Search
+C-11113,Arjun Lee,arjun.lee86@email.com,UK,Manchester,2025-04-27,Social Media
+C-11114,Marie Miller,marie.miller88@email.com,AU,Melbourne,2024-06-21,Direct
+C-11115,Liam Clark,liam.clark87@email.com,US,Phoenix,2024-03-02,Email
+C-11116,James Jackson,james.jackson70@email.com,US,New York,2025-02-08,Organic Search
+C-11117,Raj Clark,raj.clark99@email.com,US,LA,2024-03-04,Organic Search
+C-11118,Amelia Miller,amelia.miller10@email.com,US,Chicago,2025-03-18,Paid Search
+C-11119,Isabella Müller,isabella.müller25@email.com,US,Chicago,2025-04-26,Organic Search
+C-11120,Sophia Singh,sophia.singh28@email.com,US,Austin,2025-07-16,Social Media
+C-11121,Noah Clark,noah.clark75@email.com,AU,Brisbane,2024-05-24,Organic Search
+C-11122,William Smith,william.smith45@email.com,US,Austin,2024-09-06,Referral
+C-11123,Marie Davis,marie.davis58@email.com,US,Chicago,2024-09-26,Paid Search
+C-11124,Amelia Thomas,amelia.thomas80@email.com,US,Dallas,2025-04-29,Paid Search
+C-11125,Elijah Rodriguez,elijah.rodriguez47@email.com,US,Phoenix,2025-05-31,Paid Search
+C-11126,Evelyn Singh,evelyn.singh38@email.com,UK,London,2024-08-14,Referral
+C-11127,Priya Brown,priya.brown74@email.com,US,New York,2024-04-19,Social Media
+C-11128,Emma Harris,emma.harris96@email.com,DE,Frankfurt,2024-10-06,Paid Search
+C-11129,Logan Chen,logan.chen39@email.com,US,Phoenix,2024-01-19,Paid Search
+C-11130,Ava Moore,ava.moore28@email.com,DE,Hamburg,2024-04-05,Referral
+C-11131,Raj Jackson,raj.jackson41@email.com,US,Dallas,2024-06-05,Paid Search
+C-11132,Arjun Smith,arjun.smith12@email.com,UK,Manchester,2025-04-16,Social Media
+C-11133,Wei Davis,wei.davis19@email.com,IN,Delhi,2025-02-15,Referral
+C-11134,James Martin,james.martin48@email.com,US,Chicago,2025-02-18,Paid Search
+C-11135,Priya Williams,priya.williams22@email.com,CA,Vancouver,2024-01-29,Paid Search
+C-11136,Oliver Patel,oliver.patel96@email.com,IN,Mumbai,2024-06-04,Email
+C-11137,Raj Rodriguez,raj.rodriguez14@email.com,UK,Leeds,2025-01-08,Direct
+C-11138,Ava White,ava.white18@email.com,US,Phoenix,2024-04-29,Paid Search
+C-11139,James Davis,james.davis23@email.com,IN,Delhi,2024-04-07,Paid Search
+C-11140,Sophia Brown,sophia.brown71@email.com,UK,London,2024-01-30,Email
+C-11141,Amelia Clark,amelia.clark76@email.com,DE,Berlin,2025-01-27,Organic Search
+C-11142,Chen Lee,chen.lee47@email.com,US,Dallas,2025-07-24,Paid Search
+C-11143,Noah Smith,noah.smith21@email.com,UK,Manchester,2024-10-13,Paid Search
+C-11144,Logan White,logan.white82@email.com,FR,Paris,2025-07-30,Paid Search
+C-11145,Sophia Moore,sophia.moore36@email.com,US,Chicago,2024-04-02,Organic Search
+C-11146,Chen Miller,chen.miller50@email.com,AU,Melbourne,2025-06-25,Paid Search
+C-11147,Sophia Thompson,sophia.thompson69@email.com,US,Chicago,2025-07-15,Referral
+C-11148,Wei Lee,wei.lee18@email.com,UK,London,2024-01-31,Email
+C-11149,Sophia Smith,sophia.smith24@email.com,US,Austin,2024-05-13,Email
+C-11150,Raj Martin,raj.martin33@email.com,UK,Manchester,2024-04-20,Organic Search
+C-11151,Chen Chen,chen.chen47@email.com,US,LA,2024-11-25,Social Media
+C-11152,Mason Kim,mason.kim13@email.com,CA,Vancouver,2024-09-24,Email
