docs: cite reproducible skew stats from univariate_summary in README

- Regenerated the three README charts from data/synthetic_1.2.6 via
  scripts/univariate_analysis.py --img (replaces the Feb 2026 ad-hoc versions)
- img/README.md: documents img/ as the published-docs chart directory
  (stable README link targets), with provenance and the regeneration command
- README: skew/mean narrative updated to the reproducible script output
  (mean 5.44, median 5.48; Fisher skew -0.03) with pointer to
  univariate_summary.txt, keeping the historical ODS reference

.gitignore

@@ -1,3 +1,5 @@
 tmp
 analysis/venv
+analysis/.venv
+__pycache__/
 .aider*

analysis/README.md

@@ -2,7 +2,7 @@
 
 This directory concerns analyses conducted with the Protocol Bicorder across multiple datasets.
 
-Scripts were created with the assistance of Claude Code. Data processing was done largely with either local models or the Ollama cloud service, which does not retain user data. Thanks to [Seth Frey (UC Davis)](https://enfascination.com/) for guidance, but all mistakes are the responsibility of the author, [Nathan Schneider](https://nathanschneider.info). This is the work of a researcher working with AI outside their field of expertise and should be treated as a playful experiment, not a model of rigorous methodology.
+Scripts were created with the assistance of various AI tools. Data processing was done largely with either local models or the Ollama cloud service, which does not retain user data. Thanks to [Seth Frey (UC Davis)](https://enfascination.com/) for guidance, but all mistakes are the responsibility of the author, [Nathan Schneider](https://nathanschneider.info). 
 
 ## Datasets
 
@@ -14,19 +14,19 @@ Readings are organized under `data/<type>_<version>/`, each self-contained with
 Runs:
 
 - **`data/synthetic_1.2.6/`** — 411 synthetic LLM-generated readings scored against bicorder v1.2.6 (see detailed procedure below). Renamed from `synthetic_20251116` to make the bicorder version it was generated against explicit, since the gradient structure changes between versions.
+- **`data/synthetic_1.4.0/`** - Same as above, but scored on v1.4.0, which has some changes to the gradients.
 - **`data/manual_20260320/`** — manual readings collected at [git.medlab.host/ntnsndr/protocol-bicorder-data](https://git.medlab.host/ntnsndr/protocol-bicorder-data), continuously expanding
 
 ### Adding a new run (e.g. re-running on edited gradients)
 
 1. Make a new run directory keyed by bicorder version, e.g. `data/synthetic_1.4.0/`.
-2. Point `bicorder_batch.py` at the shared input and the new output:
+2. Point `bicorder_batch.py` at the shared input and the new output (`-b` defaults to `../bicorder.json` in the repo root):
    ```bash
    python3 scripts/bicorder_batch.py data/protocols_edited.csv \
-       -o data/synthetic_1.4.0/readings.csv \
+       -o data/synthetic_1.4.0/readings.csv -b ../bicorder.json \
-       -b bicorder.json \
        -m <model> -a "<analyst>" -s "<standpoint>"
    ```
-3. The output `readings.csv` now records a `bicorder_version` column, so every run is self-describing about which gradient structure produced it. Run the downstream analysis (`multivariate_analysis.py`, `classify_readings.py`, etc.) against the new `readings.csv` with the new run directory as `--output`.
+3. The output `readings.csv` now records a `bicorder_version` column, so every run is self-describing about which gradient structure produced it. Run the downstream analysis (`univariate_analysis.py`, `multivariate_analysis.py`, `classify_readings.py`, etc.) against the new `readings.csv` with the new run directory as `--output`. The analysis scripts are version-agnostic: `classify_readings.py` auto-matches training data to the recorded version, and `compare_analyses.py` aligns renamed gradients across runs.
 
 ### Syncing the manual dataset
 
@@ -54,6 +54,87 @@ Many manual readings use the shortform bicorder (9 key dimensions rather than al
 
 ---
 
+## Command flow
+
+The analysis pipeline for a run, using `data/synthetic_1.4.0/` as the example. Commands run from this directory with the virtualenv activated. The flow is version-agnostic: each `readings.csv` records its `bicorder_version`, and every script reads the gradient structure from the file itself (shared helpers in `scripts/bicorder_common.py`), so the same sequence applies to any run and any future version.
+
+### 0. Setup (once)
+
+```bash
+python3 -m venv .venv
+source .venv/bin/activate
+pip install -r requirements.txt
+```
+
+### 1. Generate the readings (LLM batch diagnostic)
+
+Queries the LLM for every gradient of every protocol, one chat each. Interrupted runs can be continued by re-running with `--resume`, which skips completed work. (For the manual dataset, `scripts/sync_readings.sh data/manual_20260320` replaces this step.)
+
+```bash
+python3 scripts/bicorder_batch.py data/protocols_edited.csv -o data/synthetic_1.4.0/readings.csv \
+    -m <model> -a "<analyst>" -s "<standpoint>"
+```
+
+→ `data/synthetic_1.4.0/readings.csv` — 411 protocols × 23 gradients, plus provenance columns (`bicorder_version`, `analyst`, `standpoint`)
+
+### 2. Univariate analysis (averages and distributions)
+
+```bash
+python3 scripts/univariate_analysis.py data/synthetic_1.4.0/readings.csv
+
+# add --img to also publish the three summary charts into img/ (the charts linked in this README's analysis narrative)
+python3 scripts/univariate_analysis.py data/synthetic_1.2.6/readings.csv --img
+```
+
+→ `analysis/plots/` (protocol averages, distribution histogram, gradient averages), `analysis/data/` (per-protocol and per-gradient tables), and `analysis/reports/univariate_summary.txt` (mean, median, midpoint deviation, skewness)
+
+### 3. Multivariate analysis (clustering, PCA, correlation, feature importance)
+
+```bash
+python3 scripts/multivariate_analysis.py data/synthetic_1.4.0/readings.csv
+```
+
+→ `analysis/plots/`, `analysis/data/` (including `kmeans_clusters.csv`, **required by steps 4–5**), and `analysis/reports/analysis_summary.txt`. Use `--analyses clustering pca` to run a subset, and `--min-coverage 0.8` for sparse (shortform) datasets.
+
+### 4. Cluster visualizations (LDA + overlaid dimensional reductions)
+
+```bash
+# Cluster separation histogram and projection onto the discriminant axis
+python3 scripts/lda_visualization.py data/synthetic_1.4.0/readings.csv
+
+# Clusters overlaid on PCA / t-SNE / UMAP scatter plots
+python3 scripts/visualize_clusters.py data/synthetic_1.4.0/readings.csv
+```
+
+→ `analysis/plots/lda_cluster_separation.png` (plus separation statistics on the console) and `pca_2d_clustered.png` / `tsne_2d_clustered.png` / `umap_2d_clustered.png`
+
+### 5. Classify all readings
+
+```bash
+python3 scripts/classify_readings.py data/manual_20260320/readings.csv
+```
+
+Most typically applied to manual/shortform readings, with a synthetic run as training data. The training CSV is auto-selected to match the readings' recorded bicorder version (falls back to the most recent run and warns when versions differ, aligning renamed gradients); `--training` overrides. → `analysis/classifications.csv` (cluster, confidence, completeness, recommended form)
+
+### 6. Compare runs (including across bicorder versions)
+
+```bash
+python3 scripts/compare_analyses.py data/synthetic_1.4.0/readings.csv data/synthetic_1.2.6/readings.csv
+```
+
+Canonicalizes old gradient names and compares only shared dimensions, so runs from different versions align. Console report: Euclidean distance, RMSE, correlation; with several comparison files it ranks them. With no arguments it executes the legacy model-audit comparison (see *Manual and alternate model audit* below).
+
+### 7. Per-protocol JSONs and model export (optional)
+
+```bash
+python3 scripts/convert_csv_to_json.py data/synthetic_1.4.0/readings.csv
+python3 scripts/export_model_for_js.py data/synthetic_1.4.0/readings.csv
+```
+
+→ `json/` (one bicorder.json-spec reading per protocol). The optional `export_model_for_js.py` refreshes the research-only `bicorder_model.json` in this directory (app integration removed in bicorder v1.3.0; requires step 3 first)
+
+---
+
 ## Purpose
 
 This analyses has several purposes:
@@ -120,7 +201,7 @@ python3 scripts/bicorder_batch.py data/protocols_edited.csv -o data/synthetic_1.
 python3 scripts/bicorder_batch.py data/protocols_edited.csv -o data/synthetic_1.2.6/readings_gemma3-12b.csv -m gemma3:12b -a "Gemma3:12b" -s "A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision" --start 1 --end 10
 ```
 
-A Euclidean distance analysis (`python3 scripts/compare_analyses.py`) found that the `gpt-oss` model was closer to the manual example than the others. It was therefore selected to be the model used for conducting the bicorder diagnostic on the dataset.
+A Euclidean distance analysis (`python3 scripts/compare_analyses.py`, with paths given as arguments: a reference CSV followed by comparison CSVs) found that the `gpt-oss` model was closer to the manual example than the others. It was therefore selected to be the model used for conducting the bicorder diagnostic on the dataset.
 
 ```
 Average Euclidean Distance:
@@ -137,23 +218,33 @@ python3 scripts/bicorder_batch.py data/protocols_edited.csv -o data/synthetic_1.
 
 The result was a CSV-formatted list of protocols (`data/synthetic_1.2.6/readings.csv`, n=411).
 
