AI副業：WindowsのビルドバージョンとKBの対比表をPythonで作りたい。

「さはら３」です。

AI副業でどこまでいけるのか？をテーマに頑張っていきたいと思います。

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頭の体操

• １か所だけ異なる漢字が入っています。（解答は一番最後に掲載）

問題

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本編

本業で業務をしていると、Windowsのビルド番号はわかるけど

KBがどこまで適用されているか？がわからない事が多々あります。

そこで、Pythonを使用して、MS公式情報から、情報を収集する事を行いたいと思います。

情報元

https://learn.microsoft.com/en-us/windows/release-health/windows11-release-information

• 対比表をバージョンアップした記事は以下になります。

ai-sahara-navi.com

成果物

全部出すと長いので、2023年8月以降分のみにしています。

（本記事の末にすべての一覧を掲載いたします。）

Availability date	Build	KB article
2023/10/10	22621.2428	KB5031354
2023/10/10	22000.2538	KB5031358
2023/10/10	19045.357	KB5031356
2023/10/10	19044.357	KB5031356
2023/10/10	17763.4974	KB5031361
2023/10/10	14393.6351	KB5031362
2023/10/10	10240.20232	KB5031377
2023/9/26	22621.2361	KB5030310
2023/9/26	22000.2482	KB5030301
2023/9/26	19045.3516	KB5030300
2023/9/12	22621.2283	KB5030219
2023/9/12	22000.2416	KB5030217
2023/9/12	19045.3448	KB5030211
2023/9/12	19044.3448	KB5030211
2023/9/12	17763.4851	KB5030214
2023/9/12	14393.6252	KB5030213
2023/9/12	10240.20162	KB5030220
2023/8/22	22621.2215	KB5029351
2023/8/22	22000.236	KB5029332
2023/8/22	19045.3393	KB5029331
2023/8/8	22621.2134	KB5029263
2023/8/8	22000.2295	KB5029253
2023/8/8	19045.3324	KB5029244
2023/8/8	19044.3324	KB5029244
2023/8/8	17763.4737	KB5029247
2023/8/8	14393.6167	KB5029242
2023/8/8	10240.20107	KB5029259

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Amazon アソシエイト

Python業務自動化マスタリングハンドブック

---

スクリプト

import requests
from bs4 import BeautifulSoup
import csv
import os
import pandas as pd

def get_web_data(URL):
    response = requests.get(URL)
    web_source = response.text

    # Clean up the web source
    web_source = web_source.replace("\n", "").replace("\r", "")
    for _ in range(100):
        web_source = web_source.replace("> ", ">").replace(">\t", ">").replace(" <", "<").replace("\t<", "<").replace("\t", "")
    web_source = web_source.replace("><", ">\r\n<")

    with open("c:\\temp\\OS_Build_temp.csv", "w", encoding="utf-8") as f:
        writer = csv.writer(f, delimiter="\t")
        writer.writerow(["Servicing option", "Availability date", "Build", "KB article"])

    soup = BeautifulSoup(web_source, "html.parser")
    for i in range(100):
        table = soup.find("table", {"id": f"historyTable_{i}"})
        if table:
            rows = table.find_all("tr")
            for row in rows:
                cols = row.find_all(["td", "th"])
                cols = [ele.text.strip() for ele in cols]
                with open("c:\\temp\\OS_Build_temp.csv", "a", encoding="utf-8") as f:
                    writer = csv.writer(f, delimiter="\t")
                    writer.writerow(cols)

    os_build_versions = []
    for line in web_source.split("\r\n"):
        if "OS Build" in line:
            os_build_version = BeautifulSoup(line, "html.parser").get_text()
            os_build_version = os_build_version.replace("- End of servicing", "").replace("Version ", "").replace("(RTM) ", "").replace("(OS build ", "\t").replace(")", "").replace(" ", "")
            os_build_versions.append(os_build_version)

    rep_os_build_versions = []
    for version in os_build_versions:
        parts = version.split("\t")
        if parts[0]:
            os_ver = "Windows 10 " + parts[0]  # Assuming WinName is "Windows 10"
            rep_os_build_versions.append([os_ver, parts[1]])

    with open("C:\\temp\\OS_Build_Version.csv", "a", encoding="utf-8") as f:
        writer = csv.writer(f, delimiter="\t")
        writer.writerow(["Version", "Build"])
        writer.writerows(rep_os_build_versions)

    # この関数の最後で、データフレームを返すように変更
    df = pd.read_csv("c:\\temp\\OS_Build_temp.csv", delimiter="\t", encoding="utf-8")
    return df


def remove_duplicates_and_save(dataframes):
    # 2つのデータフレームを結合
    combined_df = pd.concat(dataframes, ignore_index=True)

    # 重複を排除
    combined_df = combined_df.drop_duplicates()

    # 指定されたカラムだけを持つデータフレームを作成
    combined_df = combined_df[["Availability date", "Build", "KB article"]]

    # 'Availability date' で降順にソート
    combined_df = combined_df.sort_values(by=["Availability date", "Build"], ascending=[False, False])

    # "Availability date" が "Availability date" である行を削除
    combined_df = combined_df[combined_df["Availability date"] != "Availability date"]

    # CSVファイルとして保存
    combined_df.to_csv("c:\\temp\\OS_Build.csv", index=False, encoding="utf-8", header=True)

def delete_files(file_paths):
  """
  指定されたファイルパスのファイルを削除します。

  Args:
    file_paths: 削除するファイルパスのリスト。
  """
  for file_path in file_paths:
    os.remove(file_path)

if __name__ == "__main__":
    dataframes = []  # 各URLからのデータを格納するリスト

    URL = 'https://learn.microsoft.com/en-us/windows/release-health/release-information'
    WinName = "Windows 10"
    dataframes.append(get_web_data(URL))

    URL = 'https://learn.microsoft.com/en-us/windows/release-health/windows11-release-information'
    WinName = "Windows 11"
    dataframes.append(get_web_data(URL))

