RRID:AB_312685
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 100320, RRID:AB_312685)
Curator: @scibot
SciCrunch record: RRID:AB_312685
RRID:AB_312685
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 100320, RRID:AB_312685)
Curator: @scibot
SciCrunch record: RRID:AB_312685
RRID:AB_2738067
DOI: 10.1016/j.celrep.2026.118102
Resource: (BD Biosciences Cat# 563204, RRID:AB_2738067)
Curator: @scibot
SciCrunch record: RRID:AB_2738067
RRID:AB_394594
DOI: 10.1016/j.celrep.2026.118102
Resource: (BD Biosciences Cat# 553061, RRID:AB_394594)
Curator: @scibot
SciCrunch record: RRID:AB_394594
RRID:AB_314074
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 300506, RRID:AB_314074)
Curator: @scibot
SciCrunch record: RRID:AB_314074
RRID:AB_830754
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 300425, RRID:AB_830754)
Curator: @scibot
SciCrunch record: RRID:AB_830754
RRID:AB_2739427
DOI: 10.1016/j.celrep.2026.118102
Resource: (BD Biosciences Cat# 565974, RRID:AB_2739427)
Curator: @scibot
SciCrunch record: RRID:AB_2739427
RRID:AB_394819
DOI: 10.1016/j.celrep.2026.118102
Resource: (BD Biosciences Cat# 553373, RRID:AB_394819)
Curator: @scibot
SciCrunch record: RRID:AB_394819
RRID:AB_2899630
DOI: 10.1016/j.celrep.2026.118102
Resource: RRID:AB_2899630
Curator: @scibot
SciCrunch record: RRID:AB_2899630
RRID:AB_394331
DOI: 10.1016/j.celrep.2026.118102
Resource: (BD Biosciences Cat# 552051, RRID:AB_394331)
Curator: @scibot
SciCrunch record: RRID:AB_394331
RRID:AB_2161028
DOI: 10.1016/j.celrep.2026.118102
Resource: (R and D Systems Cat# AF3628, RRID:AB_2161028)
Curator: @scibot
SciCrunch record: RRID:AB_2161028
RRID:AB_2686917
DOI: 10.1016/j.celrep.2026.118102
Resource: (Abcam Cat# ab183685, RRID:AB_2686917)
Curator: @scibot
SciCrunch record: RRID:AB_2686917
RRID:AB_467051
DOI: 10.1016/j.celrep.2026.118102
Resource: (Thermo Fisher Scientific Cat# 14-0031-86, RRID:AB_467051)
Curator: @scibot
SciCrunch record: RRID:AB_467051
RRID:AB_2916605
DOI: 10.1016/j.celrep.2026.118102
Resource: RRID:AB_2916605
Curator: @scibot
SciCrunch record: RRID:AB_2916605
RRID:AB_467192
DOI: 10.1016/j.celrep.2026.118102
Resource: (Thermo Fisher Scientific Cat# 14-0281-86, RRID:AB_467192)
Curator: @scibot
SciCrunch record: RRID:AB_467192
RRID:AB_2565776
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 103621, RRID:AB_2565776)
Curator: @scibot
SciCrunch record: RRID:AB_2565776
RRID:AB_893339
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 103130, RRID:AB_893339)
Curator: @scibot
SciCrunch record: RRID:AB_893339
RRID:AB_11182596
DOI: 10.1016/j.celrep.2026.118102
Resource: (Proteintech Cat# 21990-1-AP, RRID:AB_11182596)
Curator: @scibot
SciCrunch record: RRID:AB_11182596
RRID:AB_10898326
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 351309, RRID:AB_10898326)
Curator: @scibot
SciCrunch record: RRID:AB_10898326
RRID:AB_312799
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 101216, RRID:AB_312799)
Curator: @scibot
SciCrunch record: RRID:AB_312799
RRID:AB_3245423
DOI: 10.1016/j.celrep.2026.118102
Resource: RRID:AB_3245423
Curator: @scibot
SciCrunch record: RRID:AB_3245423
RRID:AB_313206
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 105705, RRID:AB_313206)
Curator: @scibot
SciCrunch record: RRID:AB_313206
RRID:AB_11129103
DOI: 10.1016/j.celrep.2026.118102
Resource: (Abcam Cat# ab124964, RRID:AB_11129103)
Curator: @scibot
SciCrunch record: RRID:AB_11129103
RRID:AB_2536432
DOI: 10.1016/j.celrep.2026.118102
Resource: (Thermo Fisher Scientific Cat# B35128, RRID:AB_2536432)
Curator: @scibot
SciCrunch record: RRID:AB_2536432
RRID:AB_305426
DOI: 10.1016/j.celrep.2026.118102
Resource: (Abcam Cat# ab6326, RRID:AB_305426)
Curator: @scibot
SciCrunch record: RRID:AB_305426
RRID:AB_2686933
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 831603, RRID:AB_2686933)
Curator: @scibot
SciCrunch record: RRID:AB_2686933
RRID:AB_314276
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 302606, RRID:AB_314276)
Curator: @scibot
SciCrunch record: RRID:AB_314276
RRID:AB_2737982
DOI: 10.1016/j.celrep.2026.118102
Resource: (BD Biosciences Cat# 563061, RRID:AB_2737982)
Curator: @scibot
SciCrunch record: RRID:AB_2737982
RRID:AB_313643
DOI: 10.1016/j.celrep.2026.118102
Resource: (BioLegend Cat# 115508, RRID:AB_313643)
Curator: @scibot
SciCrunch record: RRID:AB_313643
RRID:AB_2811561
DOI: 10.1016/j.celrep.2026.118085
Resource: RRID:AB_2811561
Curator: @scibot
SciCrunch record: RRID:AB_2811561
RRID:AB_313317
DOI: 10.1016/j.celrep.2026.118085
Resource: (BioLegend Cat# 107602, RRID:AB_313317)
Curator: @scibot
SciCrunch record: RRID:AB_313317
RRID:AB_2660064
DOI: 10.1016/j.celrep.2026.118085
Resource: RRID:AB_2660064
Curator: @scibot
SciCrunch record: RRID:AB_2660064
RRID:AB_2128618
DOI: 10.1016/j.celrep.2026.118085
Resource: (R and D Systems Cat# AF1990, RRID:AB_2128618)
Curator: @scibot
SciCrunch record: RRID:AB_2128618
RRID:AB_2565700
DOI: 10.1016/j.celrep.2026.118085
Resource: (BioLegend Cat# 149016, RRID:AB_2565700)
Curator: @scibot
SciCrunch record: RRID:AB_2565700
RRID:AB_1603782
DOI: 10.1016/j.celrep.2026.118085
Resource: (Abcam Cat# ab71916, RRID:AB_1603782)
Curator: @scibot
SciCrunch record: RRID:AB_1603782
RRID:AB_2629778
DOI: 10.1016/j.celrep.2026.118085
Resource: (BioLegend Cat# 139323, RRID:AB_2629778)
Curator: @scibot
SciCrunch record: RRID:AB_2629778
RRID:AB_476693
DOI: 10.1016/j.celrep.2026.118085
Resource: (Sigma-Aldrich Cat# A2066, RRID:AB_476693)
Curator: @scibot
SciCrunch record: RRID:AB_476693
RRID:AB_2574699
DOI: 10.1016/j.celrep.2026.118085
Resource: RRID:AB_2574699
Curator: @scibot
SciCrunch record: RRID:AB_2574699
RRID:AB_10540536
DOI: 10.1016/j.celrep.2026.118085
Resource: (Enzo Life Sciences Cat# BML-SA210, RRID:AB_10540536)
Curator: @scibot
SciCrunch record: RRID:AB_10540536
RRID:AB_996682
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# 12-3351-80, RRID:AB_996682)
Curator: @scibot
SciCrunch record: RRID:AB_996682
RRID:AB_2574425
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# 53-5925-82, RRID:AB_2574425)
Curator: @scibot
SciCrunch record: RRID:AB_2574425
RRID:AB_657611
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# 56-1271-82, RRID:AB_657611)