+The same command, with changed version names, was used to produce the `synthetic_1.4.0` readings.
+
 ### Further analysis
 
 #### Basic averages
 
+For any run, `scripts/univariate_analysis.py` computes per-protocol and per-gradient averages, the summary statistics (mean, median, deviation from the midpoint, skewness), and the plots below, saving them to the run's `analysis/` directory:
+
+```bash
+python3 scripts/univariate_analysis.py data/synthetic_1.4.0/readings.csv
+```
+
 Per-protocol values are meaningful for the bicorder because, despite varying levels of appropriateness, all of the gradients are structured as ranging from "hardness" to "softness"---with lower values associated with greater rigidity. The average value for a given protocol, therefore, provides a rough sense of the protocol's hardness. 
 
 Basic averages appear in `data/synthetic_1.2.6/readings-analysis.ods`.
 
 #### Univariate analysis
 
+The charts linked below are the repo-level copies in `img/`, reproduced from a run with `python3 scripts/univariate_analysis.py <readings.csv> --img` (these were produced from the 1.2.6 dataset).
+
 First, a plot of average values for each protocol: 
 
 ![Protocol averages plot](img/protocol_averages.png)
 
 This reveals a linear distribution of values among the protocols, aside from exponential curves only at the extremes. Perhaps the most interesting finding is a skew toward the higher end of the scale, associated with softness. Even relatively hard, technical protocols appear to have significant soft characteristics.
 
-The protocol value averages have a mean of 5.45 and a median of 5.48. In comparison to the midpoint of 5, the normalized midpoint deviation is 0.11. In comparison, the Pearson coefficient measures the skew at just -0.07, which means that the relative skew of the data is actually slightly downward. So the distribution of protocol values is very balanced but has a consistent upward deviation from the scale's baseline. (These calculations are in `data/synthetic_1.2.6/readings-analysis.odt[averages]`.)
+The protocol value averages have a mean of 5.44 and a median of 5.48. In comparison to the midpoint of 5, the normalized midpoint deviation is 0.11. Skewness is very slight and slightly negative (Fisher moment skew −0.03; Pearson −0.13), meaning the distribution of protocol values is very balanced but has a consistent upward deviation from the scale's baseline. (These calculations come from `scripts/univariate_analysis.py`; summary text in `data/synthetic_1.2.6/analysis/reports/univariate_summary.txt`. Earlier ad-hoc calculations are in `data/synthetic_1.2.6/readings-analysis.odt[averages]`.)
 
 Second, a plot of average values for each gradient (with gaps to indicate the three groupings of gradients):
 
@@ -178,7 +269,7 @@ Expectations:
 * There are some gradients whose values are highly correlated. These might point to redundancies in the bicorder design.
 * Some correlations might be revealing about connections in the characteristics of protocols, but these should be considered carefully as they may be the result of design or LLM interpretation.
 
-Claude Code created a `multivariate_analysis.py` tool to conduct this analysis. Usage:
+The `multivariate_analysis.py` tool was used to conduct this analysis. Usage:
 
 ```bash
 # Run all analyses (default)
@@ -198,68 +289,6 @@ Initial manual observations:
 
 ![Importance ranking](data/synthetic_1.2.6/analysis/plots/feature_importances.png)
 
-Claude's interpretation:
-
-> 1. Two Fundamental Protocol Types (K-Means Clustering)
-> 
-> The data reveals two distinct protocol families (216 vs 192 protocols):
-> 
-> Cluster 1: "Vernacular/Emergent Protocols"
-> - Examples: Marronage, Songlines, Access-Centered Practices, Ethereum Proof of Work, Sangoma Healing Practices
-> - Characteristics:
->   - HIGH: elite→vernacular (6.4), malleable (7.3), flocking→swarming (6.4)
->   - LOW: self-enforcing→enforced (3.4), sovereign→subsidiary (2.9)
-> 
-> Cluster 2: "Institutional/Standardized Protocols"
-> - Examples: ISO standards, Greenwich Mean Time, Building Codes, German Bureaucratic Prose, Royal Access Protocol
-> - Characteristics:
->   - HIGH: self-enforcing (7.1), sovereign (6.0)
->   - LOW: elite→vernacular (1.8), flocking→swarming (2.3), static (3.5)
-> 
-> 2. Key Structural Dimensions (PCA)
-> 
-> Three principal components explain 55% of variance:
-> 
-> PC1 (main axis of variation): Elite/Static/Flocking ↔ Self-enforcing
-> - Essentially captures the Vernacular vs. Institutional divide
-> 
-> PC2: Sufficient/Crystallized ↔ Kafka-esque
-> - Measures protocol "completeness" vs. bureaucratic nightmare quality
-> 
-> PC3: Universal/Technical/Macro ↔ Particular/Embodied
-> - Scale and abstraction level
-> 
-> 3. Strong Correlations (Most Significant Relationships)
-> 
->   1. Static ↔ Predictable (r=0.61): Unchanging protocols create predictable experiences
->   2. Elite ↔ Self-enforcing (r=-0.58): Elite protocols need external enforcement; vernacular ones self-enforce
->   3. Self-enforcing ↔ Flocking (r=-0.56): Self-enforcing protocols resist swarming dynamics
->   4. Exclusion ↔ Kafka (r=0.52): Exclusionary protocols feel Kafka-esque
-> 
-> 4. Most Discriminative Dimension (Feature Importance)
-> 
-> Design_elite_vs_vernacular (22.7% importance) is by far the most powerful predictor of protocol type, followed by Entanglement_flocking_vs_swarming (13.8%).
-> 
-> 5. Most "Central" Protocols (Network Analysis)
-> 
-> These protocols share the most dimensional similarities with others:
->   1. VPN Usage (Circumvention Protocol) - bridges many protocol types
->   2. Access Check-in - connects accessibility and participation patterns
->   3. Quadratic Voting - spans governance dimensions
-> 
-> 6. Outliers (DBSCAN found 281!)
-> 
-> Most protocols are actually quite unique - DBSCAN identified 281 outliers, suggesting the dataset contains many distinctive protocol configurations that don't fit neat clusters. Only 10 tight sub-clusters exist.
-> 
-> 7. Category Prediction Power
-> 
->   - Design dimensions predict clustering with 90.4% accuracy
->   - Entanglement dimensions: 89.2% accuracy
->   - Experience dimensions: only 78.3% accuracy
-> 
-> This suggests Design and Entanglement are more fundamental than Experience.
-> 
-> The core insight: Protocols fundamentally divide between vernacular/emergent/malleable forms and institutional/standardized/static forms, with the elite↔vernacular dimension being the strongest predictor of all other characteristics.
 
 Comments:
 
@@ -279,146 +308,6 @@ Reflections on manual review:
 * Should have separate values for "n/a" (0---but that could screw up averages) and both (5)
 * Remove the analysis section, or use analyses here for what becomes most meaningful
 
-Claude report on possible improvements:
-
-> 1. Prioritize High-Impact Dimensions ⭐
-> 
-> The current 23 dimensions aren't equally informative. Reorder by importance:
-> 
-> Tier 1 - Critical (>10% importance):
-> - Design_elite_vs_vernacular (22.7%) - THE most discriminative dimension
-> - Entanglement_flocking_vs_swarming (13.8%)
-> - Design_static_vs_malleable (10.2%)
-> 
-> Tier 2 - Important (5-10%):
-> - Entanglement_self-enforcing_vs_enforced (9.2%)
-> - Entanglement_obligatory_vs_voluntary (8.0%)
-> - Experience_exclusion_vs_inclusion (5.9%)
-> 
-> Tier 3 - Supplementary (<5%):
-> - All remaining 17 dimensions
-> 
-> Recommendation: Reorganize the tool to present Tier 1 dimensions first, or mark them as "core diagnostics" vs. "supplementary diagnostics."
-> 
-> 2. Consider Reducing Low-Value Dimensions
-> 
-> Several dimensions have low discriminative power AND low variance:
-> 
-> Candidates for removal/consolidation:
-> - Entanglement_exclusive_vs_non-exclusive (0.6% importance, σ=1.64, mean=8.5)
->   - Responses heavily cluster at "non-exclusive" - not discriminating
-> - Design_durable_vs_ephemeral (1.2% importance, σ=2.41)
-> - Entanglement_defensible_vs_exposed (1.1% importance, σ=2.41)
-> 
-> Recommendation: Either remove these or combine into composite measures. Going from 23→18 dimensions would reduce analyst burden by ~20% with minimal information loss.
-> 
-> 3. Add Composite Scores 📊
-> 
-> Since PC1 explains the main variance, create derived metrics:
-> 
-> "Protocol Type Score" (based on PC1 loadings):
-> Score = elite_vs_vernacular(0.36) + static_vs_malleable(0.33) + flocking_vs_swarming(0.31) - self-enforcing_vs_enforced(0.29)
-> - High score = Institutional/Standardized
-> - Low score = Vernacular/Emergent
-> 
-> "Protocol Completeness Score" (based on PC2):
-> Score = sufficient_vs_insufficient(0.43) + crystallized_vs_contested(0.38) - Kafka_vs_Whitehead(0.36)
-> - Measures how "finished" vs. "kafkaesque" a protocol feels
-> 
-> Recommendation: Display these composite scores alongside individual dimensions to provide quick high-level insights.
-> 
-> 4. Highlight Key Correlations 🔗
-> 
-> The tool should alert analysts to important relationships:
-> 
-> Strong positive correlations:
-> - Static ↔ Predictable (0.61)
-> - Elite ↔ Static (0.53)
-> - Exclusion ↔ Kafka (0.52)
-> 
-> Strong negative correlations:
-> - Elite ↔ Self-enforcing (-0.58)
-> - Self-enforcing ↔ Flocking (-0.56)
-> 
-> Recommendation: When an analyst rates a dimension, show a tooltip: "Protocols 
-> rated as 'elite' tend to also be 'static' and require 'enforcement'"
-> 
-> 5. Flag Potential Redundancy
-> 
-> Two dimension pairs show moderate correlation within the same category:
-> 
-> 1. Entanglement_abstract_vs_embodied ↔ Entanglement_flocking_vs_swarming (r=-0.56)
-> 2. Design_documenting_vs_enabling ↔ Design_static_vs_malleable (r=0.53)
-> 
-> Recommendation: Consider merging these or making one primary and the other optional.
-> 
-> 6. Rebalance Categories ⚖️
-> 
-> Current split: Design (8), Entanglement (8), Experience (7)
-> 
-> Performance by category:
-> - Design: 90.4% predictive accuracy
-> - Entanglement: 89.2% predictive accuracy
-> - Experience: 78.3% predictive accuracy
-> 
-> Recommendation:
-> - Strengthen Design (add 1-2 high-variance dimensions)
-> - Trim Experience (remove low-performers, down to 5)
-> - Result: 9 Design, 8 Entanglement, 5 Experience = 22 dimensions (down from
-> 23)
-> 
-> 7. Add Diagnostic Quality Indicators
-> 
-> Based on variance analysis, flag dimensions where responses are too clustered:
-> 
-> - Entanglement_exclusive_vs_non-exclusive: 93% of protocols rate 7-9
-> - Design_technical_vs_social: Mean=7.6, heavily skewed toward "social"
-> 
-> Recommendation: Consider revising these gradient definitions or endpoints to achieve better distribution.
-> 
-> 8. Create Shortened Version 🎯
-> 
-> For rapid assessment, create a "Bicorder Core" with just the top 8 dimensions:
-> 
-> 1. elite_vs_vernacular ⭐⭐⭐
-> 2. flocking_vs_swarming
-> 3. static_vs_malleable
-> 4. self-enforcing_vs_enforced
-> 5. obligatory_vs_voluntary
-> 6. exclusion_vs_inclusion
-> 7. universal_vs_particular (high variance)
-> 8. explicit_vs_implicit (high variance)
-> 
-> This captures ~65% of the discriminative power in 1/3 the time.
-> 
-> 9. Add Comparison Features
-> 
-> The network analysis shows some protocols are highly "central" (similar to many others):
-> - VPN Usage (Circumvention Protocol)
-> - Access Check-in
-> - Quadratic Voting
-> 
-> Recommendation: After rating a protocol, show: "This protocol is most similar to: [X, Y, Z]" based on dimensional proximity.
-
-> Summary of Recommendations
-
-> Immediate actions:
-> 1. ✂️ Remove 3-5 low-value dimensions → 20 dimensions
-> 2. 🔄 Reorder dimensions by importance (elite_vs_vernacular first)
-> 3. ➕ Add 2 composite scores (Protocol Type, Completeness)
-
-> Medium-term enhancements:
-> 4. 🎯 Create "Bicorder Core" (8-dimension quick version)
-> 5. 💡 Add contextual tooltips about correlations
-> 6. 📊 Show similar protocols after assessment
-
-> This would make the tool ~20% faster to use while maintaining 95%+ of its discriminative power.
-
-Questions:
-
-* What makes the elite/vernacular distinction so "important"? Is it because of some salience of the description?
-* Why is the sovereign/subsidiary distinction, which is such a central part of the theorizing here, not more "important"? Would this change with a different description of the values?
-
 
 ### Future work: Description modification
 
@@ -459,7 +348,7 @@ This simple version-matching approach ensures compatibility without complex stru
 
 ### Files
 
-- `bicorder_model.json` (~5KB) - Trained LDA model with coefficients and scaler parameters; read by `bicorder-app` at build time
+- `bicorder_model.json` (~5KB) - Trained LDA model with coefficients and scaler parameters; research-only since v1.3.0 (the app no longer reads it)
 - `bicorder-app/src/bicorder-classifier.ts` - TypeScript classifier implementation in the web app
 - `ascii_bicorder.py` (updated) - Python script now calculates automated analysis values
 - `../bicorder.json` (updated) - Added bureaucratic ↔ relational gradient to analysis section
@@ -472,7 +361,7 @@ The calculation happens automatically when generating bicorder output:
 python3 ascii_bicorder.py bicorder.json bicorder.txt
 ```
 
