📊
データ分析(仮説構築と検証)
はじめに
最近、統計検定の勉強を始め、データ分析を実際にやってみたいなと思っています。
でも、データ分析って最初に切り口がないとちょっと分析しにくいですよね。統計検定の問題だと既に問題と原因が設定されていて、実施しやすかったりするんですが。なので、今回は仮想の問題設定をし、仮想データを元にデータ分析をやってみようと思います！
■ 実際の問題設定
状況：
- 地方都市にある「A店」は、地元密着型の中規模スーパー
- 2025年3月の売上が、2024年同月比で 約10%減少
■ 特性要因図（テキスト版）
特性（問題）：
「A店の売上が前年比で減少（-10%）」
【人（顧客）】
- 地元の高齢者の来店が減っている（仮説①）
- 主婦層の利用頻度が下がっている（仮説②）
【モノ（商品）】
- 生鮮品の鮮度が落ちたという口コミが出ている（仮説③）
- 新商品の投入が少なく、目新しさがない（仮説④）
【方法（販売・運営）】
- 特売チラシが新聞購読者減少で届かなくなっている（仮説⑤）
- ポイントカード制度の見直しで還元率が下がった（仮説⑥）
- 店員の接客品質にバラつきがある（仮説⑦）
【環境（外部要因）】
- 駅前にディスカウントストアが新規出店した（仮説⑧）
- ガソリン代高騰で車での来店を控える動きがある（仮説⑨）
まずは仮説の関係性を整理するため、特性要因図を作成します。
今回はdraw.ioで書きます。
データ分析
データの読み込み
GoogleDriveにCSVを保存します。
データの読み込み
# Google Drive をマウント
from google.colab import drive
drive.mount('/content/drive')
# ベースパス（保存されたフォルダパス）
base_path = '/content/drive/MyDrive/Colab Notebooks/zenn/'
# 必要なライブラリ
import pandas as pd
# CSV 読み込み
sales = pd.read_csv(base_path + 'sales.csv')
customer_segments = pd.read_csv(base_path + 'customer_segments.csv')
product_feedback = pd.read_csv(base_path + 'product_feedback.csv')
promotion_data = pd.read_csv(base_path + 'promotion_data.csv')
store_environment = pd.read_csv(base_path + 'store_environment.csv')
# データ確認
print("✅ sales.csv")
print(sales.head(), '\n')
print("✅ customer_segments.csv")
print(customer_segments.head(), '\n')
print("✅ product_feedback.csv")
print(product_feedback.head(), '\n')
print("✅ promotion_data.csv")
print(promotion_data.head(), '\n')
print("✅ store_environment.csv")
print(store_environment.head())
実行結果
Mounted at /content/drive
✅ sales.csv
id date sales_2024 sales_2025 weekday is_weekend
0 1 2025-03-07 24857 22549 Friday False
1 2 2025-03-20 23879 20155 Thursday False
2 3 2025-03-29 23977 21959 Saturday True
3 4 2025-03-15 19726 18363 Saturday True
4 5 2025-03-11 25506 23515 Tuesday False
✅ customer_segments.csv
id date age_group gender visit_count
0 1 2025-03-07 40s male 6
1 2 2025-03-20 60s female 6
2 3 2025-03-29 40s male 3
3 4 2025-03-15 40s male 5
4 5 2025-03-11 60s male 2
✅ product_feedback.csv
id date freshness_complaints new_items_count
0 1 2025-03-07 0 1
1 2 2025-03-20 0 5
2 3 2025-03-29 0 2
3 4 2025-03-15 0 1
4 5 2025-03-11 2 4
✅ promotion_data.csv
id date flyer_sent flyer_open_rate point_return_rate
0 1 2025-03-07 True 0.304110 0.056513
1 2 2025-03-20 True 0.359793 0.025121
2 3 2025-03-29 True 0.352877 0.051573
3 4 2025-03-15 True 0.288313 0.080767
4 5 2025-03-11 True 0.162611 0.063819
✅ store_environment.csv
id date competitor_opened gas_price
0 1 2025-03-07 False 143.6
1 2 2025-03-20 False 169.7
2 3 2025-03-29 False 158.9
3 4 2025-03-15 False 157.1
4 5 2025-03-11 True 154.5
📌 仮説①：高齢者（60代・70代以上）の来店が減っている
● データ概要
- 顧客来店履歴（2024年・2025年の3月）
- 属性：年齢層（10s〜70s+）、性別、訪問回数（visit_count）
🔍 分析内容
🎯 検証項目
「2025年3月は、2024年3月と比較して高齢者（60代・70代以上）の来店割合が減少しているか？」
📊 分析手順（Python / Google Colab）
- 年別・日別に高齢者の来店割合（visit_countベース）を集計
- 比較しやすいように、x軸を「3月の日付（MM-DD）」に揃えて可視化
- 2024 vs 2025 で統計的な差があるかを t検定で検証
→このことから、仮説1は現時点では支持されない。
📌 仮説②：主婦層の来店頻度が下がっている
● 定義
- 主婦層：30代・40代・50代の女性
🔍 分析目的
2025年3月は、2024年3月と比較して「主婦層の来店割合が減っている」かを検証。
📊 分析手順（Python / Google Colab）
- 来店データ（2024年・2025年）から「主婦層」の定義に合致する顧客を抽出
- 各日付における主婦層の来店割合（visit_countベース）を算出
- 年別にグラフ化
- t検定により、統計的に有意な差があるかを検証
❌ 有意な差は見られません → 仮説②は現時点では支持されません
....上記の要領で、仮説3〜９も検証できますね。
ちょっと量が多いので、今回はこれくらいにしておきます！興味ある人はこれ以降も実施してみてください
✏️ おわりに
今回は、架空の課題設定と仮想データを使って、
「売上が減少したスーパーA店の原因をデータで探る」という分析に挑戦してみました。
💡 やってみて感じたこと
- 特性要因図で仮説を先に整理しておくと、分析の軸がブレにくい
- データ分析は「仮説の解像度」が高いほど、因果が見えやすくなる
- 単なるグラフ化だけでは判断できず、検定で“差が有意か”を見る重要性も実感
サンプルデータ
今回利用したサンプルデータを下に置いておきます。データはChatGptに作ってもらいました。完全ランダムだと面白くないので、上の仮説に沿うようなデータ設定をしてもらっています。
タイトル
sales.csv
id,date,sales_2024,sales_2025,weekday,is_weekend
1,2025-03-07,24857,22549,Friday,False
2,2025-03-20,23879,20155,Thursday,False
3,2025-03-29,23977,21959,Saturday,True
4,2025-03-15,19726,18363,Saturday,True
5,2025-03-11,25506,23515,Tuesday,False
6,2025-03-08,18495,16839,Saturday,True
7,2025-03-29,23467,21954,Saturday,True
8,2025-03-21,27476,25187,Friday,False
9,2025-03-07,19523,16625,Friday,False
10,2025-03-26,20584,16021,Wednesday,False
11,2025-03-19,22249,20453,Wednesday,False
12,2025-03-23,20741,18874,Sunday,True
13,2025-03-11,18123,16582,Tuesday,False
14,2025-03-11,22171,18677,Tuesday,False
15,2025-03-24,19344,15512,Monday,False
16,2025-03-21,23183,20821,Friday,False
17,2025-03-04,19701,16806,Tuesday,False
18,2025-03-08,25874,23968,Saturday,True
19,2025-03-24,20041,18065,Monday,False
20,2025-03-03,21194,19104,Monday,False
21,2025-03-22,24033,21439,Saturday,True
22,2025-03-21,18922,16513,Friday,False
23,2025-03-02,22568,20407,Sunday,True
24,2025-03-24,25267,21164,Monday,False
25,2025-03-12,17981,15748,Wednesday,False
26,2025-03-30,22461,19905,Sunday,True
27,2025-03-06,22649,20606,Thursday,False
28,2025-03-02,23954,21079,Sunday,True
29,2025-03-28,18907,17358,Friday,False
30,2025-03-21,18698,15136,Friday,False
31,2025-03-01,23304,19747,Saturday,True
32,2025-03-12,22742,20028,Wednesday,False
33,2025-03-26,22626,21810,Wednesday,False
34,2025-03-22,22866,19737,Saturday,True
35,2025-03-29,20299,19300,Saturday,True
36,2025-03-12,22580,17894,Wednesday,False
37,2025-03-25,22732,20725,Tuesday,False
38,2025-03-17,20214,19082,Monday,False
39,2025-03-27,26664,24079,Thursday,False
40,2025-03-27,23184,21931,Thursday,False
41,2025-03-31,19021,16601,Monday,False
42,2025-03-10,23641,21551,Monday,False
43,2025-03-28,19563,18910,Friday,False
44,2025-03-28,23967,21207,Friday,False
45,2025-03-16,24896,21960,Sunday,True
46,2025-03-15,19948,18436,Saturday,True
47,2025-03-30,24408,22369,Sunday,True
48,2025-03-30,23031,20205,Sunday,True
49,2025-03-15,24055,21229,Saturday,True
50,2025-03-30,26741,23785,Sunday,True
51,2025-03-19,21386,17007,Wednesday,False
52,2025-03-12,20115,16325,Wednesday,False
53,2025-03-23,19776,15954,Sunday,True
54,2025-03-20,19960,17196,Thursday,False
55,2025-03-25,21807,19591,Tuesday,False
56,2025-03-03,22852,19760,Monday,False
57,2025-03-05,22691,21972,Wednesday,False
58,2025-03-19,24067,20661,Wednesday,False
59,2025-03-07,22032,20813,Friday,False
60,2025-03-21,25633,22855,Friday,False
61,2025-03-09,21338,19154,Sunday,True
62,2025-03-07,28800,26594,Friday,False
63,2025-03-18,23564,20084,Tuesday,False
64,2025-03-04,19857,18253,Tuesday,False
65,2025-03-25,19322,17556,Tuesday,False
66,2025-03-28,23206,21377,Friday,False
67,2025-03-14,21441,19586,Friday,False
68,2025-03-18,23785,23861,Tuesday,False