Curator: @scibot
SciCrunch record: RRID:AB_657611
RRID:AB_2925789
DOI: 10.1016/j.celrep.2026.118085
Resource: RRID:AB_2925789
Curator: @scibot
SciCrunch record: RRID:AB_2925789
RRID:AB_1645275
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 560501, RRID:AB_1645275)
Curator: @scibot
SciCrunch record: RRID:AB_1645275
RRID:AB_2534088
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# A-11029, RRID:AB_2534088)
Curator: @scibot
SciCrunch record: RRID:AB_2534088
RRID:AB_2737850
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 562864, RRID:AB_2737850)
Curator: @scibot
SciCrunch record: RRID:AB_2737850
RRID:AB_467114
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# 14-0114-81, RRID:AB_467114)
Curator: @scibot
SciCrunch record: RRID:AB_467114
RRID:AB_11153307
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 562286, RRID:AB_11153307)
Curator: @scibot
SciCrunch record: RRID:AB_11153307
RRID:AB_2273721
DOI: 10.1016/j.celrep.2026.118085
Resource: (Santa Cruz Biotechnology Cat# sc-133088, RRID:AB_2273721)
Curator: @scibot
SciCrunch record: RRID:AB_2273721
RRID:AB_11154223
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 562291, RRID:AB_11154223)
Curator: @scibot
SciCrunch record: RRID:AB_11154223
RRID:IMSR_JAX:008068
DOI: 10.1016/j.celrep.2026.118085
Resource: (IMSR Cat# JAX_008068,RRID:IMSR_JAX:008068)
Curator: @scibot
SciCrunch record: RRID:IMSR_JAX:008068
RRID:AB_394657
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 553142, RRID:AB_394657)
Curator: @scibot
SciCrunch record: RRID:AB_394657
RRID:IMSR_JAX:003574
DOI: 10.1016/j.celrep.2026.118085
Resource: (IMSR Cat# JAX_003574,RRID:IMSR_JAX:003574)
Curator: @scibot
SciCrunch record: RRID:IMSR_JAX:003574
RRID:AB_2534073
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# A-11005, RRID:AB_2534073)
Curator: @scibot
SciCrunch record: RRID:AB_2534073
RRID:IMSR_JAX:021504
DOI: 10.1016/j.celrep.2026.118085
Resource: (IMSR Cat# JAX_021504,RRID:IMSR_JAX:021504)
Curator: @scibot
SciCrunch record: RRID:IMSR_JAX:021504
RRID:AB_396684
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 557401, RRID:AB_396684)
Curator: @scibot
SciCrunch record: RRID:AB_396684
RRID:AB_2739282
DOI: 10.1016/j.celrep.2026.118085
Resource: (BD Biosciences Cat# 565529, RRID:AB_2739282)
Curator: @scibot
SciCrunch record: RRID:AB_2739282
RRID:AB_2784648
DOI: 10.1016/j.celrep.2026.118085
Resource: (Thermo Fisher Scientific Cat# 17-4801-82, RRID:AB_2784648)
Curator: @scibot
SciCrunch record: RRID:AB_2784648
RRID:IMSR_JAX:006203
DOI: 10.1016/j.celrep.2026.118085
Resource: (IMSR Cat# JAX_006203,RRID:IMSR_JAX:006203)
Curator: @scibot
SciCrunch record: RRID:IMSR_JAX:006203
RRID:SCR_018361
DOI: 10.1016/j.canep.2026.103248
Resource: Biorender (RRID:SCR_018361)
Curator: @scibot
SciCrunch record: RRID:SCR_018361
RRID:SCR_002798
DOI: 10.1016/j.canep.2026.103248
Resource: GraphPad Prism (RRID:SCR_002798)
Curator: @scibot
SciCrunch record: RRID:SCR_002798
RRID:SCR_014242
DOI: 10.1016/j.canep.2026.103248
Resource: JMP (RRID:SCR_014242)
Curator: @scibot
SciCrunch record: RRID:SCR_014242
RRID:SCR_002865
DOI: 10.1016/j.canep.2026.103248
Resource: SPSS (RRID:SCR_002865)
Curator: @scibot
SciCrunch record: RRID:SCR_002865
RRID:SCR_009539
DOI: 10.1016/j.bpsc.2026.09.014
Resource: Brainsight (RRID:SCR_009539)
Curator: @scibot
SciCrunch record: RRID:SCR_009539
RRID:AB_2771450
DOI: 10.1016/j.bcp.2026.118536
Resource: RRID:AB_2771450
Curator: @scibot
SciCrunch record: RRID:AB_2771450
RRID:AB_2759147
DOI: 10.1016/j.bcp.2026.118536
Resource: (ABclonal Cat# A1229, RRID:AB_2759147)
Curator: @scibot
SciCrunch record: RRID:AB_2759147
RRID:AB_2904020
DOI: 10.1016/j.bcp.2026.118536
Resource: (Servicebio Cat# GB23301, RRID:AB_2904020)
Curator: @scibot
SciCrunch record: RRID:AB_2904020
RRID:AB_2863541
DOI: 10.1016/j.bcp.2026.118536
Resource: (ABclonal Cat# A6830, RRID:AB_2863541)
Curator: @scibot
SciCrunch record: RRID:AB_2863541
RRID:AB_2811189
DOI: 10.1016/j.bcp.2026.118536
Resource: (Servicebio Cat# GB23303, RRID:AB_2811189)
Curator: @scibot
SciCrunch record: RRID:AB_2811189
RRID:AB_3662778
DOI: 10.1016/j.bcp.2026.118536
Resource: RRID:AB_3662778
Curator: @scibot
SciCrunch record: RRID:AB_3662778
RRID:AB_2910623
DOI: 10.1016/j.bcp.2026.118536
Resource: (WanLeiBio Cat# WL02117, RRID:AB_2910623)
Curator: @scibot
SciCrunch record: RRID:AB_2910623
RRID:AB_10896497
DOI: 10.1016/j.bcp.2026.118536
Resource: RRID:AB_10896497
Curator: @scibot
SciCrunch record: RRID:AB_10896497
RRID:AB_2758089
DOI: 10.1016/j.bcp.2026.118536
Resource: (ABclonal Cat# A10548, RRID:AB_2758089)
Curator: @scibot
SciCrunch record: RRID:AB_2758089
RRID:AB_2904235
DOI: 10.1016/j.bcp.2026.118536
Resource: (WanLeiBio Cat# WL01556, RRID:AB_2904235)
Curator: @scibot
SciCrunch record: RRID:AB_2904235
RRID:AB_2910624
DOI: 10.1016/j.bcp.2026.118536
Resource: RRID:AB_2910624
Curator: @scibot
SciCrunch record: RRID:AB_2910624
RRID:AB_2630358
DOI: 10.1016/j.bbamcr.2026.120233
Resource: (Abcam Cat# ab181602, RRID:AB_2630358)
Curator: @scibot
SciCrunch record: RRID:AB_2630358
RRID:AB_2153348
DOI: 10.1016/j.bbamcr.2026.120233
Resource: (Cell Signaling Technology Cat# 4147, RRID:AB_2153348)
Curator: @scibot
SciCrunch record: RRID:AB_2153348
RRID:AB_10646438
DOI: 10.1016/j.bbamcr.2026.120233
Resource: (Proteintech Cat# 19929-1-AP, RRID:AB_10646438)
Curator: @scibot
SciCrunch record: RRID:AB_10646438
RRID:AB_2728766
DOI: 10.1016/j.bbamcr.2026.120233
Resource: (Cell Signaling Technology Cat# 11988, RRID:AB_2728766)
Curator: @scibot
SciCrunch record: RRID:AB_2728766
RRID:AB_3086063
DOI: 10.1016/j.bbamcr.2026.120233
Resource: RRID:AB_3086063
Curator: @scibot
SciCrunch record: RRID:AB_3086063
RRID:AB_2273020
DOI: 10.1016/j.bbamcr.2026.120233
Resource: (Proteintech Cat# 10366-1-AP, RRID:AB_2273020)
Curator: @scibot
SciCrunch record: RRID:AB_2273020
RRID:AB_732380
DOI: 10.1016/j.bbamcr.2026.120233
Resource: (Abcam Cat# ab45688, RRID:AB_732380)
Curator: @scibot
SciCrunch record: RRID:AB_732380
A high-rising stone-cliff, on heath that was grayish
I find the description of the rocky cliff and gray heath interesting because it makes the dragon's surroundings seem lonely and harsh.