-For web integration, see `INTEGRATION_GUIDE.md`. The app (`bicorder-app/`) has its own classifier implementation and reads `bicorder_model.json` from this directory at build time.
+For the history of the web integration, see `INTEGRATION_GUIDE.md`. The app (`bicorder-app/`) used to deploy its own TypeScript classifier and read `bicorder_model.json` from this directory at build time; that integration was removed in v1.3.0, so this model is now research-only.
 
 ### Key Features
 

analysis/WORKFLOW.md

@@ -21,9 +21,13 @@ The scripts automatically draw the gradients from the current state of the [bico
 
 6. **scripts/multivariate_analysis.py** - Run clustering, PCA, correlation, and feature importance analysis on a readings CSV
 7. **scripts/lda_visualization.py** - Generate LDA cluster separation plot and projection data
-8. **scripts/classify_readings.py** - Apply the synthetic-trained LDA classifier to all readings; saves `analysis/classifications.csv`
+8. **scripts/classify_readings.py** - Apply the synthetic-trained LDA classifier to all readings; saves `analysis/classifications.csv` (training data is auto-matched to the input's recorded bicorder version)
-9. **scripts/visualize_clusters.py** - Additional cluster visualizations
+9. **scripts/univariate_analysis.py** - Per-protocol and per-gradient averages, distributions, and summary stats (replaces the ad-hoc averages workflow)
-10. **scripts/export_model_for_js.py** - Export trained model to `bicorder_model.json` (read by `bicorder-app` at build time)
+10. **scripts/compare_analyses.py** - Compare readings CSVs to a reference (Euclidean distance, RMSE, correlation); canonicalizes renamed gradients so versions can be compared
+11. **scripts/visualize_clusters.py** - Additional cluster visualizations
+12. **scripts/export_model_for_js.py** - Export trained model to `bicorder_model.json` (research-only since v1.3.0 — the app integration was removed)
+
+Version-agnostic helpers shared by these scripts live in **scripts/bicorder_common.py**: the historical gradient rename map, version detection (from the `bicorder_version`/`version` column, falling back to the `data/<type>_<version>/` directory convention), and training-CSV selection. When gradients are renamed in `../bicorder.json`, update `COLUMN_RENAMES` in that one module.
 
 ## Syncing a manual readings dataset
 
@@ -46,11 +50,21 @@ python3 scripts/multivariate_analysis.py data/manual_20260320/readings.csv \
 # LDA visualization (cluster separation plot)
 python3 scripts/lda_visualization.py data/manual_20260320/readings.csv
 