69,2025-03-26,23183,20226,Wednesday,False
70,2025-03-09,21817,19104,Sunday,True
71,2025-03-26,19883,17271,Wednesday,False
72,2025-03-21,18212,15835,Friday,False
73,2025-03-02,20883,18157,Sunday,True
74,2025-03-20,24140,21769,Thursday,False
75,2025-03-28,22535,21702,Friday,False
76,2025-03-15,18885,15604,Saturday,True
77,2025-03-28,22432,18388,Friday,False
78,2025-03-07,22963,21138,Friday,False
79,2025-03-12,19790,17258,Wednesday,False
80,2025-03-29,22384,19739,Saturday,True
81,2025-03-08,22145,19126,Saturday,True
82,2025-03-15,19142,15712,Saturday,True
83,2025-03-03,22894,21044,Monday,False
84,2025-03-14,23401,21713,Friday,False
85,2025-03-17,24707,21623,Monday,False
86,2025-03-04,24634,20693,Tuesday,False
87,2025-03-18,18555,16136,Tuesday,False
88,2025-03-08,19655,17122,Saturday,True
89,2025-03-04,23287,21616,Tuesday,False
90,2025-03-02,23284,21817,Sunday,True
91,2025-03-30,23287,20781,Sunday,True
92,2025-03-06,31631,26286,Thursday,False
93,2025-03-22,23427,19704,Saturday,True
94,2025-03-10,24838,21623,Monday,False
95,2025-03-04,24385,21913,Tuesday,False
96,2025-03-22,23628,23059,Saturday,True
97,2025-03-29,21211,18572,Saturday,True
98,2025-03-31,23897,20644,Monday,False
99,2025-03-18,20067,18043,Tuesday,False
100,2025-03-26,21407,20454,Wednesday,False
101,2025-03-12,20786,21234,Wednesday,False
102,2025-03-02,22204,19452,Sunday,True
103,2025-03-10,27786,24517,Monday,False
104,2025-03-30,17331,15809,Sunday,True
105,2025-03-04,23715,22025,Tuesday,False
106,2025-03-14,17968,18017,Friday,False
107,2025-03-31,20820,18355,Monday,False
108,2025-03-16,24722,21890,Sunday,True
109,2025-03-15,22160,19507,Saturday,True
110,2025-03-08,19305,17559,Saturday,True
111,2025-03-14,20211,18059,Friday,False
112,2025-03-23,23698,21835,Sunday,True
113,2025-03-28,20174,19223,Friday,False
114,2025-03-25,22541,21456,Tuesday,False
115,2025-03-30,22113,21283,Sunday,True
116,2025-03-08,20370,18981,Saturday,True
117,2025-03-21,27359,23233,Friday,False
118,2025-03-16,23584,21372,Sunday,True
119,2025-03-13,16937,15627,Thursday,False
120,2025-03-18,22466,19402,Tuesday,False
121,2025-03-15,20345,18679,Saturday,True
122,2025-03-21,24131,21324,Friday,False
123,2025-03-24,20018,18044,Monday,False
124,2025-03-26,21713,19779,Wednesday,False
125,2025-03-25,23262,21126,Tuesday,False
126,2025-03-28,24164,21794,Friday,False
127,2025-03-28,18999,15739,Friday,False
128,2025-03-28,21163,18803,Friday,False
129,2025-03-13,20812,19376,Thursday,False
130,2025-03-09,20366,20492,Sunday,True
131,2025-03-29,26413,23463,Saturday,True
132,2025-03-15,23012,20929,Saturday,True
133,2025-03-13,18847,16351,Thursday,False
134,2025-03-01,24294,23442,Saturday,True
135,2025-03-25,27305,24479,Tuesday,False
136,2025-03-07,24581,21281,Friday,False
137,2025-03-09,18201,16139,Sunday,True
138,2025-03-24,20789,17951,Monday,False
139,2025-03-01,25167,21093,Saturday,True
140,2025-03-12,20230,18401,Wednesday,False
141,2025-03-08,23109,20778,Saturday,True
142,2025-03-24,23936,19490,Monday,False
143,2025-03-31,19682,16954,Monday,False
144,2025-03-11,21851,18965,Tuesday,False
145,2025-03-19,13896,13701,Wednesday,False
146,2025-03-17,19439,15971,Monday,False
147,2025-03-08,21368,17738,Saturday,True
148,2025-03-03,18880,16500,Monday,False
149,2025-03-03,26081,25038,Monday,False
150,2025-03-01,18424,15690,Saturday,True
151,2025-03-27,20899,18253,Thursday,False
152,2025-03-05,22326,21974,Wednesday,False
153,2025-03-10,25603,20514,Monday,False
154,2025-03-07,18410,14370,Friday,False
155,2025-03-26,24907,22856,Wednesday,False
156,2025-03-09,22025,19320,Sunday,True
157,2025-03-28,19546,16570,Friday,False
158,2025-03-07,23155,21547,Friday,False
159,2025-03-09,22497,20491,Sunday,True
160,2025-03-08,20499,17885,Saturday,True
161,2025-03-12,22174,17742,Wednesday,False
162,2025-03-02,21036,18814,Sunday,True
163,2025-03-01,22283,20704,Saturday,True
164,2025-03-16,23655,20130,Sunday,True
165,2025-03-23,25965,23954,Sunday,True
166,2025-03-23,18905,15944,Sunday,True
167,2025-03-30,27332,23073,Sunday,True
168,2025-03-24,17119,14715,Monday,False
169,2025-03-05,21620,19412,Wednesday,False
170,2025-03-03,23470,20298,Monday,False
171,2025-03-12,22702,20190,Wednesday,False
172,2025-03-08,20443,18750,Saturday,True
173,2025-03-22,21479,18079,Saturday,True
174,2025-03-27,20767,19127,Thursday,False
175,2025-03-03,20526,17471,Monday,False
176,2025-03-01,24124,22828,Saturday,True
177,2025-03-03,22892,20945,Monday,False
178,2025-03-05,20267,17762,Wednesday,False
179,2025-03-15,24248,21273,Saturday,True
180,2025-03-14,22768,20938,Friday,False
181,2025-03-03,24032,21157,Monday,False
182,2025-03-01,23574,22545,Saturday,True
183,2025-03-05,19927,18130,Wednesday,False
184,2025-03-26,20599,19248,Wednesday,False
185,2025-03-23,23868,21391,Sunday,True
186,2025-03-31,23525,22612,Monday,False
187,2025-03-14,21947,18122,Friday,False
188,2025-03-07,22293,21864,Friday,False
189,2025-03-27,25194,22634,Thursday,False
190,2025-03-09,20521,17038,Sunday,True
191,2025-03-15,23367,20100,Saturday,True
192,2025-03-15,21494,17730,Saturday,True
193,2025-03-26,21455,20150,Wednesday,False
194,2025-03-10,24746,21618,Monday,False
195,2025-03-28,24063,21210,Friday,False
196,2025-03-13,24033,19740,Thursday,False
197,2025-03-19,25263,21170,Wednesday,False
198,2025-03-31,22052,17422,Monday,False
199,2025-03-07,23704,19749,Friday,False
200,2025-03-17,21224,18868,Monday,False
201,2025-03-20,22810,21314,Thursday,False
202,2025-03-29,21674,19932,Saturday,True
203,2025-03-04,22242,19050,Tuesday,False
204,2025-03-30,23487,21090,Sunday,True
205,2025-03-05,19954,17954,Wednesday,False
206,2025-03-23,27230,22181,Sunday,True
207,2025-03-07,19484,19038,Friday,False
208,2025-03-13,18964,17944,Thursday,False
209,2025-03-15,24895,22184,Saturday,True
210,2025-03-11,23979,21607,Tuesday,False
211,2025-03-29,23560,20341,Saturday,True
212,2025-03-04,23570,18212,Tuesday,False
213,2025-03-13,21969,18548,Thursday,False
214,2025-03-07,19756,16243,Friday,False
215,2025-03-27,22189,18968,Thursday,False
216,2025-03-19,20307,17095,Wednesday,False
217,2025-03-22,24437,22601,Saturday,True
218,2025-03-28,21632,20109,Friday,False
219,2025-03-02,19936,17371,Sunday,True
220,2025-03-10,21196,19648,Monday,False
221,2025-03-13,23032,22128,Thursday,False
222,2025-03-30,20590,19455,Sunday,True
223,2025-03-25,19944,18009,Tuesday,False
224,2025-03-21,22609,19701,Friday,False
225,2025-03-06,22612,19996,Thursday,False