For her love in sleep I sighFor her love I wakeful lie
This suggests that his longing affects every part of his life, making it difficult for him to find peace.
His heathenish spirit,
Christian values often associate pagans with ignorance and evil. However, I wonder this creates unnecessary conflict between different beliefs. At the most fundamental level, I believe people should respect one another regardless of their religious beliefs.
break the spell of illusion, and the erotic image on the screen appears directly(wthout mediation)
narrative versimilitude prevents the audience from admitting to the fetishiation because they can claim that they are simply watching a narrative, that this pleasure is the protagonist's and not their own
データが多い場合は、ベクトル列にANN(近似最近傍探索)インデックスを作ることで、探索する候補を絞って高速に検索できますが、厳密な最近傍が得られるとは限りません。
過去の記事で触れている内容だし、ここでは書かなくてもいいのでは
ICU(International Components for Unicode)のトークナイザーを指定すると、辞書を追加でインストールしなくても日本語を語に区切れます。
すごーーい
LanceDBでは、Pydanticのモデルとしてテーブルのスキーマを定義できます。
これ、2.2で作成したテーブルとは別に、Pydanticでスキーマを定義し、かつ、Embedding関数をどう使うかの説明も追加した、と理解しました。
まず、別テーブルを作り直しているということを説明してほしい。
それから、このSourceField() とかの指定はPydanticじゃないとできないのか、そうではなくてPydanticのことを説明するのと一緒に説明しているだけなのか、を明らかにしてほしい。
Embedding関数を指定したスキーマ定義にはPydanticが必須なのかどうか、が気になる
@register() で付けた名前を使って、④で関数を作成します
コードだけ見ても「関数を作成している」とは読めないなと思いました。 具体的にこういうことをやっているよと説明するか、Embedding関数を作成、登録する方法はいったんなしにして既存(?)の関数を使い、コラムとかで「本来なら接頭辞を付けて~~~」みたいな説明に分けた方がいいかもと思った
登録します。
どこに登録する? コードによるとlancedbのmebeddingするためのレジストリがあってそこに登録するっぽい?
関連付けておくと、データの登録時と検索時のベクトル化をLanceDBに任せられます。
えーー、便利
同じ写真のデータ
同じ写真?
img
これって画像表示されますか?Jupyter Notebook前提?
あ、そのあとに書いてあった。全部Jupyterに統一した方がいいのではという気もする(dataframeの表示があるので
id=4のレコードから本文と画像を取得する
id=4は急に出てきたので特に「集計の結果から気になる写真」というわけじゃないなと思いました。
ストーリー的には1枚だけcityの画像があるので、そのidを調べて~~とかの方がいいかなと
park = (
このスクリプトは前のスクリプトと別にして、データベースを開いてテーブルを開く(?)ところからやった方がいいかなと思いました
変数名は df_park とかの方がいいのでは
登録
LanceDBのテーブルに登録
PyArrowで読み込んだテーブル
PyArrowから読み込んだデータは「テーブル」? (用語を知らないので
テーブル
LanceDBのテーブルを
DataFrameの先頭3行(画像の列を除く)
テキストだと見にくいので表の方がいいかな。jupyterでも表で出るし
df.loc[:, "filename"]
nits: df["filename"] でもよさそう?
題材には
◯◯の題材には、と言いたい
PyArrow
下で明示的にインストールしていないけど触れる?だとしたらPyTorchもここで紹介する?
大小
右图:使用什么并行策略的组合需要根据批次大小决定 横轴:单张显卡分到的批次大小 纵轴:计算时间与通信时间的比值
蓝线:仅FSDP,当批次大小>850时,才会计算>通信限制 绿线:FSDP+MP,实际大模型中训练最优解 橙线:MP only(张量并行TP+流水线并行PP),因为张量并行完每一层算完都要通信,batch size变大,计算量变大,通信量也等比例变大。两者绑定
Note d'Information : Violences Sexuelles et Dysfonctionnements Institutionnels au Sein de l'Éducation Nationale
La présente note d'information synthétise les révélations et enquêtes relatives aux violences sexuelles commises au sein de l'Éducation nationale, en se focalisant principalement sur l'affaire Pascal V. au lycée Bayen de Chalon-sur-Saône, tout en établissant des parallèles avec d'autres affaires systémiques telles que celle de Romain Farina en Isère.
Les éléments extraits de l'enquête mettent en lumière un mode opératoire prédateur étalé sur plus de 25 ans, combiné à un étouffement institutionnel caractérisé par la culture du « pas de vague ».
Malgré de multiples signalements dès 2016 et des alertes répétées entre 2021 et 2023, la chaîne hiérarchique (direction de l'établissement, corps d'inspection, rectorat) a failli à son obligation légale de signalement (Article 40 du Code de procédure pénale).
Points clés à retenir :
Mode opératoire et victimes : Pascal V., professeur agrégé de lettres exerçant également dans la section cirque du lycée Bayen, est accusé d'avoir fait une trentaine de victimes (viols, agressions sexuelles, soumission chimique, emprise psychologique et sévises physiques) depuis 1997.
Dysfonctionnement hiérarchique : Bien que le Centre National des Arts du Cirque (CNAC) ait exclu l'enseignant de ses locaux dès septembre 2021, le lycée et le rectorat de Reims l'ont maintenu en poste auprès des élèves jusqu'à ce qu'une plainte pour viol déclenche une action policière en septembre 2023.
Représailles contre la lanceuse d'alerte : Marie Jacard, professeure ayant mené l'enquête et recueilli les témoignages d'élèves, a subi des manœuvres de dénigrement de sa hiérarchie, réduisant son action à une « chamaillerie locale », avant d'être poussée à la mutation et réduite à un demi-traitement à la suite d'une grève de la faim.
Impunité et promotions : L'enquête administrative de l'Inspection générale (IGESR) de février 2024 a conclu à un fiasco hiérarchique complet, mais n'a préconisé aucune sanction disciplinaire.
Les responsables mis en cause (proviseure, inspectrices, recteur) ont tous bénéficié de promotions ou de distinctions honorifiques.
