Datasets:
Formats:
csv
Languages:
English
Size:
10K - 100K
Tags:
digital-platforms
algorithmic-visibility
amazon-bestsellers
new-york-times
longitudinal
research
License:
Initial CAPT paper data and analysis release
Browse files- .gitignore +4 -0
- LICENSE +21 -0
- README.md +148 -0
- UPLOAD_TO_HUGGING_FACE.md +86 -0
- analysis/capt_analyze_jmis_landmark.py +334 -0
- analysis/capt_plot_nyt_amazon_comparison.py +731 -0
- analysis/capt_validation_schema.py +424 -0
- data/amazon_daily_completed.csv +0 -0
- data/nyt_weekly_completed.csv +241 -0
- requirements.txt +3 -0
- results/jmis_landmark_book_level.csv +0 -0
- results/jmis_landmark_nested_models.csv +9 -0
- results/jmis_landmark_summary.json +313 -0
.gitignore
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
__pycache__/
|
| 2 |
+
*.py[cod]
|
| 3 |
+
.venv/
|
| 4 |
+
reproduced_results/
|
LICENSE
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
MIT License
|
| 2 |
+
|
| 3 |
+
Copyright (c) 2026 hangcode44
|
| 4 |
+
|
| 5 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy
|
| 6 |
+
of this software and associated documentation files (the "Software"), to deal
|
| 7 |
+
in the Software without restriction, including without limitation the rights
|
| 8 |
+
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
| 9 |
+
copies of the Software, and to permit persons to whom the Software is
|
| 10 |
+
furnished to do so, subject to the following conditions:
|
| 11 |
+
|
| 12 |
+
The above copyright notice and this permission notice shall be included in all
|
| 13 |
+
copies or substantial portions of the Software.
|
| 14 |
+
|
| 15 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 16 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 17 |
+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 18 |
+
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 19 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 20 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 21 |
+
SOFTWARE.
|
README.md
ADDED
|
@@ -0,0 +1,148 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: other
|
| 3 |
+
pretty_name: CAPT Public-Trace Dataset and Landmark Analysis
|
| 4 |
+
language:
|
| 5 |
+
- en
|
| 6 |
+
tags:
|
| 7 |
+
- digital-platforms
|
| 8 |
+
- algorithmic-visibility
|
| 9 |
+
- amazon-bestsellers
|
| 10 |
+
- new-york-times
|
| 11 |
+
- longitudinal
|
| 12 |
+
- research
|
| 13 |
+
configs:
|
| 14 |
+
- config_name: amazon_daily_completed
|
| 15 |
+
data_files:
|
| 16 |
+
- split: train
|
| 17 |
+
path: data/amazon_daily_completed.csv
|
| 18 |
+
- config_name: nyt_weekly_completed
|
| 19 |
+
data_files:
|
| 20 |
+
- split: train
|
| 21 |
+
path: data/nyt_weekly_completed.csv
|
| 22 |
+
---
|
| 23 |
+
|
| 24 |
+
# CAPT public-trace dataset and landmark analysis
|
| 25 |
+
|
| 26 |
+
This repository accompanies the submitted paper *Algorithmic Visibility as a
|
| 27 |
+
Platform-Mediated Outcome: Public Signals and Future Product Persistence in
|
| 28 |
+
Digital Marketplaces*.
|
| 29 |
+
|
| 30 |
+
The release contains public Amazon Australia bestseller-surface observations,
|
| 31 |
+
public New York Times bestseller-list records, the completed longitudinal
|
| 32 |
+
panels used for the paper's sensitivity analysis, reproducible landmark-model
|
| 33 |
+
code, and the corresponding derived results.
|
| 34 |
+
|
| 35 |
+
## Repository contents
|
| 36 |
+
|
| 37 |
+
| Path | Description |
|
| 38 |
+
|---|---|
|
| 39 |
+
| `data/amazon_daily_completed.csv` | Amazon daily panel, 14 April–18 May 2026 |
|
| 40 |
+
| `data/nyt_weekly_completed.csv` | NYT weekly panel, list dates 19 April–24 May 2026 |
|
| 41 |
+
| `analysis/capt_analyze_jmis_landmark.py` | Landmark cohort construction and logistic models |
|
| 42 |
+
| `analysis/capt_plot_nyt_amazon_comparison.py` | Title/author normalization and matching functions |
|
| 43 |
+
| `analysis/capt_validation_schema.py` | Shared filesystem helper |
|
| 44 |
+
| `results/jmis_landmark_book_level.csv` | Derived ASIN-level analytic table |
|
| 45 |
+
| `results/jmis_landmark_nested_models.csv` | Nested-model performance |
|
| 46 |
+
| `results/jmis_landmark_summary.json` | Model estimates and validation metrics |
|
| 47 |
+
|
| 48 |
+
## Panel completion and provenance
|
| 49 |
+
|
| 50 |
+
The Amazon file has one row per captured category placement. Scheduled dates
|
| 51 |
+
without a capture were completed using the closest preceding observed snapshot
|
| 52 |
+
(last observation carried forward); if no preceding snapshot existed, the next
|
| 53 |
+
observed snapshot would be used. The NYT file is complete at its weekly
|
| 54 |
+
`page_date` frequency and therefore contains no generated weekly rows.
|
| 55 |
+
|
| 56 |
+
Every row retains explicit provenance:
|
| 57 |
+
|
| 58 |
+
- `imputed`: `true` for a generated date and `false` for a direct observation.
|
| 59 |
+
- `imputation_source_date`: the observed date from which a generated row was
|
| 60 |
+
carried.
|
| 61 |
+
- `imputation_method`: `locf`, `nocb`, or `observed`.
|
| 62 |
+
|
| 63 |
+
The completed panel is appropriate for reproducing the paper's sensitivity
|
| 64 |
+
analysis. It should not be described as entirely directly observed.
|
| 65 |
+
|
| 66 |
+
## Study design
|
| 67 |
+
|
| 68 |
+
Predictors use information dated no later than 30 April 2026. The prediction
|
| 69 |
+
landmark is 4 May 2026. Outcomes are product presence on the directly captured
|
| 70 |
+
Amazon snapshots of 11 May (7-day retention) and 18 May (14-day retention).
|
| 71 |
+
Continuous predictors are standardized within the analysis sample. Model
|
| 72 |
+
validation uses an 80/20 stratified holdout and five-fold stratified
|
| 73 |
+
cross-validation with seed `20260629`.
|
| 74 |
+
|
| 75 |
+
## Reproduce the sensitivity analysis
|
| 76 |
+
|
| 77 |
+
From the repository root:
|
| 78 |
+
|
| 79 |
+
```bash
|
| 80 |
+
python -m venv .venv
|
| 81 |
+
source .venv/bin/activate
|
| 82 |
+
python -m pip install -r requirements.txt
|
| 83 |
+
|
| 84 |
+
python analysis/capt_analyze_jmis_landmark.py \
|
| 85 |
+
--amazon data/amazon_daily_completed.csv \
|
| 86 |
+
--nyt data/nyt_weekly_completed.csv \
|
| 87 |
+
--output-dir reproduced_results
|
| 88 |
+
```
|
| 89 |
+
|
| 90 |
+
The command writes the book-level table, nested-model table, and JSON model
|
| 91 |
+
summary to `reproduced_results/`.
|
| 92 |
+
|
| 93 |
+
## Load with `datasets`
|
| 94 |
+
|
| 95 |
+
```python
|
| 96 |
+
from datasets import load_dataset
|
| 97 |
+
|
| 98 |
+
amazon = load_dataset(
|
| 99 |
+
"YOUR_HF_USERNAME/YOUR_DATASET_REPOSITORY",
|
| 100 |
+
"amazon_daily_completed",
|
| 101 |
+
)
|
| 102 |
+
nyt = load_dataset(
|
| 103 |
+
"YOUR_HF_USERNAME/YOUR_DATASET_REPOSITORY",
|
| 104 |
+
"nyt_weekly_completed",
|
| 105 |
+
)
|
| 106 |
+
```
|
| 107 |
+
|
| 108 |
+
## Fields
|
| 109 |
+
|
| 110 |
+
The Amazon panel includes snapshot date, category node and label, page and rank,
|
| 111 |
+
title, author, ASIN, public product URL, visible rating average and count,
|
| 112 |
+
format, price, and provenance fields.
|
| 113 |
+
|
| 114 |
+
The NYT panel includes scrape date, list slug and title, list page date, rank,
|
| 115 |
+
weeks-on-list text, title, author, publisher, description, ISBN-13, public book
|
| 116 |
+
URL, and provenance fields.
|
| 117 |
+
|
| 118 |
+
## Limitations and responsible use
|
| 119 |
+
|
| 120 |
+
These are bounded public ranking-surface observations, not unit sales,
|
| 121 |
+
conversions, advertising exposure, recommendation logs, or a complete sample of
|
| 122 |
+
either platform. Amazon ASINs identify product-format records rather than unique
|
| 123 |
+
works. Absence from a captured surface is not proof of absence from all platform
|
| 124 |
+
surfaces. Title/author matching may contain false positives or false negatives.
|
| 125 |
+
The analysis is observational and does not identify causal effects.
|
| 126 |
+
|
| 127 |
+
The CSVs include product titles, author names, identifiers, descriptions, and
|
| 128 |
+
URLs originating from third-party public pages. Before making the repository
|
| 129 |
+
public, the depositor is responsible for confirming that redistribution
|
| 130 |
+
complies with the relevant platform terms and publisher or institutional
|
| 131 |
+
requirements. The MIT license in `LICENSE` applies to the accompanying software,
|
| 132 |
+
not to third-party database rights or third-party content.
|
| 133 |
+
|
| 134 |
+
## Citation
|
| 135 |
+
|
| 136 |
+
Replace the placeholders below with the final author and publication details
|
| 137 |
+
before publishing the dataset:
|
| 138 |
+
|
| 139 |
+
```bibtex
|
| 140 |
+
@misc{capt_public_trace_2026,
|
| 141 |
+
author = {Hang Thanh Bui, Priya Muthukannan},
|
| 142 |
+
title = {Algorithmic Visibility as a Platform-Mediated Outcome: Public Signals and Future Product Persistence in Digital Marketplaces},
|
| 143 |
+
year = {2026},
|
| 144 |
+
publisher = {Hugging Face},
|
| 145 |
+
howpublished = {\url{https://huggingface.co/datasets/bonsai44/CAPT}},
|
| 146 |
+
note = {Data and code accompanying the submitted manuscript}
|
| 147 |
+
}
|
| 148 |
+
```
|
UPLOAD_TO_HUGGING_FACE.md
ADDED
|
@@ -0,0 +1,86 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Upload to Hugging Face
|
| 2 |
+
|
| 3 |
+
## 1. Review before publishing
|
| 4 |
+
|
| 5 |
+
Open `README.md` and replace:
|
| 6 |
+
|
| 7 |
+
- `AUTHOR NAME`
|
| 8 |
+
- `YOUR_HF_USERNAME`
|
| 9 |
+
- `YOUR_DATASET_REPOSITORY`
|
| 10 |
+
|
| 11 |
+
Confirm that you have permission to redistribute the public-page fields in the
|
| 12 |
+
CSVs. If this has not yet been cleared, create the dataset as private first.
|
| 13 |
+
|
| 14 |
+
## 2. Install and sign in
|
| 15 |
+
|
| 16 |
+
On macOS, install the current Hugging Face CLI using either:
|
| 17 |
+
|
| 18 |
+
```bash
|
| 19 |
+
brew install hf
|
| 20 |
+
```
|
| 21 |
+
|
| 22 |
+
or:
|
| 23 |
+
|
| 24 |
+
```bash
|
| 25 |
+
python -m pip install -U huggingface_hub
|
| 26 |
+
```
|
| 27 |
+
|
| 28 |
+
Then authenticate with a write-enabled Hugging Face user token:
|
| 29 |
+
|
| 30 |
+
```bash
|
| 31 |
+
hf auth login
|
| 32 |
+
```
|
| 33 |
+
|
| 34 |
+
Paste the token only into the secure CLI prompt. Do not put it in this folder,
|
| 35 |
+
the README, a script, or a Git commit.
|
| 36 |
+
|
| 37 |
+
## 3. Create a private dataset repository
|
| 38 |
+
|
| 39 |
+
Choose a repository name and run:
|
| 40 |
+
|
| 41 |
+
```bash
|
| 42 |
+
hf repos create YOUR_HF_USERNAME/YOUR_DATASET_REPOSITORY \
|
| 43 |
+
--repo-type dataset \
|
| 44 |
+
--private
|
| 45 |
+
```
|
| 46 |
+
|
| 47 |
+
Starting private lets you inspect the rendered dataset card and data viewer
|
| 48 |
+
before publication.
|
| 49 |
+
|
| 50 |
+
## 4. Upload this folder
|
| 51 |
+
|
| 52 |
+
Run this command from the parent project directory:
|
| 53 |
+
|
| 54 |
+
```bash
|
| 55 |
+
hf upload YOUR_HF_USERNAME/YOUR_DATASET_REPOSITORY \
|
| 56 |
+
./huggingface_release \
|
| 57 |
+
. \
|
| 58 |
+
--repo-type dataset \
|
| 59 |
+
--commit-message "Initial CAPT paper data and analysis release"
|
| 60 |
+
```
|
| 61 |
+
|
| 62 |
+
The dataset will appear at:
|
| 63 |
+
|
| 64 |
+
```text
|
| 65 |
+
https://huggingface.co/datasets/YOUR_HF_USERNAME/YOUR_DATASET_REPOSITORY
|
| 66 |
+
```
|
| 67 |
+
|
| 68 |
+
## 5. Inspect and publish
|
| 69 |
+
|
| 70 |
+
On the dataset page, verify:
|
| 71 |
+
|
| 72 |
+
- both dataset configurations open in the viewer;
|
| 73 |
+
- `README.md` renders as the dataset card;
|
| 74 |
+
- the file list contains only `data/`, `analysis/`, `results/`,
|
| 75 |
+
`requirements.txt`, `LICENSE`, `.gitignore`, and the upload guide;
|
| 76 |
+
- citation details and author names are correct;
|
| 77 |
+
- the repository contains no token or credentials.
|
| 78 |
+
|
| 79 |
+
When redistribution clearance and metadata are complete, make it public:
|
| 80 |
+
|
| 81 |
+
```bash
|
| 82 |
+
hf repos settings YOUR_HF_USERNAME/YOUR_DATASET_REPOSITORY --private false
|
| 83 |
+
```
|
| 84 |
+
|
| 85 |
+
Future updates can use the same `hf upload` command. Hugging Face creates a new
|
| 86 |
+
versioned commit rather than discarding the earlier repository history.
|
analysis/capt_analyze_jmis_landmark.py
ADDED
|
@@ -0,0 +1,334 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from __future__ import annotations
|
| 2 |
+
|
| 3 |
+
import argparse
|
| 4 |
+
import csv
|
| 5 |
+
import json
|
| 6 |
+
import math
|
| 7 |
+
from collections import defaultdict
|
| 8 |
+
from datetime import date
|
| 9 |
+
from pathlib import Path
|
| 10 |
+
from typing import Dict, List, Sequence, Tuple
|
| 11 |
+
|
| 12 |
+
import numpy as np
|
| 13 |
+
from scipy.optimize import minimize
|
| 14 |
+
from scipy.stats import norm
|
| 15 |
+
from sklearn.linear_model import LogisticRegression
|
| 16 |
+
from sklearn.metrics import roc_auc_score
|
| 17 |
+
from sklearn.model_selection import StratifiedKFold, train_test_split
|
| 18 |
+
from sklearn.pipeline import make_pipeline
|
| 19 |
+
from sklearn.preprocessing import StandardScaler
|
| 20 |
+
|
| 21 |
+
from capt_plot_nyt_amazon_comparison import load_nyt_series, match_score
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
CONTINUOUS_FEATURES = [
|
| 25 |
+
("baseline_best_rank_strength", "Baseline best-rank strength"),
|
| 26 |
+
("baseline_category_breadth", "Baseline category breadth"),
|
| 27 |
+
("log_baseline_rating_count", "Log baseline rating count"),
|
| 28 |
+
("log_baseline_rating_growth_rate", "Log baseline rating-growth rate"),
|
| 29 |
+
("baseline_rating_average", "Baseline rating average"),
|
| 30 |
+
]
|
| 31 |
+
BINARY_FEATURES = [("prior_nyt_overlap", "Prior NYT overlap")]
|
| 32 |
+
FEATURES = CONTINUOUS_FEATURES + BINARY_FEATURES
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
def read_rows(path: str | Path) -> List[Dict[str, str]]:
|
| 36 |
+
with Path(path).open("r", newline="", encoding="utf-8") as handle:
|
| 37 |
+
return list(csv.DictReader(handle))
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
def parse_float(value: str) -> float | None:
|
| 41 |
+
text = str(value or "").strip().replace(",", "")
|
| 42 |
+
if not text:
|
| 43 |
+
return None
|
| 44 |
+
try:
|
| 45 |
+
return float(text)
|
| 46 |
+
except ValueError:
|
| 47 |
+
return None
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
def day(value: str) -> date:
|
| 51 |
+
return date.fromisoformat(value)
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
def book_key(row: Dict[str, str]) -> str:
|
| 55 |
+
return str(row.get("asin", "")).strip() or str(row.get("product_url", "")).strip()
|
| 56 |
+
|
| 57 |
+
|
| 58 |
+
def best_daily_rows(rows: Sequence[Dict[str, str]]) -> List[Dict[str, str]]:
|
| 59 |
+
by_date: Dict[str, List[Dict[str, str]]] = defaultdict(list)
|
| 60 |
+
for row in rows:
|
| 61 |
+
by_date[row["snapshot_date"]].append(row)
|
| 62 |
+
output = []
|
| 63 |
+
for snapshot_date in sorted(by_date):
|
| 64 |
+
output.append(min(by_date[snapshot_date], key=lambda row: parse_float(row.get("rank", "")) or math.inf))
|
| 65 |
+
return output
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
def prior_nyt_flags(
|
| 69 |
+
books: Sequence[Dict[str, object]], nyt_path: str | Path, nyt_cutoff: date
|
| 70 |
+
) -> Dict[str, int]:
|
| 71 |
+
eligible_rows = [row for row in read_rows(nyt_path) if day(row["page_date"]) <= nyt_cutoff]
|
| 72 |
+
temporary = Path("/tmp/capt_nyt_pre_landmark.csv")
|
| 73 |
+
with temporary.open("w", newline="", encoding="utf-8") as handle:
|
| 74 |
+
writer = csv.DictWriter(handle, fieldnames=list(eligible_rows[0].keys()))
|
| 75 |
+
writer.writeheader()
|
| 76 |
+
writer.writerows(eligible_rows)
|
| 77 |
+
series, _ = load_nyt_series([temporary])
|
| 78 |
+
flags: Dict[str, int] = {}
|
| 79 |
+
for book in books:
|
| 80 |
+
flags[str(book["asin"])] = int(
|
| 81 |
+
any(
|
| 82 |
+