-# Classify all readings (uses synthetic dataset as training data by default)
+# Classify all readings (training data auto-matched to the dataset's bicorder version)
 python3 scripts/classify_readings.py data/manual_20260320/readings.csv
+
+# Univariate averages (protocol and gradient plots + summary stats)
+python3 scripts/univariate_analysis.py data/manual_20260320/readings.csv
+# ... add --img to also publish its three summary charts into analysis/img/ (linked from README)
+
+# Cluster overlaid PCA/t-SNE/UMAP plots (after multivariate analysis)
+python3 scripts/visualize_clusters.py data/manual_20260320/readings.csv
+
+# Compare two runs, including across bicorder versions (renamed gradients are aligned)
+python3 scripts/compare_analyses.py data/synthetic_1.4.0/readings.csv data/synthetic_1.2.6/readings.csv
 ```
 
-Use `--min-coverage` (0.0–1.0) to drop dimension columns below the given coverage fraction before analysis. This is important for datasets with many shortform readings where most dimensions are sparsely filled.
+Use `--min-coverage` (0.0–1.0) to drop dimension columns below the given coverage fraction before analysis. This is important for datasets with many shortform readings where most dimensions are sparsely filled. `classify_readings.py` still accepts an explicit `--training` CSV to override the automatic selection.
 
 ## Converting JSON reading files to CSV
 

analysis/data/synthetic_1.2.6/analysis/data/gradient_averages.csv

@@ -0,0 +1,24 @@
+gradient,set,mean,median,coverage
+Entanglement_monopolistic_vs_pluralistic,Entanglement,8.510948905109489,9.0,1.0
+Design_technical_vs_social,Design,7.613138686131387,9.0,1.0
+Design_documenting_vs_enabling,Design,7.070559610705596,8.0,1.0
+Design_precise_vs_interpretive,Design,7.007317073170731,8.0,0.9975669099756691
+Experience_restraining_vs_liberating,Experience,6.64720194647202,8.0,1.0
+Entanglement_obligatory_vs_voluntary,Entanglement,6.434146341463415,8.0,0.9975669099756691
+Experience_dead_vs_alive,Experience,6.257907542579075,7.0,1.0
+Entanglement_defensible_vs_exposed,Entanglement,6.109756097560975,7.0,0.9975669099756691
+Experience_exclusion_vs_inclusion,Experience,5.897810218978102,7.0,1.0
+Design_static_vs_malleable,Design,5.485365853658537,7.0,0.9975669099756691
+Experience_trust-evading_vs_trust-inducing,Experience,5.425790754257908,6.0,1.0
+Entanglement_self-enforcing_vs_enforced,Entanglement,5.15609756097561,5.0,0.9975669099756691
+Entanglement_abstract_vs_embodied,Entanglement,4.931873479318734,5.0,1.0
+Design_universal_vs_particular,Design,4.91970802919708,4.0,1.0
+Experience_sufficient_vs_limited,Experience,4.780487804878049,5.0,0.9975669099756691
+Entanglement_flocking_vs_swarming,Entanglement,4.481751824817518,3.0,1.0
+Experience_crystallized_vs_contested,Experience,4.479318734793187,4.0,1.0
+Design_explicit_vs_implicit,Design,4.381995133819951,3.0,1.0
+Entanglement_sovereign_vs_subsidiary,Entanglement,4.364963503649635,3.0,1.0
+Design_formal_vs_vernacular,Design,4.265206812652068,3.0,1.0
+Experience_predictable_vs_emergent,Experience,4.0390243902439025,3.0,0.9975669099756691
+Entanglement_macro_vs_micro,Entanglement,4.014598540145985,2.0,1.0
+Design_durable_vs_ephemeral,Design,2.8248175182481754,2.0,1.0

analysis/data/synthetic_1.2.6/analysis/data/protocol_averages.csv

@@ -0,0 +1,412 @@
+Descriptor,average,n_gradients_scored
+Chancery Ceremonies,3.0,23
+Submission of Exclusive Privileges,3.3043478260869565,23
+Minutes of Council of Ministers,3.347826086956522,23
+Royal Access Protocol,3.391304347826087,23
+Theocracies,3.4782608695652173,23
+Communication Protocols (Cold War),3.5652173913043477,23
+Kraftwerk's Aesthetic Minimalism,3.608695652173913,23
+German Bureaucratic Prose,3.652173913043478,23
+Bertillonage,3.6956521739130435,23
+Silhouette Creation,3.739130434782609,23
+Building Codes,3.739130434782609,23
+European Hoff Ceremonial Protocol,3.739130434782609,23
+Decision-Making within the Cabinet,3.782608695652174,23
+Photographic Standardization,3.782608695652174,23
+Coordinated Universal Time (UTC),3.8260869565217392,23
+Succession Protocols,3.8260869565217392,23
+Victorian Room Design (Enclosure),3.869565217391304,23
+Westphalian System,3.869565217391304,23
+Office Space Survey Protocol,3.9130434782608696,23
+Racist Protocols,3.9545454545454546,22
+Authority Assertions via Linguistic Precision,3.9565217391304346,23
+International Meridian Conference,4.0,23
+Form-Based Interaction Protocol,4.0,23
+Imperial Grace Awarding,4.0,23
+Observational Science Protocols,4.0,23
+Traffic Signals,4.0,23
+Nuclear Protocols,4.0,23
+ARPANET Protocols,4.043478260869565,23
+Ethereum Proof of Work,4.086956521739131,23
+Embossing Protocol (BankAmericard),4.086956521739131,23
+Navigational Protocols,4.086956521739131,23
+Whitworth Screw Thread Protocol,4.086956521739131,23
+Criminological Discourse Protocols,4.130434782608695,23
+Seating Arrangements Protocol,4.130434782608695,23
+Shipping Container Protocol,4.130434782608695,23
+Code of Criminal Procedure Protocol,4.130434782608695,23
+Protocol of Operational Closure,4.130434782608695,23
+Reporting Conventions for Election Integrity,4.173913043478261,23
+Minute-Taking Protocol,4.173913043478261,23
+NSU Trial Protocol,4.173913043478261,23
+Protocol for Good Death,4.173913043478261,23
+Time Zones,4.173913043478261,23
+Arendt's Reporting Protocol,4.173913043478261,23
+Proof of Work Consensus,4.217391304347826,23
+Protocol for Academic Science,4.217391304347826,23
+Flag-Raising/Lowering Protocols,4.217391304347826,23
+Audience Recording Protocol,4.260869565217392,23
+Shorthand Transcription,4.260869565217392,23
+Blueprint Protocol,4.260869565217392,23
+Gold Standard,4.304347826086956,23
+Islamic Dietary Laws,4.304347826086956,23
+Vienna Convention (Diplomatic Law),4.304347826086956,23
+Totalitarian Hospitalization Protocol,4.304347826086956,23
+Cloud Data Capturing,4.3478260869565215,23
+TCP/IP,4.3478260869565215,23
+Insurance Claim Protocol,4.3478260869565215,23
+Grid-Based Urban Planning,4.3478260869565215,23
+Minute Book Recording Protocol,4.3478260869565215,23
+Capital Markets Opening and Closing Times Protocol,4.3478260869565215,23
+Sacrament of Eucharist,4.3478260869565215,23
+Difficulty Bomb (Ethereum),4.3478260869565215,23
+Staking Protocols,4.391304347826087,23
+Corporate Contracts,4.391304347826087,23
+Carriage Dispute Protocol,4.434782608695652,23
+Gold Coinage,4.434782608695652,23
+Time Zone Standardization,4.434782608695652,23
+Bitcoin Protocol,4.434782608695652,23
+Royal Protocols,4.434782608695652,23
+Email Services,4.434782608695652,23
+Observational Documentation Protocol (Secret Services),4.478260869565218,23
+Military Protocols,4.478260869565218,23
+Borgesian Aleph Construction,4.478260869565218,23
+Military Drill Techniques,4.478260869565218,23
+Uniform Resource Locator (URL) Protocol,4.478260869565218,23
+Disciplinary Procedure Protocol,4.478260869565218,23
+Protocol of the Elders of Zion,4.5,20
+Petition Submission,4.521739130434782,23
+White Cube Presentation Protocol,4.521739130434782,23
+Eichmann Trial Protocol,4.521739130434782,23
+Lift and Transfer Protocol,4.521739130434782,23
+QWERTY Keyboard Protocol,4.521739130434782,23
+Physiognomic Interpretation,4.521739130434782,23
+Crisis Communication Protocols (Cold War),4.521739130434782,23
+TSA Airport Security,4.565217391304348,23
+Ennoblement Protocols,4.565217391304348,23
+Piece Wage System,4.565217391304348,23
+Sellers Screw Thread Protocol,4.565217391304348,23
+Petitioning for Privileges,4.565217391304348,23
+Mapping & Charting Protocols,4.608695652173913,23
+Legal Protocol (General),4.608695652173913,23
+Stenography Protocols,4.608695652173913,23
+Proof of Stake Consensus,4.608695652173913,23
+Hotline Communication Protocol,4.636363636363637,22
+DNS,4.6521739130434785,23
+Rust Programming Language Principles,4.6521739130434785,23
+House Addressing (Tax Collection/Conscription),4.6521739130434785,23
+Imperial Mark Protocol,4.6521739130434785,23
+Mass Surveillance Protocols,4.695652173913044,23
+Airport Security Procedures,4.695652173913044,23
+Early Fatality Reporting,4.695652173913044,23
+International Organization for Standardization (ISO),4.695652173913044,23
+Benefit Application Procedures,4.695652173913044,23
+Ethereum Proof of Stake,4.695652173913044,23
+Birth Registration (City Hall),4.739130434782608,23
+Language Regulation,4.739130434782608,23
+Threshold Forgetting Protocols,4.739130434782608,23
+Command and Control,4.739130434782608,23
+Coal Dust Mitigation,4.739130434782608,23
+City-States,4.739130434782608,23
+Reykjavik Protocol,4.739130434782608,23
+Chronometer Usage Protocol,4.739130434782608,23
+Diplomatic Protocol,4.739130434782608,23
+Patriotic Protocols,4.782608695652174,23
+Calendar Invite and Alarm System,4.782608695652174,23
+Stock Exchange Trading Halt Protocol,4.782608695652174,23
+World Zionist Congress,4.782608695652174,23
+NAGPRA,4.826086956521739,23
+Decision-Making Process in Case of Disagreement,4.826086956521739,23
+Islamic Prayer Rituals,4.826086956521739,23
+Imperial Family Interactions,4.826086956521739,23
+Tribal Protocols of the Cultural Resources Program,4.826086956521739,23
+Canary Use for Gas Detection,4.826086956521739,23
+Protocol Analysis (Ericsson & Simon),4.826086956521739,23
+Handwashing,4.826086956521739,23
+Crash Protocol,4.869565217391305,23
+Lift and Transfer Protocol,4.869565217391305,23
+Roman Senate Advisory Decree,4.869565217391305,23
+Rhetorical Canons,4.869565217391305,23
+Elevator Button Addressing,4.869565217391305,23
+Ethereum Protocol,4.869565217391305,23
+Think Aloud Protocol,4.869565217391305,23
+Ministerial Conferences,4.869565217391305,23
+Layer 2 Scaling Solutions,4.913043478260869,23
+Evidence-Based Debates,4.913043478260869,23
+Council of Ministers Meetings,4.956521739130435,23
+Translation Correction Protocol,4.956521739130435,23
+Flux Divergence,4.956521739130435,23
+Currency Ledgers,4.956521739130435,23
+Kleros Dispute Resolution Protocol,4.956521739130435,23
+Manifest Destiny,4.956521739130435,23
+Longitude Determination Protocols,5.0,23
+Memorization Palaces,5.0,23
+Cowrie Bead Currency,5.043478260869565,23
+Bell Pit Spacing,5.043478260869565,23
+Philanthropic Foundation Advocacy Protocol,5.043478260869565,23
+Pedestrian Traffic Rules Protocol,5.043478260869565,23
+OODA Loop,5.043478260869565,23
+Meeting Scheduling,5.086956521739131,23
+Clan Identification,5.086956521739131,23
+Police Intervention Protocol,5.086956521739131,23
+Robert Musil’s Protocol of Critical Assessment,5.086956521739131,23
+Conciliatory Chairman Intervention Protocol,5.086956521739131,23
+De umbrias ideareum (Bruno’s Memory Seals),5.086956521739131,23
+Police-led Information-Gathering Network,5.130434782608695,23
+Würzburg Psychology's Experimenter-Guided Observation,5.130434782608695,23
+Dinner Etiquette,5.130434782608695,23
+Mundaneum Protocol,5.130434782608695,23
+Department Council Protocols,5.130434782608695,23
+Petition Submission and Review,5.130434782608695,23