Les victimes et leurs familles engagent désormais des poursuites devant le tribunal administratif contre l'État pour carence fautive.
Pascal V. était un professeur agrégé de lettres décrit comme charismatique, brillant et manipulateur.
Bénéficiant d'un fort crédit académique et culturel, il enseignait également la théorie du cirque au sein de la section spécifique du lycée Bayen créée en partenariat avec le Centre National des Arts du Cirque (CNAC).
Exploitation du cadre pédagogique : Il orientait ses cours de français vers une hyper-sexualisation (commentaires de textes axés sur la sexualité) et valorisait le physique des jeunes hommes tout en déstabilisant les filles par des remarques rabaissantes.
Chantage et isolement : Il invitait les élèves chez lui, leur faisait lire des récits intimes (notamment un texte autobiographique sur son propre viol supposé pour créer une fausse intimité) et exerçait un chantage affectif, de santé ou au suicide pour empêcher toute fuite.
Niveaux de violence : Les témoignages d'anciens élèves révèlent un niveau d'abus allant du harcèlement à la soumission chimique (drogue versée dans des verres), aux viols, à la séquestration et à des sévises physiques (trombones enfoncés sous les ongles, découpe de la peau sous prétexte de « tester la résistance à la douleur »).
| Victime | Période des faits | Faits dénoncés / Mode opératoire | | --- | --- | --- | | Benoît | 1997 (à l'âge de 16 ans) | Rendu d'une copie avec éloges publics, invitation au domicile, lecture de textes intimes, déshabillage et fellations imposées. Liaison sous emprise et chantage pendant 3 ans. | | Élève anonyme 1 | Années 2000 | Invitation au domicile sous prétexte d'évaluation, exhibitionnisme et masturbation du professeur devant l'élève mineur (14-15 ans). | | Xavier | 2018–2021 (pendant 3 ans) | Soumission chimique (drogue dans son verre), photos de lui nu dans le lit de l'enseignant, viols, séquestration dans la salle de bain, sévises physiques (trombones sous les ongles, incisions). | | Victimes multiples | 1997–2023 (~30 victimes) | Propositions d'argent contre actes sexuels, embrassades forcées, fellations forcées, obligation d'ajouter le professeur sur les réseaux sociaux et envois de photos suggestives. |
L'institution administrative a reçu plusieurs signaux d'alerte documentés qu'elle a choisis d'ignorer ou de minimiser :
Après échange téléphonique avec sa hiérarchie, la consigne donnée est de « rester vigilante » sans confrontation ni investigation.
Juillet 2021 : Publication d'un témoignage sur le compte Instagram Balance ton cirque dénonçant la présence de prédateurs au Knac et au lycée Bayen.
Septembre 2021 :
Le directeur du CNAC réagit immédiatement et interdit à Pascal V. l'accès à ses locaux.
Marie Jacard alerte la nouvelle proviseure du lycée, Sabine Bonet.
Celle-ci refuse d'agir, arguant qu'il n'y a « rien de concret », tout en déplaçant simplement les cours de théorie au sein du lycée sans en expliquer la raison aux équipes.
Aucune enquête interne n'est déclenchée.
Ce dernier ne donne aucune suite.
Ouverture d'une enquête judiciaire par le procureur.
Ce n'est qu'à ce moment-là que le nouveau recteur, Vincent Stanek, suspend conservatoirement Pascal V., soit deux ans après l'interdiction prononcée par le CNAC.
Selon l'article 40 du Code de procédure pénale, tout fonctionnaire qui, dans l'exercice de ses fonctions, acquiert la connaissance d'un crime ou d'un délit est tenu d'en donner avis sans délai au procureur de la République.
Au cours de l'affaire Bayen, ni la chef d'établissement, ni les inspectrices, ni le recteur n'ont appliqué cette disposition légale.
Le rapport de l'IGESR confirmera ultérieurement que l'absence de sanctions pénales prévues en cas de manquement à l'article 40 favorise son inapplication par les cadres éducatifs.
Face à l'inertie administrative, la professeure Marie Jacard a mené ses propres recherches à partir de fin 2021, recueillant plus d'une quinzaine de témoignages de victimes.
Sa démarche a entraîné une réaction d'hostilité de la part de l'institution :
Dénigrement professionnel : La hiérarchie du lycée et l'inspection ont requalifié le problème en une simple « chamaillerie locale » ou querelle de clocher pédagogique au sujet des heures d'enseignement de l'option cirque.
Attaques administratives : Les projets pédagogiques de Marie Jacard ont été systématiquement rejetés ; son investissement professionnel a été ouvertement dénigré.
Isolement au sein de l'équipe : Traitée comme l'élément perturbateur par une partie de ses collègues, elle est devenue le « mouton noir » de l'établissement.
Conséquences personnelles et mutation forcée : Atteinte dans sa santé physique et mentale, elle s'est vue signifier que son poste serait modifié s'il elle ne demandait pas sa mutation.
Mutée dans l'académie d'Aix-Marseille sans affectation à hauteur de ses compétences, elle a mené une grève de la faim de 4 jours en 2024 avant d'être placée en congé de longue maladie à demi-traitement.
« On cherche à faire taire. Maintenant ça suffit. [...] Il faut des sanctions, il faut demander pardon aux victimes et il faut agir. » — Marie Jacard, lanceuse d'alerte
Saisie après le suicide de l'enseignant mis en cause, l'Inspection générale de l'éducation, du sport et de la recherche (IGESR) a rendu un rapport d'enquête administrative pointant des défaillances systémiques majeurs de 2021 à 2023 :
Manquements de la proviseure (Sabine Bonet) : Non-transmission des indices et informations à sa hiérarchie de septembre 2021 à avril 2023, refus de solliciter une enquête administrative, rejet de la faute sur l'enseignante lanceuse d'alerte.
Manquements des deux inspectrices académiques : Maintien d'un huis clos d'invalidation de l'alerte et déformation de la situation présentée comme une rivalité de personnes.
Manquements du recteur (Olivier Brandouy) : Gestion fondée sur l'évitement de l'urgence au nom de la « présomption d'innocence », assimilant l'affaire à une dispute locale.
Absence de sanctions : En dépit de ce constat d'échec total, l'enquête de l'IGESR n'a préconisé aucune mesure disciplinaire, se limitant à recommander un rappel des obligations et des modules de formation.
Loin d'être sanctionnés, les responsables hiérarchiques impliqués dans la gestion de l'affaire ont fait l'objet d'avancements de carrière :
[Proviseure : Sabine Bonet] ───────► Mutation au prestigieux Lycée Anne de Noailles (Évian)
[Proviseur Adjoint] ───────► Promotion au poste de Principal de collège
[Inspectrices Académiques] ───────► Attribution des Palmes Académiques / Nomination comme Déléguée académique
[Recteur : Olivier Brandouy] ───────► Dircaba adjoint du Ministre ──► Conseiller Éducation du Premier Ministre (2025)
Note : Olivier Brandouy fait à ce jour l'objet d'une enquête judiciaire pour non-dénonciation de crime.
L'affaire du lycée Bayen s'inscrit dans un schéma institutionnel récurrent au sein de l'Éducation nationale, illustré par le cas de Romain Farina, instituteur à Villefontaine (Isère) :
Faits : Plus de 40 élèves de CP (7 ans) violés et agressés sexuellement pendant 15 ans lors d'« ateliers du goût » à l'aveugle organisés derrière un rideau dans la classe.
Couverture institutionnelle : Une première plainte déposée dès 2001 avait été signalée par la directrice d'école au rectorat de Grenoble et à l'inspecteur de circonscription.