226,2025-03-28,20732,19052,Friday,False
227,2025-03-28,20822,19634,Friday,False
228,2025-03-12,22580,20957,Wednesday,False
229,2025-03-12,18379,16711,Wednesday,False
230,2025-03-20,18481,16097,Thursday,False
231,2025-03-30,20203,18525,Sunday,True
232,2025-03-30,21466,18541,Sunday,True
233,2025-03-11,22777,22574,Tuesday,False
234,2025-03-26,25688,22430,Wednesday,False
235,2025-03-23,24144,23465,Sunday,True
236,2025-03-28,21600,19637,Friday,False
237,2025-03-25,21952,19105,Tuesday,False
238,2025-03-07,19493,16206,Friday,False
239,2025-03-30,21953,18465,Sunday,True
240,2025-03-01,21278,19574,Saturday,True
241,2025-03-01,22806,21048,Saturday,True
242,2025-03-25,19931,16495,Tuesday,False
243,2025-03-27,23298,19896,Thursday,False
244,2025-03-30,25831,24120,Sunday,True
245,2025-03-25,21728,21282,Tuesday,False
246,2025-03-20,23004,21139,Thursday,False
247,2025-03-13,23725,21390,Thursday,False
248,2025-03-09,20996,18065,Sunday,True
249,2025-03-03,22560,19871,Monday,False
250,2025-03-07,22031,18805,Friday,False
251,2025-03-06,22244,18774,Thursday,False
252,2025-03-08,20067,16391,Saturday,True
253,2025-03-27,22061,20254,Thursday,False
254,2025-03-09,23244,20488,Sunday,True
255,2025-03-30,25627,22581,Sunday,True
256,2025-03-05,24398,23532,Wednesday,False
257,2025-03-01,27382,23418,Saturday,True
258,2025-03-19,20081,16608,Wednesday,False
259,2025-03-10,24180,21986,Monday,False
260,2025-03-12,22458,21259,Wednesday,False
261,2025-03-24,27474,26410,Monday,False
262,2025-03-15,19979,17522,Saturday,True
263,2025-03-27,19900,18988,Thursday,False
264,2025-03-22,20501,18412,Saturday,True
265,2025-03-24,16690,14848,Monday,False
266,2025-03-09,20685,19500,Sunday,True
267,2025-03-20,20102,18744,Thursday,False
268,2025-03-17,22375,17633,Monday,False
269,2025-03-30,22854,22045,Sunday,True
270,2025-03-17,26690,25401,Monday,False
271,2025-03-26,24376,21312,Wednesday,False
272,2025-03-20,20557,18897,Thursday,False
273,2025-03-12,19753,18271,Wednesday,False
274,2025-03-30,23229,20108,Sunday,True
275,2025-03-07,18699,15464,Friday,False
276,2025-03-02,26578,23248,Sunday,True
277,2025-03-03,24948,22427,Monday,False
278,2025-03-17,20827,19917,Monday,False
279,2025-03-05,17717,16488,Wednesday,False
280,2025-03-17,25384,21351,Monday,False
281,2025-03-24,21713,20313,Monday,False
282,2025-03-17,25094,18749,Monday,False
283,2025-03-27,18013,17360,Thursday,False
284,2025-03-17,20501,16711,Monday,False
285,2025-03-02,22013,18476,Sunday,True
286,2025-03-02,22117,17846,Sunday,True
287,2025-03-28,20874,17491,Friday,False
288,2025-03-22,23557,21244,Saturday,True
289,2025-03-23,19330,16929,Sunday,True
290,2025-03-05,21644,19826,Wednesday,False
291,2025-03-01,22300,20023,Saturday,True
292,2025-03-01,23286,21434,Saturday,True
293,2025-03-19,23779,21477,Wednesday,False
294,2025-03-30,19188,15986,Sunday,True
295,2025-03-02,18164,17343,Sunday,True
296,2025-03-21,25194,22180,Friday,False
297,2025-03-12,22830,18990,Wednesday,False
298,2025-03-26,20128,17687,Wednesday,False
299,2025-03-06,25877,24790,Thursday,False
300,2025-03-23,22289,20910,Sunday,True
store_environment.csv
id,date,competitor_opened,gas_price
1,2025-03-07,False,143.6
2,2025-03-20,False,169.7
3,2025-03-29,False,158.9
4,2025-03-15,False,157.1
5,2025-03-11,True,154.5
6,2025-03-08,True,161.5
7,2025-03-29,True,159.6
8,2025-03-21,False,155.9
9,2025-03-07,False,153.0
10,2025-03-26,False,140.9
11,2025-03-19,False,152.8
12,2025-03-23,False,154.9
13,2025-03-11,False,161.5
14,2025-03-11,False,179.6
15,2025-03-24,True,153.8
16,2025-03-21,False,149.8
17,2025-03-04,False,152.9
18,2025-03-08,False,161.5
19,2025-03-24,False,165.9
20,2025-03-03,False,167.3
21,2025-03-22,True,168.3
22,2025-03-21,False,169.7
23,2025-03-02,False,157.2
24,2025-03-24,True,180.5
25,2025-03-12,False,156.5
26,2025-03-30,False,161.1
27,2025-03-06,False,173.0
28,2025-03-02,True,165.7
29,2025-03-28,False,137.6
30,2025-03-21,False,160.1
31,2025-03-01,False,168.6
32,2025-03-12,False,146.6
33,2025-03-26,False,167.5
34,2025-03-22,False,163.9
35,2025-03-29,False,171.8
36,2025-03-12,False,153.1
37,2025-03-25,False,170.0
38,2025-03-17,True,161.6
39,2025-03-27,False,177.7
40,2025-03-27,False,187.9
41,2025-03-31,False,175.4
42,2025-03-10,True,164.8
43,2025-03-28,False,183.2
44,2025-03-28,True,166.0
45,2025-03-16,True,150.9
46,2025-03-15,False,159.6
47,2025-03-30,False,167.6
48,2025-03-30,False,168.3
49,2025-03-15,True,148.7
50,2025-03-30,False,149.1
51,2025-03-19,True,156.6
52,2025-03-12,False,165.3
53,2025-03-23,False,166.6
54,2025-03-20,False,161.4
55,2025-03-25,False,151.7
56,2025-03-03,True,177.4
57,2025-03-05,False,149.3
58,2025-03-19,True,173.0
59,2025-03-07,False,167.4
60,2025-03-21,False,172.8
61,2025-03-09,True,155.6
62,2025-03-07,False,158.6
63,2025-03-18,False,160.6
64,2025-03-04,True,155.2
65,2025-03-25,True,162.3
66,2025-03-28,True,175.8
67,2025-03-14,False,147.0
68,2025-03-18,False,153.4
69,2025-03-26,True,152.3
70,2025-03-09,True,159.1
71,2025-03-26,False,158.6
72,2025-03-21,False,167.7
73,2025-03-02,False,160.3
74,2025-03-20,False,163.0
75,2025-03-28,True,164.0
76,2025-03-15,False,162.5
77,2025-03-28,False,167.0
78,2025-03-07,True,158.8
79,2025-03-12,False,176.5
80,2025-03-29,False,185.4
81,2025-03-08,False,167.1
82,2025-03-15,True,162.3
83,2025-03-03,False,166.2
84,2025-03-14,False,149.0
85,2025-03-17,False,161.8
86,2025-03-04,False,152.7
87,2025-03-18,True,165.1
88,2025-03-08,True,152.7
89,2025-03-04,False,156.6
90,2025-03-02,True,141.3
91,2025-03-30,False,148.3
92,2025-03-06,False,163.5
93,2025-03-22,False,151.3
94,2025-03-10,False,170.6
95,2025-03-04,False,150.5
96,2025-03-22,True,164.5
97,2025-03-29,False,152.4
98,2025-03-31,False,163.9
99,2025-03-18,False,144.7
100,2025-03-26,True,155.5
101,2025-03-12,False,151.5
102,2025-03-02,True,168.8
103,2025-03-10,True,164.6
104,2025-03-30,True,147.7
105,2025-03-04,False,158.0
106,2025-03-14,True,152.3
107,2025-03-31,True,169.5
108,2025-03-16,True,172.7
109,2025-03-15,True,145.6
110,2025-03-08,False,168.3
111,2025-03-14,True,151.8
112,2025-03-23,True,157.5
113,2025-03-28,False,160.3
114,2025-03-25,False,178.2
115,2025-03-30,False,150.0
116,2025-03-08,False,168.3
117,2025-03-21,True,148.3
118,2025-03-16,False,147.6
119,2025-03-13,True,160.3
120,2025-03-18,False,160.2
121,2025-03-15,False,131.7
122,2025-03-21,True,171.6
123,2025-03-24,False,138.6
124,2025-03-26,False,158.5
125,2025-03-25,False,173.3