+C-11153,Noah Müller,noah.müller64@email.com,CA,Montreal,2024-08-05,Social Media
+C-11154,William Jackson,william.jackson24@email.com,US,LA,2024-01-31,Social Media
+C-11155,Marie Williams,marie.williams15@email.com,DE,Hamburg,2024-12-28,Organic Search
+C-11156,Oliver Taylor,oliver.taylor13@email.com,US,Phoenix,2024-10-05,Social Media
+C-11157,Charlotte Miller,charlotte.miller40@email.com,AU,Brisbane,2024-04-15,Organic Search
+C-11158,Ava Jones,ava.jones70@email.com,DE,Berlin,2025-01-11,Direct
+C-11159,Charlotte Tanaka,charlotte.tanaka81@email.com,CA,Toronto,2024-07-17,Email
+C-11160,Evelyn Kim,evelyn.kim81@email.com,DE,Hamburg,2024-02-13,Referral
+C-11161,Lucas White,lucas.white50@email.com,UK,London,2025-07-15,Social Media
+C-11162,Chen Williams,chen.williams68@email.com,FR,Paris,2024-06-06,Social Media
+C-11163,Hans Garcia,hans.garcia39@email.com,US,Chicago,2024-03-02,Paid Search
+C-11164,Sophia White,sophia.white57@email.com,FR,Marseille,2024-04-13,Email
+C-11165,Evelyn Rodriguez,evelyn.rodriguez49@email.com,FR,Marseille,2025-01-15,Organic Search
+C-11166,Raj Dubois,raj.dubois26@email.com,DE,Hamburg,2025-06-24,Email
+C-11167,Logan Davis,logan.davis67@email.com,UK,Birmingham,2025-07-20,Direct
+C-11168,James Davis,james.davis31@email.com,DE,Berlin,2025-01-06,Referral
+C-11169,Elijah Müller,elijah.müller18@email.com,FR,Paris,2024-04-01,Organic Search
+C-11170,Hans Dubois,hans.dubois48@email.com,AU,Brisbane,2025-01-18,Organic Search
+C-11171,Wei Smith,wei.smith87@email.com,US,Houston,2024-02-19,Organic Search
+C-11172,Hans Nguyen,hans.nguyen77@email.com,AU,Melbourne,2024-11-20,Paid Search
+C-11173,Mia Dubois,mia.dubois40@email.com,AU,Brisbane,2024-06-24,Paid Search
+C-11174,Lucas Jackson,lucas.jackson78@email.com,US,Chicago,2025-08-14,Email
+C-11175,Mia Harris,mia.harris15@email.com,US,Phoenix,2024-01-30,Paid Search
+C-11176,Hans Jackson,hans.jackson35@email.com,IN,Mumbai,2025-05-12,Email
+C-11177,Amelia Nguyen,amelia.nguyen69@email.com,DE,Frankfurt,2025-01-02,Direct
+C-11178,Charlotte Brown,charlotte.brown33@email.com,US,Dallas,2025-04-13,Social Media
+C-11179,Raj Dubois,raj.dubois82@email.com,DE,Berlin,2024-01-19,Organic Search
+C-11180,Ava Jones,ava.jones73@email.com,CA,Calgary,2024-08-11,Social Media
+C-11181,Harper Garcia,harper.garcia23@email.com,DE,Frankfurt,2024-06-11,Direct
+C-11182,Hans White,hans.white95@email.com,US,Chicago,2024-05-09,Paid Search
+C-11183,Olivia Smith,olivia.smith15@email.com,DE,Hamburg,2024-03-28,Paid Search
+C-11184,Evelyn Martinez,evelyn.martinez84@email.com,US,Dallas,2024-02-11,Social Media
+C-11185,Omar Thompson,omar.thompson97@email.com,US,LA,2025-01-26,Social Media
+C-11186,Omar Dubois,omar.dubois39@email.com,US,LA,2024-11-22,Social Media
+C-11187,Chen Kim,chen.kim38@email.com,US,Chicago,2024-02-21,Organic Search
+C-11188,Wei Kim,wei.kim21@email.com,US,Dallas,2025-08-04,Social Media
+C-11189,Elijah Jones,elijah.jones52@email.com,CA,Toronto,2025-03-27,Referral
+C-11190,James Lee,james.lee84@email.com,DE,Berlin,2025-05-11,Direct
+C-11191,James Kumar,james.kumar39@email.com,IN,Bangalore,2024-11-15,Direct