L'affaire ayant été classée sans suite au pénal, l'Éducation nationale n'a pris aucune mesure d'éloignement.
Au début de l'année 2025, les victimes et les parents d'élèves du lycée Bayen ont engagé une procédure collective devant le Tribunal Administratif contre l'Éducation nationale.
La requête vise à faire reconnaître la faute lourde et la responsabilité de l'État dans le maintien en fonction d'un prédateur sexuel et le mutisme organisé par la hiérarchie. La procédure devrait s'étendre sur deux ans.
À la suite d'investigations à Chalon-sur-Saône, les députés Violette Spillebout et Paul Vanier ont publié un rapport de commission d'enquête de 330 pages sur les violences en milieu scolaire.
Constat : Une défaillance majeure de l'État dans le contrôle, la prévention et la protection des élèves.
Préconisations : Le rapport formule 50 recommandations appelant à une refonte complète de l'organisation du ministère, l'application stricte des procédures de signalement et la fin de la culture institutionnelle de l'auto-protection.
2回押して終了します。
1回でよさそう。あと、FileメニューからShutdownを選ぶ方法もあるので、そちらの方が普通の人にはやさしそう。
uv venv env --python 3.14
uvでも、venvコマンドを使って環境作る方針なのですね?
まぁuv run で全部やるとなるとこの後の説明が変わってくるのでありかなって思います。私は最近 uvコマンドしか使わなくなって、 uv sync から始めるようになっています。
3.0.6
最新の pandas 3系統でやるんですね。
python3.14
バージョンの確認は python3 コマンドを使っていたがここはあえて、3.14を明示している?
講座ではPython 3.14を推奨
書籍とは違うバージョンを使うことになるけど良いのかな? この講座単体なら3.14の方が良いとは思います。
omniafactuforefacilia.Imonecesseestvtprimumdiusursumacdeorsumcur-sites,maneexcitatusassidueproforibusobuerseris,vtperduresquumprotru-deris,quumexcluderis,quumimprobusinterdumatqueimportunusvideris,quumianitorimaleSyrissantiacnomenclatoriLibycosubiiceris,quumqueno-ministuimemoriammercederedimerecogeris.Quinetiamvestitustibiest
1969 - OPERA OMNIA DESIDERII ERASMI ROTERODAMI RECOGNITA ET ADNOTATIONE CRITICA INSTRVCTA NOTISQVE ILLVSTRATA ORDINIS PRIMI TOMVS PRIMVS -
379 - LVCIANI COMPLVRIA OPVSCVLA AB ERASMO ET THOMA MORO INTERPRETIBVS OPTIMIS IN LATINORVM LINGVAM TRADVCTA ed. Christopher Robinson
629 - GALENI EXHORTATIO AD BONAS ARTEIS PRAESERTIM MEDICINAM, DE OPTIMO DOCENDI GENERE, ET QVALEM OPORTEAT ESSE MEDICVM, ERASMO INTERPRETE ed. Jan Hendrik Waszink
671 - LIST OF ABBREVIATIONS 677 - INDEX NOMINVM
page 557 - Quum itaque causa eius vitae suscipiendae sic illis habeat, age iam consideremus apud nosmetipsos, primum cuiusmodi sint illis perferenda priusquam admittan-tur, priusquam obtineant. Deinde cuiusmodi in ipsa iam vita constituti patian-tur. Postremo quae tandem catastrophe, quis fabulae exitus illis contingat. | Neque enim illud dicere possunt, haec tametsi molesta sint, tamen assuesci facile, neque ad id multo opus esse labore; sat esse si velis modo; postea reliqua 6 ingentium sumptuum rationem B, magnificis de rebus curae A | 7 ambo B, ambo repente A | 38 quae tandem B, siqua denique A; quis B, si quis A 35 LB 302 40
page 558 - omnia factu fore facilia. Imo necesse est vt primum diu sursum ac deorsum cur-sites, mane excitatus assidue pro foribus obuerseris, vt perdures quum protru-deris, quum excluderis, quum improbus interdum atque importunus videris, quum ianitori male Syrissanti ac nomenclatori Libyco subiiceris, quumque no-minis tui memoriam mercede redimere cogeris. Quin etiam vestitus tibi est apparandus supra tuae rei facultatem pro dignitate eius cuius conuictum ambis; deligendus color quo ille potissimum gaudeat, vti ne discrepes neue oculos illius offendas; postremo vti gnauiter assectere necesse est, vel antecedas potius a famulis protrusus, ac veluti pompam quandam expleas. At ille interim com-pluris iam dies ne aspicit quidem te. Quod si quando res tibi foelicissime ver- terit, si te respexerit, si accersiuerit dixeritque quicquid illud fuerit quod illi forte
footnotes - 4 3c nom. Lib. suberis B, quumque tibs homen cretri. 4 to sammae MS C, sane 413] quum A 12-13 multa oculorum caligo B 23-24 Atque... Caeterum B, nam tuus conuictus non iniucundus est diuiti, probat enim, ac felicem se reddit. At A | 25 tum B, om. A | 28 examinantur B, aestimantur A | 33 quorum alii A, qui B | 33-34 atque ... inducere B, maleque cupiant, alii tibi sint oppositi vti refellant A 137 anteacta B, contracta A
page 619 - LVCIANI DIALOGI 6I9 ad quam vaquaeque stella moueretur, indicarint. Ad haec annorum, mensium, horarumque numerum instituerunt. Ac menses quidem illi luna metiuntur, atque eius recursu finiunt; annum vero sole et huius circuitu metiuntur. Quin his etiam maiora ostenderunt. Nam ex vniuerso coelo reliquisque stellis, et errantibus et fixis, neque simul cum caeteris sese mouentibus, duodecim partes effecerunt in his quae mouentur, et vnamquanque suis animantibus repraesen-tarunt, partim marinis, partim homine, partim feris, partim volatilibus, partim pecudibus. Vnde et sacra Aegyptiorum varie fiunt. Neque enim omnes Aegyptii ex omnibus duodecim partibus diuinabant, sed alii aliis vtebantur partibus. Itaque arietem colunt, qui ad Arietem spectabant; piscibus non vescuntur, qui Pisces annotarant; nec hircum mactant, qui Capricornum viderant; atque alii item alia venerabantur, quae quisque inuenerat. Quin taurum etiam ob hono-rem caelestis Tauri colunt. Nam Apis apud illos res in primis sacra regionem sortita est, et qui cam incolunt partem, oraculum quoque dicarunt, signum videlicet diuinationis quam a caeleste Tauro petunt. Ac non multo post Libyes quoque artem hanc sunt aggressi. Siquidem et oraculum quod est apud illos Ammonis, ad coelum et huius scientiam refertur, juxta Ammonem, quem illi arietis specie fingunt.