    # 2つのデータフレームを合算して処理
    remove_duplicates_and_save(dataframes)
    
    file_paths = [r"C:\temp\OS_Build_temp.csv", r"C:\temp\OS_Build_Version.csv"]
    delete_files(file_paths)

---

AI関連は日進月歩、日々之精進でございます。

最後まで読んで頂きありがとうございました。

AIさはら

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頭の体操：解答

• わかりましたか？

解答

---

本日のAI着物美女

AI着物美女

Instagram

良かったらInstagramのフォローをお願いします。

https://www.instagram.com/ai_kimono_bijo/

非アダルトで運営しておりますので、職場でも安心して堪能いただけます。

ビルドバージョン全て

• 長いです。

Availability date	Build	KB article
2023/10/10	22621.2428	KB5031354
2023/10/10	22000.2538	KB5031358
2023/10/10	19045.357	KB5031356
2023/10/10	19044.357	KB5031356
2023/10/10	17763.4974	KB5031361
2023/10/10	14393.6351	KB5031362
2023/10/10	10240.20232	KB5031377
2023/9/26	22621.2361	KB5030310
2023/9/26	22000.2482	KB5030301
2023/9/26	19045.3516	KB5030300
2023/9/12	22621.2283	KB5030219
2023/9/12	22000.2416	KB5030217
2023/9/12	19045.3448	KB5030211
2023/9/12	19044.3448	KB5030211
2023/9/12	17763.4851	KB5030214
2023/9/12	14393.6252	KB5030213
2023/9/12	10240.20162	KB5030220
2023/8/22	22621.2215	KB5029351
2023/8/22	22000.236	KB5029332
2023/8/22	19045.3393	KB5029331
2023/8/8	22621.2134	KB5029263
2023/8/8	22000.2295	KB5029253
2023/8/8	19045.3324	KB5029244
2023/8/8	19044.3324	KB5029244
2023/8/8	17763.4737	KB5029247
2023/8/8	14393.6167	KB5029242
2023/8/8	10240.20107	KB5029259
2023/7/26	22621.207	KB5028254
2023/7/25	22000.2245	KB5028245
2023/7/25	19045.3271	KB5028244
2023/7/11	22621.1992	KB5028185
2023/7/11	22000.2176	KB5028182
2023/7/11	19045.3208	KB5028166
2023/7/11	19044.3208	KB5028166
2023/7/11	17763.4645	KB5028168
2023/7/11	14393.6085	KB5028169
2023/7/11	10240.20048	KB5028186
2023/6/28	22000.2124	KB5027292
2023/6/27	22621.1928	KB5027303
2023/6/27	19045.3155	KB5027293
2023/6/23	14393.5996	KB5028623
2023/6/23	10240.19986	KB5028622
2023/6/13	22621.1848	KB5027231
2023/6/13	22000.2057	KB5027223
2023/6/13	19045.3086	KB5027215
2023/6/13	19044.3086	KB5027215
2023/6/13	17763.4499	KB5027222
2023/6/13	14393.5989	KB5027219
2023/6/13	10240.19983	KB5027230
2023/5/24	22621.1778	KB5026446
2023/5/23	22000.2003	KB5026436
2023/5/23	19045.3031	KB5026435
2023/5/9	22621.1702	KB5026372
2023/5/9	22000.1936	KB5026368
2023/5/9	19045.2965	KB5026361
2023/5/9	19044.2965	KB5026361
2023/5/9	19042.2965	KB5026361
2023/5/9	17763.4377	KB5026362
2023/5/9	14393.5921	KB5026363
2023/5/9	10240.19926	KB5026382
2023/4/25	22621.1635	KB5025305
2023/4/25	22000.188	KB5025298
2023/4/25	19045.2913	KB5025297
2023/4/11	22621.1555	KB5025239
2023/4/11	22000.1817	KB5025224
2023/4/11	19045.2846	KB5025221
2023/4/11	19044.2846	KB5025221
2023/4/11	19042.2846	KB5025221
2023/4/11	17763.4252	KB5025229
2023/4/11	14393.585	KB5025228
2023/4/11	10240.19869	KB5025234
2023/3/28	22621.1485	KB5023778
2023/3/28	22000.1761	KB5023774
2023/3/21	19045.2788	KB5023773
2023/3/21	19044.2788	KB5023773
2023/3/21	19042.2788	KB5023773
2023/3/14	22621.1413	KB5023706
2023/3/14	22000.1696	KB5023698
2023/3/14	19045.2728	KB5023696
2023/3/14	19044.2728	KB5023696
2023/3/14	19042.2728	KB5023696
2023/3/14	17763.4131	KB5023702
2023/3/14	14393.5786	KB5023697
2023/3/14	10240.19805	KB5023713
2023/2/28	22621.1344	KB5022913
2023/2/21	22000.1641	KB5022905
2023/2/21	19045.2673	KB5022906
2023/2/21	19044.2673	KB5022906
2023/2/21	19042.2673	KB5022906
2023/2/14	22621.1265	KB5022845
2023/2/14	22000.1574	KB5022836
2023/2/14	19045.2604	KB5022834
2023/2/14	19044.2604	KB5022834
2023/2/14	19042.2604	KB5022834
2023/2/14	17763.401	KB5022840
2023/2/14	14393.5717	KB5022838
2023/2/14	10240.19747	KB5022858
2023/1/26	22621.1194	KB5022360
2023/1/19	22000.1516	KB5019274
2023/1/19	19045.2546	KB5019275
2023/1/19	19044.2546	KB5019275
2023/1/19	19042.2546	KB5019275
2023/1/10	22621.1105	KB5022303
2023/1/10	22000.1455	KB5022287
2023/1/10	19045.2486	KB5022282
2023/1/10	19044.2486	KB5022282
2023/1/10	19042.2486	KB5022282
2023/1/10	17763.3887	KB5022286
2023/1/10	14393.5648	KB5022289
2023/1/10	10240.19685	KB5022297
2022/12/20	17763.3772	KB5022554
2022/12/13	22621.963	KB5021255
2022/12/13	22000.1335	KB5021234
2022/12/13	19045.2364	KB5021233
2022/12/13	19044.2364	KB5021233
2022/12/13	19043.2364	KB5021233
2022/12/13	19042.2364	KB5021233
2022/12/13	17763.377	KB5021237
2022/12/13	14393.5582	KB5021235
2022/12/13	10240.19624	KB5021243