126,2025-03-28,False,182.1
127,2025-03-28,False,156.4
128,2025-03-28,True,145.7
129,2025-03-13,True,172.9
130,2025-03-09,False,168.7
131,2025-03-29,False,155.1
132,2025-03-15,False,153.8
133,2025-03-13,False,152.8
134,2025-03-01,False,156.6
135,2025-03-25,False,163.2
136,2025-03-07,False,154.3
137,2025-03-09,False,155.6
138,2025-03-24,False,166.4
139,2025-03-01,False,145.2
140,2025-03-12,False,156.2
141,2025-03-08,True,143.2
142,2025-03-24,False,161.1
143,2025-03-31,False,140.6
144,2025-03-11,False,168.9
145,2025-03-19,False,146.9
146,2025-03-17,False,142.3
147,2025-03-08,True,156.4
148,2025-03-03,False,177.1
149,2025-03-03,False,167.1
150,2025-03-01,False,140.8
151,2025-03-27,True,146.6
152,2025-03-05,False,156.0
153,2025-03-10,False,182.4
154,2025-03-07,False,150.6
155,2025-03-26,False,150.7
156,2025-03-09,False,175.3
157,2025-03-28,False,161.9
158,2025-03-07,False,170.5
159,2025-03-09,False,152.7
160,2025-03-08,True,159.0
161,2025-03-12,False,173.2
162,2025-03-02,False,158.6
163,2025-03-01,False,171.2
164,2025-03-16,False,163.9
165,2025-03-23,True,149.6
166,2025-03-23,True,159.8
167,2025-03-30,False,169.8
168,2025-03-24,True,166.7
169,2025-03-05,False,159.6
170,2025-03-03,False,141.1
171,2025-03-12,False,142.0
172,2025-03-08,True,144.2
173,2025-03-22,True,154.9
174,2025-03-27,False,156.2
175,2025-03-03,False,145.2
176,2025-03-01,False,170.2
177,2025-03-03,False,147.4
178,2025-03-05,False,146.3
179,2025-03-15,False,160.9
180,2025-03-14,False,169.7
181,2025-03-03,False,180.5
182,2025-03-01,True,165.8
183,2025-03-05,True,175.8
184,2025-03-26,False,147.9
185,2025-03-23,False,181.6
186,2025-03-31,True,141.4
187,2025-03-14,True,155.0
188,2025-03-07,False,165.6
189,2025-03-27,True,143.9
190,2025-03-09,False,150.7
191,2025-03-15,False,149.1
192,2025-03-15,False,156.9
193,2025-03-26,False,174.2
194,2025-03-10,False,160.2
195,2025-03-28,False,155.4
196,2025-03-13,False,131.2
197,2025-03-19,False,164.7
198,2025-03-31,False,167.9
199,2025-03-07,True,143.0
200,2025-03-17,True,159.3
201,2025-03-20,True,161.9
202,2025-03-29,True,169.6
203,2025-03-04,False,152.8
204,2025-03-30,False,151.2
205,2025-03-05,False,155.4
206,2025-03-23,False,172.8
207,2025-03-07,False,170.4
208,2025-03-13,False,159.8
209,2025-03-15,False,170.2
210,2025-03-11,True,136.3
211,2025-03-29,True,167.9
212,2025-03-04,False,148.8
213,2025-03-13,False,177.7
214,2025-03-07,True,149.4
215,2025-03-27,True,151.5
216,2025-03-19,False,165.6
217,2025-03-22,True,166.6
218,2025-03-28,False,155.5
219,2025-03-02,False,163.7
220,2025-03-10,False,165.0
221,2025-03-13,False,163.9
222,2025-03-30,False,156.0
223,2025-03-25,False,165.1
224,2025-03-21,False,174.1
225,2025-03-06,False,147.7
226,2025-03-28,True,151.6
227,2025-03-28,False,160.3
228,2025-03-12,False,149.4
229,2025-03-12,False,142.0
230,2025-03-20,False,170.9
231,2025-03-30,False,137.7
232,2025-03-30,True,156.0
233,2025-03-11,False,167.6
234,2025-03-26,False,162.7
235,2025-03-23,False,156.1
236,2025-03-28,False,149.0
237,2025-03-25,True,163.4
238,2025-03-07,False,150.1
239,2025-03-30,True,162.7
240,2025-03-01,False,161.4
241,2025-03-01,False,161.5
242,2025-03-25,True,153.6
243,2025-03-27,False,180.4
244,2025-03-30,True,163.6
245,2025-03-25,True,157.2
246,2025-03-20,False,162.6
247,2025-03-13,False,152.3
248,2025-03-09,False,156.1
249,2025-03-03,False,183.9
250,2025-03-07,False,152.3
251,2025-03-06,False,159.2
252,2025-03-08,True,155.4
253,2025-03-27,True,149.6
254,2025-03-09,False,164.2
255,2025-03-30,False,160.4
256,2025-03-05,False,169.1
257,2025-03-01,False,168.1
258,2025-03-19,False,169.0
259,2025-03-10,True,150.8
260,2025-03-12,True,166.4
261,2025-03-24,False,166.7
262,2025-03-15,False,149.8
263,2025-03-27,False,156.8
264,2025-03-22,True,145.4
265,2025-03-24,False,166.7
266,2025-03-09,True,166.7
267,2025-03-20,True,174.3
268,2025-03-17,False,157.7
269,2025-03-30,True,164.5
270,2025-03-17,False,169.9
271,2025-03-26,True,152.5
272,2025-03-20,False,150.9
273,2025-03-12,False,152.8
274,2025-03-30,False,156.5
275,2025-03-07,False,151.3
276,2025-03-02,True,153.2
277,2025-03-03,False,168.8
278,2025-03-17,False,159.0
279,2025-03-05,True,163.1
280,2025-03-17,False,154.5
281,2025-03-24,True,153.8
282,2025-03-17,False,162.9
283,2025-03-27,False,161.3
284,2025-03-17,True,167.8
285,2025-03-02,False,173.0
286,2025-03-02,False,153.1
287,2025-03-28,False,168.6
288,2025-03-22,False,149.2
289,2025-03-23,False,180.7
290,2025-03-05,False,152.1
291,2025-03-01,False,166.9
292,2025-03-01,True,149.1
293,2025-03-19,False,158.5
294,2025-03-30,False,175.5
295,2025-03-02,False,151.8
296,2025-03-21,False,182.0
297,2025-03-12,False,159.9
298,2025-03-26,False,169.8
299,2025-03-06,False,164.0
300,2025-03-23,False,164.6
promotion_data.csv
id,date,flyer_sent,flyer_open_rate,point_return_rate
1,2025-03-07,True,0.30410963819332054,0.056513478655921406
2,2025-03-20,True,0.35979310342286075,0.025120885918542973
3,2025-03-29,True,0.3528774678358886,0.05157308213265503
4,2025-03-15,True,0.2883126871633787,0.0807674798356084
5,2025-03-11,True,0.16261108824114298,0.06381935452231553
6,2025-03-08,False,0.39672729750616864,0.06430041647191069
7,2025-03-29,True,0.4407230011383635,0.04301741289398798
8,2025-03-21,True,0.17914094757576576,0.04561511196726853
9,2025-03-07,True,0.15887449948303003,0.05740957854179297
10,2025-03-26,True,0.2863203095242659,0.022465821296538166
11,2025-03-19,True,0.237377540436355,0.03459972142939116
12,2025-03-23,True,0.3144949240205459,0.023222846302478936
13,2025-03-11,False,0.42079940398603866,0.0672762954363698
14,2025-03-11,True,0.07543295617275042,0.06051945885807299
15,2025-03-24,True,0.45812719516191547,0.02634678448687891
16,2025-03-21,True,0.259333155812308,0.031846803058649086
17,2025-03-04,False,0.3511778978650494,0.0607863519031609
18,2025-03-08,True,0.36187258381044657,0.040017993154678924
19,2025-03-24,True,0.3735341154197796,0.04200413907944425
20,2025-03-03,True,0.30619081040299967,0.06346488475897992
21,2025-03-22,True,0.32955606017867456,0.019530890173180604
22,2025-03-21,True,0.3289022050605403,0.03536652752527286
23,2025-03-02,True,0.23697171992205524,0.08088374704780728
24,2025-03-24,False,0.12419448085628021,0.037189533106650664
25,2025-03-12,True,0.1780814172234805,0.07108182816737517
26,2025-03-30,True,0.2895762020501965,0.02243204911430539
27,2025-03-06,True,0.2213193343103615,0.06612773905062569