+Sacrament of Reconciliation,5.173913043478261,23
+Corridor Design (Government Buildings),5.173913043478261,23
+Political Thriller/Police Movie Protocol,5.173913043478261,23
+College Enrollment,5.173913043478261,23
+Public Health Behavioral Guidelines,5.173913043478261,23
+Sonic Engineering Protocols,5.173913043478261,23
+Arranged Marriage,5.173913043478261,23
+Dust Suppression Efforts,5.173913043478261,23
+Discernment of Spirits,5.217391304347826,23
+Michi Saagiig Clan Introduction,5.217391304347826,23
+Diaries (Experimental Soul Studies),5.217391304347826,23
+Art Historical/Curatorial Validation Protocol,5.217391304347826,23
+CubeSat Protocol,5.217391304347826,23
+League of Nations,5.217391304347826,23
+Script Provision Protocol,5.217391304347826,23
+USB-C Connector Protocol,5.260869565217392,23
+ActivityPub Protocol,5.260869565217392,23
+SZ Journalists' Note-Taking Protocol,5.260869565217392,23
+CRISPR,5.260869565217392,23
+Meeting Protocol (Museum),5.260869565217392,23
+Mecanno Kit,5.260869565217392,23
+Peer Review,5.260869565217392,23
+Senatus Consultum,5.260869565217392,23
+Canonical Bridge Protocols,5.260869565217392,23
+COVID-19 Regulations,5.304347826086956,23
+Intangible Cultural Heritage Department Protocols,5.304347826086956,23
+Profile Photo Change (Symbolic Participation Protocol),5.304347826086956,23
+EIP (Ethereum Improvement Proposal),5.304347826086956,23
+Information Campaign (Nationalist Commentators),5.304347826086956,23
+Six-Day Work Week,5.3478260869565215,23
+Video Game Tournament Disqualification Protocol,5.3478260869565215,23
+Decision-Making via Vote,5.3478260869565215,23
+Scent-Free Attendance,5.3478260869565215,23
+Commemorative Coin Protocol,5.3478260869565215,23
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,5.3478260869565215,23
+Memory Wheels,5.3478260869565215,23
+Secular Lunar Calendar,5.391304347826087,23
+Artisanal Marketing Protocol,5.391304347826087,23
+Time Distribution via Gun Time,5.391304347826087,23
+Hats Protocol,5.434782608695652,23
+Bristlemouth Protocol,5.434782608695652,23
+Literary Genre Conventions (General),5.434782608695652,23
+COVID-19 Pandemic Protocols,5.434782608695652,23
+Semantic Web Protocol,5.478260869565218,23
+Bilderatlas Mnemosyne (Warburg’s Method),5.478260869565218,23
+Spam/Dilution Tactics (Content Disruption Protocol),5.478260869565218,23
+Ethereum DAO Withdrawal Protocol,5.478260869565218,23
+Basel Program,5.478260869565218,23
+Annual Feasts,5.478260869565218,23
+Dating Websites (Pre-App),5.478260869565218,23
+Network State Founder Protocols,5.478260869565218,23
+Tjukurpa (Dreaming Stories),5.478260869565218,23
+Reporting of Financial Status,5.521739130434782,23
+Islamic Memorization,5.521739130434782,23
+COVID-19 Mask Mandate Protocols,5.521739130434782,23
+Timekeeping for Activities (Yin/Yang Hours),5.521739130434782,23
+Stereographic Exchange,5.521739130434782,23
+Greenwich Mean Time,5.521739130434782,23
+Truth and Reparations Commission Protocols,5.521739130434782,23
+Xanadu Protocol,5.565217391304348,23
+Technical-Political Distinction Protocol,5.565217391304348,23
+Medical System (US),5.565217391304348,23
+Windrush Generation Protocols,5.565217391304348,23
+Rhymes and Syllabic Rhythm,5.565217391304348,23
+Political Discourse Protocol,5.565217391304348,23
+MFA Seminar Protocols,5.565217391304348,23
+Human Rights,5.565217391304348,23
+DNA Testing Kits,5.608695652173913,23
+Wampum Belt Bead Code,5.608695652173913,23
+Quadratic Voting,5.608695652173913,23
+Pale Fire Protocol,5.608695652173913,23
+Systematic Experimental Self-Observation,5.608695652173913,23
+Noon-day Gun Protocol,5.608695652173913,23
+Choose Your Own Adventure Protocol,5.608695652173913,23
+Underground Resistance's Bandana Protocol,5.608695652173913,23
+Climate Treaties,5.608695652173913,23
+Publishing Protocols,5.6521739130434785,23
+Election Reporting Conventions,5.6521739130434785,23
+Model 500's Detroit Techno Identity,5.6521739130434785,23
+Injection Protocol,5.6521739130434785,23
+Protocol of Tjukurpa (Dreamtime Instructions),5.695652173913044,23
+Face-Restoring Protocol,5.695652173913044,23
+Simplan Credit Card System,5.695652173913044,23
+BankAmericard Distribution Protocol,5.695652173913044,23
+MEV (Maximal Extractable Value),5.695652173913044,23
+RFC Process,5.695652173913044,23
+Protocol of Targeted Killing,5.695652173913044,23
+Public Enemy’s Political Activism,5.739130434782608,23
+Territory Acknowledgement,5.739130434782608,23
+Introduction Protocol,5.739130434782608,23
+Chronicles of Suffering (Thirty Years' War),5.739130434782608,23
+Halal and Gluten-Free Food Options,5.739130434782608,23
+Protocol for COVID Masking,5.782608695652174,23
+Automobile Driver Warning Protocol,5.782608695652174,23
+Hundred Gradations Incense Seal Protocol,5.782608695652174,23
+Open Source Protocols,5.782608695652174,23
+Tribal Council Research Permit,5.782608695652174,23
+Linux Kernel Production,5.782608695652174,23
+Knotted Cord Alarm Protocol,5.782608695652174,23
+Nishnaabeg Storytelling Traditions,5.782608695652174,23
+Deliberative Analyses,5.782608695652174,23
+ResearchHub Model,5.826086956521739,23
+Gas Testing with Candle,5.826086956521739,23
+Socratic Method,5.826086956521739,23
+Fundamental Cause Investigations,5.826086956521739,23
+Protocol for Evaluating Clock Protocols,5.826086956521739,23
+Community Land Acknowledgement Protocol (Gallery),5.826086956521739,23
+Proactive Suggestion Protocol,5.826086956521739,23
+Paris Agreement,5.826086956521739,23
+Child Discipline (Spanking/Grounding),5.826086956521739,23
+International Law (as Protocol),5.869565217391305,23
+Hypertext/Hypermedia Protocol,5.869565217391305,23
+Narrative Blogging Protocols,5.869565217391305,23
+Dispute Resolution Through Mediation,5.869565217391305,23
+"""Open Publishing",5.913043478260869,23
+Coordinatizing Scientific Observation,5.913043478260869,23
+Silicon Valley Model,5.913043478260869,23
+Political Protocols (Arendt & Schmitt),5.913043478260869,23
+Job Interview Protocol,5.956521739130435,23
+Naming Protocols (Land Acknowledgements & Introductions),5.956521739130435,23
+NLS Protocol,5.956521739130435,23
+Protocol of Kinship,5.956521739130435,23
+Dating Apps,5.956521739130435,23
+Lingua Franca,5.956521739130435,23
+Detroit Techno Music Performance Protocols,5.956521739130435,23
+Unionized Worker Right to Strike,5.956521739130435,23
+Clinical Trial Design,5.956521739130435,23
+Sign Language Interpretation Protocol,6.0,23
+Pipe Ceremony Protocol,6.0,23
+Facebook Protocol,6.0,23
+Songlines,6.0,23
+Access-Centered Practices,6.0,23
+Urban Rewilding Protocol,6.043478260869565,23
+Sin Protocol (Ignatian),6.043478260869565,23
+Swiping,6.043478260869565,23
+Funeral Rituals,6.043478260869565,23
+Shadbush Tree Planting,6.043478260869565,23
+I Ching Protocol,6.043478260869565,23
+Abdication Protocol,6.086956521739131,23
+HyperCard Protocol,6.086956521739131,23
+Uninsurable Protocol,6.086956521739131,23
+Exit to Community Model,6.086956521739131,23
+Autonomous Worlds (0xPARC framework),6.086956521739131,23
+VPN Usage (Circumvention Protocol),6.130434782608695,23
+Memetic Culture,6.130434782608695,23
+Community Lore Protocols,6.130434782608695,23
+Diaries (Puritan & Pietist),6.130434782608695,23
+Rhizomatic Urban Farm Expansion Protocol,6.130434782608695,23
+Anishinaabeg Visiting Protocols,6.130434782608695,23
+Lenin's Revolutionary Organization Protocol,6.136363636363637,22
+Deep Fake Generation Protocols,6.173913043478261,23
+Keeping in Touch (Return Visits),6.173913043478261,23
+Sustos Retrieval,6.173913043478261,23
+Silicon Valley Exit,6.173913043478261,23
+Bamboo Sales (Village Artisan Example),6.217391304347826,23
+Social Entrepreneurship,6.217391304347826,23
+Drift Mine Slope Excavation,6.217391304347826,23
+Mutual Exchange Practices,6.217391304347826,23
+Performance of Transparency,6.217391304347826,23
+Compost-Based Ritual Protocols,6.217391304347826,23
+Oral Communication Preferences,6.217391304347826,23
+Buddhist Monastery Protocols,6.217391304347826,23
+Offering Alternative Respect Tokens,6.260869565217392,23
+Marginal Note Usage,6.260869565217392,23
+ASL Provision Protocol,6.304347826086956,23
+Web Protocols,6.304347826086956,23
+Incense Clock Protocol,6.304347826086956,23
+High-Frequency Trading Protocol,6.304347826086956,23
+Drexciya's Sonic World Building,6.304347826086956,23
+State-Sponsored Interference Protocol,6.318181818181818,22
+Music Genre Protocols,6.3478260869565215,23
+Circular Movement Protocol,6.3478260869565215,23
+Cooking Practices,6.3478260869565215,23
+Anishinaabeg Knowledge Sharing Protocols,6.3478260869565215,23
+Content Moderation Standards,6.3478260869565215,23
+Quilting Practices,6.391304347826087,23
+New York Garment Worker Strike Protocols,6.391304347826087,23
+LK-99 Replication Craze,6.391304347826087,23
+Access Check-in,6.391304347826087,23
+Distributed Cooperatives (DisCOs),6.391304347826087,23
+Vigil for Murdered Environmentalists,6.434782608695652,23
+Toyota Killswitch Protocol,6.434782608695652,23
+Protocol Departure in Creative Writing,6.434782608695652,23
+Lemon Balm Protocol,6.478260869565218,23
+Open Source Estrogen,6.478260869565218,23
+Teaching Protocol (Paulo Freire),6.478260869565218,23
+Deep Listening,6.521739130434782,23
+Protocol of Reclamation,6.521739130434782,23
+Office Request Protocol,6.521739130434782,23
+Network Nations Protocols,6.521739130434782,23
+Ethnographic Containment,6.521739130434782,23
+DIY Hormone Detection,6.521739130434782,23
+Goffman's Interactional System Protocol,6.565217391304348,23
+Extinction Rebellion Affinity Networks Protocols,6.565217391304348,23
+Vibe Culture,6.565217391304348,23
+Vogue'ology,6.565217391304348,23
+House Style,6.565217391304348,23
+Marronage,6.608695652173913,23
+Planting Tree Protocols,6.608695652173913,23
+Black Time Belt,6.608695652173913,23
+Tobacco Offering Protocol,6.608695652173913,23
+Handshake,6.608695652173913,23
+Column Chromatography,6.6521739130434785,23
+Pagamento (Payback),6.6521739130434785,23
+Bartleby Protocol,6.6521739130434785,23
+Black Poethics,6.6521739130434785,23
+Neighborhood Food Distribution Festival Protocol,6.695652173913044,23
+Environmental Vigil Protocols,6.695652173913044,23
+Participatory Studies (Seed Oils),6.695652173913044,23
+African Futurist Escape,6.695652173913044,23
+Myal Protocols,6.695652173913044,23
+Ultimate Frisbee Gameplay,6.695652173913044,23
+Oblique Messaging/Editing (Content Circulation Protocol),6.695652173913044,23
+Cover Letter (Early Credit Agreements),6.739130434782608,23
+Mutual Aid Swarm Protocol,6.739130434782608,23
+Plantationocence,6.739130434782608,23
+Witness Interaction Protocol,6.739130434782608,23
+Environmental Racism Protocols,6.739130434782608,23
+Urine-Hormone-Extraction-Action,6.739130434782608,23
+Abolitionist Practice Protocol,6.739130434782608,23
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,6.739130434782608,23
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),6.739130434782608,23