2022/11/29	22621.9	KB5020044
2022/11/17	17763.3653	KB5021655
2022/11/17	14393.5502	KB5021654
2022/11/15	22000.1281	KB5019157
2022/11/15	19045.2311	KB5020030
2022/11/15	19044.2311	KB5020030
2022/11/15	19043.2311	KB5020030
2022/11/15	19042.2311	KB5020030
2022/11/8	22621.819	KB5019980
2022/11/8	22000.1219	KB5019961
2022/11/8	19045.2251	KB5019959
2022/11/8	19044.2251	KB5019959
2022/11/8	19043.2251	KB5019959
2022/11/8	19042.2251	KB5019959
2022/11/8	17763.365	KB5019966
2022/11/8	14393.5501	KB5019964
2022/11/8	10240.19567	KB5019970
2022/10/28	19044.2194	KB5020953
2022/10/28	19043.2194	KB5020953
2022/10/28	19042.2194	KB5020953
2022/10/25	22621.755	KB5018496
2022/10/25	22000.1165	KB5018483
2022/10/25	19044.2193	KB5018482
2022/10/25	19043.2193	KB5018482
2022/10/25	19042.2193	KB5018482
2022/10/18	22621.675	KB5019509
2022/10/18	19045.213
2022/10/18	14393.5429	KB5020439
2022/10/18	10240.19509	KB5020440
2022/10/17	22000.11	KB5020387
2022/10/17	19044.2132	KB5020435
2022/10/17	19043.2132	KB5020435
2022/10/17	19042.2132	KB5020435
2022/10/17	17763.3534	KB5020438
2022/10/11	22621.674	KB5018427
2022/10/11	22000.1098	KB5018418
2022/10/11	19044.213	KB5018410
2022/10/11	19043.213	KB5018410
2022/10/11	19042.213	KB5018410
2022/10/11	17763.3532	KB5018419
2022/10/11	14393.5427	KB5018411
2022/10/11	10240.19507	KB5018425
2022/9/30	22621.608	KB5017389
2022/9/27	22621.525	KB5019311
2022/9/20	22621.521
2022/9/20	22000.1042	KB5017383
2022/9/20	19044.2075	KB5017380
2022/9/20	19043.2075	KB5017380
2022/9/20	19042.2075	KB5017380
2022/9/20	17763.3469	KB5017379
2022/9/13	22000.978	KB5017328
2022/9/13	19044.2006	KB5017308
2022/9/13	19043.2006	KB5017308
2022/9/13	19042.2006	KB5017308
2022/9/13	17763.3406	KB5017315
2022/9/13	14393.5356	KB5017305
2022/9/13	10240.19444	KB5017327
2022/8/26	19044.1949	KB5016688
2022/8/26	19043.1949	KB5016688
2022/8/26	19042.1949	KB5016688
2022/8/25	22000.918	KB5016691
2022/8/23	17763.3346	KB5016690
2022/8/9	22000.856	KB5016629
2022/8/9	19044.1889	KB5016616
2022/8/9	19043.1889	KB5016616
2022/8/9	19042.1889	KB5016616
2022/8/9	17763.3287	KB5016623
2022/8/9	14393.5291	KB5016622
2022/8/9	10240.19387	KB5016639
2022/7/26	19044.1865	KB5015878
2022/7/26	19043.1865	KB5015878
2022/7/26	19042.1865	KB5015878
2022/7/21	22000.832	KB5015882
2022/7/21	17763.3232	KB5015880
2022/7/12	22000.795	KB5015814
2022/7/12	19044.1826	KB5015807
2022/7/12	19043.1826	KB5015807
2022/7/12	19042.1826	KB5015807
2022/7/12	17763.3165	KB5015811
2022/7/12	14393.5246	KB5015808
2022/7/12	10240.1936	KB5015832
2022/6/28	19044.1806	KB5014666
2022/6/28	19043.1806	KB5014666
2022/6/28	19042.1806	KB5014666
2022/6/23	22000.778	KB5014668
2022/6/23	17763.3113	KB5014669
2022/6/20	22000.74	KB5016138
2022/6/20	19044.1767	KB5016139
2022/6/20	19043.1767	KB5016139
2022/6/20	19042.1767	KB5016139
2022/6/14	22000.739	KB5014697
2022/6/14	19044.1766	KB5014699
2022/6/14	19043.1766	KB5014699
2022/6/14	19042.1766	KB5014699
2022/6/14	17763.3046	KB5014692
2022/6/14	14393.5192	KB5014702
2022/6/14	10240.19325	KB5014710
2022/6/2	19044.1741	KB5014023
2022/6/2	19043.1741	KB5014023
2022/6/2	19042.1741	KB5014023
2022/5/24	22000.708	KB5014019
2022/5/24	17763.2989	KB5014022
2022/5/19	19044.1708	KB5015020
2022/5/19	19043.1708	KB5015020
2022/5/19	19042.1708	KB5015020
2022/5/19	17763.2931	KB5015018
2022/5/19	14393.5127	KB5015019
2022/5/10	22000.675	KB5013943
2022/5/10	19044.1706	KB5013942
2022/5/10	19043.1706	KB5013942
2022/5/10	19042.1706	KB5013942
2022/5/10	18363.2274	KB5013945
2022/5/10	17763.2928	KB5013941
2022/5/10	14393.5125	KB5013952
2022/5/10	10240.19297	KB5013963
2022/4/25	22000.652	KB5012643
2022/4/25	19044.1682	KB5011831
2022/4/25	19043.1682	KB5011831
2022/4/25	19042.1682	KB5011831
2022/4/21	17763.2867	KB5012636
2022/4/12	22000.613	KB5012592
2022/4/12	19044.1645	KB5012599
2022/4/12	19043.1645	KB5012599
2022/4/12	19042.1645	KB5012599
2022/4/12	18363.2212	KB5012591
2022/4/12	17763.2803	KB5012647
2022/4/12	14393.5066	KB5012596
2022/4/12	10240.19265	KB5012653
2022/3/28	22000.593	KB5011563
2022/3/22	19044.162	KB5011543
2022/3/22	19043.162	KB5011543
2022/3/22	19042.162	KB5011543
2022/3/22	17763.2746	KB5011551
2022/3/8	22000.556	KB5011493
2022/3/8	19044.1586	KB5011487
2022/3/8	19043.1586	KB5011487
2022/3/8	19042.1586	KB5011487
2022/3/8	18363.2158	KB5011485