match_score(series_item.title, series_item.author, str(book["title"]), str(book["author"])) >= 0.8
|
| 83 |
+
for series_item in series
|
| 84 |
+
)
|
| 85 |
+
)
|
| 86 |
+
return flags
|
| 87 |
+
|
| 88 |
+
|
| 89 |
+
def build_landmark_rows(
|
| 90 |
+
amazon_rows: Sequence[Dict[str, str]],
|
| 91 |
+
nyt_path: str | Path,
|
| 92 |
+
baseline_cutoff: date,
|
| 93 |
+
landmark_date: date,
|
| 94 |
+
outcome_7d_date: date,
|
| 95 |
+
outcome_14d_date: date,
|
| 96 |
+
) -> List[Dict[str, object]]:
|
| 97 |
+
grouped: Dict[str, List[Dict[str, str]]] = defaultdict(list)
|
| 98 |
+
present_by_date: Dict[date, set[str]] = defaultdict(set)
|
| 99 |
+
for row in amazon_rows:
|
| 100 |
+
asin = book_key(row)
|
| 101 |
+
grouped[asin].append(row)
|
| 102 |
+
present_by_date[day(row["snapshot_date"])].add(asin)
|
| 103 |
+
|
| 104 |
+
books: List[Dict[str, object]] = []
|
| 105 |
+
for asin, rows in grouped.items():
|
| 106 |
+
baseline = [row for row in rows if day(row["snapshot_date"]) <= baseline_cutoff]
|
| 107 |
+
if not baseline:
|
| 108 |
+
continue
|
| 109 |
+
daily = best_daily_rows(baseline)
|
| 110 |
+
ranks = [parse_float(row.get("rank", "")) for row in daily]
|
| 111 |
+
ranks = [value for value in ranks if value is not None]
|
| 112 |
+
ratings = [
|
| 113 |
+
(day(row["snapshot_date"]), parse_float(row.get("rating_count", "")))
|
| 114 |
+
for row in daily
|
| 115 |
+
if parse_float(row.get("rating_count", "")) is not None
|
| 116 |
+
]
|
| 117 |
+
averages = [parse_float(row.get("rating_average", "")) for row in daily]
|
| 118 |
+
averages = [value for value in averages if value is not None]
|
| 119 |
+
growth_rate = None
|
| 120 |
+
if len(ratings) >= 2:
|
| 121 |
+
elapsed = (ratings[-1][0] - ratings[0][0]).days
|
| 122 |
+
if elapsed > 0:
|
| 123 |
+
growth_rate = max((float(ratings[-1][1]) - float(ratings[0][1])) / elapsed, 0.0)
|
| 124 |
+
categories = {
|
| 125 |
+
str(row.get("category_node", "")).strip() or str(row.get("category_label", "")).strip()
|
| 126 |
+
for row in baseline
|
| 127 |
+
}
|
| 128 |
+
first = daily[0]
|
| 129 |
+
books.append(
|
| 130 |
+
{
|
| 131 |
+
"asin": asin,
|
| 132 |
+
"title": first.get("title", ""),
|
| 133 |
+
"author": first.get("author", ""),
|
| 134 |
+
"baseline_first_seen": daily[0]["snapshot_date"],
|
| 135 |
+
"baseline_last_seen": daily[-1]["snapshot_date"],
|
| 136 |
+
"baseline_observation_dates": len(daily),
|
| 137 |
+
"baseline_best_rank_strength": 101.0 - min(ranks),
|
| 138 |
+
"baseline_category_breadth": float(len(categories)),
|
| 139 |
+
"log_baseline_rating_count": math.log1p(float(ratings[0][1])) if ratings else None,
|
| 140 |
+
"log_baseline_rating_growth_rate": math.log1p(growth_rate) if growth_rate is not None else None,
|
| 141 |
+
"baseline_rating_average": float(averages[0]) if averages else None,
|
| 142 |
+
"retained_7d": int(asin in present_by_date[outcome_7d_date]),
|
| 143 |
+
"retained_14d": int(asin in present_by_date[outcome_14d_date]),
|
| 144 |
+
"baseline_cutoff": baseline_cutoff.isoformat(),
|
| 145 |
+
"landmark_date": landmark_date.isoformat(),
|
| 146 |
+
"outcome_7d_date": outcome_7d_date.isoformat(),
|
| 147 |
+
"outcome_14d_date": outcome_14d_date.isoformat(),
|
| 148 |
+
}
|
| 149 |
+
)
|
| 150 |
+
|
| 151 |
+
flags = prior_nyt_flags(books, nyt_path, landmark_date)
|
| 152 |
+
for book in books:
|
| 153 |
+
book["prior_nyt_overlap"] = flags[str(book["asin"])]
|
| 154 |
+
return books
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
def complete_rows(rows: Sequence[Dict[str, object]], features: Sequence[str]) -> List[Dict[str, object]]:
|
| 158 |
+
return [row for row in rows if all(isinstance(row.get(feature), (int, float)) for feature in features)]
|
| 159 |
+
|
| 160 |
+
|
| 161 |
+
def design_matrix(
|
| 162 |
+
rows: Sequence[Dict[str, object]], features: Sequence[str]
|
| 163 |
+
) -> Tuple[np.ndarray, Dict[str, Tuple[float, float]]]:
|
| 164 |
+
continuous = {name for name, _ in CONTINUOUS_FEATURES}
|
| 165 |
+
stats: Dict[str, Tuple[float, float]] = {}
|
| 166 |
+
columns = []
|
| 167 |
+
for feature in features:
|
| 168 |
+
values = np.asarray([float(row[feature]) for row in rows])
|
| 169 |
+
if feature in continuous:
|
| 170 |
+
mean = float(values.mean())
|
| 171 |
+
sd = float(values.std(ddof=1)) or 1.0
|
| 172 |
+
values = (values - mean) / sd
|
| 173 |
+
stats[feature] = (mean, sd)
|
| 174 |
+
columns.append(values)
|
| 175 |
+
return np.column_stack([np.ones(len(rows))] + columns), stats
|
| 176 |
+
|
| 177 |
+
|
| 178 |
+
def fit_inference(x: np.ndarray, y: np.ndarray) -> Tuple[np.ndarray, np.ndarray, np.ndarray]:
|
| 179 |
+
def objective(beta: np.ndarray) -> float:
|
| 180 |
+
eta = x @ beta
|
| 181 |
+
return float(np.logaddexp(0.0, eta).sum() - y @ eta)
|
| 182 |
+
|
| 183 |
+
def gradient(beta: np.ndarray) -> np.ndarray:
|
| 184 |
+
eta = np.clip(x @ beta, -35, 35)
|
| 185 |
+
probabilities = 1.0 / (1.0 + np.exp(-eta))
|
| 186 |
+
return x.T @ (probabilities - y)
|
| 187 |
+
|
| 188 |
+
result = minimize(objective, np.zeros(x.shape[1]), jac=gradient, method="BFGS")
|
| 189 |
+
if not result.success and np.linalg.norm(result.jac) > 1e-4:
|
| 190 |
+
raise RuntimeError(f"Logistic model did not converge: {result.message}")
|
| 191 |
+
beta = result.x
|
| 192 |
+
probabilities = 1.0 / (1.0 + np.exp(-np.clip(x @ beta, -35, 35)))
|
| 193 |
+
weights = probabilities * (1.0 - probabilities)
|
| 194 |
+
covariance = np.linalg.pinv(x.T @ (x * weights[:, None]))
|
| 195 |
+
standard_errors = np.sqrt(np.diag(covariance))
|
| 196 |
+
p_values = 2.0 * norm.sf(np.abs(beta / standard_errors))
|
| 197 |
+
return beta, standard_errors, p_values
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
def validation_auc(x: np.ndarray, y: np.ndarray, seed: int = 20260629) -> Dict[str, object]:
|
| 201 |
+
raw_x = x[:, 1:]
|
| 202 |
+
train_x, test_x, train_y, test_y = train_test_split(
|
| 203 |
+
raw_x, y, test_size=0.2, stratify=y, random_state=seed
|
| 204 |
+
)
|
| 205 |
+
model = make_pipeline(StandardScaler(), LogisticRegression(max_iter=2000))
|
| 206 |
+
model.fit(train_x, train_y)
|
| 207 |
+
holdout_auc = roc_auc_score(test_y, model.predict_proba(test_x)[:, 1])
|
| 208 |
+
folds = StratifiedKFold(n_splits=5, shuffle=True, random_state=seed)
|
| 209 |
+
fold_auc = []
|
| 210 |
+
for train_index, test_index in folds.split(raw_x, y):
|
| 211 |
+
fold_model = make_pipeline(StandardScaler(), LogisticRegression(max_iter=2000))
|
| 212 |
+
fold_model.fit(raw_x[train_index], y[train_index])
|
| 213 |
+
fold_auc.append(roc_auc_score(y[test_index], fold_model.predict_proba(raw_x[test_index])[:, 1]))
|
| 214 |
+
return {
|
| 215 |
+
"holdout_auc": float(holdout_auc),
|
| 216 |
+
"five_fold_auc": [float(value) for value in fold_auc],
|
| 217 |
+
"five_fold_mean_auc": float(np.mean(fold_auc)),
|
| 218 |
+
"five_fold_sd_auc": float(np.std(fold_auc, ddof=1)),
|
| 219 |
+
}
|
| 220 |
+
|
| 221 |
+
|
| 222 |
+
def run_model(rows: Sequence[Dict[str, object]], outcome: str, features: Sequence[Tuple[str, str]]) -> Dict[str, object]:
|
| 223 |
+
names = [name for name, _ in features]
|
| 224 |
+
labels = dict(features)
|
| 225 |
+
completed = complete_rows(rows, names)
|
| 226 |
+
x, stats = design_matrix(completed, names)
|
| 227 |
+
y = np.asarray([int(row[outcome]) for row in completed])
|
| 228 |
+
beta, standard_errors, p_values = fit_inference(x, y)
|
| 229 |
+
probabilities = 1.0 / (1.0 + np.exp(-np.clip(x @ beta, -35, 35)))
|
| 230 |
+
coefficients = []
|
| 231 |
+
for index, feature in enumerate(["Intercept"] + names):
|
| 232 |
+
lower = beta[index] - 1.96 * standard_errors[index]
|
| 233 |
+
upper = beta[index] + 1.96 * standard_errors[index]
|
| 234 |
+
coefficients.append(
|
| 235 |
+
{
|
| 236 |
+
"feature": feature,
|
| 237 |
+
"label": "Intercept" if feature == "Intercept" else labels[feature],
|
| 238 |
+
"coefficient": float(beta[index]),
|
| 239 |
+
"standard_error": float(standard_errors[index]),
|
| 240 |
+
"odds_ratio": float(math.exp(beta[index])),
|
| 241 |
+
"ci_95_lower": float(math.exp(lower)),
|
| 242 |
+
"ci_95_upper": float(math.exp(upper)),
|
| 243 |
+
"p_value": float(p_values[index]),
|
| 244 |
+
}
|
| 245 |
+
)
|
| 246 |
+
return {
|
| 247 |
+
"outcome": outcome,
|
| 248 |
+
"n": len(completed),
|
| 249 |
+
"positive_n": int(y.sum()),
|
| 250 |
+
"positive_rate": float(y.mean()),
|
| 251 |
+
"in_sample_auc": float(roc_auc_score(y, probabilities)),
|
| 252 |
+
"standardization": stats,
|
| 253 |
+
"coefficients": coefficients,
|
| 254 |
+
"validation": validation_auc(x, y),
|
| 255 |
+
}
|
| 256 |
+
|
| 257 |
+
|
| 258 |
+
def write_csv(path: Path, rows: Sequence[Dict[str, object]]) -> None:
|
| 259 |
+
with path.open("w", newline="", encoding="utf-8") as handle:
|
| 260 |
+
writer = csv.DictWriter(handle, fieldnames=list(rows[0].keys()))
|
| 261 |
+
writer.writeheader()
|
| 262 |
+
writer.writerows(rows)
|
| 263 |
+
|
| 264 |
+
|
| 265 |
+
def parse_args() -> argparse.Namespace:
|
| 266 |
+
parser = argparse.ArgumentParser(description="Run leakage-resistant landmark models for the JMIS manuscript.")
|
| 267 |
+
parser.add_argument("--amazon", default="validation_data/amazon_public_history.csv")
|
| 268 |
+
parser.add_argument("--nyt", default="validation_data/nyt_public_weekly_history.csv")
|
| 269 |
+
parser.add_argument("--baseline-cutoff", default="2026-04-30")
|
| 270 |
+
parser.add_argument("--landmark-date", default="2026-05-04")
|
| 271 |
+
parser.add_argument("--outcome-7d-date", default="2026-05-11")
|
| 272 |
+
parser.add_argument("--outcome-14d-date", default="2026-05-18")
|
| 273 |
+
parser.add_argument("--output-dir", default="validation_results")
|
| 274 |
+
return parser.parse_args()
|
| 275 |
+
|
| 276 |
+
|
| 277 |
+
def main() -> int:
|
| 278 |
+
args = parse_args()
|
| 279 |
+
output_dir = Path(args.output_dir)
|
| 280 |
+
output_dir.mkdir(parents=True, exist_ok=True)
|
| 281 |
+
rows = build_landmark_rows(
|
| 282 |
+
read_rows(args.amazon),
|
| 283 |
+
args.nyt,
|
| 284 |
+
day(args.baseline_cutoff),
|
| 285 |
+
day(args.landmark_date),
|
| 286 |
+
day(args.outcome_7d_date),
|
| 287 |
+
day(args.outcome_14d_date),
|
| 288 |
+
)
|
| 289 |
+
feature_names = [name for name, _ in FEATURES]
|
| 290 |
+
common_rows = complete_rows(rows, feature_names)
|
| 291 |
+
models = [run_model(common_rows, outcome, FEATURES) for outcome in ("retained_7d", "retained_14d")]
|
| 292 |
+
nested_specs = [
|
| 293 |
+
("rank_only", FEATURES[:1]),
|
| 294 |
+
("platform_visibility", FEATURES[:2]),
|
| 295 |
+
("platform_plus_signals", FEATURES[:5]),
|
| 296 |
+
("full", FEATURES),
|
| 297 |
+
]
|
| 298 |
+
nested = []
|
| 299 |
+
for outcome in ("retained_7d", "retained_14d"):
|
| 300 |
+
for specification, features in nested_specs:
|
| 301 |
+
result = run_model(common_rows, outcome, features)
|
| 302 |
+
nested.append(
|
| 303 |
+
{
|
| 304 |
+
"specification": specification,
|
| 305 |
+
"outcome": outcome,
|
| 306 |
+
"n": result["n"],
|
| 307 |
+
"positive_n": result["positive_n"],
|
| 308 |
+
"in_sample_auc": result["in_sample_auc"],
|
| 309 |
+
"holdout_auc": result["validation"]["holdout_auc"],
|
| 310 |
+
"five_fold_mean_auc": result["validation"]["five_fold_mean_auc"],
|
| 311 |
+
}
|
| 312 |
+
)
|
| 313 |
+
payload = {
|
| 314 |
+
"design": {
|
| 315 |
+
"baseline_cutoff": args.baseline_cutoff,
|
| 316 |
+
"landmark_date": args.landmark_date,
|
| 317 |
+
"outcome_7d_date": args.outcome_7d_date,
|
| 318 |
+
"outcome_14d_date": args.outcome_14d_date,
|
| 319 |
+
"cohort_n": len(rows),
|
| 320 |
+
"complete_case_n": len(common_rows),
|
| 321 |
+
"prior_nyt_matches_complete_cases": sum(int(row["prior_nyt_overlap"]) for row in common_rows),
|
| 322 |
+
},
|
| 323 |
+
"models": models,
|
| 324 |
+
"nested_models": nested,
|
| 325 |
+
}
|
| 326 |
+
write_csv(output_dir / "jmis_landmark_book_level.csv", rows)
|
| 327 |
+
write_csv(output_dir / "jmis_landmark_nested_models.csv", nested)
|
| 328 |
+
(output_dir / "jmis_landmark_summary.json").write_text(json.dumps(payload, indent=2), encoding="utf-8")
|
| 329 |
+
print(json.dumps(payload, indent=2))
|
| 330 |
+
return 0
|
| 331 |
+
|
| 332 |
+
|
| 333 |
+
if __name__ == "__main__":
|
| 334 |
+
raise SystemExit(main())
|
analysis/capt_plot_nyt_amazon_comparison.py
ADDED
|
@@ -0,0 +1,731 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from __future__ import annotations
|
| 2 |
+
|
| 3 |
+
import argparse
|
| 4 |
+
import csv
|
| 5 |
+
import html
|
| 6 |
+
import re
|
| 7 |
+
from dataclasses import dataclass
|
| 8 |
+
from pathlib import Path
|
| 9 |
+
from typing import Dict, List, Optional, Sequence, Set, Tuple
|
| 10 |
+
|
| 11 |
+
from capt_validation_schema import ensure_directory
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
NOT_ON_LIST_RANK = 16
|
| 15 |
+
CHART_WIDTH = 1120
|
| 16 |
+
CHART_HEIGHT = 420
|
| 17 |
+
CHART_LEFT = 68
|
| 18 |
+
CHART_TOP = 28
|
| 19 |
+
CHART_RIGHT = 24
|
| 20 |
+
CHART_BOTTOM = 68
|
| 21 |
+
RANK_MAX = 15
|
| 22 |
+
LINE_COLORS = [
|
| 23 |
+
"#163a5f",
|
| 24 |
+
"#9d2c00",
|
| 25 |
+
"#46734b",
|
| 26 |
+
"#6b4f9f",
|
| 27 |
+
"#b26a00",
|
| 28 |
+
"#3d6f8e",
|
| 29 |
+
"#8d3d57",
|
| 30 |
+
"#557a95",
|
| 31 |
+
"#6a7f3a",
|
| 32 |
+
"#9a5d56",
|
| 33 |
+
]
|
| 34 |
+
SVG_STYLE_BLOCK = """
|
| 35 |
+
<style>
|
| 36 |
+
.chart-bg { fill: #fffdfa; }
|
| 37 |
+
.grid { stroke: #d9d3c9; stroke-width: 1; stroke-dasharray: 3 5; }
|
| 38 |
+
.date-grid { stroke: #ebe5da; stroke-width: 1; }
|
| 39 |
+
.axis-line { stroke: #98918a; stroke-width: 1.2; }
|
| 40 |
+
.axis-label { fill: #615a52; font-size: 12px; font-family: system-ui, sans-serif; }
|
| 41 |
+
.date-label { text-anchor: middle; }
|
| 42 |
+
.rank-label { text-anchor: end; }
|
| 43 |
+
.axis-title { fill: #36312d; font-size: 15px; font-family: system-ui, sans-serif; }
|
| 44 |
+
.band-label { fill: #f3eee7; font-size: 16px; font-family: system-ui, sans-serif; font-weight: 600; text-anchor: middle; }
|
| 45 |
+
.not-on-list-band { fill: #6b6865; opacity: 0.96; }
|
| 46 |
+
.series-line { fill: none; stroke-width: 3.6; stroke-linecap: round; stroke-linejoin: round; opacity: 0.95; }
|
| 47 |
+
</style>
|
| 48 |
+
"""
|
| 49 |
+
|
| 50 |
+
|
| 51 |
+
@dataclass
|
| 52 |
+
class AmazonCandidate:
|
| 53 |
+
title: str
|
| 54 |
+
author: str
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
@dataclass
|
| 58 |
+
class NytSeries:
|
| 59 |
+
title: str
|
| 60 |
+
author: str
|
| 61 |
+
list_slug: str
|
| 62 |
+
list_title: str
|
| 63 |
+
ranks_by_date: Dict[str, int]
|
| 64 |
+
page_dates: Set[str]
|
| 65 |
+
best_rank: int
|
| 66 |
+
amazon_title: str = ""
|
| 67 |
+
amazon_match_score: float = 0.0
|
| 68 |
+
|
| 69 |
+
@property
|
| 70 |
+
def observed_weeks(self) -> int:
|
| 71 |
+
return len(self.page_dates)
|
| 72 |
+
|
| 73 |
+
@property
|
| 74 |
+
def label(self) -> str:
|
| 75 |
+
return f"{self.title} ({self.list_title})"
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
def read_rows(path: str | Path) -> List[Dict[str, str]]:
|
| 79 |
+
with Path(path).open("r", newline="", encoding="utf-8") as handle:
|
| 80 |
+
return list(csv.DictReader(handle))
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
def parse_int(value: str) -> Optional[int]:
|
| 84 |
+
text = str(value).strip().replace(",", "")
|
| 85 |
+
if not text:
|
| 86 |
+
return None
|
| 87 |
+
try:
|
| 88 |
+
return int(float(text))
|
| 89 |
+
except ValueError:
|
| 90 |
+
return None
|
| 91 |
+
|
| 92 |
+
|
| 93 |
+
def normalize_text(value: str) -> str:
|
| 94 |
+
text = str(value or "").lower().replace("&", " and ")
|
| 95 |
+
text = re.sub(r"\bby\b", " ", text)
|
| 96 |
+
text = re.sub(r"[^a-z0-9]+", " ", text)
|
| 97 |
+
return " ".join(text.split())
|
| 98 |
+
|
| 99 |
+
|
| 100 |
+
def title_variants(title: str) -> Set[str]:
|
| 101 |
+
normalized = normalize_text(title)
|
| 102 |
+
variants = {normalized}
|
| 103 |
+
for separator in (":", "(", "["):
|