+C-11192,Liam Tanaka,liam.tanaka33@email.com,IN,Delhi,2024-12-18,Paid Search
+C-11193,Raj Kim,raj.kim60@email.com,FR,Marseille,2025-08-13,Email
+C-11194,Amelia Williams,amelia.williams23@email.com,UK,Birmingham,2024-07-22,Paid Search
+C-11195,William Smith,william.smith14@email.com,CA,Vancouver,2024-11-25,Direct
+C-11196,Charlotte Tanaka,charlotte.tanaka74@email.com,US,Chicago,2025-03-06,Organic Search
+C-11197,Ava Taylor,ava.taylor79@email.com,DE,Hamburg,2025-05-19,Referral
+C-11198,Liam Müller,liam.müller71@email.com,CA,Toronto,2025-01-12,Organic Search
+C-11199,Lucas Singh,lucas.singh30@email.com,US,Chicago,2024-07-02,Direct

04_ecommerce_executive_dashboard/queries/business_queries.sql

@@ -0,0 +1,198 @@
+-- ============================================================
+-- Business Intelligence SQL Queries
+-- E-Commerce Analytics - Production Query Examples
+-- ============================================================
+
+-- These queries demonstrate the SQL patterns used to build
+-- executive dashboards and ad-hoc business analysis.
+-- Adapted for SQLite (can run on the CSV data via pandas read_sql).
+
+-- ============================================================
+-- 1. EXECUTIVE KPI SUMMARY (Weekly Report)
+-- ============================================================
+SELECT
+    strftime('%Y-%W', order_date) AS week,
+    COUNT(DISTINCT order_id) AS total_orders,
+    COUNT(DISTINCT customer_id) AS unique_customers,
+    ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS gross_revenue,
+    ROUND(AVG(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS avg_order_value,
+    ROUND(SUM(CASE WHEN order_status = 'Cancelled' THEN 1 ELSE 0 END) * 100.0 / COUNT(*), 1) AS cancel_rate_pct,
+    ROUND(SUM(CASE WHEN order_status = 'Returned' THEN 1 ELSE 0 END) * 100.0 / COUNT(*), 1) AS return_rate_pct
+FROM orders
+WHERE order_status != 'Cancelled'
+GROUP BY 1
+ORDER BY 1 DESC
+LIMIT 12;
+
+
+-- ============================================================
+-- 2. CUSTOMER COHORT RETENTION (Monthly Cohorts)
+-- ============================================================
+WITH first_purchase AS (
+    SELECT
+        customer_id,
+        MIN(strftime('%Y-%m', order_date)) AS cohort_month
+    FROM orders
+    WHERE order_status NOT IN ('Cancelled')
+    GROUP BY customer_id
+),
+monthly_activity AS (
+    SELECT
+        o.customer_id,
+        fp.cohort_month,
+        strftime('%Y-%m', o.order_date) AS activity_month,
+        (CAST(strftime('%Y', o.order_date) AS INT) - CAST(strftime('%Y', fp.cohort_month || '-01') AS INT)) * 12
+        + (CAST(strftime('%m', o.order_date) AS INT) - CAST(strftime('%m', fp.cohort_month || '-01') AS INT)) AS month_number
+    FROM orders o
+    JOIN first_purchase fp ON o.customer_id = fp.customer_id
+    WHERE o.order_status NOT IN ('Cancelled')
+)
+SELECT
+    cohort_month,
+    month_number,
+    COUNT(DISTINCT customer_id) AS active_customers
+FROM monthly_activity
+WHERE month_number BETWEEN 0 AND 6
+GROUP BY cohort_month, month_number
+ORDER BY cohort_month, month_number;
+
+
+-- ============================================================