28,2025-03-02,True,0.2215503927610465,0.049465844368263436
29,2025-03-28,True,0.47992510456861953,0.026773201611578642
30,2025-03-21,True,0.3858894796659873,0.027491669835449525
31,2025-03-01,True,0.27479240340900263,0.05809317599236653
32,2025-03-12,True,0.3672034945655442,0.06217432873179723
33,2025-03-26,True,0.25797313944090994,0.034558877720816075
34,2025-03-22,True,0.31107234341864964,0.05165002344901084
35,2025-03-29,False,0.34416286484189157,0.02356481769619857
36,2025-03-12,True,0.25823940322281214,0.06364961002466225
37,2025-03-25,True,0.23147494524629042,0.030570131248970844
38,2025-03-17,True,0.4223931818468504,0.03268592278863257
39,2025-03-27,True,0.36141129671981065,0.04528468426412532
40,2025-03-27,False,0.07453891217072825,0.035078357562896234
41,2025-03-31,True,0.23318640699683896,0.035382960790496326
42,2025-03-10,True,0.22187275003056062,0.0718703030556038
43,2025-03-28,True,0.2378861911187602,0.026350472704571144
44,2025-03-28,True,0.3862402288758895,0.021607903326609935
45,2025-03-16,True,0.30192059680036915,0.019551908059789663
46,2025-03-15,True,0.16103703291444543,0.048536546069813113
47,2025-03-30,False,0.2616785163041384,0.050562071299403225
48,2025-03-30,False,0.354173764761619,0.018967916342783168
49,2025-03-15,True,0.27803549844662456,0.05935861653407007
50,2025-03-30,True,0.23553240488365085,0.027231867001110792
51,2025-03-19,False,0.3331219278738528,0.033074066978091
52,2025-03-12,True,0.4618192489439077,0.06421920754235284
53,2025-03-23,True,0.34614248329585184,0.038604734883597454
54,2025-03-20,True,0.43009415130316986,0.024169225614310615
55,2025-03-25,False,0.24223857821350966,0.028328782862135884
56,2025-03-03,False,0.29916378888759393,0.06964087168288358
57,2025-03-05,True,0.29714480154643175,0.0718947048892464
58,2025-03-19,True,0.3118679084067691,0.04607345576019993
59,2025-03-07,True,0.3440519606380916,0.06597400069849858
60,2025-03-21,True,0.20810308789452217,0.03734877786049817
61,2025-03-09,True,0.36473326855134786,0.05702436496640008
62,2025-03-07,True,0.1372114061044783,0.0737570681331162
63,2025-03-18,True,0.16642433374933183,0.03181021558703707
64,2025-03-04,False,0.5135626101173231,0.06125576453471542
65,2025-03-25,True,0.2489879260521124,0.03399687951752642
66,2025-03-28,True,0.37295193509862024,0.02348643106208171
67,2025-03-14,True,0.4698290392426956,0.04903724913104798
68,2025-03-18,True,0.06855439212215236,0.035863640187550935
69,2025-03-26,True,0.412624618015571,0.04238283071433636
70,2025-03-09,False,0.3648943606259271,0.05153038651681672
71,2025-03-26,False,0.46403972809330396,0.033088330125989635
72,2025-03-21,True,0.18184768383353728,0.04702214944635238
73,2025-03-02,True,0.4451254656954613,0.053610382523104974
74,2025-03-20,False,0.22605855683973095,0.05601683114180395
75,2025-03-28,True,0.40547778142766566,0.03565509645631544
76,2025-03-15,True,0.296397896424556,0.07009817089342633
77,2025-03-28,True,0.37707688064351386,0.03753341621104533
78,2025-03-07,False,0.3048869183305153,0.08252435805344309
79,2025-03-12,True,0.11605984158132707,0.06981765486991594
80,2025-03-29,True,0.0,0.03673181351269958
81,2025-03-08,False,0.32099155339834906,0.035005942851264266
82,2025-03-15,True,0.2736264962368652,0.08290942572590741
83,2025-03-03,True,0.3398220951420294,0.04610427533236404
84,2025-03-14,True,0.2747846534156425,0.04354601253043108
85,2025-03-17,False,0.501807738271782,0.02419476550195277
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product_feedback.csv
id,date,freshness_complaints,new_items_count
1,2025-03-07,0,1
2,2025-03-20,0,5
3,2025-03-29,0,2
4,2025-03-15,0,1
5,2025-03-11,2,4
6,2025-03-08,0,6
7,2025-03-29,1,4
8,2025-03-21,2,3
9,2025-03-07,0,5
10,2025-03-26,1,2
11,2025-03-19,1,2
12,2025-03-23,1,2
13,2025-03-11,0,4
14,2025-03-11,1,3
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18,2025-03-08,0,3
19,2025-03-24,1,3
20,2025-03-03,1,4
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22,2025-03-21,1,0
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24,2025-03-24,2,4
25,2025-03-12,1,3
26,2025-03-30,0,4
27,2025-03-06,0,1
28,2025-03-02,1,5
29,2025-03-28,1,3
30,2025-03-21,0,4
31,2025-03-01,4,4
32,2025-03-12,0,4
33,2025-03-26,1,1
34,2025-03-22,2,4
35,2025-03-29,0,3
36,2025-03-12,2,2
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38,2025-03-17,3,4
39,2025-03-27,0,3
40,2025-03-27,2,4
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42,2025-03-10,2,3
43,2025-03-28,0,1
44,2025-03-28,1,2
45,2025-03-16,1,0
46,2025-03-15,0,4
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48,2025-03-30,2,5
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61,2025-03-09,0,3
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63,2025-03-18,3,4
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65,2025-03-25,1,1
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67,2025-03-14,2,2
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69,2025-03-26,1,1
70,2025-03-09,2,6
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72,2025-03-21,2,5
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82,2025-03-15,0,4
83,2025-03-03,1,6
84,2025-03-14,1,3
85,2025-03-17,1,1
86,2025-03-04,4,2
87,2025-03-18,0,4
88,2025-03-08,2,3
89,2025-03-04,1,1
90,2025-03-02,0,7
91,2025-03-30,1,2
92,2025-03-06,1,5
93,2025-03-22,0,6
94,2025-03-10,1,1
95,2025-03-04,1,0
96,2025-03-22,1,2
97,2025-03-29,3,3
98,2025-03-31,1,5
99,2025-03-18,1,0
100,2025-03-26,1,0
101,2025-03-12,2,3
102,2025-03-02,0,4
103,2025-03-10,2,3
104,2025-03-30,0,4
105,2025-03-04,1,3
106,2025-03-14,0,5
107,2025-03-31,0,6
108,2025-03-16,1,3
109,2025-03-15,0,4
110,2025-03-08,2,1
111,2025-03-14,1,3
112,2025-03-23,0,3
113,2025-03-28,0,2
114,2025-03-25,1,4
115,2025-03-30,0,3
116,2025-03-08,2,5
117,2025-03-21,1,3
118,2025-03-16,1,3
119,2025-03-13,1,2
120,2025-03-18,0,0
121,2025-03-15,0,4
122,2025-03-21,0,3
123,2025-03-24,0,2
124,2025-03-26,5,4
125,2025-03-25,0,6
126,2025-03-28,1,4
127,2025-03-28,1,4
128,2025-03-28,0,2
129,2025-03-13,0,1
130,2025-03-09,1,1
131,2025-03-29,2,1
132,2025-03-15,1,4
133,2025-03-13,0,3
134,2025-03-01,2,4
135,2025-03-25,0,4
136,2025-03-07,0,2
137,2025-03-09,1,6
138,2025-03-24,1,3
139,2025-03-01,2,1
140,2025-03-12,0,3
141,2025-03-08,2,2
142,2025-03-24,3,2
143,2025-03-31,0,3
144,2025-03-11,0,3
145,2025-03-19,0,3
146,2025-03-17,3,3
147,2025-03-08,0,6
148,2025-03-03,1,6
149,2025-03-03,0,3
150,2025-03-01,1,3
151,2025-03-27,0,3
152,2025-03-05,1,2