+Listening Protocols,6.782608695652174,23
+Milking Apparatus,6.782608695652174,23
+Food Localization Protocol,6.826086956521739,23
+Ecology Protocols (Local Knowledge),6.826086956521739,23
+Childbirth Protocols (Local Knowledge),6.826086956521739,23
+Prime Meridian Unconference,6.869565217391305,23
+SILENT/LISTEN Protocol,6.869565217391305,23
+Participatory Guarantee Systems (PGS),6.869565217391305,23
+Communal Altar Creation,6.913043478260869,23
+Seven Ancestor Teachings,6.913043478260869,23
+Afrofuturism,6.913043478260869,23
+Black Feminist Protocols,6.956521739130435,23
+Flint Arrowhead Manufacturing Protocols,6.956521739130435,23
+Artistic Collaboration,7.0,23
+Relationship-Building in Deaf Community,7.0,23
+Protocol for Dance Collaboration,7.0,23
+Tarot Card Interpretation,7.0,23
+Pop-up Village Protocols,7.043478260869565,23
+YES-HER Yeast Biosensors,7.043478260869565,23
+Means Without Ends,7.086956521739131,23
+Doubloon Game Protocol,7.173913043478261,23
+Public Amateurism,7.173913043478261,23
+Occupying Vacancy Protocol,7.173913043478261,23
+Pickup Basketball/Soccer Games,7.217391304347826,23
+Alusi Trance (African Futurism),7.304347826086956,23
+Access Intimacy Protocol,7.304347826086956,23
+Gestural Warning Protocol,7.304347826086956,23
+Sangoma Healing Practices,7.521739130434782,23
+Gynepunk,7.521739130434782,23
+Ancestral Spirit Possession,7.565217391304348,23

analysis/data/synthetic_1.2.6/analysis/reports/univariate_summary.txt

@@ -0,0 +1,40 @@
+Readings analyzed: 411 protocols x 23 gradients
+Bicorder version: 1.2.6
+
+Protocol averages:
+  mean     = 5.439
+  median   = 5.478
+  std      = 0.935
+  min      = 3.000
+  max      = 7.565
+  midpoint = 5
+  deviation from midpoint = +0.439 (normalized over half-range 4: +0.110)
+  Pearson skew (3*(mean-median)/std) = -0.127
+  Fisher moment skew = -0.034
+
+Gradient averages (all sets):
+  Entanglement_monopolistic_vs_pluralistic                     mean=8.51  coverage=100%
+  Design_technical_vs_social                                   mean=7.61  coverage=100%
+  Design_documenting_vs_enabling                               mean=7.07  coverage=100%
+  Design_precise_vs_interpretive                               mean=7.01  coverage=100%
+  Experience_restraining_vs_liberating                         mean=6.65  coverage=100%
+  Entanglement_obligatory_vs_voluntary                         mean=6.43  coverage=100%
+  Experience_dead_vs_alive                                     mean=6.26  coverage=100%
+  Entanglement_defensible_vs_exposed                           mean=6.11  coverage=100%
+  Experience_exclusion_vs_inclusion                            mean=5.90  coverage=100%
+  Design_static_vs_malleable                                   mean=5.49  coverage=100%
+  Experience_trust-evading_vs_trust-inducing                   mean=5.43  coverage=100%
+  Entanglement_self-enforcing_vs_enforced                      mean=5.16  coverage=100%
+  Entanglement_abstract_vs_embodied                            mean=4.93  coverage=100%
+  Design_universal_vs_particular                               mean=4.92  coverage=100%
+  Experience_sufficient_vs_limited                             mean=4.78  coverage=100%
+  Entanglement_flocking_vs_swarming                            mean=4.48  coverage=100%
+  Experience_crystallized_vs_contested                         mean=4.48  coverage=100%
+  Design_explicit_vs_implicit                                  mean=4.38  coverage=100%
+  Entanglement_sovereign_vs_subsidiary                         mean=4.36  coverage=100%
+  Design_formal_vs_vernacular                                  mean=4.27  coverage=100%
+  Experience_predictable_vs_emergent                           mean=4.04  coverage=100%
+  Entanglement_macro_vs_micro                                  mean=4.01  coverage=100%
+  Design_durable_vs_ephemeral                                  mean=2.82  coverage=100%
+
+Extremes: highest = Entanglement_monopolistic_vs_pluralistic (8.51); lowest = Design_durable_vs_ephemeral (2.82)

analysis/data/synthetic_1.4.0/analysis/classifications.csv

@@ -0,0 +1,412 @@
+Descriptor,analyst,standpoint,shortform,cluster,cluster_name,confidence,lda_score,distance_to_boundary,completeness,dimensions_provided,key_dims_provided,recommended_form
+Abdication Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.203,4.203,1.0,23,9,short
+Abolitionist Practice Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.322,11.322,1.0,23,9,short
+Access Check-in,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.082,7.082,1.0,23,9,short
+Access Intimacy Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.781,13.781,1.0,23,9,short
+Access-Centered Practices,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.624,4.624,1.0,23,9,short
+ActivityPub Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.581,5.581,1.0,23,9,short
+African Futurist Escape,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.057,10.057,1.0,23,9,short
+Afrofuturism,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.514,9.514,1.0,23,9,short
+Airport Security Procedures,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.02,8.02,1.0,23,9,short
+Alusi Trance (African Futurism),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.16,12.16,1.0,23,9,short
+Ancestral Spirit Possession,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.593,9.593,1.0,23,9,short
+Anishinaabeg Knowledge Sharing Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.195,10.195,1.0,23,9,short
+Anishinaabeg Visiting Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.182,6.182,1.0,23,9,short
+Annual Feasts,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.726,4.726,1.0,23,9,short
+Arendt's Reporting Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.451,1.354,1.354,1.0,23,9,long
+ARPANET Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.253,3.253,1.0,23,9,short
+Arranged Marriage,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.769,2.306,2.306,1.0,23,9,short
+Art Historical/Curatorial Validation Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.452,-1.356,1.356,1.0,23,9,long
+Artisanal Marketing Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.626,5.626,1.0,23,9,short
+Artistic Collaboration,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.247,10.247,1.0,23,9,short
+ASL Provision Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.744,-2.232,2.232,1.0,23,9,short
+Audience Recording Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,12.719,12.719,1.0,23,9,short
+Authority Assertions via Linguistic Precision,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.928,2.784,2.784,1.0,23,9,short
+Automobile Driver Warning Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.129,0.386,0.386,1.0,23,9,long
+Autonomous Worlds (0xPARC framework),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.059,9.059,1.0,23,9,short
+Bamboo Sales (Village Artisan Example),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.969,8.969,1.0,23,9,short
+BankAmericard Distribution Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.987,2.96,2.96,1.0,23,9,short
+Bartleby Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.304,11.304,1.0,23,9,short
+Basel Program,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.494,5.494,1.0,23,9,short
+Bell Pit Spacing,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.743,8.743,1.0,23,9,short
+Benefit Application Procedures,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.799,8.799,1.0,23,9,short
+Bertillonage,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.641,10.641,1.0,23,9,short
+Bilderatlas Mnemosyne (Warburg’s Method),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.194,8.194,1.0,23,9,short
+Birth Registration (City Hall),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.067,9.067,1.0,23,9,short
+Bitcoin Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.564,5.564,1.0,23,9,short
+Black Feminist Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.316,9.316,1.0,23,9,short
+Black Poethics,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.66,9.66,1.0,23,9,short
+Black Time Belt,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.769,8.769,1.0,23,9,short
+Blueprint Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.455,1.364,1.364,1.0,23,9,long
+Borgesian Aleph Construction,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.953,6.953,1.0,23,9,short
+Bristlemouth Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.803,4.803,1.0,23,9,short
+Buddhist Monastery Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.824,6.824,1.0,23,9,short
+Building Codes,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.465,9.465,1.0,23,9,short
+German Bureaucratic Prose,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,13.747,13.747,1.0,23,9,short
+Calendar Invite and Alarm System,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.566,-1.699,1.699,1.0,23,9,long
+Canary Use for Gas Detection,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.684,2.051,2.051,1.0,23,9,short
+Canonical Bridge Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.024,11.024,1.0,23,9,short
+Capital Markets Opening and Closing Times Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.83,9.83,1.0,23,9,short
+Carriage Dispute Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.916,11.916,1.0,23,9,short
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.527,-1.582,1.582,1.0,23,9,long
+Chancery Ceremonies,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,13.491,13.491,1.0,23,9,short
+Child Discipline (Spanking/Grounding),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.359,1.077,1.077,1.0,23,9,long
+Childbirth Protocols (Local Knowledge),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.405,13.405,1.0,23,9,short
+Choose Your Own Adventure Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.078,10.078,1.0,23,9,short
+Chronicles of Suffering (Thirty Years' War),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.595,10.595,1.0,23,9,short
+Chronometer Usage Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.231,9.231,1.0,23,9,short
+Circular Movement Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.626,10.626,1.0,23,9,short
+City-States,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.496,1.488,1.488,1.0,23,9,long
+Clan Identification,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.252,5.252,1.0,23,9,short
+Climate Treaties,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.357,-1.072,1.072,1.0,23,9,long
+Cloud Data Capturing,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.072,-0.217,0.217,1.0,23,9,long
+Coal Dust Mitigation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.978,6.978,1.0,23,9,short
+Code of Criminal Procedure Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.553,11.553,1.0,23,9,short
+College Enrollment,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.973,4.973,1.0,23,9,short