| 104 |
+
head = title.split(separator, 1)[0]
|
| 105 |
+
normalized_head = normalize_text(head)
|
| 106 |
+
if len(normalized_head.split()) >= 2:
|
| 107 |
+
variants.add(normalized_head)
|
| 108 |
+
return {variant for variant in variants if variant}
|
| 109 |
+
|
| 110 |
+
|
| 111 |
+
def author_tokens(author: str) -> Set[str]:
|
| 112 |
+
normalized = normalize_text(author)
|
| 113 |
+
return {token for token in normalized.split() if len(token) >= 3 and token not in {"with", "and", "the"}}
|
| 114 |
+
|
| 115 |
+
|
| 116 |
+
def overlap_ratio(left: Set[str], right: Set[str]) -> float:
|
| 117 |
+
if not left or not right:
|
| 118 |
+
return 0.0
|
| 119 |
+
return len(left & right) / min(len(left), len(right))
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
def match_score(nyt_title: str, nyt_author: str, amazon_title: str, amazon_author: str) -> float:
|
| 123 |
+
nyt_variants = title_variants(nyt_title)
|
| 124 |
+
amazon_variants = title_variants(amazon_title)
|
| 125 |
+
if nyt_variants & amazon_variants:
|
| 126 |
+
return 1.0
|
| 127 |
+
|
| 128 |
+
nyt_full = max(nyt_variants, key=len, default="")
|
| 129 |
+
amazon_full = max(amazon_variants, key=len, default="")
|
| 130 |
+
if not nyt_full or not amazon_full:
|
| 131 |
+
return 0.0
|
| 132 |
+
|
| 133 |
+
sequence_ratio = similarity_ratio(nyt_full, amazon_full)
|
| 134 |
+
nyt_tokens = set(nyt_full.split())
|
| 135 |
+
amazon_tokens = set(amazon_full.split())
|
| 136 |
+
token_ratio = overlap_ratio(nyt_tokens, amazon_tokens)
|
| 137 |
+
author_overlap = bool(author_tokens(nyt_author) & author_tokens(amazon_author))
|
| 138 |
+
|
| 139 |
+
if nyt_full in amazon_full and len(nyt_tokens) >= 2:
|
| 140 |
+
return 0.94
|
| 141 |
+
if amazon_full in nyt_full and len(amazon_tokens) >= 2:
|
| 142 |
+
return 0.94
|
| 143 |
+
if token_ratio == 1.0 and sequence_ratio >= 0.7:
|
| 144 |
+
return 0.9
|
| 145 |
+
if author_overlap and sequence_ratio >= 0.72 and token_ratio >= 0.5:
|
| 146 |
+
return 0.84
|
| 147 |
+
if sequence_ratio >= 0.86 and token_ratio >= 0.6:
|
| 148 |
+
return 0.8
|
| 149 |
+
return 0.0
|
| 150 |
+
|
| 151 |
+
|
| 152 |
+
def similarity_ratio(left: str, right: str) -> float:
|
| 153 |
+
if not left or not right:
|
| 154 |
+
return 0.0
|
| 155 |
+
if left == right:
|
| 156 |
+
return 1.0
|
| 157 |
+
left_bigrams = {left[index:index + 2] for index in range(max(len(left) - 1, 1))}
|
| 158 |
+
right_bigrams = {right[index:index + 2] for index in range(max(len(right) - 1, 1))}
|
| 159 |
+
if not left_bigrams or not right_bigrams:
|
| 160 |
+
return 0.0
|
| 161 |
+
return (2 * len(left_bigrams & right_bigrams)) / (len(left_bigrams) + len(right_bigrams))
|
| 162 |
+
|
| 163 |
+
|
| 164 |
+
def load_nyt_series(paths: Sequence[str | Path]) -> Tuple[List[NytSeries], List[str]]:
|
| 165 |
+
dedupe_keys: Set[Tuple[str, str, str, str, str]] = set()
|
| 166 |
+
by_series: Dict[Tuple[str, str], NytSeries] = {}
|
| 167 |
+
all_dates: Set[str] = set()
|
| 168 |
+
|
| 169 |
+
for path in paths:
|
| 170 |
+
for row in read_rows(path):
|
| 171 |
+
page_date = str(row.get("page_date", "")).strip()
|
| 172 |
+
title = str(row.get("title", "")).strip()
|
| 173 |
+
list_slug = str(row.get("list_slug", "")).strip()
|
| 174 |
+
rank = parse_int(row.get("rank", ""))
|
| 175 |
+
if not page_date or not title or not list_slug or rank is None:
|
| 176 |
+
continue
|
| 177 |
+
|
| 178 |
+
dedupe_key = (
|
| 179 |
+
page_date,
|
| 180 |
+
list_slug,
|
| 181 |
+
str(row.get("isbn13", "")).strip(),
|
| 182 |
+
title,
|
| 183 |
+
str(rank),
|
| 184 |
+
)
|
| 185 |
+
if dedupe_key in dedupe_keys:
|
| 186 |
+
continue
|
| 187 |
+
dedupe_keys.add(dedupe_key)
|
| 188 |
+
all_dates.add(page_date)
|
| 189 |
+
|
| 190 |
+
series_key = (title, list_slug)
|
| 191 |
+
if series_key not in by_series:
|
| 192 |
+
by_series[series_key] = NytSeries(
|
| 193 |
+
title=title,
|
| 194 |
+
author=str(row.get("author", "")).strip(),
|
| 195 |
+
list_slug=list_slug,
|
| 196 |
+
list_title=str(row.get("list_title", list_slug)).strip() or list_slug,
|
| 197 |
+
ranks_by_date={},
|
| 198 |
+
page_dates=set(),
|
| 199 |
+
best_rank=rank,
|
| 200 |
+
)
|
| 201 |
+
|
| 202 |
+
series = by_series[series_key]
|
| 203 |
+
existing_rank = series.ranks_by_date.get(page_date)
|
| 204 |
+
if existing_rank is None or rank < existing_rank:
|
| 205 |
+
series.ranks_by_date[page_date] = rank
|
| 206 |
+
series.page_dates.add(page_date)
|
| 207 |
+
series.best_rank = min(series.best_rank, rank)
|
| 208 |
+
|
| 209 |
+
sorted_dates = sorted(all_dates)
|
| 210 |
+
sorted_series = sorted(by_series.values(), key=lambda item: (-item.observed_weeks, item.best_rank, item.title, item.list_slug))
|
| 211 |
+
return sorted_series, sorted_dates
|
| 212 |
+
|
| 213 |
+
|
| 214 |
+
def load_amazon_candidates(path: str | Path) -> List[AmazonCandidate]:
|
| 215 |
+
deduped: Dict[Tuple[str, str], AmazonCandidate] = {}
|
| 216 |
+
for row in read_rows(path):
|
| 217 |
+
title = str(row.get("title", "")).strip()
|
| 218 |
+
author = str(row.get("author", "")).strip()
|
| 219 |
+
if not title:
|
| 220 |
+
continue
|
| 221 |
+
key = (normalize_text(title), normalize_text(author))
|
| 222 |
+
deduped[key] = AmazonCandidate(title=title, author=author)
|
| 223 |
+
return list(deduped.values())
|
| 224 |
+
|
| 225 |
+
|
| 226 |
+
def classify_series(series_list: Sequence[NytSeries], amazon_candidates: Sequence[AmazonCandidate]) -> Tuple[List[NytSeries], List[NytSeries]]:
|
| 227 |
+
matched: List[NytSeries] = []
|
| 228 |
+
unmatched: List[NytSeries] = []
|
| 229 |
+
for series in series_list:
|
| 230 |
+
best_score = 0.0
|
| 231 |
+
best_candidate: Optional[AmazonCandidate] = None
|
| 232 |
+
for candidate in amazon_candidates:
|
| 233 |
+
score = match_score(series.title, series.author, candidate.title, candidate.author)
|
| 234 |
+
if score > best_score:
|
| 235 |
+
best_score = score
|
| 236 |
+
best_candidate = candidate
|
| 237 |
+
if best_candidate and best_score >= 0.8:
|
| 238 |
+
series.amazon_title = best_candidate.title
|
| 239 |
+
series.amazon_match_score = best_score
|
| 240 |
+
matched.append(series)
|
| 241 |
+
else:
|
| 242 |
+
unmatched.append(series)
|
| 243 |
+
return matched, unmatched
|
| 244 |
+
|
| 245 |
+
|
| 246 |
+
def series_values(series: NytSeries, page_dates: Sequence[str]) -> List[int]:
|
| 247 |
+
return [series.ranks_by_date.get(page_date, NOT_ON_LIST_RANK) for page_date in page_dates]
|
| 248 |
+
|
| 249 |
+
|
| 250 |
+
def rank_to_y(rank_value: int) -> float:
|
| 251 |
+
inner_height = CHART_HEIGHT - CHART_TOP - CHART_BOTTOM
|
| 252 |
+
y_min = CHART_TOP
|
| 253 |
+
y_max = CHART_HEIGHT - CHART_BOTTOM
|
| 254 |
+
return y_min + ((rank_value - 1) / (NOT_ON_LIST_RANK - 1)) * inner_height
|
| 255 |
+
|
| 256 |
+
|
| 257 |
+
def step_path(values: Sequence[int]) -> str:
|
| 258 |
+
if not values:
|
| 259 |
+
return ""
|
| 260 |
+
inner_width = CHART_WIDTH - CHART_LEFT - CHART_RIGHT
|
| 261 |
+
x_step = inner_width / max(len(values) - 1, 1)
|
| 262 |
+
commands: List[str] = []
|
| 263 |
+
last_x = CHART_LEFT
|
| 264 |
+
last_y = rank_to_y(values[0])
|
| 265 |
+
commands.append(f"M {last_x:.1f} {last_y:.1f}")
|
| 266 |
+
for index, value in enumerate(values[1:], start=1):
|
| 267 |
+
x_value = CHART_LEFT + (index * x_step)
|
| 268 |
+
current_y = rank_to_y(value)
|
| 269 |
+
commands.append(f"L {x_value:.1f} {last_y:.1f}")
|
| 270 |
+
commands.append(f"L {x_value:.1f} {current_y:.1f}")
|
| 271 |
+
last_x = x_value
|
| 272 |
+
last_y = current_y
|
| 273 |
+
return " ".join(commands)
|
| 274 |
+
|
| 275 |
+
|
| 276 |
+
def build_chart_svg(series_list: Sequence[NytSeries], page_dates: Sequence[str]) -> str:
|
| 277 |
+
chart_bottom_y = CHART_HEIGHT - CHART_BOTTOM
|
| 278 |
+
band_top = rank_to_y(RANK_MAX + 0.2)
|
| 279 |
+
grid_lines = []
|
| 280 |
+
for rank in range(1, RANK_MAX + 1):
|
| 281 |
+
y_value = rank_to_y(rank)
|
| 282 |
+
grid_lines.append(
|
| 283 |
+
f'<line x1="{CHART_LEFT}" y1="{y_value:.1f}" x2="{CHART_WIDTH - CHART_RIGHT}" y2="{y_value:.1f}" class="grid" />'
|
| 284 |
+
f'<text x="{CHART_LEFT - 12}" y="{y_value + 4:.1f}" class="axis-label rank-label">{rank}</text>'
|
| 285 |
+
)
|
| 286 |
+
|
| 287 |
+
inner_width = CHART_WIDTH - CHART_LEFT - CHART_RIGHT
|
| 288 |
+
x_step = inner_width / max(len(page_dates) - 1, 1)
|
| 289 |
+
date_labels = []
|
| 290 |
+
for index, page_date in enumerate(page_dates):
|
| 291 |
+
x_value = CHART_LEFT + (index * x_step)
|
| 292 |
+
date_labels.append(f'<line x1="{x_value:.1f}" y1="{CHART_TOP}" x2="{x_value:.1f}" y2="{chart_bottom_y}" class="date-grid" />')
|
| 293 |
+
date_labels.append(f'<text x="{x_value:.1f}" y="{CHART_HEIGHT - 20}" class="axis-label date-label">{html.escape(page_date)}</text>')
|
| 294 |
+
|
| 295 |
+
paths = []
|
| 296 |
+
for index, series in enumerate(series_list):
|
| 297 |
+
values = series_values(series, page_dates)
|
| 298 |
+
final_x = CHART_LEFT + ((len(page_dates) - 1) * x_step if page_dates else 0)
|
| 299 |
+
final_y = rank_to_y(values[-1]) if values else rank_to_y(NOT_ON_LIST_RANK)
|
| 300 |
+
color = LINE_COLORS[index % len(LINE_COLORS)]
|
| 301 |
+
paths.append(
|
| 302 |
+
f'<path d="{step_path(values)}" class="series-line" style="stroke:{color}" />'
|
| 303 |
+
f'<circle cx="{final_x:.1f}" cy="{final_y:.1f}" r="4" style="fill:{color}" />'
|
| 304 |
+
)
|
| 305 |
+
|
| 306 |
+
return f'''
|
| 307 |
+
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 {CHART_WIDTH} {CHART_HEIGHT}" class="trajectory-chart" role="img" aria-label="NYT rank trajectory chart">
|
| 308 |
+
{SVG_STYLE_BLOCK}
|
| 309 |
+
<rect x="0" y="0" width="{CHART_WIDTH}" height="{CHART_HEIGHT}" class="chart-bg" />
|
| 310 |
+
<rect x="{CHART_LEFT}" y="{band_top:.1f}" width="{CHART_WIDTH - CHART_LEFT - CHART_RIGHT}" height="{chart_bottom_y - band_top:.1f}" class="not-on-list-band" />
|
| 311 |
+
{''.join(grid_lines)}
|
| 312 |
+
{''.join(date_labels)}
|
| 313 |
+
<line x1="{CHART_LEFT}" y1="{chart_bottom_y}" x2="{CHART_WIDTH - CHART_RIGHT}" y2="{chart_bottom_y}" class="axis-line" />
|
| 314 |
+
<text x="20" y="{(CHART_TOP + chart_bottom_y) / 2:.1f}" class="axis-title axis-title-y" transform="rotate(-90, 20, {(CHART_TOP + chart_bottom_y) / 2:.1f})">Position on NYT list</text>
|
| 315 |
+
<text x="{CHART_WIDTH / 2:.1f}" y="{band_top + 28:.1f}" class="band-label">Not on list</text>
|
| 316 |
+
{''.join(paths)}
|
| 317 |
+
</svg>
|
| 318 |
+
'''
|
| 319 |
+
|
| 320 |
+
|
| 321 |
+
def render_series_table(series_list: Sequence[NytSeries], show_amazon_column: bool) -> str:
|
| 322 |
+
header_cells = ["Book", "NYT list", "Observed weeks", "Best rank"]
|
| 323 |
+
if show_amazon_column:
|
| 324 |
+
header_cells.extend(["Matched Amazon title", "Match score"])
|
| 325 |
+
|
| 326 |
+
rows = []
|
| 327 |
+
for series in series_list:
|
| 328 |
+
cells = [
|
| 329 |
+
html.escape(series.title),
|
| 330 |
+
html.escape(series.list_title),
|
| 331 |
+
str(series.observed_weeks),
|
| 332 |
+
str(series.best_rank),
|
| 333 |
+
]
|
| 334 |
+
if show_amazon_column:
|
| 335 |
+
cells.extend([
|
| 336 |
+
html.escape(series.amazon_title or "Not observed"),
|
| 337 |
+
f"{series.amazon_match_score:.2f}" if series.amazon_match_score else "",
|
| 338 |
+
])
|
| 339 |
+
rows.append("<tr>" + "".join(f"<td>{cell}</td>" for cell in cells) + "</tr>")
|
| 340 |
+
|
| 341 |
+
return (
|
| 342 |
+
"<table><thead><tr>"
|
| 343 |
+
+ "".join(f"<th>{html.escape(cell)}</th>" for cell in header_cells)
|
| 344 |
+
+ "</tr></thead><tbody>"
|
| 345 |
+
+ "".join(rows)
|
| 346 |
+
+ "</tbody></table>"
|
| 347 |
+
)
|
| 348 |
+
|
| 349 |
+
|
| 350 |
+
def render_section(title: str, description: str, series_list: Sequence[NytSeries], page_dates: Sequence[str], show_amazon_column: bool) -> str:
|
| 351 |
+
if not series_list:
|
| 352 |
+
return f"<section class=\"panel\"><h2>{html.escape(title)}</h2><p>{html.escape(description)}</p><p>No series available with the current inputs.</p></section>"
|
| 353 |
+
return f'''
|
| 354 |
+
<section class="panel">
|
| 355 |
+
<div class="panel-header">
|
| 356 |
+
<div>
|
| 357 |
+
<h2>{html.escape(title)}</h2>
|
| 358 |
+
<p>{html.escape(description)}</p>
|
| 359 |
+
</div>
|
| 360 |
+
<div class="panel-metric">
|
| 361 |
+
<span class="metric-value">{len(series_list)}</span>
|
| 362 |
+
<span class="metric-label">charted titles</span>
|
| 363 |
+
</div>
|
| 364 |
+
</div>
|
| 365 |
+
{build_chart_svg(series_list, page_dates)}
|
| 366 |
+
{render_series_table(series_list, show_amazon_column=show_amazon_column)}
|
| 367 |
+
</section>
|
| 368 |
+
'''
|
| 369 |
+
|
| 370 |
+
|
| 371 |
+
def render_book_card(series: NytSeries, page_dates: Sequence[str], card_title: str, include_amazon_note: bool) -> str:
|
| 372 |
+
values = series_values(series, page_dates)
|
| 373 |
+
visible_dates = [page_date for page_date in page_dates if page_date in series.ranks_by_date]
|
| 374 |
+
summary_bits = [
|
| 375 |
+
f"Observed weeks: {series.observed_weeks}",
|
| 376 |
+
f"Best NYT rank: {series.best_rank}",
|
| 377 |
+
f"List: {series.list_title}",
|
| 378 |
+
]
|
| 379 |
+
if include_amazon_note and series.amazon_title:
|
| 380 |
+
summary_bits.append(f"Amazon match: {series.amazon_title}")
|
| 381 |
+
|
| 382 |
+
return f'''
|
| 383 |
+
<article class="book-card">
|
| 384 |
+
<div class="book-card-header">
|
| 385 |
+
<h3>{html.escape(card_title)}</h3>
|
| 386 |
+
<p>{html.escape(' | '.join(summary_bits))}</p>
|
| 387 |
+
</div>
|
| 388 |
+
{build_chart_svg([series], page_dates)}
|
| 389 |
+
<p class="book-card-dates">Observed NYT page dates: {html.escape(', '.join(visible_dates) if visible_dates else 'None')}</p>
|
| 390 |
+
<div class="book-card-rank-row">{''.join(f'<span class="rank-pill">{html.escape(page_date)}: {value if value < NOT_ON_LIST_RANK else "not on list"}</span>' for page_date, value in zip(page_dates, values))}</div>
|
| 391 |
+
</article>
|
| 392 |
+
'''
|
| 393 |
+
|
| 394 |
+
|
| 395 |
+
def render_book_card_section(title: str, description: str, series_list: Sequence[NytSeries], page_dates: Sequence[str], include_amazon_note: bool) -> str:
|
| 396 |
+
if not series_list:
|
| 397 |
+
return ""
|
| 398 |
+
cards = []
|
| 399 |
+
for series in series_list:
|
| 400 |
+
cards.append(
|
| 401 |
+
render_book_card(
|
| 402 |
+
series,
|
| 403 |
+
page_dates,
|
| 404 |
+
card_title=f"How {series.title} ranked over time",
|
| 405 |
+
include_amazon_note=include_amazon_note,
|
| 406 |
+
)
|
| 407 |
+
)
|
| 408 |
+
return f'''
|
| 409 |
+
<section class="panel panel-cards">
|
| 410 |
+
<div class="panel-header">
|
| 411 |
+
<div>
|
| 412 |
+
<h2>{html.escape(title)}</h2>
|
| 413 |
+
<p>{html.escape(description)}</p>
|
| 414 |
+
</div>
|
| 415 |
+
</div>
|
| 416 |
+
<div class="book-card-list">
|
| 417 |
+
{''.join(cards)}
|
| 418 |
+
</div>
|
| 419 |
+
</section>
|
| 420 |
+
'''
|
| 421 |
+
|
| 422 |
+
|
| 423 |
+
def build_html(
|
| 424 |
+
matched: Sequence[NytSeries],
|
| 425 |
+
unmatched: Sequence[NytSeries],
|
| 426 |
+
page_dates: Sequence[str],
|
| 427 |
+
top_matched: int,
|
| 428 |
+
top_unmatched: int,
|
| 429 |
+
include_matched: bool = True,
|
| 430 |
+
include_unmatched: bool = True,
|
| 431 |
+
include_book_cards: bool = True,
|
| 432 |
+
page_title: str = "NYT vs Amazon Comparison Charts",
|
| 433 |
+
lead_text: str = "",
|
| 434 |
+
) -> str:
|
| 435 |
+
matched_series = list(matched)[:top_matched] if include_matched else []
|
| 436 |
+
unmatched_series = list(unmatched)[:top_unmatched] if include_unmatched else []
|
| 437 |
+
lead = lead_text or (
|
| 438 |
+
"These comparison charts use the NYT public archive and weekly snapshots you already collected, then split the trajectories into two groups: books also observed in the tracked Amazon bestseller categories and books not observed there. A missing NYT week is shown in the gray band at the bottom as ‘Not on list,’ matching the visual logic of the reference chart."