153,2025-03-10,1,3
154,2025-03-07,0,3
155,2025-03-26,0,3
156,2025-03-09,1,1
157,2025-03-28,1,4
158,2025-03-07,0,1
159,2025-03-09,1,4
160,2025-03-08,1,2
161,2025-03-12,2,2
162,2025-03-02,1,5
163,2025-03-01,4,4
164,2025-03-16,1,1
165,2025-03-23,0,1
166,2025-03-23,3,5
167,2025-03-30,2,3
168,2025-03-24,1,1
169,2025-03-05,0,1
170,2025-03-03,4,5
171,2025-03-12,1,4
172,2025-03-08,1,4
173,2025-03-22,1,1
174,2025-03-27,0,0
175,2025-03-03,1,4
176,2025-03-01,1,2
177,2025-03-03,1,4
178,2025-03-05,0,1
179,2025-03-15,0,1
180,2025-03-14,1,4
181,2025-03-03,0,2
182,2025-03-01,1,1
183,2025-03-05,2,1
184,2025-03-26,2,3
185,2025-03-23,1,4
186,2025-03-31,1,2
187,2025-03-14,2,2
188,2025-03-07,1,4
189,2025-03-27,1,3
190,2025-03-09,3,1
191,2025-03-15,2,1
192,2025-03-15,2,3
193,2025-03-26,0,2
194,2025-03-10,2,3
195,2025-03-28,1,2
196,2025-03-13,1,6
197,2025-03-19,2,7
198,2025-03-31,2,4
199,2025-03-07,2,2
200,2025-03-17,0,2
201,2025-03-20,0,0
202,2025-03-29,0,5
203,2025-03-04,2,2
204,2025-03-30,0,4
205,2025-03-05,0,4
206,2025-03-23,1,4
207,2025-03-07,2,5
208,2025-03-13,2,3
209,2025-03-15,1,3
210,2025-03-11,0,5
211,2025-03-29,1,4
212,2025-03-04,0,3
213,2025-03-13,0,4
214,2025-03-07,0,3
215,2025-03-27,1,3
216,2025-03-19,1,4
217,2025-03-22,1,3
218,2025-03-28,1,1
219,2025-03-02,2,3
220,2025-03-10,1,2
221,2025-03-13,1,2
222,2025-03-30,1,4
223,2025-03-25,3,4
224,2025-03-21,1,1
225,2025-03-06,1,7
226,2025-03-28,1,3
227,2025-03-28,0,2
228,2025-03-12,2,6
229,2025-03-12,1,0
230,2025-03-20,0,6
231,2025-03-30,1,3
232,2025-03-30,0,3
233,2025-03-11,0,5
234,2025-03-26,0,5
235,2025-03-23,0,2
236,2025-03-28,2,4
237,2025-03-25,2,3
238,2025-03-07,2,6
239,2025-03-30,0,1
240,2025-03-01,2,3
241,2025-03-01,0,5
242,2025-03-25,1,3
243,2025-03-27,2,2
244,2025-03-30,1,0
245,2025-03-25,1,1
246,2025-03-20,3,4
247,2025-03-13,0,6
248,2025-03-09,2,2
249,2025-03-03,2,4
250,2025-03-07,1,1
251,2025-03-06,1,1
252,2025-03-08,1,9
253,2025-03-27,2,2
254,2025-03-09,0,2
255,2025-03-30,1,3
256,2025-03-05,0,4
257,2025-03-01,1,2
258,2025-03-19,0,1
259,2025-03-10,1,2
260,2025-03-12,2,1
261,2025-03-24,1,0
262,2025-03-15,2,3
263,2025-03-27,1,2
264,2025-03-22,0,6
265,2025-03-24,1,2
266,2025-03-09,1,2
267,2025-03-20,2,2
268,2025-03-17,0,6
269,2025-03-30,3,1
270,2025-03-17,1,4
271,2025-03-26,0,4
272,2025-03-20,1,2
273,2025-03-12,0,3
274,2025-03-30,1,0
275,2025-03-07,0,3
276,2025-03-02,1,4
277,2025-03-03,0,2
278,2025-03-17,0,4
279,2025-03-05,2,0
280,2025-03-17,2,2
281,2025-03-24,2,4
282,2025-03-17,0,4
283,2025-03-27,1,2
284,2025-03-17,2,3
285,2025-03-02,1,4
286,2025-03-02,2,4
287,2025-03-28,0,3
288,2025-03-22,1,3
289,2025-03-23,0,3
290,2025-03-05,0,2
291,2025-03-01,1,3
292,2025-03-01,0,4
293,2025-03-19,0,5
294,2025-03-30,0,5
295,2025-03-02,0,1
296,2025-03-21,1,5
297,2025-03-12,0,4
298,2025-03-26,0,2
299,2025-03-06,2,2
300,2025-03-23,1,1
customer_segments.csv
id,date,age_group,gender,visit_count
1,2024-03-07,60s,female,6
2,2024-03-20,50s,male,5
3,2024-03-29,40s,female,6
4,2024-03-15,30s,male,1
5,2024-03-11,30s,female,10
6,2024-03-08,30s,male,2
7,2024-03-29,40s,female,5
8,2024-03-21,50s,female,4
9,2024-03-07,50s,female,5
10,2024-03-26,30s,female,4
11,2024-03-19,70s+,female,7
12,2024-03-23,50s,male,6
13,2024-03-11,40s,female,1
14,2024-03-11,50s,female,3
15,2024-03-24,40s,female,2
16,2024-03-21,30s,male,5
17,2024-03-04,40s,female,4
18,2024-03-08,50s,male,7
19,2024-03-24,10s,female,7
20,2024-03-03,20s,female,2
21,2024-03-22,10s,male,6
22,2024-03-21,10s,female,7
23,2024-03-02,60s,male,4
24,2024-03-24,50s,male,7
25,2024-03-12,40s,female,5
26,2024-03-30,20s,male,7
27,2024-03-06,40s,female,6
28,2024-03-02,40s,female,5
29,2024-03-28,30s,male,6
30,2024-03-21,40s,male,5
31,2024-03-01,40s,male,4
32,2024-03-12,50s,male,7
33,2024-03-26,50s,female,1
34,2024-03-22,10s,female,8
35,2024-03-29,40s,male,4
36,2024-03-12,50s,female,5
37,2024-03-25,40s,female,3
38,2024-03-17,60s,female,9
39,2024-03-27,50s,female,2
40,2024-03-27,30s,male,5
41,2024-03-31,20s,male,10
42,2024-03-10,50s,female,7
43,2024-03-28,10s,male,7
44,2024-03-28,40s,male,10
45,2024-03-16,60s,male,3
46,2024-03-15,40s,female,5
47,2024-03-30,40s,female,3
48,2024-03-30,50s,female,8
49,2024-03-15,40s,male,7
50,2024-03-30,40s,female,3
51,2024-03-19,60s,female,3
52,2024-03-12,40s,male,5
53,2024-03-23,70s+,female,5
54,2024-03-20,60s,female,8
55,2024-03-25,30s,male,3
56,2024-03-03,20s,male,4
57,2024-03-05,20s,male,5
58,2024-03-19,10s,female,8
59,2024-03-07,20s,female,7
60,2024-03-21,50s,female,5
61,2024-03-09,20s,male,4
62,2024-03-07,30s,male,6
63,2024-03-18,60s,female,10
64,2024-03-04,10s,female,4
65,2024-03-25,60s,male,5
66,2024-03-28,30s,male,2
67,2024-03-14,20s,male,3
68,2024-03-18,50s,male,9
69,2024-03-26,50s,female,5
70,2024-03-09,60s,male,6
71,2024-03-26,50s,female,7
72,2024-03-21,60s,female,10
73,2024-03-02,30s,female,4
74,2024-03-20,30s,male,4
75,2024-03-28,50s,male,8
76,2024-03-15,60s,male,7
77,2024-03-28,70s+,male,7
78,2024-03-07,40s,female,6
79,2024-03-12,40s,male,7
80,2024-03-29,50s,male,2
81,2024-03-08,30s,female,1
82,2024-03-15,60s,male,9
83,2024-03-03,60s,female,7
84,2024-03-14,40s,female,4
85,2024-03-17,50s,female,4
86,2024-03-04,50s,female,3
87,2024-03-18,20s,female,8
88,2024-03-08,60s,female,9
89,2024-03-04,40s,female,1
90,2024-03-02,60s,female,4
91,2024-03-30,30s,male,4
92,2024-03-06,60s,male,8
93,2024-03-22,40s,male,4
94,2024-03-10,10s,male,6
95,2024-03-04,60s,female,10
96,2024-03-22,20s,male,7
97,2024-03-29,30s,female,5
98,2024-03-31,70s+,male,4
99,2024-03-18,70s+,male,3
100,2024-03-26,40s,male,7
101,2024-03-12,50s,female,4
102,2024-03-02,40s,male,1
103,2024-03-10,30s,female,6
104,2024-03-30,30s,female,5
105,2024-03-04,50s,male,8
106,2024-03-14,50s,male,5
107,2024-03-31,50s,male,4
108,2024-03-16,50s,female,10
109,2024-03-15,20s,male,7
110,2024-03-08,40s,female,4
111,2024-03-14,20s,female,8
112,2024-03-23,40s,male,5
113,2024-03-28,40s,male,5
114,2024-03-25,60s,female,7
115,2024-03-30,40s,female,2
116,2024-03-08,20s,female,3
117,2024-03-21,20s,male,4
118,2024-03-16,50s,female,9
119,2024-03-13,50s,male,0
120,2024-03-18,20s,female,5
121,2024-03-15,20s,female,5
122,2024-03-21,50s,male,5
123,2024-03-24,20s,female,5
124,2024-03-26,60s,male,6
125,2024-03-25,50s,male,9
126,2024-03-28,20s,female,6
127,2024-03-28,20s,male,2
128,2024-03-28,70s+,male,8
129,2024-03-13,40s,female,6
130,2024-03-09,40s,male,6
131,2024-03-29,60s,male,7
132,2024-03-15,60s,male,4