2022/3/8	17763.2686	KB5011503
2022/3/8	14393.5006	KB5011495
2022/3/8	10240.19235	KB5011491
2022/2/15	22000.527	KB5010414
2022/2/15	19044.1566	KB5010415
2022/2/15	19043.1566	KB5010415
2022/2/15	19042.1566	KB5010415
2022/2/15	17763.2628	KB5010427
2022/2/8	22000.493	KB5010386
2022/2/8	19044.1526	KB5010342
2022/2/8	19043.1526	KB5010342
2022/2/8	19042.1526	KB5010342
2022/2/8	18363.2094	KB5010345
2022/2/8	17763.2565	KB5010351
2022/2/8	14393.4946	KB5010359
2022/2/8	10240.19204	KB5010358
2022/1/25	22000.469	KB5008353
2022/1/25	19044.1503	KB5009596
2022/1/25	19043.1503	KB5009596
2022/1/25	19042.1503	KB5009596
2022/1/25	17763.251	KB5009616
2022/1/18	17763.2458	KB5010791
2022/1/17	22000.438	KB5010795
2022/1/17	19044.1469	KB5010793
2022/1/17	19043.1469	KB5010793
2022/1/17	19042.1469	KB5010793
2022/1/17	18363.2039	KB5010792
2022/1/17	14393.4889	KB5010790
2022/1/17	10240.19179	KB5010789
2022/1/11	22000.434	KB5009566
2022/1/11	19044.1466	KB5009543
2022/1/11	19043.1466	KB5009543
2022/1/11	19042.1466	KB5009543
2022/1/11	18363.2037	KB5009545
2022/1/11	17763.2452	KB5009557
2022/1/11	14393.4886	KB5009546
2022/1/11	10240.19177	KB5009585
2022/1/5	14393.4827	KB5010195
2022/1/4	17763.2369	KB5010196
2021/12/14	22000.376	KB5008215
2021/12/14	19044.1415	KB5008212
2021/12/14	19043.1415	KB5008212
2021/12/14	19042.1415	KB5008212
2021/12/14	19041.1415	KB5008212
2021/12/14	18363.1977	KB5008206
2021/12/14	17763.2366	KB5008218
2021/12/14	14393.4825	KB5008207
2021/12/14	10240.19145	KB5008230
2021/11/22	22000.348	KB5007262
2021/11/22	19044.1387	KB5007253
2021/11/22	19043.1387	KB5007253
2021/11/22	19042.1387	KB5007253
2021/11/22	19041.1387	KB5007253
2021/11/22	17763.233	KB5007266
2021/11/16	19044.1288
2021/11/14	17763.2305	KB5008602
2021/11/14	14393.4771	KB5008601
2021/11/9	22000.318	KB5007215
2021/11/9	19043.1348	KB5007186
2021/11/9	19042.1348	KB5007186
2021/11/9	19041.1348	KB5007186
2021/11/9	18363.1916	KB5007189
2021/11/9	17763.23	KB5007206
2021/11/9	14393.477	KB5007192
2021/11/9	10240.19119	KB5007207
2021/10/26	19043.132	KB5006738
2021/10/26	19042.132	KB5006738
2021/10/26	19041.132	KB5006738
2021/10/21	22000.282	KB5006746
2021/10/19	17763.2268	KB5006744
2021/10/12	22000.258	KB5006674
2021/10/12	19043.1288	KB5006670
2021/10/12	19042.1288	KB5006670
2021/10/12	19041.1288	KB5006670
2021/10/12	18363.1854	KB5006667
2021/10/12	17763.2237	KB5006672
2021/10/12	14393.4704	KB5006669
2021/10/12	10240.19086	KB5006675
2021/10/4	22000.194
2021/9/30	19043.1266	KB5005611
2021/9/30	19042.1266	KB5005611
2021/9/30	19041.1266	KB5005611
2021/9/21	18363.1832	KB5005624
2021/9/21	17763.2213	KB5005625
2021/9/14	19043.1237	KB5005565
2021/9/14	19042.1237	KB5005565
2021/9/14	19041.1237	KB5005565
2021/9/14	18363.1801	KB5005566
2021/9/14	17763.2183	KB5005568
2021/9/14	14393.4651	KB5005573
2021/9/14	10240.1906	KB5005569
2021/9/1	19043.1202	KB5005101
2021/9/1	19042.1202	KB5005101
2021/9/1	19041.1202	KB5005101
2021/8/26	18363.1766	KB5005103
2021/8/26	17763.2145	KB5005102
2021/8/10	19043.1165	KB5005033
2021/8/10	19042.1165	KB5005033
2021/8/10	19041.1165	KB5005033
2021/8/10	18363.1734	KB5005031
2021/8/10	17763.2114	KB5005030
2021/8/10	14393.4583	KB5005043
2021/8/10	10240.19022	KB5005040
2021/7/29	19043.1151	KB5004296
2021/7/29	19042.1151	KB5004296
2021/7/29	19041.1151	KB5004296
2021/7/29	18363.1714	KB5004293
2021/7/29	14393.4532	KB5005393
2021/7/27	17763.2091	KB5005394
2021/7/20	17763.209	KB5004308
2021/7/13	19043.111	KB5004237
2021/7/13	19042.111	KB5004237
2021/7/13	19041.111	KB5004237
2021/7/13	18363.1679	KB5004245
2021/7/13	17763.2061	KB5004244
2021/7/13	14393.453	KB5004238
2021/7/13	10240.19003	KB5004249
2021/7/7	14393.447	KB5004948
2021/7/6	19043.1083	KB5004945
2021/7/6	19042.1083	KB5004945
2021/7/6	19041.1083	KB5004945
2021/7/6	18363.1646	KB5004946
2021/7/6	17763.2029	KB5004947
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2021/6/29	19043.1082	KB5004760
2021/6/29	19042.1082	KB5004760
2021/6/29	19041.1082	KB5004760
2021/6/21	19043.1081	KB5003690
2021/6/21	19042.1081	KB5003690
2021/6/21	19041.1081	KB5003690
2021/6/15	18363.1645	KB5003698
2021/6/15	17763.2028	KB5003703
2021/6/11	19043.1055	KB5004476
2021/6/11	19042.1055	KB5004476
2021/6/11	19041.1055	KB5004476
2021/6/8	19043.1052	KB5003637
2021/6/8	19042.1052	KB5003637
2021/6/8	19041.1052	KB5003637