page 419
Huiusmodi quaepiam confabulati, in eum peruenimus locum, vbi consessu-rus erat ad exaudienda vota. Erant autem ordine sitae fenestrae, cuiusmodi sunt ora puteorum, habentes opercula; iuxta vnamquanque sella posita erat aurea. Itaque luppiter quum ad primam assedisset, detracto operculo, praebuit sese petentibus. Optabant autem ex omni vndique terra diuersa variaque. Nam ipse quoque admotis pariter auribus simul audiebam vota. Erant autem huius-modi: O luppiter, contingat mihi regnum. O luppiter, contingat cepas et allia mihi prouenire. O luppiter, vtinam pater mihi breui moriatur. Rursum alius 30 aliquis dicit: Vtinam existam haeres vxoris. Vtinam nemo resciscat me struxisse insidias fratri. Contingat mihi vincere litem, coronari Olympia. Porro ex his qui nauigabant, hic optabat vti spiraret Boreas, ille vt Notus; agricola optabat pluuiam, contra fullo solem. At Iuppiter audiens, et singula vota diligenter expendens, non omnibus pollicebatur. 35 Verum boc concessit Saturnius, abnuit illud. Nam iusta vota per os fenestrae sursum admittebat, admissa ad dextram sta-tuens. Rursus iniqua remittebat irrita, flatu deorsum redigens, ne possint ad coelum accedere. Super vno quodam voto videbam illum etiam ambigentem. Etenim quum essent duo, qui diuersa peterent, aequales victimas pollicitantes, non inueniebat vtri potius annueret. | Itaque iam Academicon illud illi accide-bat, vt nihil statuere posset; verum exemplo Pyrrhonis suspensus haerebat 40 LB 2I2
page 420
420 LVCIANI DIALOGI etiam ac considerabat. Porro quum iam satis vota proponentibus dedisset ope-ram, ad proximam digressus sellam et ad secundam fenestram, prono capite foedera ferientibus ac iurantibus dabat operam. Vbi his quoque responsum esset, ac Hermodorum Epicureum fulmine comminuisset, ad proximam deinde sellam sese transtulit, de diuinationibus ominibus et auguriis auditurus. Hinc ad sacrificiorum fenestram transiit, per quam fumus ascendens denunciabat Ioui nomen vniuscuiusque, qui rem diuinam faceret. Rursum, omissis his, ven-tis et horis mandabat, quae facere deberent: Hodie apud Scythas pluito, apud Libyes fulgurato, apud Graecos ningito. At tu, Borea, spira in Lydia; tu, Note, quiesce; Zephyrus Adriani vndas concitet. Tum in Cappadociam grandinis mille modii dispergantur. Tandem omnibus ferme ordinatis, discedebamus in cum locum, vbi compo-tant dii. Iam enim coenae tempus erat, meque Mercurius arreptum iussit accum-bere juxta Panem et Corybantes et Attim ac Sabazium, inquilinos istos et anci-pites deos. Interea panem exhibebat Ceres, Bacchus vinum, Hercules carnes, mirta Venus, Neptunus maenides; simul interim et ambrosiam et nectar furtim degustabam. Nam optimus ille Ganymedes, vt est hominum amans, si quando conspexisset Iouem auertere oculos, nectaris cyathum vnum, nonnunquam etiam duos mihi infundebat. Dii vero, quemadmodum alicubi dixit Homerus et ipse opinor, vt ego illic conspicatus, neque frumentum edunt neque potant nigrantia vina, verum ambrosiam apponunt et nectare inebriantur; praecipue vero gaudent vesci sacrificiorum fumo, vna cum ipso nidore subuolante, ad haec sanguine victimarum, quem sacrificantes aris infundunt. Caeterum inter coenandum et Apollo cithara canebat et Silenus cordacem saltabat et Musae surgentes in medium tum Hesiodi Theogonias nobis canebant, tum primam ex Pindaricis hymnis odam. Deinde omnium saturi requieuimus, quo quisque se-deramus loco, satis uvidi potu. At reliqui noctem diuique hominesque per omnem Dormibant; me nequaquam sopor altus habebat.
Summary of“Interleaving Retrieval Practice Promotes Science Learning” by Faria Sana and Veronica X. Yan (2022) Main Question
The study investigated whether interleaving quiz questions from different science concepts, rather than grouping questions by topic, improves long-term learning in high school science classes.
Key Learning Principles
The researchers combined two well-established learning strategies:
Retrieval practice: Actively recalling information through quizzes or testing strengthens learning and memory.
Interleaving: Mixing questions from different concepts instead of practicing one concept at a time helps students distinguish between concepts and apply them more effectively.
Study Design 155 students in Grades 9-12 science courses participated. Over 4 weeks, students took brief weekly quizzes. Some quiz questions were: Blocked: questions on the same concept appeared together.
Interleaved: questions on different concepts were mixed. A surprise final test was given one month later.
Major Findings 1. Quizzing improved learning
Students scored better on concepts that had been quizzed than on concepts that had not been quizzed:
Quizzed (blocked): 54% Not quizzed (control): 47%
This replicates the well-known retrieval practice effect.
Students performed best on concepts practiced through interleaved quizzes:
Control: 47% Blocked quizzes: 54% Interleaved quizzes: 63%
Thus, interleaving provided additional benefits beyond quizzing alone.
Students actually scored lower on the interleaved quizzes themselves than on blocked quizzes, indicating that interleaved practice felt more difficult. However, it led to superior long-term retention on the final test.
Why Interleaving Helps
The authors argue that interleaving encourages students to:
Compare similar concepts. Notice critical differences between ideas. Develop deeper conceptual understanding rather than relying on memorization.
For example, students learn not only what a concept is, but also how it differs from related concepts and when to apply it.
Educational Implications
The intervention was remarkably simple:
Weekly quizzes lasted only 10-12 minutes. No special teacher training was required. The approach cost little and fit easily into existing classes.
The authors suggest that teachers can improve learning by:
Replacing some long exams with frequent low-stakes quizzes. Mixing topics within quizzes instead of grouping questions by topic.
I cry at nothing, and cry most of the time
What bothers me is that the narrator cries most of the time but hides it from other people. She seems to feel like she cannot show how unhappy she really is. I think this makes her situation even worse because the people around her might not realize how much she is struggling.
He said that after the wallpaper was changed it would be the heavy bedstead, and then the barred windows, and then that gate at the head of the stairs, and so on.
I was surprised that John thinks changing the wallpaper would only make his wife complain about other things. Instead of asking why she feels uncomfortable, he assumes that she is just being unreasonable. I think he is ignoring the possibility that her environment really affects how she feels.
He says that with my imaginative power and habit of story-making a nervous weakness like mine is sure to lead to all manner of excited fancies,
What troubles me is that John keeps telling her not to trust her imagination or her own thoughts. Instead of trying to understand her, he tells her to control herself. I wonder if this makes her feel even more alone because she cannot freely share what she thinks.
so I take pains to control myself,
What bothers me is that the narrator feels like she has to hide her real emotions around John. She is already struggling, but she also has to spend energy pretending to be okay. I think this makes her situation even more stressful.
He is very careful and loving, and hardly lets me stir without special direction.
I find this part interesting because John seems to care about his wife, but he also controls almost everything she does. I think it shows that sometimes care can turn into control, even when someone believes they are doing the right thing.
I meant to be such a help to John, such a real rest and comfort, and here I am a comparative burden already!
What bothers me is that the narrator feels guilty for being sick and thinks she is a burden to John. She seems to care more about being a good wife than about her own needs. I think this shows how much pressure she feels to meet other people's expectations.
Personally, I disagree with their ideas.
I find this part interesting because the narrator knows that the treatment might not be good for her, but she still feels like she has no choice. I think it's sad that she understands her own feelings but cannot really do anything about them.
You see, he does not believe I am sick!