133,2024-03-13,70s+,female,7
134,2024-03-01,50s,male,3
135,2024-03-25,40s,female,3
136,2024-03-07,20s,female,3
137,2024-03-09,50s,male,6
138,2024-03-24,40s,male,6
139,2024-03-01,40s,male,4
140,2024-03-12,60s,female,7
141,2024-03-08,20s,male,5
142,2024-03-24,40s,male,7
143,2024-03-31,10s,male,5
144,2024-03-11,40s,male,3
145,2024-03-19,20s,male,4
146,2024-03-17,20s,female,7
147,2024-03-08,20s,female,5
148,2024-03-03,50s,male,7
149,2024-03-03,50s,male,8
150,2024-03-01,40s,male,7
151,2024-03-27,70s+,male,7
152,2024-03-05,40s,female,8
153,2024-03-10,30s,male,4
154,2024-03-07,60s,female,8
155,2024-03-26,30s,female,8
156,2024-03-09,70s+,male,8
157,2024-03-28,10s,female,3
158,2024-03-07,70s+,female,10
159,2024-03-09,10s,female,4
160,2024-03-08,60s,female,9
161,2024-03-12,40s,male,2
162,2024-03-02,70s+,male,12
163,2024-03-01,20s,female,6
164,2024-03-16,40s,male,4
165,2024-03-23,70s+,male,7
166,2024-03-23,40s,male,6
167,2024-03-30,50s,male,4
168,2024-03-24,50s,male,5
169,2024-03-05,40s,female,6
170,2024-03-03,50s,male,3
171,2024-03-12,40s,male,7
172,2024-03-08,60s,male,9
173,2024-03-22,10s,male,8
174,2024-03-27,30s,female,4
175,2024-03-03,70s+,female,9
176,2024-03-01,60s,female,5
177,2024-03-03,40s,female,4
178,2024-03-05,50s,male,4
179,2024-03-15,30s,female,0
180,2024-03-14,30s,male,1
181,2024-03-03,40s,male,1
182,2024-03-01,40s,male,7
183,2024-03-05,40s,male,5
184,2024-03-26,20s,male,5
185,2024-03-23,70s+,female,10
186,2024-03-31,70s+,female,5
187,2024-03-14,50s,female,5
188,2024-03-07,40s,female,3
189,2024-03-27,30s,male,5
190,2024-03-09,60s,female,3
191,2024-03-15,50s,male,7
192,2024-03-15,30s,female,2
193,2024-03-26,60s,male,6
194,2024-03-10,60s,male,8
195,2024-03-28,60s,female,9
196,2024-03-13,50s,male,9
197,2024-03-19,50s,male,4
198,2024-03-31,40s,female,1
199,2024-03-07,60s,male,6
200,2024-03-17,60s,female,8
201,2024-03-20,10s,female,3
202,2024-03-29,10s,female,4
203,2024-03-04,40s,male,2
204,2024-03-30,60s,male,8
205,2024-03-05,70s+,male,10
206,2024-03-23,30s,female,7
207,2024-03-07,40s,male,2
208,2024-03-13,40s,female,6
209,2024-03-15,70s+,female,11
210,2024-03-11,60s,male,5
211,2024-03-29,60s,female,10
212,2024-03-04,40s,male,7
213,2024-03-13,40s,male,6
214,2024-03-07,30s,male,10
215,2024-03-27,20s,male,5
216,2024-03-19,60s,male,7
217,2024-03-22,60s,female,7
218,2024-03-28,70s+,female,7
219,2024-03-02,70s+,female,6
220,2024-03-10,40s,male,10
221,2024-03-13,50s,male,3
222,2024-03-30,60s,male,4
223,2024-03-25,60s,female,8
224,2024-03-21,30s,male,4
225,2024-03-06,40s,female,4
226,2024-03-28,20s,female,8
227,2024-03-28,70s+,male,7
228,2024-03-12,50s,male,4
229,2024-03-12,30s,female,7
230,2024-03-20,50s,male,4
231,2024-03-30,50s,female,2
232,2024-03-30,40s,male,2
233,2024-03-11,20s,male,3
234,2024-03-26,50s,female,3
235,2024-03-23,40s,male,8
236,2024-03-28,50s,female,6
237,2024-03-25,40s,male,0
238,2024-03-07,60s,female,10
239,2024-03-30,40s,female,5
240,2024-03-01,40s,male,4
241,2024-03-01,60s,female,7
242,2024-03-25,40s,male,7
243,2024-03-27,20s,male,6
244,2024-03-30,10s,male,3
245,2024-03-25,50s,female,4
246,2024-03-20,50s,female,2
247,2024-03-13,50s,male,4
248,2024-03-09,30s,male,1
249,2024-03-03,20s,female,9
250,2024-03-07,10s,male,3
251,2024-03-06,40s,male,1
252,2024-03-08,40s,female,5
253,2024-03-27,40s,male,4
254,2024-03-09,40s,female,6
255,2024-03-30,60s,male,7
256,2024-03-05,30s,female,8
257,2024-03-01,40s,male,5
258,2024-03-19,50s,male,7
259,2024-03-10,40s,female,4
260,2024-03-12,50s,male,1
261,2024-03-24,60s,female,7
262,2024-03-15,60s,male,6
263,2024-03-27,20s,female,3
264,2024-03-22,60s,female,4
265,2024-03-24,40s,female,12
266,2024-03-09,30s,female,5
267,2024-03-20,40s,male,10
268,2024-03-17,70s+,male,8
269,2024-03-30,40s,female,1
270,2024-03-17,30s,female,6
271,2024-03-26,50s,female,2
272,2024-03-20,30s,male,4
273,2024-03-12,20s,male,5
274,2024-03-30,20s,male,8
275,2024-03-07,20s,male,4
276,2024-03-02,30s,female,2
277,2024-03-03,20s,female,1
278,2024-03-17,50s,female,8
279,2024-03-05,30s,male,8
280,2024-03-17,30s,male,4
281,2024-03-24,60s,male,3
282,2024-03-17,40s,female,9
283,2024-03-27,50s,female,4
284,2024-03-17,30s,male,2
285,2024-03-02,30s,female,4
286,2024-03-02,10s,male,3
287,2024-03-28,30s,male,8
288,2024-03-22,30s,female,9
289,2024-03-23,30s,male,4
290,2024-03-05,20s,female,4
291,2024-03-01,20s,male,5
292,2024-03-01,40s,female,11
293,2024-03-19,30s,female,8
294,2024-03-30,40s,female,6
295,2024-03-02,40s,male,2
296,2024-03-21,50s,male,8
297,2024-03-12,10s,female,7
298,2024-03-26,50s,female,6
299,2024-03-06,50s,male,5
300,2024-03-23,20s,male,3
301,2025-03-04,60s,male,3
302,2025-03-23,60s,female,1
303,2025-03-11,20s,male,3
304,2025-03-24,30s,male,7
305,2025-03-27,60s,female,2
306,2025-03-17,50s,male,4
307,2025-03-31,30s,male,6
308,2025-03-06,30s,male,6
309,2025-03-24,40s,female,3
310,2025-03-05,40s,female,4
311,2025-03-20,50s,female,6
312,2025-03-02,40s,female,6
313,2025-03-06,40s,female,6
314,2025-03-22,50s,female,6
315,2025-03-11,10s,female,3
316,2025-03-31,30s,male,5
317,2025-03-16,50s,male,2
318,2025-03-16,60s,female,3
319,2025-03-01,40s,male,3
320,2025-03-09,40s,male,3
321,2025-03-28,20s,female,5
322,2025-03-27,40s,male,11
323,2025-03-06,40s,male,7
324,2025-03-16,30s,male,7
325,2025-03-29,30s,male,4
326,2025-03-03,40s,male,1
327,2025-03-20,10s,female,4
328,2025-03-28,30s,female,5
329,2025-03-27,30s,female,4
330,2025-03-04,30s,male,4
331,2025-03-19,20s,female,7
332,2025-03-26,60s,male,4
333,2025-03-03,40s,male,8
334,2025-03-31,50s,male,4
335,2025-03-19,50s,male,3
336,2025-03-20,40s,female,0
337,2025-03-07,20s,female,4
338,2025-03-20,40s,male,1
339,2025-03-09,40s,female,4
340,2025-03-01,50s,male,3
341,2025-03-08,40s,female,5
342,2025-03-07,20s,female,6
343,2025-03-18,30s,male,6
344,2025-03-08,40s,female,4
345,2025-03-01,50s,male,4
346,2025-03-11,40s,female,5
347,2025-03-28,40s,male,1
348,2025-03-25,70s+,male,7
349,2025-03-25,50s,female,7
350,2025-03-18,30s,female,5
351,2025-03-23,20s,male,4
352,2025-03-31,30s,female,5
353,2025-03-30,30s,female,4
354,2025-03-10,30s,male,1
355,2025-03-03,30s,male,3
356,2025-03-07,30s,female,7
357,2025-03-28,30s,male,6
358,2025-03-16,60s,male,8
359,2025-03-26,20s,male,4
360,2025-03-16,40s,female,5
361,2025-03-25,40s,female,6
362,2025-03-20,70s+,male,4
363,2025-03-28,20s,female,8
364,2025-03-17,40s,male,4
365,2025-03-02,70s+,female,1
366,2025-03-01,60s,male,1
367,2025-03-16,60s,male,7