2021/6/8	18363.1621	KB5003635
2021/6/8	17763.1999	KB5003646
2021/6/8	14393.4467	KB5003638
2021/6/8	10240.18967	KB5003687
2021/5/25	19043.1023	KB5003214
2021/5/25	19042.1023	KB5003214
2021/5/25	19041.1023	KB5003214
2021/5/20	18363.1593	KB5003212
2021/5/20	17763.1971	KB5003217
2021/5/18	19043.985	KB5003173
2021/5/11	19042.985	KB5003173
2021/5/11	19041.985	KB5003173
2021/5/11	18363.1556	KB5003169
2021/5/11	17763.1935	KB5003171
2021/5/11	17134.2208	KB5003174
2021/5/11	14393.4402	KB5003197
2021/5/11	10240.18932	KB5003172
2021/4/28	19042.964	KB5001391
2021/4/28	19041.964	KB5001391
2021/4/22	18363.1533	KB5001396
2021/4/22	17763.1911	KB5001384
2021/4/13	19042.928	KB5001330
2021/4/13	19041.928	KB5001330
2021/4/13	18363.15	KB5001337
2021/4/13	17763.1879	KB5001342
2021/4/13	17134.2145	KB5001339
2021/4/13	14393.435	KB5001347
2021/4/13	10240.18906	KB5001340
2021/3/29	19042.906	KB5000842
2021/3/29	19041.906	KB5000842
2021/3/25	18363.1474	KB5000850
2021/3/25	17763.1852	KB5000854
2021/3/18	19042.87	KB5001649
2021/3/18	19041.87	KB5001649
2021/3/18	18363.1443	KB5001648
2021/3/18	17763.1823	KB5001638
2021/3/18	17134.209	KB5001634
2021/3/18	14393.4288	KB5001633
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2021/3/15	19042.868	KB5001567
2021/3/15	19041.868	KB5001567
2021/3/15	18363.1441	KB5001566
2021/3/15	17763.1821	KB5001568
2021/3/15	17134.2088	KB5001565
2021/3/9	19042.867	KB5000802
2021/3/9	19041.867	KB5000802
2021/3/9	18363.144	KB5000808
2021/3/9	17763.1817	KB5000822
2021/3/9	17134.2087	KB5000809
2021/3/9	14393.4283	KB5000803
2021/3/9	10240.18874	KB5000807
2021/2/24	19042.844	KB4601382
2021/2/24	19041.844	KB4601382
2021/2/16	18363.1411	KB4601380
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2021/2/9	19042.804	KB4601319
2021/2/9	19041.804	KB4601319
2021/2/9	18363.1377	KB4601315
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2021/2/9	14393.4225	KB4601318
2021/2/9	10240.18841	KB4601331
2021/2/2	19042.789	KB4598291
2021/2/2	19041.789	KB4598291
2021/1/21	18363.135	KB4598298
2021/1/21	17763.1728	KB4598296
2021/1/12	19042.746	KB4598242
2021/1/12	19041.746	KB4598242
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2021/1/12	17763.1697	KB4598230
2021/1/12	17134.1967	KB4598245
2021/1/12	14393.4169	KB4598243
2021/1/12	10240.18818	KB4598231
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2020/12/8	19041.685	KB4592438
2020/12/8	18363.1256	KB4592449
2020/12/8	18362.1256	KB4592449
2020/12/8	17763.1637	KB4592440
2020/12/8	17134.1902	KB4592446
2020/12/8	14393.4104	KB4593226
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2020/11/30	19041.662	KB4586853
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2020/11/19	19041.631	KB4594440
2020/11/19	18363.1237	KB4586819
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2020/11/19	18362.1237	KB4586819
2020/11/19	18362.1199	KB4594443
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2020/11/10	19041.63	KB4586781
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2020/11/10	18362.1198	KB4586786
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2020/10/20	18362.1171	KB4580386
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2020/10/13	18362.1139	KB4577671
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2020/9/8	18362.1082	KB4574727
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2020/7/21	18362.997	KB4559004
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2020/7/14	18362.959	KB4565483
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2020/6/9	18362.9	KB4560960
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2020/4/21	18362.815	KB4550945
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2020/4/14	18362.778	KB4549951
2020/4/14	17763.1158	KB4549949
2020/4/14	17134.1425	KB4550922
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2020/3/30	18362.753	KB4554364
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2020/3/24	18362.752	KB4541335
2020/3/17	17763.1131	KB4541331
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2020/3/17	16299.1775	KB4541330
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2020/3/12	18362.72	KB4551762
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2020/3/10	18362.719	KB4540673
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2020/2/27	18362.693	KB4535996