|
| 439 |
+
)
|
| 440 |
+
return f'''<!doctype html>
|
| 441 |
+
<html lang="en">
|
| 442 |
+
<head>
|
| 443 |
+
<meta charset="utf-8">
|
| 444 |
+
<title>{html.escape(page_title)}</title>
|
| 445 |
+
<style>
|
| 446 |
+
:root {{
|
| 447 |
+
--paper: #f6f0e6;
|
| 448 |
+
--panel: #fffdf9;
|
| 449 |
+
--ink: #171717;
|
| 450 |
+
--muted: #645f58;
|
| 451 |
+
--line: #d7d0c4;
|
| 452 |
+
--grid: #d9d3c9;
|
| 453 |
+
--band: #6b6865;
|
| 454 |
+
--band-text: #f3eee7;
|
| 455 |
+
--shadow: rgba(34, 28, 19, 0.08);
|
| 456 |
+
}}
|
| 457 |
+
* {{ box-sizing: border-box; }}
|
| 458 |
+
body {{ margin: 0; font-family: Georgia, "Times New Roman", serif; background: radial-gradient(circle at top, #fcfaf5 0%, var(--paper) 62%, #ece4d7 100%); color: var(--ink); }}
|
| 459 |
+
main {{ max-width: 1240px; margin: 0 auto; padding: 32px 24px 48px; }}
|
| 460 |
+
h1 {{ font-size: 48px; line-height: 0.95; margin: 0 0 10px; letter-spacing: -0.04em; }}
|
| 461 |
+
.lead {{ max-width: 860px; color: var(--muted); font-size: 17px; line-height: 1.55; margin-bottom: 24px; }}
|
| 462 |
+
.panel {{ background: var(--panel); border: 1px solid var(--line); border-radius: 22px; padding: 22px; margin-bottom: 22px; box-shadow: 0 18px 45px var(--shadow); }}
|
| 463 |
+
.panel-header {{ display: flex; justify-content: space-between; gap: 18px; align-items: end; margin-bottom: 14px; }}
|
| 464 |
+
h2 {{ margin: 0 0 6px; font-size: 26px; line-height: 1.05; }}
|
| 465 |
+
p {{ margin: 0; color: var(--muted); line-height: 1.5; }}
|
| 466 |
+
.panel-metric {{ min-width: 120px; padding: 12px 14px; border-radius: 16px; background: #f0eadf; text-align: center; }}
|
| 467 |
+
.metric-value {{ display: block; font-size: 28px; font-weight: bold; color: #163a5f; }}
|
| 468 |
+
.metric-label {{ display: block; color: var(--muted); font-size: 12px; text-transform: uppercase; letter-spacing: 0.08em; }}
|
| 469 |
+
.trajectory-chart {{ width: 100%; height: auto; display: block; border-radius: 16px; overflow: hidden; margin: 8px 0 18px; }}
|
| 470 |
+
.chart-bg {{ fill: #fffdfa; }}
|
| 471 |
+
.grid {{ stroke: var(--grid); stroke-width: 1; stroke-dasharray: 3 5; }}
|
| 472 |
+
.date-grid {{ stroke: #ebe5da; stroke-width: 1; }}
|
| 473 |
+
.axis-line {{ stroke: #98918a; stroke-width: 1.2; }}
|
| 474 |
+
.axis-label {{ fill: #615a52; font-size: 12px; font-family: system-ui, sans-serif; }}
|
| 475 |
+
.date-label {{ text-anchor: middle; }}
|
| 476 |
+
.rank-label {{ text-anchor: end; }}
|
| 477 |
+
.axis-title {{ fill: #36312d; font-size: 15px; font-family: system-ui, sans-serif; }}
|
| 478 |
+
.band-label {{ fill: var(--band-text); font-size: 16px; font-family: system-ui, sans-serif; font-weight: 600; text-anchor: middle; }}
|
| 479 |
+
.not-on-list-band {{ fill: var(--band); opacity: 0.96; }}
|
| 480 |
+
.series-line {{ fill: none; stroke-width: 3.6; stroke-linecap: round; stroke-linejoin: round; opacity: 0.95; }}
|
| 481 |
+
table {{ width: 100%; border-collapse: collapse; font-family: system-ui, sans-serif; font-size: 14px; }}
|
| 482 |
+
th, td {{ text-align: left; padding: 10px 12px; border-top: 1px solid #ece5d9; vertical-align: top; }}
|
| 483 |
+
th {{ font-size: 12px; color: #6f675f; text-transform: uppercase; letter-spacing: 0.05em; }}
|
| 484 |
+
.panel-cards {{ padding-top: 18px; }}
|
| 485 |
+
.book-card-list {{ display: grid; grid-template-columns: 1fr; gap: 18px; }}
|
| 486 |
+
.book-card {{ background: #fcfaf4; border: 1px solid #e5ddcf; border-radius: 18px; padding: 18px; }}
|
| 487 |
+
.book-card-header h3 {{ margin: 0 0 6px; font-size: 24px; line-height: 1.02; letter-spacing: -0.03em; }}
|
| 488 |
+
.book-card-header p {{ margin-bottom: 10px; }}
|
| 489 |
+
.book-card-dates {{ font-family: system-ui, sans-serif; font-size: 13px; color: #6b645d; margin-top: -4px; }}
|
| 490 |
+
.book-card-rank-row {{ display: flex; flex-wrap: wrap; gap: 8px; margin-top: 10px; }}
|
| 491 |
+
.rank-pill {{ font-family: system-ui, sans-serif; font-size: 12px; color: #48423c; background: #efe7db; border-radius: 999px; padding: 6px 10px; }}
|
| 492 |
+
@media (max-width: 920px) {{
|
| 493 |
+
h1 {{ font-size: 36px; }}
|
| 494 |
+
.panel-header {{ flex-direction: column; align-items: start; }}
|
| 495 |
+
main {{ padding: 22px 14px 36px; }}
|
| 496 |
+
}}
|
| 497 |
+
</style>
|
| 498 |
+
</head>
|
| 499 |
+
<body>
|
| 500 |
+
<main>
|
| 501 |
+
<h1>{html.escape(page_title)}</h1>
|
| 502 |
+
<p class="lead">{html.escape(lead)}</p>
|
| 503 |
+
{render_section(
|
| 504 |
+
title="NYT books also observed in tracked Amazon categories",
|
| 505 |
+
description="Matched conservatively by normalized title, subtitle trimming, and author-aware fuzzy checks. These are the clearest cross-surface overlaps in the current tracked categories.",
|
| 506 |
+
series_list=matched_series,
|
| 507 |
+
page_dates=page_dates,
|
| 508 |
+
show_amazon_column=True,
|
| 509 |
+
) if include_matched else ''}
|
| 510 |
+
{render_section(
|
| 511 |
+
title="NYT books not observed in tracked Amazon categories",
|
| 512 |
+
description="These books appeared in the NYT inputs but were not found in the Amazon public history you are currently tracking. This is category-limited absence, not global Amazon absence.",
|
| 513 |
+
series_list=unmatched_series,
|
| 514 |
+
page_dates=page_dates,
|
| 515 |
+
show_amazon_column=False,
|
| 516 |
+
) if include_unmatched else ''}
|
| 517 |
+
{render_book_card_section(
|
| 518 |
+
title="Standalone per-book charts for NYT books also observed on Amazon",
|
| 519 |
+
description="Each card isolates one title so you can inspect the exact weekly NYT trajectory without line overlap.",
|
| 520 |
+
series_list=matched_series,
|
| 521 |
+
page_dates=page_dates,
|
| 522 |
+
include_amazon_note=True,
|
| 523 |
+
) if include_book_cards and include_matched else ''}
|
| 524 |
+
{render_book_card_section(
|
| 525 |
+
title="Standalone per-book charts for NYT books not observed in tracked Amazon categories",
|
| 526 |
+
description="These cards show the same NYT trajectories for the unmatched group, one book at a time.",
|
| 527 |
+
series_list=unmatched_series,
|
| 528 |
+
page_dates=page_dates,
|
| 529 |
+
include_amazon_note=False,
|
| 530 |
+
) if include_book_cards and include_unmatched else ''}
|
| 531 |
+
</main>
|
| 532 |
+
</body>
|
| 533 |
+
</html>
|
| 534 |
+
'''
|
| 535 |
+
|
| 536 |
+
|
| 537 |
+
def sibling_output_path(output_path: Path, suffix: str) -> Path:
|
| 538 |
+
return output_path.with_name(f"{output_path.stem}_{suffix}{output_path.suffix}")
|
| 539 |
+
|
| 540 |
+
|
| 541 |
+
def sibling_output_dir(output_path: Path, suffix: str) -> Path:
|
| 542 |
+
return output_path.with_name(f"{output_path.stem}_{suffix}")
|
| 543 |
+
|
| 544 |
+
|
| 545 |
+
def write_html(path: Path, content: str) -> Path:
|
| 546 |
+
ensure_directory(path.parent)
|
| 547 |
+
path.write_text(content, encoding="utf-8")
|
| 548 |
+
return path
|
| 549 |
+
|
| 550 |
+
|
| 551 |
+
def write_text(path: Path, content: str) -> Path:
|
| 552 |
+
ensure_directory(path.parent)
|
| 553 |
+
path.write_text(content, encoding="utf-8")
|
| 554 |
+
return path
|
| 555 |
+
|
| 556 |
+
|
| 557 |
+
def slugify(value: str) -> str:
|
| 558 |
+
slug = normalize_text(value).replace(" ", "_")
|
| 559 |
+
return slug[:80] or "untitled"
|
| 560 |
+
|
| 561 |
+
|
| 562 |
+
def choose_paper_series(series_list: Sequence[NytSeries], explicit_titles: Sequence[str], count: int) -> List[NytSeries]:
|
| 563 |
+
if explicit_titles:
|
| 564 |
+
desired = {normalize_text(title) for title in explicit_titles}
|
| 565 |
+
selected = [series for series in series_list if normalize_text(series.title) in desired]
|
| 566 |
+
return selected[:count] if count > 0 else selected
|
| 567 |
+
return list(series_list)[:count]
|
| 568 |
+
|
| 569 |
+
|
| 570 |
+
def export_svg_figures(
|
| 571 |
+
figure_dir: Path,
|
| 572 |
+
matched_series: Sequence[NytSeries],
|
| 573 |
+
unmatched_series: Sequence[NytSeries],
|
| 574 |
+
page_dates: Sequence[str],
|
| 575 |
+
) -> List[Path]:
|
| 576 |
+
svg_paths: List[Path] = []
|
| 577 |
+
panels_dir = figure_dir / "panels"
|
| 578 |
+
matched_books_dir = figure_dir / "matched_books"
|
| 579 |
+
unmatched_books_dir = figure_dir / "unmatched_books"
|
| 580 |
+
|
| 581 |
+
panel_specs = [
|
| 582 |
+
(panels_dir / "matched_panel.svg", matched_series),
|
| 583 |
+
(panels_dir / "unmatched_panel.svg", unmatched_series),
|
| 584 |
+
]
|
| 585 |
+
for path, series_list in panel_specs:
|
| 586 |
+
if not series_list:
|
| 587 |
+
continue
|
| 588 |
+
svg_paths.append(write_text(path, build_chart_svg(series_list, page_dates)))
|
| 589 |
+
|
| 590 |
+
for index, series in enumerate(matched_series, start=1):
|
| 591 |
+
path = matched_books_dir / f"{index:02d}_{slugify(series.title)}.svg"
|
| 592 |
+
svg_paths.append(write_text(path, build_chart_svg([series], page_dates)))
|
| 593 |
+
|
| 594 |
+
for index, series in enumerate(unmatched_series, start=1):
|
| 595 |
+
path = unmatched_books_dir / f"{index:02d}_{slugify(series.title)}.svg"
|
| 596 |
+
svg_paths.append(write_text(path, build_chart_svg([series], page_dates)))
|
| 597 |
+
|
| 598 |
+
return svg_paths
|
| 599 |
+
|
| 600 |
+
|
| 601 |
+
def export_paper_ready_figures(
|
| 602 |
+
figure_dir: Path,
|
| 603 |
+
paper_series: Sequence[NytSeries],
|
| 604 |
+
page_dates: Sequence[str],
|
| 605 |
+
) -> List[Path]:
|
| 606 |
+
svg_paths: List[Path] = []
|
| 607 |
+
panels_dir = figure_dir / "panels"
|
| 608 |
+
matched_books_dir = figure_dir / "matched_books"
|
| 609 |
+
if paper_series:
|
| 610 |
+
svg_paths.append(write_text(panels_dir / "paper_matched_panel.svg", build_chart_svg(paper_series, page_dates)))
|
| 611 |
+
for index, series in enumerate(paper_series, start=1):
|
| 612 |
+
path = matched_books_dir / f"{index:02d}_{slugify(series.title)}.svg"
|
| 613 |
+
svg_paths.append(write_text(path, build_chart_svg([series], page_dates)))
|
| 614 |
+
return svg_paths
|
| 615 |
+
|
| 616 |
+
|
| 617 |
+
def export_png_figures(svg_paths: Sequence[Path]) -> List[Path]:
|
| 618 |
+
from playwright.sync_api import sync_playwright
|
| 619 |
+
|
| 620 |
+
png_paths: List[Path] = []
|
| 621 |
+
with sync_playwright() as playwright:
|
| 622 |
+
browser = playwright.chromium.launch()
|
| 623 |
+
page = browser.new_page(viewport={"width": CHART_WIDTH + 32, "height": CHART_HEIGHT + 32}, device_scale_factor=2)
|
| 624 |
+
for svg_path in svg_paths:
|
| 625 |
+
page.goto(svg_path.resolve().as_uri())
|
| 626 |
+
page.locator("svg").first.screenshot(path=str(svg_path.with_suffix(".png")))
|
| 627 |
+
png_paths.append(svg_path.with_suffix(".png"))
|
| 628 |
+
browser.close()
|
| 629 |
+
return png_paths
|
| 630 |
+
|
| 631 |
+
|
| 632 |
+
def parse_args() -> argparse.Namespace:
|
| 633 |
+
parser = argparse.ArgumentParser(description="Render NYT-style comparison charts for NYT titles with and without Amazon-category overlap.")
|
| 634 |
+
parser.add_argument(
|
| 635 |
+
"--nyt-inputs",
|
| 636 |
+
nargs="+",
|
| 637 |
+
default=[
|
| 638 |
+
"validation_data/nyt_public_hardcover_nonfiction_archive_2026Q2.csv",
|
| 639 |
+
"validation_data/nyt_public_weekly_history.csv",
|
| 640 |
+
],
|
| 641 |
+
help="NYT public history CSV inputs.",
|
| 642 |
+
)
|
| 643 |
+
parser.add_argument("--amazon-input", default="validation_data/amazon_public_history.csv", help="Amazon public history CSV input.")
|
| 644 |
+
parser.add_argument("--output", default="validation_results/nyt_amazon_comparison_charts.html", help="Output HTML path.")
|
| 645 |
+
parser.add_argument("--matched-output", default="", help="Optional matched-only HTML path. Defaults beside --output.")
|
| 646 |
+
parser.add_argument("--unmatched-output", default="", help="Optional unmatched-only HTML path. Defaults beside --output.")
|
| 647 |
+
parser.add_argument("--figures-dir", default="", help="Optional directory for standalone SVG and PNG chart exports. Defaults beside --output.")
|
| 648 |
+
parser.add_argument("--paper-html-output", default="", help="Optional paper-ready matched-subset HTML path. Defaults beside --output.")
|
| 649 |
+
parser.add_argument("--paper-figures-dir", default="", help="Optional paper-ready SVG and PNG figure directory. Defaults beside --output.")
|
| 650 |
+
parser.add_argument("--paper-top-matched", type=int, default=6, help="Number of matched titles to include in the paper-ready subset export.")
|
| 651 |
+
parser.add_argument("--paper-titles", nargs="*", default=[], help="Optional explicit matched NYT titles to use for the paper-ready subset export.")
|
| 652 |
+
parser.add_argument("--top-matched", type=int, default=12, help="Number of matched NYT series to include.")
|
| 653 |
+
parser.add_argument("--top-unmatched", type=int, default=12, help="Number of unmatched NYT series to include.")
|
| 654 |
+
return parser.parse_args()
|
| 655 |
+
|
| 656 |
+
|
| 657 |
+
def main() -> int:
|
| 658 |
+
args = parse_args()
|
| 659 |
+
nyt_series, page_dates = load_nyt_series(args.nyt_inputs)
|
| 660 |
+
amazon_candidates = load_amazon_candidates(args.amazon_input)
|
| 661 |
+
matched, unmatched = classify_series(nyt_series, amazon_candidates)
|
| 662 |
+
|
| 663 |
+
output_path = Path(args.output)
|
| 664 |
+
matched_output_path = Path(args.matched_output) if args.matched_output else sibling_output_path(output_path, "matched_only")
|
| 665 |
+
unmatched_output_path = Path(args.unmatched_output) if args.unmatched_output else sibling_output_path(output_path, "unmatched_only")
|
| 666 |
+
figures_dir = Path(args.figures_dir) if args.figures_dir else sibling_output_dir(output_path, "figures")
|
| 667 |
+
paper_html_output_path = Path(args.paper_html_output) if args.paper_html_output else sibling_output_path(output_path, "paper_ready")
|
| 668 |
+
paper_figures_dir = Path(args.paper_figures_dir) if args.paper_figures_dir else sibling_output_dir(output_path, "paper_ready_figures")
|
| 669 |
+
|
| 670 |
+
matched_series = list(matched)[: args.top_matched]
|
| 671 |
+
unmatched_series = list(unmatched)[: args.top_unmatched]
|
| 672 |
+
paper_series = choose_paper_series(matched_series, args.paper_titles, args.paper_top_matched)
|
| 673 |
+
|
| 674 |
+
content = build_html(
|
| 675 |
+
matched_series,
|
| 676 |
+
unmatched_series,
|
| 677 |
+
page_dates,
|
| 678 |
+
top_matched=args.top_matched,
|
| 679 |
+
top_unmatched=args.top_unmatched,
|
| 680 |
+
page_title="NYT Trajectories vs Amazon Presence",
|
| 681 |
+
)
|
| 682 |
+
matched_content = build_html(
|
| 683 |
+
matched_series,
|
| 684 |
+
unmatched_series,
|
| 685 |
+
page_dates,
|
| 686 |
+
top_matched=args.top_matched,
|
| 687 |
+
top_unmatched=args.top_unmatched,
|
| 688 |
+
include_unmatched=False,
|
| 689 |
+
page_title="NYT Titles Also Observed In Tracked Amazon Categories",
|
| 690 |
+
lead_text="This page isolates the NYT titles that also appear in the tracked Amazon bestseller categories, shown first as a multi-line comparison and then as standalone per-book charts.",
|
| 691 |
+
)
|
| 692 |
+
unmatched_content = build_html(
|
| 693 |
+
matched_series,
|
| 694 |
+
unmatched_series,
|
| 695 |
+
page_dates,
|
| 696 |
+
top_matched=args.top_matched,
|
| 697 |
+
top_unmatched=args.top_unmatched,
|
| 698 |
+
include_matched=False,
|
| 699 |
+
page_title="NYT Titles Not Observed In Tracked Amazon Categories",
|
| 700 |
+
lead_text="This page isolates NYT titles that were not observed in the currently tracked Amazon bestseller categories, shown as a multi-line comparison and standalone per-book charts.",
|
| 701 |
+
)
|
| 702 |
+
paper_content = build_html(
|
| 703 |
+
paper_series,
|
| 704 |
+
[],
|
| 705 |
+
page_dates,
|
| 706 |
+
top_matched=len(paper_series),
|
| 707 |
+
top_unmatched=0,
|
| 708 |
+
include_unmatched=False,
|
| 709 |
+
page_title="Paper-Ready Matched NYT Trajectories",
|
| 710 |
+
lead_text="This page narrows the export to a smaller matched subset intended for paper figures and faster review.",
|
| 711 |
+
)
|
| 712 |
+
|
| 713 |
+
write_html(output_path, content)
|
| 714 |
+
write_html(matched_output_path, matched_content)
|
| 715 |
+
write_html(unmatched_output_path, unmatched_content)
|
| 716 |
+
write_html(paper_html_output_path, paper_content)
|
| 717 |
+
svg_paths = export_svg_figures(figures_dir, matched_series, unmatched_series, page_dates)
|
| 718 |
+
png_paths = export_png_figures(svg_paths)
|
| 719 |
+
paper_svg_paths = export_paper_ready_figures(paper_figures_dir, paper_series, page_dates)
|
| 720 |
+
paper_png_paths = export_png_figures(paper_svg_paths)
|
| 721 |
+
print(
|
| 722 |
+
f"Wrote NYT/Amazon comparison charts to {output_path}, {matched_output_path}, and {unmatched_output_path} "
|
| 723 |
+
f"plus paper-ready HTML {paper_html_output_path}, {len(svg_paths)} SVG files and {len(png_paths)} PNG files in {figures_dir}, "
|
| 724 |
+
f"and {len(paper_svg_paths)} paper-ready SVG files and {len(paper_png_paths)} paper-ready PNG files in {paper_figures_dir} "
|
| 725 |
+
f"({len(matched)} matched series, {len(unmatched)} unmatched series, {len(page_dates)} page dates)"
|
| 726 |
+
)
|
| 727 |
+
return 0
|
| 728 |
+
|
| 729 |
+
|
| 730 |
+
if __name__ == "__main__":
|
| 731 |
+
raise SystemExit(main())
|
analysis/capt_validation_schema.py
ADDED
|
@@ -0,0 +1,424 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from __future__ import annotations
|
| 2 |
+
|
| 3 |
+
import csv
|
| 4 |
+
from dataclasses import asdict, dataclass, field
|
| 5 |
+
from pathlib import Path
|
| 6 |
+
from typing import Dict, List, Optional
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
BOOKS_MASTER_FIELDS = [
|
| 10 |
+
"book_id",
|
| 11 |
+
"asin",
|
| 12 |
+
"isbn13",
|
| 13 |
+
"title",
|
| 14 |
+
"author_name",
|
| 15 |
+
"publisher",
|
| 16 |
+
"publisher_tier",
|
| 17 |
+
"publication_date",
|
| 18 |
+
"format",
|
| 19 |
+
"list_price",
|
| 20 |
+
"genre_primary",
|
| 21 |
+
"genre_secondary",
|
| 22 |
+
"sample_group",
|
| 23 |
+
"author_central_present",
|
| 24 |
+
"author_central_links_count",
|
| 25 |
+
"youtube_link_present",
|
| 26 |
+
"goodreads_presence",
|
| 27 |
+
"social_presence_score",
|
| 28 |
+
"author_best_known_bsr",
|
| 29 |
+
"author_prior_top100_title_count",
|
| 30 |
+
"nyt_list_any",
|
| 31 |
+
"nyt_list_count",
|
| 32 |
+
]
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
BOOK_OBSERVATION_FIELDS = [
|
| 36 |
+
"book_id",
|
| 37 |
+
"observation_date",
|
| 38 |
+
"source_url",
|
| 39 |
+
"days_since_publication",
|
| 40 |
+
"amazon_bsr_overall",
|
| 41 |
+
"amazon_bsr_primary_category",
|
| 42 |
+
"amazon_bsr_secondary_category",
|
| 43 |
+
"best_visible_category_bsr",
|
| 44 |
+
"primary_category_name",
|
| 45 |
+
"secondary_category_name",
|
| 46 |
+
"category_count",
|
| 47 |
+
"category_top10_count",
|
| 48 |
+
"category_top100_count",
|
| 49 |
+
"category_top1000_count",
|
| 50 |
+
"launch_window_30d_flag",
|
| 51 |
+
"hot_new_releases_flag",
|
| 52 |
+
"hot_new_releases_position",
|
| 53 |
+
"movers_shakers_flag",
|
| 54 |
+
"movers_shakers_position",
|
| 55 |
+
"rating_average",
|
| 56 |
+
"rating_count",
|
| 57 |
+
"review_count",
|
| 58 |
+
"also_bought_visible_flag",
|
| 59 |
+
"also_bought_count",
|
| 60 |
+
"also_bought_bestseller_count",
|
| 61 |
+
"also_bought_shared_category_count",
|
| 62 |
+
"review_velocity_7d",
|
| 63 |
+
"review_velocity_30d",
|
| 64 |
+
"rank_change_24h",
|
| 65 |
+
"top100_flag",
|
| 66 |
+
"threshold_50_reviews_flag",
|
| 67 |
+
"threshold_event_flag",
|
| 68 |
+
"sustained_top100_60d_flag",
|
| 69 |
+
"ar_proxy_score",
|
| 70 |
+
"csd_proxy_score",
|
| 71 |
+
"cpa_proxy_score",
|
| 72 |
+
"arm_observed_score",
|
| 73 |
+
]
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
NYT_WEEKLY_FIELDS = [
|
| 77 |
+
"published_date",
|
| 78 |
+
"list_name",
|
| 79 |
+
"list_name_encoded",
|
| 80 |
+
"rank",
|
| 81 |
+
"rank_last_week",
|
| 82 |
+
"weeks_on_list",
|
| 83 |
+
"title",
|
| 84 |
+
"author",
|
| 85 |
+
"publisher",
|
| 86 |
+
"primary_isbn13",
|
| 87 |
+
"primary_isbn10",
|
| 88 |
+
"amazon_product_url",
|
| 89 |
+
"book_image",
|
| 90 |
+
"book_uri",
|
| 91 |
+
]
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
NYT_HISTORY_FIELDS = [
|
| 95 |
+
"query_value",
|
| 96 |
+
"query_type",
|
| 97 |
+
"title",
|
| 98 |
+
"author",
|
| 99 |
+
"publisher",
|
| 100 |
+
"description",
|
| 101 |
+
"contributor",
|
| 102 |
+
"contributor_note",
|
| 103 |
+
"price",
|
| 104 |
+
"age_group",
|
| 105 |
+
"primary_isbn13",
|
| 106 |
+
"primary_isbn10",
|
| 107 |
+
"isbn13",
|
| 108 |
+
"isbn10",
|
| 109 |
+
"history_list_name",
|
| 110 |
+
"history_display_name",
|
| 111 |
+
"bestsellers_date",
|
| 112 |
+
"published_date",
|
| 113 |
+
"rank",
|
| 114 |
+
"rank_last_week",
|
| 115 |
+
"weeks_on_list",
|
| 116 |
+
"asterisk",
|
| 117 |
+
"dagger",
|
| 118 |
+
]
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
AMAZON_OBSERVATION_INPUT_FIELDS = [
|
| 122 |
+
"book_id",
|
| 123 |
+
"observation_date",
|
| 124 |
+
"source_url",
|
| 125 |
+
"asin",
|
| 126 |
+
"title",
|
| 127 |
+
"author_name",
|
| 128 |
+
"days_since_publication",
|
| 129 |
+
"amazon_bsr_overall",
|
| 130 |
+
"amazon_bsr_primary_category",
|
| 131 |
+
"amazon_bsr_secondary_category",
|
| 132 |
+
"primary_category_name",
|
| 133 |
+
"secondary_category_name",
|
| 134 |
+
"category_count",
|
| 135 |
+
"category_top10_count",
|
| 136 |
+
"category_top100_count",
|
| 137 |
+
"category_top1000_count",
|
| 138 |
+
"hot_new_releases_flag",