368,2025-03-30,30s,female,7
369,2025-03-12,30s,male,2
370,2025-03-05,50s,female,2
371,2025-03-05,60s,female,2
372,2025-03-27,40s,male,6
373,2025-03-23,40s,male,9
374,2025-03-09,30s,female,11
375,2025-03-09,50s,male,4
376,2025-03-03,30s,male,7
377,2025-03-19,30s,male,7
378,2025-03-16,40s,male,3
379,2025-03-16,40s,male,7
380,2025-03-03,30s,female,5
381,2025-03-20,20s,female,2
382,2025-03-24,50s,male,9
383,2025-03-22,30s,male,6
384,2025-03-24,40s,male,3
385,2025-03-01,30s,female,6
386,2025-03-24,40s,male,3
387,2025-03-20,40s,female,2
388,2025-03-11,20s,female,8
389,2025-03-17,30s,female,4
390,2025-03-08,20s,male,5
391,2025-03-04,20s,female,4
392,2025-03-06,70s+,male,1
393,2025-03-08,30s,female,4
394,2025-03-20,60s,male,1
395,2025-03-30,30s,female,11
396,2025-03-03,50s,male,6
397,2025-03-16,50s,female,5
398,2025-03-30,40s,male,5
399,2025-03-25,40s,male,5
400,2025-03-03,40s,male,3
401,2025-03-25,30s,male,6
402,2025-03-29,60s,female,2
403,2025-03-18,60s,female,3
404,2025-03-14,70s+,male,1
405,2025-03-18,20s,female,7
406,2025-03-02,50s,male,3
407,2025-03-22,60s,male,4
408,2025-03-03,30s,female,7
409,2025-03-16,20s,male,1
410,2025-03-29,50s,male,6
411,2025-03-09,40s,female,4
412,2025-03-04,60s,male,0
413,2025-03-01,20s,male,2
414,2025-03-04,50s,male,5
415,2025-03-01,30s,male,5
416,2025-03-14,30s,female,3
417,2025-03-21,30s,female,5
418,2025-03-16,60s,female,9
419,2025-03-20,50s,male,2
420,2025-03-24,40s,male,6
421,2025-03-08,40s,female,5
422,2025-03-07,60s,male,1
423,2025-03-03,40s,male,4
424,2025-03-17,60s,male,8
425,2025-03-01,40s,male,1
426,2025-03-16,40s,female,8
427,2025-03-12,40s,female,3
428,2025-03-27,30s,female,5
429,2025-03-19,50s,male,4
430,2025-03-22,40s,female,11
431,2025-03-23,30s,female,3
432,2025-03-22,60s,male,2
433,2025-03-14,40s,male,3
434,2025-03-30,40s,female,3
435,2025-03-06,60s,female,6
436,2025-03-06,50s,female,1
437,2025-03-13,20s,female,5
438,2025-03-19,60s,male,5
439,2025-03-22,50s,female,3
440,2025-03-08,30s,female,7
441,2025-03-27,20s,male,5
442,2025-03-27,50s,female,7
443,2025-03-02,50s,male,5
444,2025-03-21,40s,male,7
445,2025-03-30,60s,male,3
446,2025-03-01,50s,female,4
447,2025-03-28,30s,female,5
448,2025-03-15,30s,male,11
449,2025-03-01,30s,female,7
450,2025-03-05,50s,female,6
451,2025-03-28,10s,male,3
452,2025-03-29,40s,male,0
453,2025-03-16,50s,female,10
454,2025-03-19,60s,male,3
455,2025-03-04,30s,female,5
456,2025-03-03,60s,female,1
457,2025-03-17,20s,female,4
458,2025-03-17,60s,female,0
459,2025-03-12,20s,male,2
460,2025-03-28,40s,male,7
461,2025-03-30,50s,male,3
462,2025-03-29,20s,male,1
463,2025-03-14,30s,female,3
464,2025-03-21,50s,female,7
465,2025-03-06,50s,male,5
466,2025-03-03,50s,female,5
467,2025-03-28,50s,female,4
468,2025-03-09,40s,female,5
469,2025-03-05,30s,male,5
470,2025-03-24,30s,male,3
471,2025-03-29,30s,male,3
472,2025-03-17,60s,female,4
473,2025-03-14,40s,male,6
474,2025-03-21,40s,male,4
475,2025-03-31,40s,male,9
476,2025-03-03,60s,male,4
477,2025-03-28,30s,male,5
478,2025-03-01,40s,male,5
479,2025-03-20,40s,female,4
480,2025-03-31,50s,female,10
481,2025-03-29,10s,male,6
482,2025-03-21,60s,male,0
483,2025-03-23,60s,female,2
484,2025-03-01,40s,female,3
485,2025-03-03,50s,male,2
486,2025-03-18,60s,male,3
487,2025-03-25,50s,male,6
488,2025-03-10,30s,male,5
489,2025-03-31,40s,female,10
490,2025-03-22,50s,male,5
491,2025-03-26,40s,male,5
492,2025-03-03,50s,male,4
493,2025-03-08,60s,male,2
494,2025-03-14,60s,female,1
495,2025-03-24,40s,female,6
496,2025-03-18,20s,female,4
497,2025-03-15,70s+,male,0
498,2025-03-22,60s,male,7
499,2025-03-23,20s,female,5
500,2025-03-02,60s,male,7
501,2025-03-31,60s,male,3
502,2025-03-27,40s,female,5
503,2025-03-10,40s,female,1
504,2025-03-02,40s,female,5
505,2025-03-26,20s,female,8
506,2025-03-17,30s,male,6
507,2025-03-08,60s,male,0
508,2025-03-01,10s,female,5
509,2025-03-09,30s,male,5
510,2025-03-11,40s,female,4
511,2025-03-22,40s,female,6
512,2025-03-16,60s,male,3
513,2025-03-07,30s,female,6
514,2025-03-29,30s,male,5
515,2025-03-10,50s,male,4
516,2025-03-23,40s,male,7
517,2025-03-26,30s,male,5
518,2025-03-03,40s,female,7
519,2025-03-18,20s,male,6
520,2025-03-25,30s,female,4
521,2025-03-24,40s,female,8
522,2025-03-13,40s,female,4
523,2025-03-28,60s,female,1
524,2025-03-26,40s,male,5
525,2025-03-07,40s,male,10
526,2025-03-25,50s,female,6
527,2025-03-04,10s,female,4
528,2025-03-13,50s,male,3
529,2025-03-20,30s,female,3
530,2025-03-01,70s+,male,3
531,2025-03-08,20s,female,2
532,2025-03-14,40s,male,6
533,2025-03-16,20s,female,2
534,2025-03-14,70s+,female,3
535,2025-03-12,40s,male,2
536,2025-03-19,40s,female,6
537,2025-03-23,20s,female,3
538,2025-03-15,50s,male,5
539,2025-03-28,30s,female,2
540,2025-03-02,60s,male,4
541,2025-03-02,30s,male,6
542,2025-03-23,30s,female,7
543,2025-03-31,10s,female,6
544,2025-03-22,40s,female,6
545,2025-03-19,40s,female,4
546,2025-03-25,20s,female,4
547,2025-03-26,50s,female,7
548,2025-03-31,40s,female,5
549,2025-03-30,40s,male,5
550,2025-03-29,40s,female,8
551,2025-03-22,40s,male,4
552,2025-03-26,40s,female,2
553,2025-03-26,30s,female,3
554,2025-03-22,30s,male,4
555,2025-03-17,60s,female,4
556,2025-03-20,60s,female,7
557,2025-03-10,40s,male,3
558,2025-03-06,30s,female,5
559,2025-03-15,50s,female,3
560,2025-03-22,40s,female,2
561,2025-03-11,10s,male,4
562,2025-03-28,30s,female,9
563,2025-03-05,50s,female,4
564,2025-03-01,50s,female,5
565,2025-03-08,10s,female,8
566,2025-03-21,30s,male,8
567,2025-03-28,30s,male,5
568,2025-03-12,50s,female,3
569,2025-03-12,10s,female,9
570,2025-03-05,20s,male,2
571,2025-03-07,50s,male,8
572,2025-03-04,30s,female,7
573,2025-03-06,50s,male,6
574,2025-03-13,30s,female,9
575,2025-03-20,20s,male,3
576,2025-03-30,30s,male,6
577,2025-03-15,50s,male,7
578,2025-03-03,60s,male,5
579,2025-03-23,60s,female,3
580,2025-03-08,40s,male,5
581,2025-03-20,50s,male,1
582,2025-03-16,30s,female,7
583,2025-03-13,30s,male,4
584,2025-03-18,60s,male,5
585,2025-03-28,10s,female,5
586,2025-03-10,20s,male,5
587,2025-03-30,30s,female,3
588,2025-03-19,10s,female,5
589,2025-03-17,30s,female,5
590,2025-03-24,40s,female,4
591,2025-03-31,40s,male,3
592,2025-03-19,60s,female,1
593,2025-03-28,60s,male,3
594,2025-03-26,30s,male,10
595,2025-03-23,30s,male,2
596,2025-03-26,40s,male,5
597,2025-03-05,40s,male,3
598,2025-03-26,30s,male,4
599,2025-03-21,50s,male,6
600,2025-03-30,40s,male,3
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