+-- 3. RFM SEGMENTATION
+-- ============================================================
+WITH rfm_raw AS (
+    SELECT
+        customer_id,
+        CAST(julianday('2025-07-01') - julianday(MAX(order_date)) AS INT) AS recency_days,
+        COUNT(DISTINCT order_id) AS frequency,
+        ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS monetary
+    FROM orders
+    WHERE order_status NOT IN ('Cancelled', 'Returned')
+    GROUP BY customer_id
+),
+rfm_scored AS (
+    SELECT *,
+        NTILE(5) OVER (ORDER BY recency_days DESC) AS r_score,
+        NTILE(5) OVER (ORDER BY frequency ASC) AS f_score,
+        NTILE(5) OVER (ORDER BY monetary ASC) AS m_score
+    FROM rfm_raw
+)
+SELECT
+    CASE
+        WHEN r_score >= 4 AND f_score >= 4 AND m_score >= 4 THEN 'Champions'
+        WHEN r_score >= 3 AND f_score >= 3 THEN 'Loyal'
+        WHEN r_score >= 4 AND f_score <= 2 THEN 'New Customers'
+        WHEN r_score <= 2 AND f_score >= 3 THEN 'At Risk'
+        WHEN r_score <= 2 AND f_score <= 2 AND m_score <= 2 THEN 'Lost'
+        ELSE 'Need Attention'
+    END AS segment,
+    COUNT(*) AS customer_count,
+    ROUND(AVG(recency_days), 0) AS avg_recency,
+    ROUND(AVG(frequency), 1) AS avg_frequency,
+    ROUND(AVG(monetary), 2) AS avg_monetary
+FROM rfm_scored
+GROUP BY 1
+ORDER BY avg_monetary DESC;
+
+
+-- ============================================================
+-- 4. PRODUCT PERFORMANCE REPORT
+-- ============================================================
+SELECT
+    category,
+    product_name,
+    COUNT(DISTINCT order_id) AS orders,
+    SUM(quantity) AS units_sold,
+    ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS revenue,
+    ROUND(AVG(unit_price), 2) AS avg_price,
+    ROUND(AVG(discount_pct), 1) AS avg_discount,
+    ROUND(SUM(CASE WHEN order_status = 'Returned' THEN 1 ELSE 0 END) * 100.0 / COUNT(*), 1) AS return_rate
+FROM orders
+WHERE order_status != 'Cancelled'
+GROUP BY category, product_name
+ORDER BY revenue DESC
+LIMIT 20;
+
+
+-- ============================================================
+-- 5. ACQUISITION CHANNEL ROI
+-- ============================================================
+SELECT
+    acquisition_channel,
+    COUNT(DISTINCT customer_id) AS customers_acquired,
+    COUNT(DISTINCT order_id) AS total_orders,
+    ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS total_revenue,
+    ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)) / COUNT(DISTINCT customer_id), 2) AS revenue_per_customer,
+    ROUND(COUNT(DISTINCT order_id) * 1.0 / COUNT(DISTINCT customer_id), 2) AS orders_per_customer
+FROM orders
+WHERE order_status NOT IN ('Cancelled')
+GROUP BY acquisition_channel
+ORDER BY total_revenue DESC;
+
+
+-- ============================================================
+-- 6. GEOGRAPHIC REVENUE BREAKDOWN
+-- ============================================================
+SELECT
+    country,
+    city,
+    COUNT(DISTINCT customer_id) AS customers,
+    COUNT(DISTINCT order_id) AS orders,
+    ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS revenue,