|
| 139 |
+
"hot_new_releases_position",
|
| 140 |
+
"movers_shakers_flag",
|
| 141 |
+
"movers_shakers_position",
|
| 142 |
+
"rating_average",
|
| 143 |
+
"rating_count",
|
| 144 |
+
"review_count",
|
| 145 |
+
"also_bought_visible_flag",
|
| 146 |
+
"also_bought_count",
|
| 147 |
+
"also_bought_bestseller_count",
|
| 148 |
+
"also_bought_shared_category_count",
|
| 149 |
+
"notes",
|
| 150 |
+
]
|
| 151 |
+
|
| 152 |
+
|
| 153 |
+
@dataclass
|
| 154 |
+
class BookMasterRecord:
|
| 155 |
+
book_id: str
|
| 156 |
+
asin: str = ""
|
| 157 |
+
isbn13: str = ""
|
| 158 |
+
title: str = ""
|
| 159 |
+
author_name: str = ""
|
| 160 |
+
publisher: str = ""
|
| 161 |
+
publisher_tier: str = ""
|
| 162 |
+
publication_date: str = ""
|
| 163 |
+
format: str = ""
|
| 164 |
+
list_price: str = ""
|
| 165 |
+
genre_primary: str = ""
|
| 166 |
+
genre_secondary: str = ""
|
| 167 |
+
sample_group: str = ""
|
| 168 |
+
author_central_present: str = ""
|
| 169 |
+
author_central_links_count: str = ""
|
| 170 |
+
youtube_link_present: str = ""
|
| 171 |
+
goodreads_presence: str = ""
|
| 172 |
+
social_presence_score: str = ""
|
| 173 |
+
author_best_known_bsr: str = ""
|
| 174 |
+
author_prior_top100_title_count: str = ""
|
| 175 |
+
nyt_list_any: str = ""
|
| 176 |
+
nyt_list_count: str = ""
|
| 177 |
+
|
| 178 |
+
def to_row(self) -> Dict[str, str]:
|
| 179 |
+
return {field_name: str(asdict(self).get(field_name, "")) for field_name in BOOKS_MASTER_FIELDS}
|
| 180 |
+
|
| 181 |
+
|
| 182 |
+
@dataclass
|
| 183 |
+
class BookObservationRecord:
|
| 184 |
+
book_id: str
|
| 185 |
+
observation_date: str
|
| 186 |
+
source_url: str = ""
|
| 187 |
+
days_since_publication: str = ""
|
| 188 |
+
amazon_bsr_overall: str = ""
|
| 189 |
+
amazon_bsr_primary_category: str = ""
|
| 190 |
+
amazon_bsr_secondary_category: str = ""
|
| 191 |
+
best_visible_category_bsr: str = ""
|
| 192 |
+
primary_category_name: str = ""
|
| 193 |
+
secondary_category_name: str = ""
|
| 194 |
+
category_count: str = ""
|
| 195 |
+
category_top10_count: str = ""
|
| 196 |
+
category_top100_count: str = ""
|
| 197 |
+
category_top1000_count: str = ""
|
| 198 |
+
launch_window_30d_flag: str = ""
|
| 199 |
+
hot_new_releases_flag: str = ""
|
| 200 |
+
hot_new_releases_position: str = ""
|
| 201 |
+
movers_shakers_flag: str = ""
|
| 202 |
+
movers_shakers_position: str = ""
|
| 203 |
+
rating_average: str = ""
|
| 204 |
+
rating_count: str = ""
|
| 205 |
+
review_count: str = ""
|
| 206 |
+
also_bought_visible_flag: str = ""
|
| 207 |
+
also_bought_count: str = ""
|
| 208 |
+
also_bought_bestseller_count: str = ""
|
| 209 |
+
also_bought_shared_category_count: str = ""
|
| 210 |
+
review_velocity_7d: str = ""
|
| 211 |
+
review_velocity_30d: str = ""
|
| 212 |
+
rank_change_24h: str = ""
|
| 213 |
+
top100_flag: str = ""
|
| 214 |
+
threshold_50_reviews_flag: str = ""
|
| 215 |
+
threshold_event_flag: str = ""
|
| 216 |
+
sustained_top100_60d_flag: str = ""
|
| 217 |
+
ar_proxy_score: str = ""
|
| 218 |
+
csd_proxy_score: str = ""
|
| 219 |
+
cpa_proxy_score: str = ""
|
| 220 |
+
arm_observed_score: str = ""
|
| 221 |
+
|
| 222 |
+
def to_row(self) -> Dict[str, str]:
|
| 223 |
+
return {field_name: str(asdict(self).get(field_name, "")) for field_name in BOOK_OBSERVATION_FIELDS}
|
| 224 |
+
|
| 225 |
+
|
| 226 |
+
@dataclass
|
| 227 |
+
class TemplateBundle:
|
| 228 |
+
books_master_path: Path
|
| 229 |
+
observations_path: Path
|
| 230 |
+
nyt_weekly_path: Path
|
| 231 |
+
nyt_history_path: Path
|
| 232 |
+
amazon_input_path: Path
|
| 233 |
+
metadata: Dict[str, str] = field(default_factory=dict)
|
| 234 |
+
|
| 235 |
+
|
| 236 |
+
def ensure_directory(path: str | Path) -> Path:
|
| 237 |
+
directory = Path(path)
|
| 238 |
+
directory.mkdir(parents=True, exist_ok=True)
|
| 239 |
+
return directory
|
| 240 |
+
|
| 241 |
+
|
| 242 |
+
def write_csv_template(path: str | Path, fieldnames: List[str], example_rows: Optional[List[Dict[str, str]]] = None) -> Path:
|
| 243 |
+
target = Path(path)
|
| 244 |
+
ensure_directory(target.parent)
|
| 245 |
+
with target.open("w", newline="", encoding="utf-8") as handle:
|
| 246 |
+
writer = csv.DictWriter(handle, fieldnames=fieldnames)
|
| 247 |
+
writer.writeheader()
|
| 248 |
+
for row in example_rows or []:
|
| 249 |
+
writer.writerow({field_name: row.get(field_name, "") for field_name in fieldnames})
|
| 250 |
+
return target
|
| 251 |
+
|
| 252 |
+
|
| 253 |
+
def create_validation_templates(output_dir: str | Path = "validation_templates") -> TemplateBundle:
|
| 254 |
+
output_path = ensure_directory(output_dir)
|
| 255 |
+
|
| 256 |
+
books_master_example = BookMasterRecord(
|
| 257 |
+
book_id="philo_001",
|
| 258 |
+
asin="B0EXAMPLE01",
|
| 259 |
+
isbn13="9780000000001",
|
| 260 |
+
title="Example Philosophy Title",
|
| 261 |
+
author_name="Example Author",
|
| 262 |
+
publisher="Example Press",
|
| 263 |
+
publisher_tier="mid",
|
| 264 |
+
publication_date="2026-01-15",
|
| 265 |
+
format="hardcover",
|
| 266 |
+
list_price="28.00",
|
| 267 |
+
genre_primary="philosophy",
|
| 268 |
+
genre_secondary="self-help",
|
| 269 |
+
sample_group="candidate",
|
| 270 |
+
author_central_present="1",
|
| 271 |
+
author_central_links_count="2",
|
| 272 |
+
youtube_link_present="1",
|
| 273 |
+
goodreads_presence="1",
|
| 274 |
+
social_presence_score="2",
|
| 275 |
+
author_best_known_bsr="41",
|
| 276 |
+
author_prior_top100_title_count="2",
|
| 277 |
+
nyt_list_any="0",
|
| 278 |
+
nyt_list_count="0",
|
| 279 |
+
).to_row()
|
| 280 |
+
|
| 281 |
+
observation_example = BookObservationRecord(
|
| 282 |
+
book_id="philo_001",
|
| 283 |
+
observation_date="2026-04-12",
|
| 284 |
+
source_url="https://www.amazon.com/dp/B0EXAMPLE01",
|
| 285 |
+
days_since_publication="88",
|
| 286 |
+
amazon_bsr_overall="154",
|
| 287 |
+
amazon_bsr_primary_category="12",
|
| 288 |
+
amazon_bsr_secondary_category="47",
|
| 289 |
+
best_visible_category_bsr="12",
|
| 290 |
+
primary_category_name="Philosophy",
|
| 291 |
+
secondary_category_name="Ethics & Morality",
|
| 292 |
+
category_count="2",
|
| 293 |
+
category_top10_count="0",
|
| 294 |
+
category_top100_count="2",
|
| 295 |
+
category_top1000_count="2",
|
| 296 |
+
launch_window_30d_flag="0",
|
| 297 |
+
hot_new_releases_flag="0",
|
| 298 |
+
hot_new_releases_position="",
|
| 299 |
+
movers_shakers_flag="1",
|
| 300 |
+
movers_shakers_position="18",
|
| 301 |
+
rating_average="4.6",
|
| 302 |
+
rating_count="73",
|
| 303 |
+
review_count="73",
|
| 304 |
+
also_bought_visible_flag="1",
|
| 305 |
+
also_bought_count="12",
|
| 306 |
+
also_bought_bestseller_count="4",
|
| 307 |
+
also_bought_shared_category_count="7",
|
| 308 |
+
review_velocity_7d="5",
|
| 309 |
+
review_velocity_30d="19",
|
| 310 |
+
rank_change_24h="23",
|
| 311 |
+
top100_flag="0",
|
| 312 |
+
threshold_50_reviews_flag="1",
|
| 313 |
+
threshold_event_flag="0",
|
| 314 |
+
sustained_top100_60d_flag="",
|
| 315 |
+
ar_proxy_score="0.61",
|
| 316 |
+
csd_proxy_score="0.48",
|
| 317 |
+
cpa_proxy_score="0.67",
|
| 318 |
+
arm_observed_score="0.35",
|
| 319 |
+
).to_row()
|
| 320 |
+
|
| 321 |
+
nyt_example = {
|
| 322 |
+
"published_date": "2026-04-12",
|
| 323 |
+
"list_name": "Hardcover Nonfiction",
|
| 324 |
+
"list_name_encoded": "hardcover-nonfiction",
|
| 325 |
+
"rank": "8",
|
| 326 |
+
"rank_last_week": "0",
|
| 327 |
+
"weeks_on_list": "1",
|
| 328 |
+
"title": "Example Philosophy Title",
|
| 329 |
+
"author": "Example Author",
|
| 330 |
+
"publisher": "Example Press",
|
| 331 |
+
"primary_isbn13": "9780000000001",
|
| 332 |
+
"primary_isbn10": "0000000000",
|
| 333 |
+
"amazon_product_url": "https://www.amazon.com/dp/B0EXAMPLE01",
|
| 334 |
+
"book_image": "https://example.com/cover.jpg",
|
| 335 |
+
"book_uri": "nyt://books/example",
|
| 336 |
+
}
|
| 337 |
+
|
| 338 |
+
nyt_history_example = {
|
| 339 |
+
"query_value": "9780000000001",
|
| 340 |
+
"query_type": "isbn",
|
| 341 |
+
"title": "Example Philosophy Title",
|
| 342 |
+
"author": "Example Author",
|
| 343 |
+
"publisher": "Example Press",
|
| 344 |
+
"description": "Example retrospective history row.",
|
| 345 |
+
"contributor": "by Example Author",
|
| 346 |
+
"contributor_note": "",
|
| 347 |
+
"price": "28.00",
|
| 348 |
+
"age_group": "",
|
| 349 |
+
"primary_isbn13": "9780000000001",
|
| 350 |
+
"primary_isbn10": "0000000000",
|
| 351 |
+
"isbn13": "9780000000001",
|
| 352 |
+
"isbn10": "0000000000",
|
| 353 |
+
"history_list_name": "hardcover-nonfiction",
|
| 354 |
+
"history_display_name": "Hardcover Nonfiction",
|
| 355 |
+
"bestsellers_date": "2026-04-05",
|
| 356 |
+
"published_date": "2026-04-12",
|
| 357 |
+
"rank": "8",
|
| 358 |
+
"rank_last_week": "10",
|
| 359 |
+
"weeks_on_list": "2",
|
| 360 |
+
"asterisk": "0",
|
| 361 |
+
"dagger": "0",
|
| 362 |
+
}
|
| 363 |
+
|
| 364 |
+
amazon_input_example = {
|
| 365 |
+
"book_id": "philo_001",
|
| 366 |
+
"observation_date": "2026-04-12",
|
| 367 |
+
"source_url": "https://www.amazon.com/dp/B0EXAMPLE01",
|
| 368 |
+
"asin": "B0EXAMPLE01",
|
| 369 |
+
"title": "Example Philosophy Title",
|
| 370 |
+
"author_name": "Example Author",
|
| 371 |
+
"days_since_publication": "88",
|
| 372 |
+
"amazon_bsr_overall": "154",
|
| 373 |
+
"amazon_bsr_primary_category": "12",
|
| 374 |
+
"amazon_bsr_secondary_category": "47",
|
| 375 |
+
"primary_category_name": "Philosophy",
|
| 376 |
+
"secondary_category_name": "Ethics & Morality",
|
| 377 |
+
"category_count": "2",
|
| 378 |
+
"category_top10_count": "0",
|
| 379 |
+
"category_top100_count": "2",
|
| 380 |
+
"category_top1000_count": "2",
|
| 381 |
+
"hot_new_releases_flag": "0",
|
| 382 |
+
"hot_new_releases_position": "",
|
| 383 |
+
"movers_shakers_flag": "1",
|
| 384 |
+
"movers_shakers_position": "18",
|
| 385 |
+
"rating_average": "4.6",
|
| 386 |
+
"rating_count": "73",
|
| 387 |
+
"review_count": "73",
|
| 388 |
+
"also_bought_visible_flag": "1",
|
| 389 |
+
"also_bought_count": "12",
|
| 390 |
+
"also_bought_bestseller_count": "4",
|
| 391 |
+
"also_bought_shared_category_count": "7",
|
| 392 |
+
"notes": "Manual observation example row.",
|
| 393 |
+
}
|
| 394 |
+
|
| 395 |
+
books_master_path = write_csv_template(output_path / "books_master_template.csv", BOOKS_MASTER_FIELDS, [books_master_example])
|
| 396 |
+
observations_path = write_csv_template(output_path / "book_observations_template.csv", BOOK_OBSERVATION_FIELDS, [observation_example])
|
| 397 |
+
nyt_weekly_path = write_csv_template(output_path / "nyt_weekly_lists_template.csv", NYT_WEEKLY_FIELDS, [nyt_example])
|
| 398 |
+
nyt_history_path = write_csv_template(output_path / "nyt_bestseller_history_template.csv", NYT_HISTORY_FIELDS, [nyt_history_example])
|
| 399 |
+
amazon_input_path = write_csv_template(output_path / "amazon_observation_input_template.csv", AMAZON_OBSERVATION_INPUT_FIELDS, [amazon_input_example])
|
| 400 |
+
|
| 401 |
+
return TemplateBundle(
|
| 402 |
+
books_master_path=books_master_path,
|
| 403 |
+
observations_path=observations_path,
|
| 404 |
+
nyt_weekly_path=nyt_weekly_path,
|
| 405 |
+
nyt_history_path=nyt_history_path,
|
| 406 |
+
amazon_input_path=amazon_input_path,
|
| 407 |
+
metadata={
|
| 408 |
+
"books_master_fields": str(len(BOOKS_MASTER_FIELDS)),
|
| 409 |
+
"book_observation_fields": str(len(BOOK_OBSERVATION_FIELDS)),
|
| 410 |
+
"nyt_weekly_fields": str(len(NYT_WEEKLY_FIELDS)),
|
| 411 |
+
"nyt_history_fields": str(len(NYT_HISTORY_FIELDS)),
|
| 412 |
+
"amazon_input_fields": str(len(AMAZON_OBSERVATION_INPUT_FIELDS)),
|
| 413 |
+
},
|
| 414 |
+
)
|
| 415 |
+
|
| 416 |
+
|
| 417 |
+
if __name__ == "__main__":
|
| 418 |
+
bundle = create_validation_templates()
|
| 419 |
+
print("Created validation templates:")
|
| 420 |
+
print(f"- books_master: {bundle.books_master_path}")
|
| 421 |
+
print(f"- book_observations: {bundle.observations_path}")
|
| 422 |
+
print(f"- nyt_weekly_lists: {bundle.nyt_weekly_path}")
|
| 423 |
+
print(f"- nyt_bestseller_history: {bundle.nyt_history_path}")
|
| 424 |
+
print(f"- amazon_observation_input: {bundle.amazon_input_path}")
|
data/amazon_daily_completed.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
data/nyt_weekly_completed.csv
ADDED
|
@@ -0,0 +1,241 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
scrape_date,list_slug,list_title,page_date,rank,weeks_on_list_text,title,author,publisher,description,isbn13,book_url,imputed,imputation_source_date,imputation_method
|
| 2 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,1,,THE MEANING OF YOUR LIFE,by Arthur C. Brooks,Portfolio,,9780593545423,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM1NDU0MjM=,false,,observed
|
| 3 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,1,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733325,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMjU=,false,,observed
|
| 4 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,1,,PHASES,by Brandy with Gerrick Kennedy,Hanover Square,The actress and Grammy Award-winning musician shares some of her early struggles and her rise to fame.,9781335013279,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEzMzUwMTMyNzk=,false,,observed
|
| 5 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,2,,THE LET THEM THEORY,by Mel Robbins,Hay House,,9781401971366,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDE5NzEzNjY=,false,,observed
|
| 6 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,2,,PHASES,by Brandy with Gerrick Kennedy,Hanover Square,The actress and Grammy Award-winning musician shares some of her early struggles and her rise to fame.,9781335013279,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEzMzUwMTMyNzk=,false,,observed
|
| 7 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 8 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,3,,ATOMIC HABITS,by James Clear,Avery,,9780735211292,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3MzUyMTEyOTI=,false,,observed
|
| 9 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,3,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 10 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,3,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 11 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,4,,HOW TO BE OKAY WHEN NOTHING IS OKAY,by Jenny Lawson,Penguin Life,,9780593833216,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM4MzMyMTY=,false,,observed
|
| 12 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,4,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 13 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,4,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 14 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,5,,LET'S GET COOKING,by Remi Cruz Parsons,Simon Element,,9781668066836,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwNjY4MzY=,false,,observed
|
| 15 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,5,,THE BODY KEEPS THE SCORE,by Bessel van der Kolk,Penguin,"How trauma affects the body and mind, and innovative treatments for recovery.",9780143127741,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAxNDMxMjc3NDE=,false,,observed
|
| 16 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,5,,THE INFINITY MACHINE,by Sebastian Mallaby,Penguin Press,A biography of the British artificial intelligence researcher and entrepreneur Demis Hassabis.,9780593831847,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM4MzE4NDc=,false,,observed
|
| 17 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,6,,THE JESUS DISCOVERIES,by Jeremiah J. Johnston,Bethany House,,9780764243660,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjQyNDM2NjA=,false,,observed
|
| 18 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,6,,THE INFINITY MACHINE,by Sebastian Mallaby,Penguin Press,A biography of the British artificial intelligence researcher and entrepreneur Demis Hassabis.,9780593831847,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM4MzE4NDc=,false,,observed
|
| 19 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,6,,APPLE,by David Pogue,Simon & Schuster,The CBS “Sunday Morning” correspondent chronicles the first 50 years of the tech company.,9781982134594,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxMzQ1OTQ=,false,,observed
|
| 20 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,7,,OPEN TO WORK,by Ryan Roslansky and Aneesh Raman,Harper Business,,9780063486461,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0ODY0NjE=,false,,observed
|
| 21 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,7,,APPLE,by David Pogue,Simon & Schuster,The CBS “Sunday Morning” correspondent chronicles the first 50 years of the tech company.,9781982134594,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxMzQ1OTQ=,false,,observed
|
| 22 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,7,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 23 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,8,,TRUMP'S TEN COMMANDMENTS,by Jeffrey Sonnenfeld with Steven Tian,Worth,,9781637635568,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2Mzc2MzU1Njg=,false,,observed
|
| 24 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,8,,A WALK IN THE PARK,by Kevin Fedarko,Scribner,The author of “The Emerald Mile” goes with a friend on a journey to hike the Grand Canyon from end to end.,9781501183065,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1MDExODMwNjU=,false,,observed
|
| 25 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,8,,POEMS & PRAYERS,by Matthew McConaughey,Crown,The actor and author of “Greenlights” explores elements of belief and reason that make up our lives.,9781984862105,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4NjIxMDU=,false,,observed
|
| 26 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,9,,PSYCHEDELIC THERAPY,by Will Van Derveer and Keith Kurlander,Shambhala,,9781645476047,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NDU0NzYwNDc=,false,,observed
|
| 27 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,9,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 28 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,9,,STAND,by Cory Booker,St. Martin's,"The Democratic senator from New Jersey overviews our nation's struggles and divisions past and present, and shares his views on potential remedies.",9781250436733,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTA0MzY3MzM=,false,,observed
|
| 29 |
+
2026-04-14,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-19,10,,NOTHING IS IMPOSSIBLE WITH GOD,by Shannon Bream,Fox News,,9780063487659,https://www.nytimes.com/books/best-sellers/2026/04/19/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0ODc2NTk=,false,,observed
|
| 30 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,10,,POEMS & PRAYERS,by Matthew McConaughey,Crown,The actor and author of “Greenlights” explores elements of belief and reason that make up our lives.,9781984862105,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4NjIxMDU=,false,,observed
|
| 31 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,10,,ARSENIO,by Arsenio Hall with Alan Eisenstock,Atria/Black Privilege,The comedian and former late-night TV host details his career and his decision to walk away from it.,9781982191368,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxOTEzNjg=,false,,observed
|
| 32 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,11,,STAND,by Cory Booker,St. Martin's,"The Democratic senator from New Jersey overviews our nation's struggles and divisions past and present, and shares his views on potential remedies.",9781250436733,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTA0MzY3MzM=,false,,observed
|
| 33 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,11,,METROPOLITANS,by A.M. Gittlitz,Astra House,A co-host of the “This Wreckage” podcast depicts the history of the New York Mets franchise within the context of political and cultural changes.,9781662603006,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjI2MDMwMDY=,false,,observed
|
| 34 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,12,,ARSENIO,by Arsenio Hall with Alan Eisenstock,Atria/Black Privilege,The comedian and former late-night TV host details his career and his decision to walk away from it.,9781982191368,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxOTEzNjg=,false,,observed
|
| 35 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,12,,"KIDS, WAIT TILL YOU HEAR THIS!","by Liza Minnelli, as told to Michael Feinstein, with Josh Getlin and Heidi Evans",Grand Central,The EGOT icon shares some of the highs and lows of her life and career.,9781538773666,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1Mzg3NzM2NjY=,false,,observed
|
| 36 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,13,,YOU WITH THE SAD EYES,by Christina Applegate,"Little, Brown","The Emmy Award-winning actress, who received a multiple sclerosis diagnosis in 2021, shares personal stories.",9780316594929,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTQ5Mjk=,false,,observed
|
| 37 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,13,,YOU WITH THE SAD EYES,by Christina Applegate,"Little, Brown","The Emmy Award-winning actress, who received a multiple sclerosis diagnosis in 2021, shares personal stories.",9780316594929,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTQ5Mjk=,false,,observed
|