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2020/2/25	17134.1345	KB4537795
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2020/2/11	18362.657	KB4532693
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2020/1/28	18362.628	KB4532695
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2020/1/14	18362.592	KB4528760
2020/1/14	17763.973	KB4534273
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2019/12/10	18362.535	KB4530684
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2019/12/10	16299.1565	KB4530714
2019/12/10	14393.3384	KB4530689
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2019/11/12	18362.476	KB4524570
2019/11/12	17763.864	KB4523205
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2019/11/12	16299.1508	KB4525241
2019/11/12	14393.3326	KB4525236
2019/11/12	10240.18395	KB4525232
2019/10/24	18362.449	KB4522355
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2019/10/15	16299.1481	KB4520006
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2019/10/8	15063.2108	KB4520010
2019/10/8	14393.3274	KB4519998
2019/10/8	10240.18368	KB4520011
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2019/9/24	17134.1039	KB4516045
2019/9/24	16299.142	KB4516071
2019/9/24	15063.2078	KB4516059
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2019/9/23	18362.357	KB4522016
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2019/9/10	17134.1006	KB4516058
2019/9/10	16299.1387	KB4516066
2019/9/10	15063.2045	KB4516068
2019/9/10	14393.3204	KB4516044
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2019/8/30	18362.329	KB4512941
2019/8/19	17134.984	KB4512509
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2019/8/17	15063.2021	KB4512474
2019/8/17	14393.3181	KB4512495
2019/8/17	10240.18308	KB4517276
2019/8/16	16299.1365	KB4512494
2019/8/13	18362.295	KB4512508
2019/8/13	17763.678	KB4511553
2019/8/13	17134.95	KB4512501
2019/8/13	16299.1331	KB4512516
2019/8/13	15063.1988	KB4512507
2019/8/13	14393.3144	KB4512517
2019/8/13	10240.18305	KB4512497
2019/7/26	18362.267	KB4505903
2019/7/22	17763.652	KB4505658
2019/7/16	17134.915	KB4507466
2019/7/16	16299.1296	KB4507465
2019/7/16	15063.1955	KB4507467
2019/7/16	14393.3115	KB4507459
2019/7/9	18362.239	KB4507453
2019/7/9	17763.615	KB4507469
2019/7/9	17134.885	KB4507435
2019/7/9	16299.1268	KB4507455
2019/7/9	15063.1928	KB4507450
2019/7/9	14393.3085	KB4507460
2019/7/9	10240.18275	KB4507458
2019/6/27	18362.207	KB4501375
2019/6/27	14393.3056	KB4509475
2019/6/26	17763.593	KB4509479
2019/6/26	17134.86	KB4509478
2019/6/26	16299.1239	KB4509477
2019/6/26	15063.1898	KB4509476
2019/6/18	17763.592	KB4501371
2019/6/18	17134.858	KB4503288
2019/6/18	16299.1237	KB4503281
2019/6/18	15063.1897	KB4503289
2019/6/18	14393.3053	KB4503294
2019/6/11	18362.175	KB4503293
2019/6/11	17763.557	KB4503327
2019/6/11	17134.829	KB4503286
2019/6/11	16299.1217	KB4503284
2019/6/11	15063.1868	KB4503279
2019/6/11	14393.3025	KB4503267
2019/6/11	10240.18244	KB4503291
2019/5/29	18362.145	KB4497935
2019/5/28	16299.1182	KB4499147
2019/5/28	15063.1839	KB4499162
2019/5/23	14393.2999	KB4499177
2019/5/21	18362.116	KB4505057
2019/5/21	17763.529	KB4497934
2019/5/21	17134.799	KB4499183
2019/5/19	17763.504	KB4505056
2019/5/19	17134.766	KB4505064
2019/5/19	16299.115	KB4505062
2019/5/19	15063.1808	KB4505055
2019/5/19	14393.2972	KB4505052
2019/5/19	10240.18218	KB4505051
2019/5/14	17763.503	KB4494441
2019/5/14	17134.765	KB4499167
2019/5/14	16299.1146	KB4499179
2019/5/14	15063.1805	KB4499181
2019/5/14	14393.2969	KB4494440
2019/5/14	10240.18215	KB4499154
2019/5/3	17763.475	KB4495667
2019/5/2	15063.1785	KB4502112
2019/5/1	17763.439	KB4501835
2019/4/25	17134.753	KB4493437
2019/4/25	16299.1127	KB4493440
2019/4/25	15063.1784	KB4493436
2019/4/25	14393.2941	KB4493473
2019/4/25	14393.2908	KB4499418
2019/4/25	10240.18187	KB4498375
2019/4/9	17763.437	KB4493509
2019/4/9	17134.706	KB4493464
2019/4/9	16299.1087	KB4493441
2019/4/9	15063.1746	KB4493474
2019/4/9	14393.2906	KB4493470
2019/4/9	10240.18186	KB4493475
2019/4/2	17763.404	KB4490481
2019/3/19	17134.677	KB4489894
2019/3/19	16299.1059	KB4489890
2019/3/19	15063.1716	KB4489888
2019/3/19	14393.2879	KB4489889
2019/3/12	17763.379	KB4489899
2019/3/12	17134.648	KB4489868
2019/3/12	16299.1029	KB4489886