I was surprised that John doesn't even believe his wife is really sick. Even though he is a doctor, he doesn't seem to take her feelings seriously. I think this shows that being a doctor doesn't mean he always understands what his patient actually needs.
headed to
going in a specific direction or traveling toward a particular place
pilgrims
a person who takes a long journey to a sacred or special place for religious, spiritual, or personal reasons
[ তীর্থযাত্রীরা, পুণ্যার্থীরা ]
projectile
any object thrown, shot, or driven forward through the air that moves under the power of an initial force and is then affected only by gravity
**[ নিক্ষিপ্ত বস্তু ] **
sprawling
spreading out over a large space in an untidy, irregular, or wide-ranging way
[ বিস্তৃত, অনেক জায়গা জুড়ে অবস্থিত, অথবা অগোছালোভাবে ছড়িয়ে থাকা। ]
Synonyms - • Rambling • Straggling • Spread-out • Extensive
unprecedented
something has never happened, been done, or existed before
[ অভূতপূর্ব ]
unravelled
• Untangle • Disentangle • Resolve • Unwind • Collapse
unleashed
released, freed, and unrestrained
tougher tack
adopting a stricter, firmer, or more aggressive course of action or policy to deal with a difficult situation
on the eve of
just before or immediately prior to an important event or period
[ ঠিক আগের মুহূর্তে ]
pavement
called on
To formally ask or appeal to someone
rebuffed
to reject or refuse an offer, request, or suggestion in a blunt, abrupt, or unfriendly way
Synonyms- * Rejected • Spurned • Snubbed • Repelled • Dismissed
impoverished
reduced to extreme poverty, or depleted of strength, richness, or essential quality
drawn deeper into
being pulled or pushed further into a complicated, dangerous, or absorbing situation where it is harder to escape
Synonyms- * Immersed in * Engulfed by * Entangled * Pulled into
rocked
to move back and forth, to shake from a powerful force, or to shock and deeply disturb someone
flared back to life
something that was dormant, dying, or inactive has suddenly become active, intense, or vigorous again
roiled
agitated, disturbed, churned up, or stirred up
truce
a temporary agreement between enemies or opponents to stop fighting or arguing for a set period of time
Common Synonyms: Ceasefire, armistice, pause, or break
app.METHOD(PATH, HANDLER)
Client │ GET /api/movies ▼
Router │ "이 요청은 getMovies가 처리해!" ▼
Controller: getMovies() │ Movie.find() 호출 ▼
Model → MongoDB
// Controller 함수
async function getMovies(req, res) {
const movies = await Movie.find();
res.json(movies);
}
// Routing 설정 app.get("/api/movies", getMovies);
Middleware parse JSON, log|vRouter method + URL|vController does the work
Express = HTTP 요청을 받아 Middleware, Router, Controller로 처리하는 서버 프레임워크
GraphQL (Facebook, 2015)
REST는 Resource에 따라 여러 Endpoint를 두는 방식이고, GraphQL은 보통 하나의 Endpoint에 서로 다른 Query를 보내 원하는 데이터를 지정하는 방식
URL (path)
① Client가 요청을 보냄
GET /api/movies/42?genre=Drama │ │ │ └─ Query String └─ URL Path
↓
② Express Controller가 값 추출
req.params.id → "42" req.query.genre → "Drama"
↓
③ Controller가 Mongoose 함수 호출
Movie.find({ genre: "Drama" })
↓
④ MongoDB에서 실제 데이터 검색
↓
⑤ Controller가 Client에게 JSON 응답
Express 접근
req.params / req.query / req.body = Request에서 값 꺼내기
response: status code + JSON
Status Code = 성공인지 오류인지
JSON = 서버가 돌려주는 실제 데이터
quantity 2
これがあるから、浮動小数点数になっているのか。(上記のdfサマリーを見た時に思った感想がここで判明した)
df["store"]
ここは locアクセッサーを使わない? 使わなくても問題ないけど、書籍では locアクセッサーを使っています。
describe()
describeの前に、dtype確認をしても良いかなって思います。 quantityが浮動小数点数になっていて、priceが整数になっていると思われるからです。(元データで入力値がないと NaNになって浮動小数点数に自動で変わったりしますし、0.5というデータが入っているからかもしれません。この辺は説明しても良いかなって思って書いています)
parse_dates=["date"]
このメソッドはバージョンで仕様が変わった気がするので、最新のpandas 3.0 でワーニングが出ないかなどを確認しておくと良いかと思います。
入力が遅れた場合
「入力が遅れた」?? もう少しわかりやすい日本語にしたいかな。 「入力が間に合わないとか面倒な場合」って事だと思うけど・・。
uv run --no-project --python env jupyter lab
uv で envを有効にするという手段を1章で説明しているのでこのコマンドじゃ無くても良さそう。 このままでも起動できると思うので説明としてはこのままでも良いかと思う。
自動レポートの例: 東京の月平均気温(2025年)
わかりやすい事例ですね。良いと思います。
Finally, the deposition of the Emperor Romulus Augustulus in 476 CE marked the end of the Roman Empire in the West, although the Eastern half of the Empire continued to flourish for another thousand years.
Roman history continued to change through political development, expansion, and conflict.
the death of the emperor Marcus Aurelius in 180 CE was one of relative peace and prosperity throughout the Roman Empire. For this reason, the Romans themselves referred to this time as the Pax Romana, or Roman peace. During this period, the Empire became increasingly more of a smoothly run bureaucratic machine when commerce prospered, and the overall territory grew to its largest extent in the early second century CE. Of course, some of the Roman subjects did not feel quite as happy with this peace and what it brought to them. The Roman historian Tacitus narrates a speech of a British tribal rebel leader, Calgacus, to his men before they fought—and were defeated by—the Romans in 85 CE: “they (the Romans) make a desert, and call it peace.” Other evidence from the territories in the periphery of the Empire also shows that Romanization was not absolute, as some remote rural areas in provinces far from Italy did not really feel the impact of the Empire. Finally, the period of the early Empire witnessed the rise of a new religion, Christianity.
During this time Rome experienced peace and economic growth as well as territorial expansion, the empire developed a more organized administration to rule over their civilization. But why is it that the Romans decided to move away from monarchy and begin developing a new form of government?
How ’scaped I killing when I crossed you so?
How did you escape the killing when I betrayed you.
No, my lord
No, I didn't Brutus.
Hear you aught of her in yours?
Did you hear anything about her in your letters?
Why ask you?
Why do you say and ask that?
That methinks is strange.
I think that is strange.
Nothing, Messala.
There is nothing about her in my letters Messala.
Nor nothing in your letters writ of her?
There is nothing about her in your letters?
No, Messala.
No, I have not Messala.
Had you your letters from your wife, my lord?
Have you heard from your wife Brutus?
And by that order of proscription.
And due to that conviction.
Cicero is dead
Cicero is dead.
Cicero one?
Cicero was one of the senators killed?
Cicero being one
Cicero was one of the senators that was killed.
Mine speak of seventy senators that diedBy their proscriptions
My letters say that seventy senators died by being convicted.
Therein our letters do not well agree.
Then our letters aren't fully identical.
That by proscription and bills of outlawry,Octavius, Antony, and LepidusHave put to death an hundred senators.
Octavius, Antony, and Lepidus have convicted and killed a hundred senators.
With what addition?
What else do they have?
Myself have letters of the selfsame tenor.
I have letters that have identical meaning to yours.
Bending their expedition toward Philippi.
Continuing their expedition now heading toward Phillipi.
Messala, I have here receivèd lettersThat young Octavius and Mark AntonyCome down upon us with a mighty power,
Messala, I have received information from letters that say Octavius and Mark Antony are coming for us with their strong power.
No more, I pray you.
She is gone, I assure you.
Portia, art thou gone?
Is Portia gone?
And call in question our necessities
And address the our urgent needs.
Now sit we close about this taper here
Now lets sit close to this warm candle.
Welcome, good Messala.
Welcome, noble Messala.
Come in, Titinius.