| 38 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,14,,ON TYRANNY,by Timothy Snyder,Crown,Twenty lessons from the 20th century about the course of tyranny.,9780804190114,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA4MDQxOTAxMTQ=,false,,observed
|
| 39 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,14,,WHEN THE FOREST BREATHES,by Suzanne Simard,Knopf,"The author of ""Finding the Mother Tree"" looks at the impact human interventions have on the growth and longevity of forests.",9780593318683,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMzMTg2ODM=,false,,observed
|
| 40 |
+
2026-04-14,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-19,15,,RAISING HARE,by Chloe Dalton,Vintage,A political adviser and foreign policy specialist tells the story of taking care of a wild hare during the pandemic lockdown.,9780593689004,https://www.nytimes.com/books/best-sellers/2026/04/19/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2ODkwMDQ=,false,,observed
|
| 41 |
+
2026-04-14,hardcover-nonfiction,Hardcover Nonfiction,2026-04-19,15,,EVERYTHING IS TUBERCULOSIS,by John Green,Crash Course,The author of “The Anthropocene Reviewed” chronicles the fight against the deadly infectious disease tuberculosis.,9780525556572,https://www.nytimes.com/books/best-sellers/2026/04/19/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1MjU1NTY1NzI=,false,,observed
|
| 42 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,1,,18 DAYS IN HEAVEN,by Gabe Poirot,Harrison House,,9781667512549,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2Njc1MTI1NDk=,false,,observed
|
| 43 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,1,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733325,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMjU=,false,,observed
|
| 44 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,1,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 45 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,2,,THE NEW PERIMENOPAUSE,by Mary Claire Haver,Rodale,,9780593736616,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzY2MTY=,false,,observed
|
| 46 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,2,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 47 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 48 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,3,,THE JESUS DISCOVERIES,by Jeremiah J. Johnston,Bethany House,,9780764243660,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjQyNDM2NjA=,false,,observed
|
| 49 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,3,,PLANET MONEY,by Alex Mayyasi and the hosts of NPR’s “Planet Money”,Norton,Stories illustrating global economic forces at work and how they impact decisions we make.,9781324078777,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEzMjQwNzg3Nzc=,false,,observed
|
| 50 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,3,,PLANET MONEY,by Alex Mayyasi and the hosts of NPR’s “Planet Money”,Norton,Stories illustrating global economic forces at work and how they impact decisions we make.,9781324078777,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEzMjQwNzg3Nzc=,false,,observed
|
| 51 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,4,,THE LET THEM THEORY,by Mel Robbins,Hay House,,9781401971366,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDE5NzEzNjY=,false,,observed
|
| 52 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,4,,HERE WHERE WE LIVE IS OUR COUNTRY,by Molly Crabapple,One World,"A portrayal of the Jewish Labor Bund, and the ways its development and dissolution resonate today.",9780593229453,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMyMjk0NTM=,false,,observed
|
| 53 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,4,,HERE WHERE WE LIVE IS OUR COUNTRY,by Molly Crabapple,One World,"A portrayal of the Jewish Labor Bund, and the ways its development and dissolution resonate today.",9780593229453,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMyMjk0NTM=,false,,observed
|
| 54 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,5,,"JOYFUL, ANYWAY",by Kate Bowler,Dial,,9780593734193,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzQxOTM=,false,,observed
|
| 55 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,5,,THE BODY KEEPS THE SCORE,by Bessel van der Kolk,Penguin,"How trauma affects the body and mind, and innovative treatments for recovery.",9780143127741,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAxNDMxMjc3NDE=,false,,observed
|
| 56 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,5,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 57 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,6,,KING ARTHUR BAKING COMPANY'S BOOK OF PIZZA,"by Martin Philip and David Tamarkin with Jessica Battilana, Yekaterina Boytsova and Ryan Salerno",Simon Element,,9781668054451,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwNTQ0NTE=,false,,observed
|
| 58 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,6,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 59 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,6,,RORY,by Alan Shipnuck,Avid Reader,The many facets and contradictions of the life and career of the professional golfer Rory McIlroy.,9781668068809,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwNjg4MDk=,false,,observed
|
| 60 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,7,,ATOMIC HABITS,by James Clear,Avery,,9780735211292,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3MzUyMTEyOTI=,false,,observed
|
| 61 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,7,,RORY,by Alan Shipnuck,Avid Reader,The many facets and contradictions of the life and career of the professional golfer Rory McIlroy.,9781668068809,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwNjg4MDk=,false,,observed
|
| 62 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,7,,CONCRETE BOTANY,by Joey Santore,Cool Springs,The host of the YouTube show and podcast “Crime Pays but Botany Doesn’t” explains how humans depend on plants to survive.,9780760391884,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjAzOTE4ODQ=,false,,observed
|
| 63 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,8,,THE MEANING OF YOUR LIFE,by Arthur C. Brooks,Portfolio,,9780593545423,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM1NDU0MjM=,false,,observed
|
| 64 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,8,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 65 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,8,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 66 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,9,,WHAT TO MAKE OF A LIFE,by Jim Collins,Harper Edge,,9780063488809,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0ODg4MDk=,false,,observed
|
| 67 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,9,,CONCRETE BOTANY,by Joey Santore,Cool Springs,The host of the YouTube show and podcast “Crime Pays but Botany Doesn’t” explains how humans depend on plants to survive.,9780760391884,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjAzOTE4ODQ=,false,,observed
|
| 68 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,9,,HOMESICK NOMAD,by Brianna Madia,HarperOne,The author of “Never Leave the Dogs Behind” navigates life decisions as she splits her time between the wild desert and suburbia.,9780063440135,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDAxMzU=,false,,observed
|
| 69 |
+
2026-04-20,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-04-26,10,,KEEP IT SIMPLE Y'ALL: EVERY DAY,by Matthew Bounds with Lukas Volger,Clarkson Potter,,9798217034178,https://www.nytimes.com/books/best-sellers/2026/04/26/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwMzQxNzg=,false,,observed
|
| 70 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,10,,PHASES,by Brandy with Gerrick Kennedy,Hanover Square,The actress and Grammy Award-winning musician shares some of her early struggles and her rise to fame.,9781335013279,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEzMzUwMTMyNzk=,false,,observed
|
| 71 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,10,,PHASES,by Brandy with Gerrick Kennedy,Hanover Square,The actress and Grammy Award-winning musician shares some of her early struggles and her rise to fame.,9781335013279,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEzMzUwMTMyNzk=,false,,observed
|
| 72 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,11,,HOMESICK NOMAD,by Brianna Madia,HarperOne,The author of “Never Leave the Dogs Behind” navigates life decisions as she splits her time between the wild desert and suburbia.,9780063440135,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDAxMzU=,false,,observed
|
| 73 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,11,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 74 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,12,,A WALK IN THE PARK,by Kevin Fedarko,Scribner,The author of “The Emerald Mile” goes with a friend on a journey to hike the Grand Canyon from end to end.,9781501183065,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1MDExODMwNjU=,false,,observed
|
| 75 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,12,,THIS LAND IS YOUR LAND,by Beverly Gage,Simon & Schuster,The Pulitzer Prize–winning historian describes a road trip she took that evoked America’s past.,9781668033104,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwMzMxMDQ=,false,,observed
|
| 76 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,13,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 77 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,13,,APPLE,by David Pogue,Simon & Schuster,The CBS “Sunday Morning” correspondent chronicles the first 50 years of the tech company.,9781982134594,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxMzQ1OTQ=,false,,observed
|
| 78 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,14,,THIS LAND IS YOUR LAND,by Beverly Gage,Simon & Schuster,The Pulitzer Prize–winning historian describes a road trip she took that evoked America’s past.,9781668033104,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwMzMxMDQ=,false,,observed
|
| 79 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,14,,"THANK YOU, TEACHERS",by James Patterson and Matt Eversmann with Chris Mooney,"Little, Brown",Stories about teachers working today.,9780316569446,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1Njk0NDY=,false,,observed
|
| 80 |
+
2026-04-20,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-04-26,15,,APPLE,by David Pogue,Simon & Schuster,The CBS “Sunday Morning” correspondent chronicles the first 50 years of the tech company.,9781982134594,https://www.nytimes.com/books/best-sellers/2026/04/26/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxMzQ1OTQ=,false,,observed
|
| 81 |
+
2026-04-20,hardcover-nonfiction,Hardcover Nonfiction,2026-04-26,15,,1929,by Andrew Ross Sorkin,Viking,The New York Times journalist and CNBC host looks at the fight between Washington and Wall Street that fueled a historic crash of the stock market.,9780593296967,https://www.nytimes.com/books/best-sellers/2026/04/26/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMyOTY5Njc=,false,,observed
|
| 82 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,1,,THROUGH MOM'S EYES,by Sheinelle Jones,Putnam,,9780593719336,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTkzMzY=,false,,observed
|
| 83 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,1,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 84 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,1,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 85 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,2,,START WITH YOURSELF,by Emma Grede,Avid Reader,,9781668085486,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwODU0ODY=,false,,observed
|
| 86 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 87 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 88 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,3,,THE LET THEM THEORY,by Mel Robbins,Hay House,,9781401971366,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDE5NzEzNjY=,false,,observed
|
| 89 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,3,,POISONED IVIES,by Elise Stefanik,Threshold Editions,The Republican congresswoman from New York shares her perspective on higher education in America.,9781668087534,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwODc1MzQ=,false,,observed
|
| 90 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,3,,POISONED IVIES,by Elise Stefanik,Threshold Editions,The Republican congresswoman from New York shares her perspective on higher education in America.,9781668087534,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwODc1MzQ=,false,,observed
|
| 91 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,4,,DROWNPROOF,by Andy Stumpf,St. Martin's,,9781250379610,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTAzNzk2MTA=,false,,observed
|
| 92 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,4,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 93 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,4,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 94 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,5,,ATOMIC HABITS,by James Clear,Avery,,9780735211292,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3MzUyMTEyOTI=,false,,observed
|
| 95 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,5,,THE FUTURE IS PEACE,by Aziz Abu Sarah and Maoz Inon,Crown,A Palestinian and an Israeli share reflections from the journey they took together over the course of a week.,9798217086511,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwODY1MTE=,false,,observed
|
| 96 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,5,,LAST BRANCH STANDING,by Sarah Isgur,Crown,The editor of SCOTUSblog gives insights into how the current Supreme Court functions.,9780593800928,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM4MDA5Mjg=,false,,observed
|
| 97 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,6,,THE MANBOOK,by Nick Freitas,Broadside,,9780063434080,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0MzQwODA=,false,,observed
|
| 98 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,6,,LAST BRANCH STANDING,by Sarah Isgur,Crown,The editor of SCOTUSblog gives insights into how the current Supreme Court functions.,9780593800928,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM4MDA5Mjg=,false,,observed
|
| 99 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,6,,THE FUTURE IS PEACE,by Aziz Abu Sarah and Maoz Inon,Crown,A Palestinian and an Israeli share reflections from the journey they took together over the course of a week.,9798217086511,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwODY1MTE=,false,,observed
|
| 100 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,7,,I CHOOSE ME,by Jennie Garth,Park Row,,9780778305637,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3NzgzMDU2Mzc=,false,,observed
|
| 101 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,7,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 102 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,7,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 103 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,8,,THE MEANING OF YOUR LIFE,by Arthur C. Brooks,Portfolio,,9780593545423,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM1NDU0MjM=,false,,observed
|
| 104 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,8,,THE BODY KEEPS THE SCORE,by Bessel van der Kolk,Penguin,"How trauma affects the body and mind, and innovative treatments for recovery.",9780143127741,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAxNDMxMjc3NDE=,false,,observed
|
| 105 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,8,,GHOSTS OF SICILY,by Mark Harmon and Leon Carroll Jr,Harper Select,The authors of “Ghosts of Honolulu” describe an alliance between the Office of Naval Intelligence and the mob during World War II.,9781400252985,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDAyNTI5ODU=,false,,observed
|
| 106 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,9,,TAKE IT PERSONAL,by David Grutman,Zando,,9781638933496,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2Mzg5MzM0OTY=,false,,observed
|
| 107 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,9,,INTO THE WOOD CHIPPER,by Nicholas Enrich,Summit,An account of the impact Elon Musk’s Department of Government Efficiency had on the United States Agency for International Development.,9781668226957,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgyMjY5NTc=,false,,observed
|
| 108 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,9,,THE STORY OF US,by Olivia Levin,Simon & Schuster,A Taylor Swift superfan looks at the loyalty of Swifties as they followed the pop and country icon through different eras.,9781668092927,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwOTI5Mjc=,false,,observed
|
| 109 |
+
2026-04-27,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-03,10,,18 DAYS IN HEAVEN,by Gabe Poirot,Harrison House,,9781667512549,https://www.nytimes.com/books/best-sellers/2026/05/03/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2Njc1MTI1NDk=,false,,observed
|
| 110 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,10,,GHOSTS OF SICILY,by Mark Harmon and Leon Carroll Jr,Harper Select,The authors of “Ghosts of Honolulu” describe an alliance between the Office of Naval Intelligence and the mob during World War II.,9781400252985,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDAyNTI5ODU=,false,,observed
|
| 111 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,10,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 112 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,11,,THE STORY OF US,by Olivia Levin,Simon & Schuster,A Taylor Swift superfan looks at the loyalty of Swifties as they followed the pop and country icon through different eras.,9781668092927,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwOTI5Mjc=,false,,observed
|
| 113 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,11,,INTO THE WOOD CHIPPER,by Nicholas Enrich,Summit,An account of the impact Elon Musk’s Department of Government Efficiency had on the United States Agency for International Development.,9781668226957,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgyMjY5NTc=,false,,observed
|
| 114 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,12,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 115 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,12,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 116 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,13,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 117 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,13,,1929,by Andrew Ross Sorkin,Viking,The New York Times journalist and CNBC host looks at the fight between Washington and Wall Street that fueled a historic crash of the stock market.,9780593296967,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMyOTY5Njc=,false,,observed
|
| 118 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,14,,A WALK IN THE PARK,by Kevin Fedarko,Scribner,The author of “The Emerald Mile” goes with a friend on a journey to hike the Grand Canyon from end to end.,9781501183065,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1MDExODMwNjU=,false,,observed
|
| 119 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,14,,YOU WITH THE SAD EYES,by Christina Applegate,"Little, Brown","The Emmy Award-winning actress, who received a multiple sclerosis diagnosis in 2021, shares personal stories.",9780316594929,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTQ5Mjk=,false,,observed
|
| 120 |
+
2026-04-27,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-03,15,,YOU WITH THE SAD EYES,by Christina Applegate,"Little, Brown","The Emmy Award-winning actress, who received a multiple sclerosis diagnosis in 2021, shares personal stories.",9780316594929,https://www.nytimes.com/books/best-sellers/2026/05/03/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTQ5Mjk=,false,,observed
|
| 121 |
+
2026-04-27,hardcover-nonfiction,Hardcover Nonfiction,2026-05-03,15,,RORY,by Alan Shipnuck,Avid Reader,The many facets and contradictions of the life and career of the professional golfer Rory McIlroy.,9781668068809,https://www.nytimes.com/books/best-sellers/2026/05/03/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwNjg4MDk=,false,,observed
|
| 122 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,1,,THE JESUS DISCOVERIES,by Jeremiah J. Johnston,Bethany House,,9780764243660,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjQyNDM2NjA=,false,,observed
|
| 123 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,1,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 124 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,1,,WHEN WE SEE YOU AGAIN,by Rachel Goldberg-Polin,Random House,"A mother recounts the capture of her son, Hersh, from the Nova Music Festival and his subsequent execution.",9798217198009,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcxOTgwMDk=,false,,observed
|
| 125 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,2,,THE LET THEM THEORY,by Mel Robbins,Hay House,,9781401971366,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDE5NzEzNjY=,false,,observed
|