2019/3/12	15063.1689	KB4489871
2019/3/12	14393.2848	KB4489882
2019/3/12	10240.18158	KB4489872
2019/3/1	17763.348	KB4482887
2019/2/21	10240.18135	KB4491101
2019/2/19	17134.619	KB4487029
2019/2/19	16299.1004	KB4487021
2019/2/19	15063.1659	KB4487011
2019/2/19	14393.2828	KB4487006
2019/2/12	17763.316	KB4487044
2019/2/12	17134.59	KB4487017
2019/2/12	16299.967	KB4486996
2019/2/12	15063.1631	KB4487020
2019/2/12	14393.2791	KB4487026
2019/2/12	10240.18132	KB4487018
2019/1/22	17763.292	KB4476976
2019/1/17	14393.2759	KB4480977
2019/1/15	17134.556	KB4480976
2019/1/15	16299.936	KB4480967
2019/1/15	15063.1596	KB4480959
2019/1/8	17763.253	KB4480116
2019/1/8	17134.523	KB4480966
2019/1/8	16299.904	KB4480978
2019/1/8	15063.1563	KB4480973
2019/1/8	14393.2724	KB4480961
2019/1/8	10240.18094	KB4480962
2018/12/19	17763.195	KB4483235
2018/12/19	17134.472	KB4483234
2018/12/19	16299.847	KB4483232
2018/12/19	15063.1508	KB4483230
2018/12/19	14393.267	KB4483229
2018/12/19	10240.18064	KB4483228
2018/12/11	17763.194	KB4471332
2018/12/11	17134.471	KB4471324
2018/12/11	16299.846	KB4471329
2018/12/11	15063.1506	KB4471327
2018/12/11	14393.2665	KB4471321
2018/12/11	10240.18063	KB4471323
2018/12/5	17763.168	KB4469342
2018/12/3	14393.2641	KB4478877
2018/11/27	17134.441	KB4467682
2018/11/27	16299.82	KB4467681
2018/11/27	15063.1478	KB4467699
2018/11/27	14393.2639	KB4467684
2018/11/13	17763.134	KB4467708
2018/11/13	17763.107	KB4464455
2018/11/13	17134.407	KB4467702
2018/11/13	16299.785	KB4467686
2018/11/13	15063.1446	KB4467696
2018/11/13	14393.2608	KB4467691
2018/11/13	10240.18036	KB4467680
2018/10/24	17134.376	KB4462933
2018/10/18	16299.755	KB4462932
2018/10/18	15063.1418	KB4462939
2018/10/18	14393.258	KB4462928
2018/10/9	17763.55	KB4464330
2018/10/9	17134.345	KB4462919
2018/10/9	16299.726	KB4462918
2018/10/9	15063.1387	KB4462937
2018/10/9	14393.2551	KB4462917
2018/10/9	10240.18005	KB4462922
2018/10/2	17763.1
2018/9/26	17134.32	KB4458469
2018/9/26	16299.699	KB4457136
2018/9/20	15063.1356	KB4457141
2018/9/20	14393.2515	KB4457127
2018/9/17	17134.286	KB4464218
2018/9/17	16299.666	KB4464217
2018/9/11	17134.285	KB4457128
2018/9/11	16299.665	KB4457142
2018/9/11	15063.1324	KB4457138
2018/9/11	14393.2485	KB4457131
2018/9/11	10240.17976	KB4457132
2018/8/30	17134.254	KB4346783
2018/8/30	16299.637	KB4343893
2018/8/30	15063.1292	KB4343889
2018/8/30	14393.2457	KB4343884
2018/8/14	17134.228	KB4343909
2018/8/14	16299.611	KB4343897
2018/8/14	15063.1266	KB4343885
2018/8/14	14393.243	KB4343887
2018/8/14	10240.17946	KB4343892
2018/7/30	14393.2396	KB4346877
2018/7/24	17134.191	KB4340917
2018/7/24	16299.579	KB4338817
2018/7/24	15063.1235	KB4338827
2018/7/24	14393.2395	KB4338822
2018/7/16	17134.167	KB4345421
2018/7/16	16299.551	KB4345420
2018/7/16	15063.1209	KB4345419
2018/7/16	14393.2368	KB4345418
2018/7/16	10240.17918	KB4345455
2018/7/10	17134.165	KB4338819
2018/7/10	16299.547	KB4338825
2018/7/10	15063.1206	KB4338826
2018/7/10	14393.2363	KB4338814
2018/7/10	10240.17914	KB4338829
2018/6/26	17134.137	KB4284848
2018/6/21	16299.522	KB4284822
2018/6/21	15063.1182	KB4284830
2018/6/21	14393.2339	KB4284833
2018/6/12	17134.112	KB4284835
2018/6/12	16299.492	KB4284819
2018/6/12	15063.1155	KB4284874
2018/6/12	14393.2312	KB4284880
2018/6/12	10240.17889	KB4284860
2018/6/5	17134.83	KB4338548
2018/5/23	17134.81	KB4100403
2018/5/21	16299.461	KB4103714
2018/5/17	15063.1112	KB4103722
2018/5/17	14393.2273	KB4103720
2018/5/8	17134.48	KB4103721
2018/5/8	16299.431	KB4103727
2018/5/8	15063.1088	KB4103731
2018/5/8	14393.2248	KB4103723
2018/5/8	10240.17861	KB4103716
2018/4/23	16299.402	KB4093105
2018/4/17	15063.1058	KB4093117
2018/4/17	14393.2214	KB4093120
2018/4/10	16299.371	KB4093112
2018/4/10	15063.1029	KB4093107
2018/4/10	14393.2189	KB4093119
2018/4/10	10586.154	KB4093109
2018/4/10	10240.17831	KB4093111
2018/3/29	14393.2156	KB4096309
2018/3/22	16299.334	KB4089848
2018/3/22	15063.994	KB4088891
2018/3/22	14393.2155	KB4088889
2018/3/13	16299.309	KB4088776
2018/3/13	15063.966	KB4088782
2018/3/13	14393.2125	KB4088787
2018/3/13	10586.1478	KB4088779
2018/3/13	10240.17797	KB4088786
2018/3/8	15063.936	KB4092077
2018/3/5	16299.251	KB4090913
2018/2/22	15063.936	KB4077528
2018/2/22	14393.2097	KB4077525
2018/2/13	16299.248	KB4074588
2018/2/13	15063.909	KB4074592