+    ROUND(AVG(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS avg_order_value
+FROM orders
+WHERE order_status NOT IN ('Cancelled')
+GROUP BY country, city
+ORDER BY revenue DESC
+LIMIT 15;
+
+
+-- ============================================================
+-- 7. MONTH-OVER-MONTH GROWTH
+-- ============================================================
+WITH monthly AS (
+    SELECT
+        strftime('%Y-%m', order_date) AS month,
+        COUNT(DISTINCT order_id) AS orders,
+        ROUND(SUM(quantity * unit_price * (1 - discount_pct/100.0)), 2) AS revenue
+    FROM orders
+    WHERE order_status NOT IN ('Cancelled')
+    GROUP BY 1
+)
+SELECT
+    month,
+    orders,
+    revenue,
+    ROUND((revenue - LAG(revenue) OVER (ORDER BY month)) / LAG(revenue) OVER (ORDER BY month) * 100, 1) AS revenue_growth_pct,
+    ROUND((orders - LAG(orders) OVER (ORDER BY month)) * 100.0 / LAG(orders) OVER (ORDER BY month), 1) AS order_growth_pct
+FROM monthly
+ORDER BY month;
+
+
+-- ============================================================
+-- 8. CUSTOMER LIFETIME VALUE (SIMPLE)
+-- ============================================================
+SELECT
+    CASE
+        WHEN order_count = 1 THEN '1 order'
+        WHEN order_count BETWEEN 2 AND 3 THEN '2-3 orders'
+        WHEN order_count BETWEEN 4 AND 6 THEN '4-6 orders'
+        ELSE '7+ orders'
+    END AS purchase_frequency,
+    COUNT(*) AS customers,
+    ROUND(AVG(total_spend), 2) AS avg_ltv,
+    ROUND(AVG(avg_order_value), 2) AS avg_aov,
+    ROUND(AVG(customer_lifespan_days), 0) AS avg_lifespan_days
+FROM (
+    SELECT
+        customer_id,
+        COUNT(DISTINCT order_id) AS order_count,
+        SUM(quantity * unit_price * (1 - discount_pct/100.0)) AS total_spend,
+        AVG(quantity * unit_price * (1 - discount_pct/100.0)) AS avg_order_value,
+        CAST(julianday(MAX(order_date)) - julianday(MIN(order_date)) AS INT) AS customer_lifespan_days
+    FROM orders
+    WHERE order_status NOT IN ('Cancelled', 'Returned')
+    GROUP BY customer_id
+) sub
+GROUP BY 1
+ORDER BY avg_ltv DESC;

05_ab_test_checkout_optimization/README.md

@@ -0,0 +1,26 @@
+# A/B Test Analysis: Checkout Flow Optimization
+
+## Overview
+Statistical analysis of a checkout redesign experiment prepared for product leadership. Demonstrates the rigorous experiment evaluation process used at top tech companies.
+
+## Business Context
+The product team simplified the checkout from 4 steps to 2 steps. This analysis determines whether the change should ship to all users.
+
+## Key Skills Demonstrated
+- Experiment validation (SRM check, covariate balance)
+- Funnel analysis (visitor → cart → checkout → purchase)
+- Hypothesis testing (two-proportion z-test)
+- Power analysis (post-hoc and minimum sample size)
+- Segmented analysis (device, new vs returning)
+- Revenue impact estimation
+- Ship/no-ship recommendation with rollout plan
+
+## Files
+- `data/ab_test_checkout.csv` - 15,000 user experiment data
+- `notebooks/ab_test_analysis.ipynb` - Complete statistical analysis
+- `outputs/` - Result visualizations
+
+## Run
+```bash
+jupyter notebook notebooks/ab_test_analysis.ipynb
+```