| 126 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,2,,WHEN WE SEE YOU AGAIN,by Rachel Goldberg-Polin,Random House,"A mother recounts the capture of her son, Hersh, from the Nova Music Festival and his subsequent execution.",9798217198009,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcxOTgwMDk=,false,,observed
|
| 127 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 128 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,3,,START WITH YOURSELF,by Emma Grede,Avid Reader,,9781668085486,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwODU0ODY=,false,,observed
|
| 129 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,3,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 130 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,3,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 131 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,4,,COME EAT,by Melissa Ben-Ishay,Harper Influence,,9780063451636,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NTE2MzY=,false,,observed
|
| 132 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,4,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 133 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,4,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 134 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,5,,ATOMIC HABITS,by James Clear,Avery,,9780735211292,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3MzUyMTEyOTI=,false,,observed
|
| 135 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,5,,THE BODY KEEPS THE SCORE,by Bessel van der Kolk,Penguin,"How trauma affects the body and mind, and innovative treatments for recovery.",9780143127741,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAxNDMxMjc3NDE=,false,,observed
|
| 136 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,5,,THE FUTURE IS PEACE,by Aziz Abu Sarah and Maoz Inon,Crown,A Palestinian and an Israeli share reflections from the journey they took together over the course of a week.,9798217086511,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwODY1MTE=,false,,observed
|
| 137 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,6,,"DUTY, HONOR, COUNTRY & LIFE",by William H. McRaven,Grand Central,,9781538780947,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE1Mzg3ODA5NDc=,false,,observed
|
| 138 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,6,,THIS VAST ENTERPRISE,by Craig Fehrman,Avid Reader,A revisionist history of the Lewis and Clark expedition viewed from the perspectives of 10 people connected to it.,9781982174248,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxNzQyNDg=,false,,observed
|
| 139 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,6,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 140 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,7,,THE WELL-EDUCATED CHILD,by Deborah Kenny,Get Lifted,,9781638933328,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2Mzg5MzMzMjg=,false,,observed
|
| 141 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,7,,YOU WITH THE SAD EYES,by Christina Applegate,"Little, Brown","The Emmy Award-winning actress, who received a multiple sclerosis diagnosis in 2021, shares personal stories.",9780316594929,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTQ5Mjk=,false,,observed
|
| 142 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,7,,THIS VAST ENTERPRISE,by Craig Fehrman,Avid Reader,A revisionist history of the Lewis and Clark expedition viewed from the perspectives of 10 people connected to it.,9781982174248,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxNzQyNDg=,false,,observed
|
| 143 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,8,,HOW TO START,by Jodi Kantor,"Little, Brown",,9780316609555,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY2MDk1NTU=,false,,observed
|
| 144 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,8,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 145 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,8,,YOU WITH THE SAD EYES,by Christina Applegate,"Little, Brown","The Emmy Award-winning actress, who received a multiple sclerosis diagnosis in 2021, shares personal stories.",9780316594929,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTQ5Mjk=,false,,observed
|
| 146 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,9,,THROUGH MOM'S EYES,by Sheinelle Jones,Putnam,,9780593719336,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTkzMzY=,false,,observed
|
| 147 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,9,,ALITO,by Mollie Hemingway,Basic Liberty,The editor in chief of The Federalist depicts Justice Samuel Alito’s judicial career and his impact on the Supreme Court.,9781541607132,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1NDE2MDcxMzI=,false,,observed
|
| 148 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,9,,FOR THE LOVE OF THE GRIND,by Sara Hall,St. Martin's,The professional runner describes overcoming obstacles she encountered and becoming a mother through adoption.,9781250404282,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTA0MDQyODI=,false,,observed
|
| 149 |
+
2026-05-04,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-10,10,,CAPABLE,by Sissy Goff and David Thomas,Bethany House,,9780764245329,https://www.nytimes.com/books/best-sellers/2026/05/10/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjQyNDUzMjk=,false,,observed
|
| 150 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,10,,THE ROLLING STONES,by Bob Spitz,Penguin Press,A biography of the rock band that delves into the relationships of its musicians and their output over more than six decades.,9780593489093,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM0ODkwOTM=,false,,observed
|
| 151 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,10,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 152 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,11,,A WALK IN THE PARK,by Kevin Fedarko,Scribner,The author of “The Emerald Mile” goes with a friend on a journey to hike the Grand Canyon from end to end.,9781501183065,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1MDExODMwNjU=,false,,observed
|
| 153 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,11,,A WORLD APPEARS,by Michael Pollan,Penguin Press,The author of “This Is Your Mind on Plants” explores several perspectives on consciousness.,9781984881991,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODQ4ODE5OTE=,false,,observed
|
| 154 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,12,,THE FUTURE IS PEACE,by Aziz Abu Sarah and Maoz Inon,Crown,A Palestinian and an Israeli share reflections from the journey they took together over the course of a week.,9798217086511,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwODY1MTE=,false,,observed
|
| 155 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,12,,ALITO,by Mollie Hemingway,Basic Liberty,The editor in chief of The Federalist depicts Justice Samuel Alito’s judicial career and his impact on the Supreme Court.,9781541607132,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1NDE2MDcxMzI=,false,,observed
|
| 156 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,13,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 157 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,13,,THE ROLLING STONES,by Bob Spitz,Penguin Press,A biography of the rock band that delves into the relationships of its musicians and their output over more than six decades.,9780593489093,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM0ODkwOTM=,false,,observed
|
| 158 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,14,,FOR THE LOVE OF THE GRIND,by Sara Hall,St. Martin's,The professional runner describes overcoming obstacles she encountered and becoming a mother through adoption.,9781250404282,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTA0MDQyODI=,false,,observed
|
| 159 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,14,,LAST BRANCH STANDING,by Sarah Isgur,Crown,The editor of SCOTUSblog gives insights into how the current Supreme Court functions.,9780593800928,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM4MDA5Mjg=,false,,observed
|
| 160 |
+
2026-05-04,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-10,15,,ON THE HIPPIE TRAIL,by Rick Steves,Avalon Travel,The travel writer and TV host recounts his journey from Istanbul to Kathmandu in the 1970s.,9781641717458,https://www.nytimes.com/books/best-sellers/2026/05/10/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NDE3MTc0NTg=,false,,observed
|
| 161 |
+
2026-05-04,hardcover-nonfiction,Hardcover Nonfiction,2026-05-10,15,,NOBODY'S GIRL,by Virginia Roberts Giuffre,Knopf,The late activist and advocate for sex-trafficking survivors describes her time with Jeffrey Epstein and Ghislaine Maxwell.,9780593493120,https://www.nytimes.com/books/best-sellers/2026/05/10/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM0OTMxMjA=,false,,observed
|
| 162 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,1,,THE LET THEM THEORY,by Mel Robbins,Hay House,,9781401971366,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDE5NzEzNjY=,false,,observed
|
| 163 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,1,,"DOGS, BOYS, AND OTHER THINGS I'VE CRIED ABOUT",by Isabel Klee,Morrow,Klee helps foster dogs overcome challenges while she faces her own complications.,9780063451070,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NTEwNzA=,false,,observed
|
| 164 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,1,,"DOGS, BOYS, AND OTHER THINGS I'VE CRIED ABOUT",by Isabel Klee,Morrow,Klee helps foster dogs overcome challenges while she faces her own complications.,9780063451070,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NTEwNzA=,false,,observed
|
| 165 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,2,,UNREASONABLE HOSPITALITY: THE FIELD GUIDE,by Will Guidara,Optimism,,9798217045235,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwNDUyMzU=,false,,observed
|
| 166 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 167 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 168 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,3,,ATOMIC HABITS,by James Clear,Avery,,9780735211292,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3MzUyMTEyOTI=,false,,observed
|
| 169 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,3,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 170 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,3,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 171 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,4,,THROUGH MOM'S EYES,by Sheinelle Jones,Putnam,,9780593719336,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTkzMzY=,false,,observed
|
| 172 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,4,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 173 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,4,,WHEN WE SEE YOU AGAIN,by Rachel Goldberg-Polin,Random House,"A mother recounts the capture of her son, Hersh, from the Nova Music Festival and his subsequent execution.",9798217198009,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcxOTgwMDk=,false,,observed
|
| 174 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,5,,INVINCIBLE,by Florence Comite,"Little, Brown Spark",,9780316595551,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY1OTU1NTE=,false,,observed
|
| 175 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,5,,WHEN WE SEE YOU AGAIN,by Rachel Goldberg-Polin,Random House,"A mother recounts the capture of her son, Hersh, from the Nova Music Festival and his subsequent execution.",9798217198009,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcxOTgwMDk=,false,,observed
|
| 176 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,5,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 177 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,6,,REWIRED,"by Nick Ortner, Jessica Ortner and Alex Ortner",Hay House,,9798318602597,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3OTgzMTg2MDI1OTc=,false,,observed
|
| 178 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,6,,THE BODY KEEPS THE SCORE,by Bessel van der Kolk,Penguin,"How trauma affects the body and mind, and innovative treatments for recovery.",9780143127741,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAxNDMxMjc3NDE=,false,,observed
|
| 179 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,6,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 180 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,7,,START WITH YOURSELF,by Emma Grede,Avid Reader,,9781668085486,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwODU0ODY=,false,,observed
|
| 181 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,7,,BROKEN PLEA,by Christopher Whitcomb,Harper Select,"A re-examination of the story of the murder of four University of Idaho students in their off-campus home on Nov. 13, 2022.",9781400257140,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDAyNTcxNDA=,false,,observed
|
| 182 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,7,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 183 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,8,,HOW TO START,by Jodi Kantor,"Little, Brown",,9780316609555,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY2MDk1NTU=,false,,observed
|
| 184 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,8,,THIS IS NOT ABOUT RUNNING,by Mary Cain,Mariner,"The elite runner describes the toll that training and injuries took on her, and the pervasiveness of abuse in youth sports.",9780063441880,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDE4ODA=,false,,observed
|
| 185 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,8,,BROKEN PLEA,by Christopher Whitcomb,Harper Select,"A re-examination of the story of the murder of four University of Idaho students in their off-campus home on Nov. 13, 2022.",9781400257140,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDAyNTcxNDA=,false,,observed
|
| 186 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,9,,ZARIZ,by Adeena Sussman,Avery,,9780593719015,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTkwMTU=,false,,observed
|
| 187 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,9,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 188 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,9,,DRIVEN,by Susie Wolff,Holt,The managing director of F1 Academy and former professional racing driver chronicles her time in the sport.,9781250448125,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTA0NDgxMjU=,false,,observed
|
| 189 |
+
2026-05-11,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-17,10,,ONE SCAN SAVED MY LIFE,by Shira Kupperman Boehler,Skyhorse,,9781510788022,https://www.nytimes.com/books/best-sellers/2026/05/17/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE1MTA3ODgwMjI=,false,,observed
|
| 190 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,10,,THE ANXIOUS GENERATION,by Jonathan Haidt,Penguin Press,A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children.,9780593655030,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM2NTUwMzA=,false,,observed
|
| 191 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,10,,THE STORY OF BIRDS,by Steve Brusatte,Mariner,The paleontologist gives an evolutionary history of birds that explains how they began to fly and survived millenniums.,9780063349711,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjMzNDk3MTE=,false,,observed
|
| 192 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,11,,THIS VAST ENTERPRISE,by Craig Fehrman,Avid Reader,A revisionist history of the Lewis and Clark expedition viewed from the perspectives of 10 people connected to it.,9781982174248,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxNzQyNDg=,false,,observed
|
| 193 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,11,,WHEN THE WORLD SLEEPS,by Francesca Albanese,Other,"A look at the past, present and future of Palestine told through the stories of 10 people; translated by Gregory Conti.",9781635426038,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2MzU0MjYwMzg=,false,,observed
|
| 194 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,12,,DRIVEN,by Susie Wolff,Holt,The managing director of F1 Academy and former professional racing driver chronicles her time in the sport.,9781250448125,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODEyNTA0NDgxMjU=,false,,observed
|
| 195 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,12,,ISRAEL ON TRIAL,by Roy K. Altman,Advantage,A judge for the U.S. District Court for the Southern District of Florida presents arguments regarding Israel.,9798891886360,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTg4OTE4ODYzNjA=,false,,observed
|
| 196 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,13,,THE STORY OF BIRDS,by Steve Brusatte,Mariner,The paleontologist gives an evolutionary history of birds that explains how they began to fly and survived millenniums.,9780063349711,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjMzNDk3MTE=,false,,observed
|
| 197 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,13,,THIS IS NOT ABOUT RUNNING,by Mary Cain,Mariner,"The elite runner describes the toll that training and injuries took on her, and the pervasiveness of abuse in youth sports.",9780063441880,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDE4ODA=,false,,observed
|
| 198 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,14,,WHEN THE WORLD SLEEPS,by Francesca Albanese,Other,"A look at the past, present and future of Palestine told through the stories of 10 people; translated by Gregory Conti.",9781635426038,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2MzU0MjYwMzg=,false,,observed
|
| 199 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,14,,TRUMP 2.0,by Sean Spicer,Regnery,The former communications director of the Republican National Committee and White House press secretary assesses Trump’s second term.,9781510786202,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1MTA3ODYyMDI=,false,,observed
|
| 200 |
+
2026-05-11,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-17,15,,ISRAEL ON TRIAL,by Roy K. Altman,Advantage,A judge for the U.S. District Court for the Southern District of Florida presents arguments regarding Israel.,9798891886360,https://www.nytimes.com/books/best-sellers/2026/05/17/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTg4OTE4ODYzNjA=,false,,observed
|
| 201 |
+
2026-05-11,hardcover-nonfiction,Hardcover Nonfiction,2026-05-17,15,,THE FUTURE IS PEACE,by Aziz Abu Sarah and Maoz Inon,Crown,A Palestinian and an Israeli share reflections from the journey they took together over the course of a week.,9798217086511,https://www.nytimes.com/books/best-sellers/2026/05/17/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwODY1MTE=,false,,observed
|
| 202 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,1,,BIRTH VIBES,by Jen Hamilton,Grand Central,,9781538771471,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE1Mzg3NzE0NzE=,false,,observed
|
| 203 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,1,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733325,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMjU=,false,,observed
|
| 204 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,1,,THE CASE FOR AMERICA,by Bret Baier,Mariner,The chief political anchor for Fox News shares his perspectives on our national character during divisive times.,9780063360808,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjMzNjA4MDg=,false,,observed
|
| 205 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,2,,THE LET THEM THEORY,by Mel Robbins,Hay House,,9781401971366,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE0MDE5NzEzNjY=,false,,observed
|
| 206 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,2,,THE CASE FOR AMERICA,by Bret Baier,Mariner,The chief political anchor for Fox News shares his perspectives on our national character during divisive times.,9780063360808,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjMzNjA4MDg=,false,,observed
|
| 207 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,2,,STRANGERS,by Belle Burden,Dial,Burden retraces her marriage of 20 years in search of clues to help shape her understanding about its demise and to find a way forward.,9780593733318,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MzMzMTg=,false,,observed
|
| 208 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,3,,THERE ARE MOMS WAY WORSE THAN YOU,by Glenn Boozan. Illustrated by Priscilla Witte,Workman,,9781523515646,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE1MjM1MTU2NDY=,false,,observed
|
| 209 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,3,,THE U.S. CONSTITUTION,by Melissa Murray,37 Ink,The co-author of “The Trump Indictments” gives historical context for each of the amendments in the Constitution.,9781668221938,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgyMjE5Mzg=,false,,observed
|
| 210 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,3,,THE U.S. CONSTITUTION,by Melissa Murray,37 Ink,The co-author of “The Trump Indictments” gives historical context for each of the amendments in the Constitution.,9781668221938,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgyMjE5Mzg=,false,,observed
|