+Column Chromatography,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.34,6.34,1.0,23,9,short
+Command and Control,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.883,3.883,1.0,23,9,short
+Commemorative Coin Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.746,6.746,1.0,23,9,short
+Communal Altar Creation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.542,9.542,1.0,23,9,short
+Communication Protocols (Cold War),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.031,10.031,1.0,23,9,short
+Community Land Acknowledgement Protocol (Gallery),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.521,1.564,1.564,1.0,23,9,long
+Community Lore Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.845,6.845,1.0,23,9,short
+Compost-Based Ritual Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.377,7.377,1.0,23,9,short
+Conciliatory Chairman Intervention Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.499,6.499,1.0,23,9,short
+Content Moderation Standards,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.954,-2.861,2.861,1.0,23,9,short
+Cooking Practices,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.881,12.881,1.0,23,9,short
+Coordinated Universal Time (UTC),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.345,8.345,1.0,23,9,short
+Coordinatizing Scientific Observation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.736,8.736,1.0,23,9,short
+Corporate Contracts,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.026,8.026,1.0,23,9,short
+Corridor Design (Government Buildings),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.866,2.599,2.599,1.0,23,9,short
+Council of Ministers Meetings,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.22,7.22,1.0,23,9,short
+Cover Letter (Early Credit Agreements),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.846,8.846,1.0,23,9,short
+COVID-19 Mask Mandate Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.316,4.316,1.0,23,9,short
+COVID-19 Pandemic Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.356,6.356,1.0,23,9,short
+COVID-19 Regulations,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.169,5.169,1.0,23,9,short
+Cowrie Bead Currency,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.494,7.494,1.0,23,9,short
+Crash Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.0,6.0,1.0,23,9,short
+"""Open Publishing",GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.365,8.365,1.0,23,9,short
+Criminological Discourse Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.204,11.204,1.0,23,9,short
+Crisis Communication Protocols (Cold War),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.886,7.886,1.0,23,9,short
+CRISPR,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.593,-1.779,1.779,1.0,23,9,long
+CubeSat Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.379,1.137,1.137,1.0,23,9,long
+Currency Ledgers,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.273,-0.82,0.82,1.0,23,9,long
+Dating Websites (Pre-App),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.9,-2.699,2.699,1.0,23,9,short
+De umbrias ideareum (Bruno’s Memory Seals),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.453,-1.359,1.359,1.0,23,9,long
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.872,6.872,1.0,23,9,short
+Decision-Making Process in Case of Disagreement,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.591,7.591,1.0,23,9,short
+Decision-Making via Vote,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.299,0.898,0.898,1.0,23,9,long
+Decision-Making within the Cabinet,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.629,8.629,1.0,23,9,short
+Deep Fake Generation Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.705,7.705,1.0,23,9,short
+Deep Listening,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.571,12.571,1.0,23,9,short
+Deliberative Analyses,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.415,1.246,1.246,1.0,23,9,long
+Department Council Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.918,5.918,1.0,23,9,short
+Detroit Techno Music Performance Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.927,-2.782,2.782,1.0,23,9,short
+Diaries (Experimental Soul Studies),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.409,9.409,1.0,23,9,short
+Diaries (Puritan & Pietist),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.87,10.87,1.0,23,9,short
+Difficulty Bomb (Ethereum),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.653,1.959,1.959,1.0,23,9,short
+Dinner Etiquette,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.102,-0.307,0.307,1.0,23,9,long
+Diplomatic Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.088,5.088,1.0,23,9,short
+Discernment of Spirits,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.853,-2.558,2.558,1.0,23,9,short
+Disciplinary Procedure Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.546,8.546,1.0,23,9,short
+Dispute Resolution Through Mediation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.42,-1.261,1.261,1.0,23,9,long
+Distributed Cooperatives (DisCOs),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.991,10.991,1.0,23,9,short
+DIY Hormone Detection,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.93,7.93,1.0,23,9,short
+DNA Testing Kits,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.094,4.094,1.0,23,9,short
+DNS,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.884,3.884,1.0,23,9,short
+Doubloon Game Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.417,12.417,1.0,23,9,short
+Drexciya's Sonic World Building,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.75,9.75,1.0,23,9,short
+Drift Mine Slope Excavation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.038,-0.115,0.115,1.0,23,9,long
+Dust Suppression Efforts,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.494,4.494,1.0,23,9,short
+Early Fatality Reporting,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.345,5.345,1.0,23,9,short
+Ecology Protocols (Local Knowledge),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.435,10.435,1.0,23,9,short
+Eichmann Trial Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.536,10.536,1.0,23,9,short
+EIP (Ethereum Improvement Proposal),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.331,-0.994,0.994,1.0,23,9,long
+Election Reporting Conventions,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.685,-2.055,2.055,1.0,23,9,short
+Elevator Button Addressing,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.391,1.172,1.172,1.0,23,9,long
+Email Services,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.593,7.593,1.0,23,9,short
+Embossing Protocol (BankAmericard),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.556,5.556,1.0,23,9,short
+Ennoblement Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.359,10.359,1.0,23,9,short
+Environmental Racism Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.541,6.541,1.0,23,9,short
+Environmental Vigil Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.831,6.831,1.0,23,9,short
+Ethereum DAO Withdrawal Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.621,4.621,1.0,23,9,short
+Ethereum Proof of Stake,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.621,3.621,1.0,23,9,short
+Ethereum Proof of Work,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.73,-2.19,2.19,1.0,23,9,short
+Ethereum Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.34,9.34,1.0,23,9,short
+Ethnographic Containment,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.441,11.441,1.0,23,9,short
+European Hoff Ceremonial Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,12.746,12.746,1.0,23,9,short
+Evidence-Based Debates,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.661,5.661,1.0,23,9,short
+Exit to Community Model,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.339,8.339,1.0,23,9,short
+Extinction Rebellion Affinity Networks Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.364,10.364,1.0,23,9,short
+Face-Restoring Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.141,5.141,1.0,23,9,short
+Facebook Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.068,-0.203,0.203,1.0,23,9,long
+Petition Submission,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.501,7.501,1.0,23,9,short
+Flag-Raising/Lowering Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.775,9.775,1.0,23,9,short
+Flint Arrowhead Manufacturing Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.836,9.836,1.0,23,9,short
+Flux Divergence,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.123,6.123,1.0,23,9,short
+Food Localization Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.721,7.721,1.0,23,9,short
+Form-Based Interaction Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.6,11.6,1.0,23,9,short
+Fundamental Cause Investigations,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.473,3.473,1.0,23,9,short
+Funeral Rituals,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.094,4.094,1.0,23,9,short
+Gas Testing with Candle,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.152,4.152,1.0,23,9,short
+Gestural Warning Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.353,6.353,1.0,23,9,short
+Goffman's Interactional System Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.092,13.092,1.0,23,9,short
+Gold Coinage,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.306,4.306,1.0,23,9,short
+Gold Standard,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.856,6.856,1.0,23,9,short
+Greenwich Mean Time,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.223,3.223,1.0,23,9,short
+Grid-Based Urban Planning,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.701,4.701,1.0,23,9,short
+Gynepunk,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.491,13.491,1.0,23,9,short
+Halal and Gluten-Free Food Options,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.028,4.028,1.0,23,9,short
+Handshake,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.484,8.484,1.0,23,9,short
+Hats Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.378,1.133,1.133,1.0,23,9,long
+High-Frequency Trading Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.995,-2.986,2.986,1.0,23,9,short
+Hotline Communication Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.107,7.107,1.0,23,9,short
+House Addressing (Tax Collection/Conscription),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.32,10.32,1.0,23,9,short
+House Style,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.378,5.378,1.0,23,9,short
+Human Rights,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.627,3.627,1.0,23,9,short
+Hundred Gradations Incense Seal Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.061,4.061,1.0,23,9,short
+HyperCard Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.884,4.884,1.0,23,9,short
+Hypertext/Hypermedia Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.134,6.134,1.0,23,9,short
+I Ching Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.309,8.309,1.0,23,9,short
+Imperial Family Interactions,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.388,7.388,1.0,23,9,short