2018/2/13	14393.2068	KB4074590
2018/2/13	10586.1417	KB4074591
2018/2/13	10240.1777	KB4074596
2018/1/31	16299.214	KB4058258
2018/1/31	10240.17741	KB4077735
2018/1/18	16299.201	KB4073291
2018/1/18	10586.1358	KB4075200
2018/1/18	10240.17741	KB4075199
2018/1/17	16299.194	KB4073290
2018/1/17	15063.877	KB4057144
2018/1/17	14393.2035	KB4057142
2018/1/3	16299.192	KB4056892
2018/1/3	15063.85	KB4056891
2018/1/3	14393.2007	KB4056890
2018/1/3	10586.1356	KB4056888
2018/1/3	10240.17738	KB4056893
2017/12/12	16299.125	KB4054517
2017/12/12	15063.786	KB4053580
2017/12/12	14393.1944	KB4053579
2017/12/12	10586.1295	KB4053578
2017/12/12	10240.17709	KB4053581
2017/11/30	16299.98	KB4051963
2017/11/27	14393.1914	KB4051033
2017/11/22	15063.729	KB4055254
2017/11/14	16299.64	KB4048955
2017/11/14	15063.726	KB4048954
2017/11/14	14393.1884	KB4048953
2017/11/14	10586.1232	KB4048952
2017/11/14	10240.17673	KB4048956
2017/11/2	15063.675	KB4049370
2017/11/2	14393.1797	KB4052231
2017/11/2	10586.1177	KB4052232
2017/10/17	16299.19	KB4043961
2017/10/17	14393.1794	KB4041688
2017/10/10	15063.674	KB4041676
2017/10/10	14393.177	KB4041691
2017/10/10	10586.1176	KB4041689
2017/10/10	10240.17643	KB4042895
2017/9/28	14393.1737	KB4038801
2017/9/25	15063.632	KB4040724
2017/9/12	15063.608	KB4038788
2017/9/12	14393.1715	KB4038782
2017/9/12	10586.1106	KB4038783
2017/9/12	10240.17609	KB4038781
2017/8/28	14393.167	KB4039396
2017/8/16	14393.1613	KB4034661
2017/8/8	15063.54	KB4034674
2017/8/8	14393.1593	KB4034658
2017/8/8	10586.1045	KB4034660
2017/8/8	10240.17533	KB4034668
2017/8/7	14393.1537	KB4038220
2017/8/1	15063.502	KB4032188
2017/7/18	14393.1532	KB4025334
2017/7/11	15063.483	KB4025342
2017/7/11	14393.148	KB4025339
2017/7/11	10586.1007	KB4025344
2017/7/11	10240.17488	KB4025338
2017/6/27	15063.447	KB4022716
2017/6/27	14393.1378	KB4022723
2017/6/27	10586.965	KB4032693
2017/6/27	10240.17446	KB4032695
2017/6/13	15063.413	KB4022725
2017/6/13	14393.1358	KB4022715
2017/6/13	10586.962	KB4022714
2017/6/13	10240.17443	KB4022727
2017/5/26	15063.332	KB4020102
2017/5/9	15063.296	KB4016871
2017/5/9	14393.1198	KB4019472
2017/5/9	10586.916	KB4019473
2017/5/9	10240.17394	KB4019474
2017/4/25	15063.25	KB4016240
2017/4/11	15063.138	KB4015583
2017/4/11	14393.1066	KB4015217
2017/4/11	10586.873	KB4015219
2017/4/11	10240.17354	KB4015221
2017/3/20	14393.969	KB4015438
2017/3/14	14393.953	KB4013429
2017/3/14	10586.839	KB4013198
2017/3/14	10240.17319	KB4012606
2017/1/10	14393.693	KB3213986
2017/1/10	10586.753	KB3210721
2017/1/10	10240.17236	KB3210720
2016/12/13	14393.576	KB3206632
2016/12/13	10586.713	KB3205386
2016/12/13	10240.17202	KB3205383
2016/12/9	14393.479	KB3201845
2016/11/8	14393.447	KB3200970
2016/11/8	10586.679	KB3198586
2016/11/8	10240.1719	KB3198585
2016/10/27	14393.351	KB3197954
2016/10/11	14393.321	KB3194798
2016/10/11	10586.633	KB3192441
2016/10/11	10240.17146	KB3192440
2016/9/29	14393.222	KB3194496
2016/9/20	14393.187	KB3193494
2016/9/20	10240.17113	KB3193821
2016/9/13	14393.187	KB3189866
2016/9/13	10586.589	KB3185614
2016/9/13	10240.17113	KB3185611
2016/8/31	14393.105	KB3176938
2016/8/23	14393.82	KB3176934
2016/8/9	14393.51	KB3176495
2016/8/9	10586.545	KB3176493
2016/8/9	10240.17071	KB3176492
2016/8/2	14393.1	KB3176929
2016/7/12	10586.494	KB3172985
2016/7/12	10240.17024	KB3163912
2016/6/14	10586.42	KB3163018
2016/6/14	10240.16942	KB3163017
2016/5/10	10586.318	KB3156421
2016/5/10	10240.16854	KB3156387
2016/4/12	10586.218	KB3147458
2016/4/12	10240.16771	KB3147461
2016/3/8	10586.164	KB3140768
2016/3/8	10240.16725	KB3140745
2016/3/1	10586.122	KB3140743
2016/2/9	10586.104	KB3135173
2016/2/9	10240.16683	KB3135174
2016/1/27	10586.71	KB3124262
2016/1/12	10586.63	KB3124263
2016/1/12	10240.16644	KB3124266
2015/12/17	10586.36	KB3124200
2015/12/8	10586.29	KB3116900
2015/12/8	10240.16601	KB3116869
2015/12/2	10586.17	KB3116908
2015/11/24	10586.14	KB3120677
2015/11/18	10586.11	KB3118754
2015/11/10	10586.3	KB3105211
2015/11/10	10240.1659	KB3105213
2015/10/27	10240.16566	KB3105210
2015/10/13	10240.16549	KB3097617
2015/9/30	10240.1652	KB3093266
2015/9/8	10240.16487	KB3081455
2015/8/27	10240.16463	KB3081448
2015/8/18	10240.16445	KB3081444
2015/8/14	10240.16433	KB3081438
2015/8/11	10240.1643	KB3081436
2015/8/5	10240.16413	KB3081424
2015/7/29	10240.16405	KB3074683