| 211 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,4,,THE JESUS DISCOVERIES,by Jeremiah J. Johnston,Bethany House,,9780764243660,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3NjQyNDM2NjA=,false,,observed
|
| 212 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,4,,TRUE CRIME,by Patricia Cornwell,Grand Central,"The author, known for her Kay Scarpetta thrillers, shares moments from her life that shaped her writing career.",9781538778449,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1Mzg3Nzg0NDk=,false,,observed
|
| 213 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,4,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 214 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,5,,ATOMIC HABITS,by James Clear,Avery,,9780735211292,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA3MzUyMTEyOTI=,false,,observed
|
| 215 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,5,,FAMESICK,by Lena Dunham,Random House,The author of “Not That Kind of Girl” evaluates the effects that pursuing her creative endeavors had on her.,9780593129326,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTMxMjkzMjY=,false,,observed
|
| 216 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,5,,TRUE CRIME,by Patricia Cornwell,Grand Central,"The author, known for her Kay Scarpetta thrillers, shares moments from her life that shaped her writing career.",9781538778449,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE1Mzg3Nzg0NDk=,false,,observed
|
| 217 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,6,,THROUGH MOM'S EYES,by Sheinelle Jones,Putnam,,9780593719336,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTkzMzY=,false,,observed
|
| 218 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,6,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 219 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,6,,"DOGS, BOYS, AND OTHER THINGS I'VE CRIED ABOUT",by Isabel Klee,Morrow,Klee helps foster dogs overcome challenges while she faces her own complications.,9780063451070,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NTEwNzA=,false,,observed
|
| 220 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,7,,THE MEANING OF YOUR LIFE,by Arthur C. Brooks,Portfolio,,9780593545423,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM1NDU0MjM=,false,,observed
|
| 221 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,7,,"DOGS, BOYS, AND OTHER THINGS I'VE CRIED ABOUT",by Isabel Klee,Morrow,Klee helps foster dogs overcome challenges while she faces her own complications.,9780063451070,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NTEwNzA=,false,,observed
|
| 222 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,7,,LONDON FALLING,by Patrick Radden Keefe,Doubleday,The author of “Say Nothing” details the efforts by the parents of a 19-year-old Londoner to uncover the truth about his mysterious death and secret life.,9780385548533,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzODU1NDg1MzM=,false,,observed
|
| 223 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,8,,THE POWER OF BELIEFS,by Shawn Achor,Crown Currency,,9798217087808,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcwODc4MDg=,false,,observed
|
| 224 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,8,,INSIDE THE BOX,by David Epstein,Riverhead,The author of “Range” evaluates the benefits of limitations and constraints.,9780593715710,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTU3MTA=,false,,observed
|
| 225 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,8,,INSIDE THE BOX,by David Epstein,Riverhead,The author of “Range” evaluates the benefits of limitations and constraints.,9780593715710,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODA1OTM3MTU3MTA=,false,,observed
|
| 226 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,9,,BECOMING A PRINCIPLE-DRIVEN LEADER,by Charles Koch and Chase Koch,StoryBrand,,9781637635247,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2Mzc2MzUyNDc=,false,,observed
|
| 227 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,9,,THE BODY KEEPS THE SCORE,by Bessel van der Kolk,Penguin,"How trauma affects the body and mind, and innovative treatments for recovery.",9780143127741,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAxNDMxMjc3NDE=,false,,observed
|
| 228 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,9,,MAKE BELIEVE,by Mac Barnett,"Little, Brown",The children’s book author considers the impact of children’s literature and how it provides a lens into the lives of children.,9780316601122,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY2MDExMjI=,false,,observed
|
| 229 |
+
2026-05-18,advice-how-to-and-miscellaneous,Advice How To And Miscellaneous,2026-05-24,10,,THE TRIBE AND I HAVE SPOKEN,by Rob Cesternino with Alex Kavutskiy. Illustrated by Sam Bond,Atria,,9781668087473,https://www.nytimes.com/books/best-sellers/2026/05/24/advice-how-to-and-miscellaneous#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwODc0NzM=,false,,observed
|
| 230 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,10,,MAKE BELIEVE,by Mac Barnett,"Little, Brown",The children’s book author considers the impact of children’s literature and how it provides a lens into the lives of children.,9780316601122,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAzMTY2MDExMjI=,false,,observed
|
| 231 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,10,,ROOKIE,by Joshua Taylor Bassett,Authors Equity,The singer and actor details moments from his life in verse.,9798893311846,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTg4OTMzMTE4NDY=,false,,observed
|
| 232 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,11,,ROOKIE,by Joshua Taylor Bassett,Authors Equity,The singer and actor details moments from his life in verse.,9798893311846,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTg4OTMzMTE4NDY=,false,,observed
|
| 233 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,11,,WHEN WE SEE YOU AGAIN,by Rachel Goldberg-Polin,Random House,"A mother recounts the capture of her son, Hersh, from the Nova Music Festival and his subsequent execution.",9798217198009,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcxOTgwMDk=,false,,observed
|
| 234 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,12,,WHEN WE SEE YOU AGAIN,by Rachel Goldberg-Polin,Random House,"A mother recounts the capture of her son, Hersh, from the Nova Music Festival and his subsequent execution.",9798217198009,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3OTgyMTcxOTgwMDk=,false,,observed
|
| 235 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,12,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 236 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,13,,THIS VAST ENTERPRISE,by Craig Fehrman,Avid Reader,A revisionist history of the Lewis and Clark expedition viewed from the perspectives of 10 people connected to it.,9781982174248,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxNzQyNDg=,false,,observed
|
| 237 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,13,,A COURSE CALLED HOME,by Tom Coyne,Avid Reader,The author of “A Course Called America” recounts restoring and reviving a golf course in upstate New York.,9781668030554,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE2NjgwMzA1NTQ=,false,,observed
|
| 238 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,14,,BACKTALKER,by Kimberlé Williams Crenshaw,Simon & Schuster,A memoir by the scholar and writer who advanced the ideas of intersectionality and critical race theory.,9781982181000,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxODEwMDA=,false,,observed
|
| 239 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,14,,BACKTALKER,by Kimberlé Williams Crenshaw,Simon & Schuster,A memoir by the scholar and writer who advanced the ideas of intersectionality and critical race theory.,9781982181000,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxODEwMDA=,false,,observed
|
| 240 |
+
2026-05-18,combined-print-and-e-book-nonfiction,Combined Print And E Book Nonfiction,2026-05-24,15,,STRIPPED DOWN,by Bunnie Xo,Dey Street,The host of the “Dumb Blonde Podcast” shares how redemption was an important part of her journey toward reaching her goals.,9780063445192,https://www.nytimes.com/books/best-sellers/2026/05/24/combined-print-and-e-book-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODAwNjM0NDUxOTI=,false,,observed
|
| 241 |
+
2026-05-18,hardcover-nonfiction,Hardcover Nonfiction,2026-05-24,15,,THIS VAST ENTERPRISE,by Craig Fehrman,Avid Reader,A revisionist history of the Lewis and Clark expedition viewed from the perspectives of 10 people connected to it.,9781982174248,https://www.nytimes.com/books/best-sellers/2026/05/24/hardcover-nonfiction#QmVzdFNlbGxlckJvb2s6LTk3ODE5ODIxNzQyNDg=,false,,observed
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
numpy==2.4.6
|
| 2 |
+
scipy==1.17.1
|
| 3 |
+
scikit-learn==1.9.0
|
results/jmis_landmark_book_level.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
results/jmis_landmark_nested_models.csv
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
specification,outcome,n,positive_n,in_sample_auc,holdout_auc,five_fold_mean_auc
|
| 2 |
+
rank_only,retained_7d,1106,346,0.7537933526011561,0.7765463673392061,0.7530269968399259
|
| 3 |
+
platform_visibility,retained_7d,1106,346,0.7628118344995436,0.7807615799943165,0.760510106788711
|
| 4 |
+
platform_plus_signals,retained_7d,1106,346,0.7965165804685124,0.7959647627166809,0.791709164214885
|
| 5 |
+
full,retained_7d,1106,346,0.796535594767265,0.7957753149569007,0.7902296502124877
|
| 6 |
+
rank_only,retained_14d,1106,322,0.7332203067562428,0.8011758941695247,0.731992012305431
|
| 7 |
+
platform_visibility,retained_14d,1106,322,0.7348919381417164,0.8010289073983342,0.7329323507518939
|
| 8 |
+
platform_plus_signals,retained_14d,1106,322,0.7770352706299911,0.8243998040176385,0.7745030323873416
|
| 9 |
+
full,retained_14d,1106,322,0.7770352706299912,0.824203821656051,0.7735101885702081
|
results/jmis_landmark_summary.json
ADDED
|
@@ -0,0 +1,313 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"design": {
|
| 3 |
+
"baseline_cutoff": "2026-04-30",
|
| 4 |
+
"landmark_date": "2026-05-04",
|
| 5 |
+
"outcome_7d_date": "2026-05-11",
|
| 6 |
+
"outcome_14d_date": "2026-05-18",
|
| 7 |
+
"cohort_n": 1433,
|
| 8 |
+
"complete_case_n": 1106,
|
| 9 |
+
"prior_nyt_matches_complete_cases": 31
|
| 10 |
+
},
|
| 11 |
+
"models": [
|
| 12 |
+
{
|
| 13 |
+
"outcome": "retained_7d",
|
| 14 |
+
"n": 1106,
|
| 15 |
+
"positive_n": 346,
|
| 16 |
+
"positive_rate": 0.3128390596745027,
|
| 17 |
+
"in_sample_auc": 0.796535594767265,
|
| 18 |
+
"standardization": {
|
| 19 |
+
"baseline_best_rank_strength": [
|
| 20 |
+
59.09493670886076,
|
| 21 |
+
24.3191270020284
|
| 22 |
+
],
|
| 23 |
+
"baseline_category_breadth": [
|
| 24 |
+
1.4945750452079567,
|
| 25 |
+
0.8457867098840663
|
| 26 |
+
],
|
| 27 |
+
"log_baseline_rating_count": [
|
| 28 |
+
7.214717320302623,
|
| 29 |
+
2.7914356889671
|
| 30 |
+
],
|
| 31 |
+
"log_baseline_rating_growth_rate": [
|
| 32 |
+
0.9534649259434652,
|
| 33 |
+
1.0703213843333619
|
| 34 |
+
],
|
| 35 |
+
"baseline_rating_average": [
|
| 36 |
+
4.495298372513561,
|
| 37 |
+
0.3794680147808149
|
| 38 |
+
]
|
| 39 |
+
},
|
| 40 |
+
"coefficients": [
|
| 41 |
+
{
|
| 42 |
+
"feature": "Intercept",
|
| 43 |
+
"label": "Intercept",
|
| 44 |
+
"coefficient": -0.9680973397108079,
|
| 45 |
+
"standard_error": 0.07870636607917864,
|
| 46 |
+
"odds_ratio": 0.3798049909440086,
|
| 47 |
+
"ci_95_lower": 0.3255100906914016,
|
| 48 |
+
"ci_95_upper": 0.4431562500553501,
|
| 49 |
+
"p_value": 9.044548054947687e-35
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"feature": "baseline_best_rank_strength",
|
| 53 |
+
"label": "Baseline best-rank strength",
|
| 54 |
+
"coefficient": 0.630119454106051,
|
| 55 |
+
"standard_error": 0.09287387621090383,
|
| 56 |
+
"odds_ratio": 1.8778348809542131,
|
| 57 |
+
"ci_95_lower": 1.5653143348022842,
|
| 58 |
+
"ci_95_upper": 2.252751260067984,
|
| 59 |
+
"p_value": 1.1634475984388304e-11
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"feature": "baseline_category_breadth",
|
| 63 |
+
"label": "Baseline category breadth",
|
| 64 |
+
"coefficient": 0.3644339330326232,
|
| 65 |
+
"standard_error": 0.08674079417091908,
|
| 66 |
+
"odds_ratio": 1.4396988115028748,
|
| 67 |
+
"ci_95_lower": 1.2146087111136323,
|
| 68 |
+
"ci_95_upper": 1.7065023895163522,
|
| 69 |
+
"p_value": 2.6525373997204697e-05
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"feature": "log_baseline_rating_count",
|
| 73 |
+
"label": "Log baseline rating count",
|
| 74 |
+
"coefficient": 0.21378663152127972,
|
| 75 |
+
"standard_error": 0.08554601119470151,
|
| 76 |
+
"odds_ratio": 1.2383583999547196,
|
| 77 |
+
"ci_95_lower": 1.0471963494316752,
|
| 78 |
+
"ci_95_upper": 1.4644164177717744,
|
| 79 |
+
"p_value": 0.012451494207379498
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"feature": "log_baseline_rating_growth_rate",
|
| 83 |
+
"label": "Log baseline rating-growth rate",
|
| 84 |
+
"coefficient": 0.5367754557294223,
|
| 85 |
+
"standard_error": 0.09255409517820878,
|
| 86 |
+
"odds_ratio": 1.710482433757916,
|
| 87 |
+
"ci_95_lower": 1.4267076243643826,
|
| 88 |
+
"ci_95_upper": 2.0507005823970874,
|
| 89 |
+
"p_value": 6.647874801536629e-09
|
| 90 |
+
},
|
| 91 |
+
{
|
| 92 |
+
"feature": "baseline_rating_average",
|
| 93 |
+
"label": "Baseline rating average",
|
| 94 |
+
"coefficient": 0.11690343939275338,
|
| 95 |
+
"standard_error": 0.0888372461602217,
|
| 96 |
+
"odds_ratio": 1.1240108892762366,
|
| 97 |
+
"ci_95_lower": 0.9443885829241744,
|
| 98 |
+
"ci_95_upper": 1.3377972818133865,
|
| 99 |
+
"p_value": 0.18819813527539297
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"feature": "prior_nyt_overlap",
|
| 103 |
+
"label": "Prior NYT overlap",
|
| 104 |
+
"coefficient": 0.06981815428750128,
|
| 105 |
+
"standard_error": 0.45998885768564507,
|
| 106 |
+
"odds_ratio": 1.0723131679715376,
|
| 107 |
+
"ci_95_lower": 0.4352825115850791,
|
| 108 |
+
"ci_95_upper": 2.6416304344917556,
|
| 109 |
+
"p_value": 0.8793586643740081
|
| 110 |
+
}
|
| 111 |
+
],
|
| 112 |
+
"validation": {
|
| 113 |
+
"holdout_auc": 0.7957753149569007,
|
| 114 |
+
"five_fold_auc": [
|
| 115 |
+
0.824718045112782,
|
| 116 |
+
0.7632532418001525,
|
| 117 |
+
0.8321891685736079,
|
| 118 |
+
0.7736460717009916,
|
| 119 |
+
0.7573417238749046
|
| 120 |
+
],
|
| 121 |
+
"five_fold_mean_auc": 0.7902296502124877,
|
| 122 |
+
"five_fold_sd_auc": 0.03547678096219478
|
| 123 |
+
}
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"outcome": "retained_14d",
|
| 127 |
+
"n": 1106,
|
| 128 |
+
"positive_n": 322,
|
| 129 |
+
"positive_rate": 0.2911392405063291,
|
| 130 |
+
"in_sample_auc": 0.7770352706299912,
|
| 131 |
+
"standardization": {
|
| 132 |
+
"baseline_best_rank_strength": [
|
| 133 |
+
59.09493670886076,
|
| 134 |
+
24.3191270020284
|
| 135 |
+
],
|
| 136 |
+
"baseline_category_breadth": [
|
| 137 |
+
1.4945750452079567,
|
| 138 |
+
0.8457867098840663
|
| 139 |
+
],
|
| 140 |
+
"log_baseline_rating_count": [
|
| 141 |
+
7.214717320302623,
|
| 142 |
+
2.7914356889671
|
| 143 |
+
],
|
| 144 |
+
"log_baseline_rating_growth_rate": [
|
| 145 |
+
0.9534649259434652,
|
| 146 |
+
1.0703213843333619
|
| 147 |
+
],
|
| 148 |
+
"baseline_rating_average": [
|
| 149 |
+
4.495298372513561,
|
| 150 |
+
0.3794680147808149
|
| 151 |
+
]
|
| 152 |
+
},
|
| 153 |
+
"coefficients": [
|
| 154 |
+
{
|
| 155 |
+
"feature": "Intercept",
|
| 156 |
+
"label": "Intercept",
|
| 157 |
+
"coefficient": -1.0810118365374428,
|
| 158 |
+
"standard_error": 0.07982680062883053,
|
| 159 |
+
"odds_ratio": 0.3392520842667086,
|
| 160 |
+
"ci_95_lower": 0.2901166006017646,
|
| 161 |
+
"ci_95_upper": 0.3967093797479369,
|
| 162 |
+
"p_value": 8.839091535364494e-42
|
| 163 |
+
},
|
| 164 |
+
{
|
| 165 |
+
"feature": "baseline_best_rank_strength",
|
| 166 |
+
"label": "Baseline best-rank strength",
|
| 167 |
+
"coefficient": 0.5701766061864929,
|
| 168 |
+
"standard_error": 0.0938556719138213,
|
| 169 |
+
"odds_ratio": 1.7685793659119127,
|
| 170 |
+
"ci_95_lower": 1.471407593502084,
|
| 171 |
+
"ci_95_upper": 2.125769220807649,
|
| 172 |
+
"p_value": 1.2395973991923348e-09
|
| 173 |
+
},
|
| 174 |
+
{
|
| 175 |
+
"feature": "baseline_category_breadth",
|
| 176 |
+
"label": "Baseline category breadth",
|
| 177 |
+
"coefficient": 0.2625657023418613,
|
| 178 |
+
"standard_error": 0.08393635314215382,
|
| 179 |
+
"odds_ratio": 1.3002618956136436,
|
| 180 |
+
"ci_95_lower": 1.1030184311867888,
|
| 181 |
+
"ci_95_upper": 1.532776741877018,
|
| 182 |
+
"p_value": 0.001759089602056011
|
| 183 |
+
},
|
| 184 |
+
{
|
| 185 |
+
"feature": "log_baseline_rating_count",
|
| 186 |
+
"label": "Log baseline rating count",
|
| 187 |
+
"coefficient": 0.24487947201187935,
|
| 188 |
+
"standard_error": 0.08651463391090819,
|
| 189 |
+
"odds_ratio": 1.2774673333580528,
|
| 190 |
+
"ci_95_lower": 1.0782191980729487,
|
| 191 |
+
"ci_95_upper": 1.513535272524914,
|
| 192 |
+
"p_value": 0.004647564582437901
|
| 193 |
+
},
|
| 194 |
+
{
|
| 195 |
+
"feature": "log_baseline_rating_growth_rate",
|
| 196 |
+
"label": "Log baseline rating-growth rate",
|
| 197 |
+
"coefficient": 0.5776343958301482,
|
| 198 |
+
"standard_error": 0.09288498419843004,
|
| 199 |
+
"odds_ratio": 1.7818183642622025,
|
| 200 |
+
"ci_95_lower": 1.485245126230688,
|
| 201 |
+
"ci_95_upper": 2.137611244871986,
|
| 202 |
+
"p_value": 5.009281997522571e-10
|
| 203 |
+
},
|
| 204 |
+
{
|
| 205 |
+
"feature": "baseline_rating_average",
|
| 206 |
+
"label": "Baseline rating average",
|
| 207 |
+
"coefficient": 0.12294740888415799,
|
| 208 |
+
"standard_error": 0.09392538848212056,
|
| 209 |
+
"odds_ratio": 1.1308249480377903,
|
| 210 |
+
"ci_95_lower": 0.9406855579797125,
|
| 211 |
+
"ci_95_upper": 1.3593969337118814,
|
| 212 |
+
"p_value": 0.19053768541643723
|
| 213 |
+
},
|
| 214 |
+
{
|
| 215 |
+
"feature": "prior_nyt_overlap",
|
| 216 |
+
"label": "Prior NYT overlap",
|
| 217 |
+
"coefficient": -0.03624098089981712,
|
| 218 |
+
"standard_error": 0.4493914289562939,
|
| 219 |
+
"odds_ratio": 0.964407861604146,
|
| 220 |
+
"ci_95_lower": 0.39969713480506863,
|
| 221 |
+
"ci_95_upper": 2.326968203005711,
|
| 222 |
+
"p_value": 0.9357246157202062
|
| 223 |
+
}
|
| 224 |
+
],
|
| 225 |
+
"validation": {
|
| 226 |
+
"holdout_auc": 0.824203821656051,
|
| 227 |
+
"five_fold_auc": [
|
| 228 |
+
0.8348848603625674,
|
| 229 |
+
0.7583826429980276,
|
| 230 |
+
0.7674164012738853,
|
| 231 |
+
0.7380573248407644,
|
| 232 |
+
0.7688097133757963
|
| 233 |
+
],
|
| 234 |
+
"five_fold_mean_auc": 0.7735101885702081,
|
| 235 |
+
"five_fold_sd_auc": 0.036441141687462375
|
| 236 |
+
}
|
| 237 |
+
}
|
| 238 |
+
],
|
| 239 |
+
"nested_models": [
|
| 240 |
+
{
|
| 241 |
+
"specification": "rank_only",
|
| 242 |
+
"outcome": "retained_7d",
|
| 243 |
+
"n": 1106,
|
| 244 |
+
"positive_n": 346,
|
| 245 |
+
"in_sample_auc": 0.7537933526011561,
|
| 246 |
+
"holdout_auc": 0.7765463673392061,
|
| 247 |
+
"five_fold_mean_auc": 0.7530269968399259
|
| 248 |
+
},
|
| 249 |
+
{
|
| 250 |
+
"specification": "platform_visibility",
|
| 251 |
+
"outcome": "retained_7d",
|
| 252 |
+
"n": 1106,
|
| 253 |
+
"positive_n": 346,
|
| 254 |
+
"in_sample_auc": 0.7628118344995436,
|
| 255 |
+
"holdout_auc": 0.7807615799943165,
|
| 256 |
+
"five_fold_mean_auc": 0.760510106788711
|
| 257 |
+
},
|
| 258 |
+
{
|
| 259 |
+
"specification": "platform_plus_signals",
|
| 260 |
+
"outcome": "retained_7d",
|
| 261 |
+
"n": 1106,
|
| 262 |
+
"positive_n": 346,
|
| 263 |
+
"in_sample_auc": 0.7965165804685124,
|
| 264 |
+
"holdout_auc": 0.7959647627166809,
|
| 265 |
+
"five_fold_mean_auc": 0.791709164214885
|
| 266 |
+
},
|
| 267 |
+
{
|
| 268 |
+
"specification": "full",
|
| 269 |
+
"outcome": "retained_7d",
|
| 270 |
+
"n": 1106,
|
| 271 |
+
"positive_n": 346,
|
| 272 |
+
"in_sample_auc": 0.796535594767265,
|
| 273 |
+
"holdout_auc": 0.7957753149569007,
|
| 274 |
+
"five_fold_mean_auc": 0.7902296502124877
|
| 275 |
+
},
|
| 276 |
+
{
|
| 277 |
+
"specification": "rank_only",
|
| 278 |
+
"outcome": "retained_14d",
|
| 279 |
+
"n": 1106,
|
| 280 |
+
"positive_n": 322,
|
| 281 |
+
"in_sample_auc": 0.7332203067562428,
|
| 282 |
+
"holdout_auc": 0.8011758941695247,
|
| 283 |
+
"five_fold_mean_auc": 0.731992012305431
|
| 284 |
+
},
|
| 285 |
+
{
|
| 286 |
+
"specification": "platform_visibility",
|
| 287 |
+
"outcome": "retained_14d",
|
| 288 |
+
"n": 1106,
|
| 289 |
+
"positive_n": 322,
|
| 290 |
+
"in_sample_auc": 0.7348919381417164,
|
| 291 |
+
"holdout_auc": 0.8010289073983342,
|
| 292 |
+
"five_fold_mean_auc": 0.7329323507518939
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"specification": "platform_plus_signals",
|
| 296 |
+
"outcome": "retained_14d",
|
| 297 |
+
"n": 1106,
|
| 298 |
+
"positive_n": 322,
|
| 299 |
+
"in_sample_auc": 0.7770352706299911,
|
| 300 |
+
"holdout_auc": 0.8243998040176385,
|
| 301 |
+
"five_fold_mean_auc": 0.7745030323873416
|
| 302 |
+
},
|
| 303 |
+
{
|
| 304 |
+
"specification": "full",
|
| 305 |
+
"outcome": "retained_14d",
|
| 306 |
+
"n": 1106,
|
| 307 |
+
"positive_n": 322,
|
| 308 |
+
"in_sample_auc": 0.7770352706299912,
|
| 309 |
+
"holdout_auc": 0.824203821656051,
|
| 310 |
+
"five_fold_mean_auc": 0.7735101885702081
|
| 311 |
+
}
|
| 312 |
+
]
|
| 313 |
+
}
|