Come in, Titinius.
I cannot drink too much of Brutus’ love.
Its impossible to drink too much of Brutus' love that is represented by this wine.
Fill, Lucius, till the wine o’erswell the cup
Fill the cup until it overfills with wine.
My heart is thirsty for that noble pledge.
I am eager for your noble pledge against evil.
, Cassius.
, Cassius.
In this I bury all unkindness
With this wine, i reject and purge all evil.
Give me a bowl of wine.
Give me a bowl of wine.
Speak no more of her.
Don't talk about her death anymore.
Enter Lucius with wine and tapers
Lucius enters with wine and tapers.
Even so.
She did.
And died so?
And she died like this?
with this she fell distract
she got lost in her thoughts and her mind became distracted.
That tidings came
When that news came
O you immortal gods
Curse you immortal gods!
And, her attendants absent, swallowed fire
And because she was by herself, she intentionally swallowed fire.
478 BCE, barely a year after the end of the Persian Wars, a group of Greek city-states, mainly those located in Ionia and on the island between mainland Greece and Ionia, founded the Delian League, with the aim of continuing to protect the Greeks in Ionia from Persian attacks. Led by Athens, the league first met on the tiny island of Delos. According to Greek mythology, the twin gods Apollo and Artemis were born on Delos. As a result, the island was considered sacred ground and, as such, was a fitting neutral headquarters for the new alliance. The league allowed member states the option of either contributing a tax (an option that most members selected) or contributing ships for the league’s navy. The treasury of the league, where the taxes paid by members were deposited, was housed on Delos.
I wonder why it is that the Athens and Sparta had such different political systems and ways of life that caused them to break out in wars?
Each polis was a fully self-sufficient unit of organization, with its own laws, definition of citizenship, government, army, economy, and local cults. Regardless of the differences between the many poleis in matters of citizenship, government, and law, one key similarity is clear: the survival of the polis depended on the dedication of all its citizens to the collective well
The Archaic period was different in Greek communities because they developed independent city states and had new forms of government which helps create a shared identity that helped shaped Greek history.
Transformer architecture
make bigger
Decoder
words are under, not properly displayed, same for some others as well
softmax(QKᵀ / √dₖ)V
formula needs to be presented in correct latex form
Same words, different roles
ai speak
Archaeological evidence also shows that sometime in the 1,200s BCE, the Mycenaean palaces suffered a series of attacks and were gradually abandoned over the next century. The period that begins around 1,000 BCE is known as the “Dark Ages” because of the notable decline, in contrast with the preceding period. The Mycenaean Linear B script disappears, and archaeological evidence shows a poorer Greece with a decline in material wealth and life expectancy. Some contact, however, must have remained with the rest of the Mediterranean, as shown by the emergence of the Greek alphabet, adapted from the Phoenician writing system towards the end of the Dark Ages or early in the Archaic Period. /*<![CDATA[*/#mt-toc-container {display: none !important;}/*]]>*//*<![CDATA[*/ .mt-content-container{counter-reset: h2} h2 {counter-reset: h3} h3 {counter-reset: h4} h4 {counter-reset: h5} h2:before {counter-increment: h2; content: "5.8." counter(h2) ": "} h3:before {counter-increment: h3; content: "5.8." counter(h2) "." counter(h3) ": "} h4:before {counter-increment: h4; content: "5.8." counter(h2) "." counter(h3) "." counter(h4) ": "} h2.nocount:before, h3.nocount:before, h4.nocount:before { content: ""; counter-increment: none } .NoAuto::before { content:none !important; } /*]]>*/ /*<![CDATA[*/ $(function() { if(!window['autoDefinitionList']){ window['autoDefinitionList'] = true; $('dl').find('dt').on('click', function() { $(this).next().toggle('350'); }); } });/*]]>*/ /*<![CDATA[*/window.addEventListener('load', function(){$('iframe').iFrameResize({warningTimeout:0, scrolling: 'omit'});})/*]]>*//*<![CDATA[*/ window.PageNum = "auto"; window.InitialOffset = "false"; window.PageName = "5.8: From Mythology to History"; /*]]>*/ /*<![CDATA[*/ //<!-- MathJax Config --> var front = window.PageNum.trim(); if(front=="auto"){ front = window.PageName.replace('\"', '\\\"').trim(); //front = "'..string.matchreplace(PageName,'\"','\\\"')..'".trim(); if(front.includes(":")){ front = front.split(":")[0].trim(); if(front.includes(".")){ front = front.split("."); front = front.map((int)=>int.includes("0")?parseInt(int,10):int).join("."); } front+="."; } else { front = ""; } } front = front.trim(); function loadMathJaxScript() { try { const script = document.createElement('script'); script.id = "mathjax-script"; script.src = "https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-svg.js"; script.type = "text/javascript"; script.defer = true; document.head.appendChild(script); } catch (err) { console.error(err); } } document.addEventListener('DOMContentLoaded', (e) => { loadMathJaxScript(); }); if (window.PageName !== 'Realtime MathJax'){ MathJax = { options: { ignoreHtmlClass: "tex2jax_ignore", processHtmlClass: "tex2jax_process", menuOptions: { settings: { zscale: "150%", zoom: "Double-Click", assistiveMml: true, // true to enable assitive MathML collapsible: false, // true to enable collapsible math }, }, }, output: { scale: 1, mtextInheritFont: false, displayOverflow: "linebreak", linebreaks: { width: "100%", }, }, startup: { pageReady: () => { if (window.activateBeeLine) { window.activateBeeLine(); } return MathJax.startup.defaultPageReady(); }, }, chtml: { matchFontHeight: true, }, tex: { tags: "all", tagformat: { number: (n) => { if (window.InitialOffset) { const offset = Number(window.InitialOffset); if(!offset) { return front + n; // If offset is falsy (nan, undefined, etc.) } const added = Number(n) + offset; return front + added; } else { return front + n; } }, }, macros: { eatSpaces: ['#1', 2, ['', ' ', '\\endSpaces']], PageIndex: ['{' + front.replace(/\./g, '{.}') + '\\eatSpaces#1 \\endSpaces}', 1], test: ["{" + front + "#1}", 1], mhchemrightleftharpoons: "{\\unicode{x21CC}\\,}", xrightleftharpoons: ['\\mhchemxrightleftharpoons[#1]{#2}', 2, ''] }, packages: { "[+]": [ "mhchem", "color", "cancel", "ams", "tagformat" ], }, }, loader: { '[tex]/mhchem': { ready() { const {MapHandler} = MathJax._.input.tex.MapHandler; const mhchem = MapHandler.getMap('mhchem-chars'); mhchem.lookup('mhchemrightarrow')._char = '\uE42D'; mhchem.lookup('mhchemleftarrow')._char = '\uE42C'; } }, load: [ "[tex]/mhchem", "[tex]/color", "[tex]/cancel", "[tex]/tagformat", ], }, }; }; //<!-- End MathJax Config -->/*]]>*/
Within the dark ages it’s shown how population declined and the earlier skills that were lost like writing systems that were once used allows us to see how Greek society changed overtime from being complex civilizations and stepping into a period of recovery.
, with the Minoans. The first literate civilization in Europe, the Minoans were a palace civilization that flourished on the island of Crete c. 2,000 – 1,450 BCE. As befits island-dwellers, they were traders and seafarers; indeed, the Greek historian Thucydides credits them with being the first Greeks to sail on ships.
In the bronze age, Greek civilization began to evolve with innovative flourishing palaces and began advancing with trading across the sea, as they were the first ever in history to be known to sail.