+Imperial Grace Awarding,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.675,9.675,1.0,23,9,short
+Imperial Mark Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.73,10.73,1.0,23,9,short
+Incense Clock Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.986,7.986,1.0,23,9,short
+Information Campaign (Nationalist Commentators),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.366,10.366,1.0,23,9,short
+Injection Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.764,2.291,2.291,1.0,23,9,short
+Insurance Claim Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.728,11.728,1.0,23,9,short
+Intangible Cultural Heritage Department Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.378,3.378,1.0,23,9,short
+International Law (as Protocol),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.808,-2.425,2.425,1.0,23,9,short
+International Meridian Conference,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.818,7.818,1.0,23,9,short
+International Organization for Standardization (ISO),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.507,1.521,1.521,1.0,23,9,long
+Introduction Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.857,7.857,1.0,23,9,short
+Islamic Dietary Laws,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.023,11.023,1.0,23,9,short
+Islamic Memorization,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.268,-0.804,0.804,1.0,23,9,long
+Islamic Prayer Rituals,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.353,9.353,1.0,23,9,short
+Job Interview Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.351,1.052,1.052,1.0,23,9,long
+Keeping in Touch (Return Visits),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.048,8.048,1.0,23,9,short
+Kleros Dispute Resolution Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.844,8.844,1.0,23,9,short
+Knotted Cord Alarm Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.785,4.785,1.0,23,9,short
+Kraftwerk's Aesthetic Minimalism,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.763,2.289,2.289,1.0,23,9,short
+Language Regulation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.026,10.026,1.0,23,9,short
+Layer 2 Scaling Solutions,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.356,5.356,1.0,23,9,short
+League of Nations,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.376,5.376,1.0,23,9,short
+Legal Protocol (General),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.857,7.857,1.0,23,9,short
+Lemon Balm Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.85,7.85,1.0,23,9,short
+Lenin's Revolutionary Organization Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.579,5.579,1.0,23,9,short
+Lift and Transfer Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.348,7.348,1.0,23,9,short
+Lift and Transfer Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.359,9.359,1.0,23,9,short
+Lingua Franca,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.463,9.463,1.0,23,9,short
+Linux Kernel Production,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.659,-1.978,1.978,1.0,23,9,short
+Listening Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.643,9.643,1.0,23,9,short
+Literary Genre Conventions (General),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.731,-2.193,2.193,1.0,23,9,short
+Longitude Determination Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.992,-2.976,2.976,1.0,23,9,short
+Manifest Destiny,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.958,7.958,1.0,23,9,short
+Mapping & Charting Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.99,3.99,1.0,23,9,short
+Marginal Note Usage,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.963,-2.89,2.89,1.0,23,9,short
+Marronage,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.363,12.363,1.0,23,9,short
+Mass Surveillance Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.899,7.899,1.0,23,9,short
+Means Without Ends,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.903,10.903,1.0,23,9,short
+Mecanno Kit,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.778,-2.335,2.335,1.0,23,9,short
+Meeting Protocol (Museum),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.922,10.922,1.0,23,9,short
+Meeting Scheduling,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.879,7.879,1.0,23,9,short
+Memetic Culture,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.902,3.902,1.0,23,9,short
+Memorization Palaces,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.654,5.654,1.0,23,9,short
+Memory Wheels,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.769,5.769,1.0,23,9,short
+MEV (Maximal Extractable Value),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.986,7.986,1.0,23,9,short
+MFA Seminar Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.603,3.603,1.0,23,9,short
+Michi Saagiig Clan Introduction,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.63,4.63,1.0,23,9,short
+Military Drill Techniques,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.47,10.47,1.0,23,9,short
+Military Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.888,10.888,1.0,23,9,short
+Milking Apparatus,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.506,1.518,1.518,1.0,23,9,long
+Ministerial Conferences,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.464,3.464,1.0,23,9,short
+Minute Book Recording Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.872,8.872,1.0,23,9,short
+Minute-Taking Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.403,7.403,1.0,23,9,short
+Minutes of Council of Ministers,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,13.354,13.354,1.0,23,9,short
+Model 500's Detroit Techno Identity,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.624,-1.873,1.873,1.0,23,9,short
+Mundaneum Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.445,4.445,1.0,23,9,short
+Music Genre Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.573,8.573,1.0,23,9,short
+Mutual Aid Swarm Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.69,11.69,1.0,23,9,short
+Mutual Exchange Practices,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.989,11.989,1.0,23,9,short
+Myal Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.197,11.197,1.0,23,9,short
+NAGPRA,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.177,7.177,1.0,23,9,short
+Naming Protocols (Land Acknowledgements & Introductions),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.224,-0.672,0.672,1.0,23,9,long
+Narrative Blogging Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.921,8.921,1.0,23,9,short
+Navigational Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.108,3.108,1.0,23,9,short
+Neighborhood Food Distribution Festival Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.559,6.559,1.0,23,9,short
+Network Nations Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.749,9.749,1.0,23,9,short
+Network State Founder Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.876,4.876,1.0,23,9,short
+New York Garment Worker Strike Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.575,3.575,1.0,23,9,short
+Nishnaabeg Storytelling Traditions,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.295,10.295,1.0,23,9,short
+NLS Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.287,5.287,1.0,23,9,short
+Noon-day Gun Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.075,6.075,1.0,23,9,short
+NSU Trial Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.522,11.522,1.0,23,9,short
+Nuclear Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.201,11.201,1.0,23,9,short
+Oblique Messaging/Editing (Content Circulation Protocol),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.321,9.321,1.0,23,9,short
+Observational Documentation Protocol (Secret Services),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.65,10.65,1.0,23,9,short
+Observational Science Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.433,4.433,1.0,23,9,short
+Occupying Vacancy Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.359,12.359,1.0,23,9,short
+Offering Alternative Respect Tokens,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.429,8.429,1.0,23,9,short
+Office Request Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.348,1.045,1.045,1.0,23,9,long
+Office Space Survey Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.832,8.832,1.0,23,9,short
+OODA Loop,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.984,-2.953,2.953,1.0,23,9,short
+Open Source Estrogen,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.598,10.598,1.0,23,9,short
+Open Source Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.775,7.775,1.0,23,9,short
+Oral Communication Preferences,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.523,4.523,1.0,23,9,short
+Pagamento (Payback),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.018,8.018,1.0,23,9,short
+Pale Fire Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.327,7.327,1.0,23,9,short
+Paris Agreement,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.527,1.58,1.58,1.0,23,9,long
+Participatory Guarantee Systems (PGS),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.085,13.085,1.0,23,9,short
+Patriotic Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.377,7.377,1.0,23,9,short
+Pedestrian Traffic Rules Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.794,2.381,2.381,1.0,23,9,short
+Performance of Transparency,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.992,4.992,1.0,23,9,short
+Petition Submission and Review,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.344,3.344,1.0,23,9,short
+Petitioning for Privileges,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.543,9.543,1.0,23,9,short
+Philanthropic Foundation Advocacy Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.829,2.487,2.487,1.0,23,9,short
+Photographic Standardization,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.395,7.395,1.0,23,9,short
+Physiognomic Interpretation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.061,5.061,1.0,23,9,short
+Pickup Basketball/Soccer Games,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.583,13.583,1.0,23,9,short
+Piece Wage System,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.083,7.083,1.0,23,9,short
+Pipe Ceremony Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.395,4.395,1.0,23,9,short
+Planting Tree Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.619,7.619,1.0,23,9,short
+Police Intervention Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.738,9.738,1.0,23,9,short
+Police-led Information-Gathering Network,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.975,5.975,1.0,23,9,short
+Political Discourse Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.177,0.532,0.532,1.0,23,9,long
+Political Protocols (Arendt & Schmitt),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.781,3.781,1.0,23,9,short
+Political Thriller/Police Movie Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.311,-0.933,0.933,1.0,23,9,long
+Pop-up Village Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.764,12.764,1.0,23,9,short
+Prime Meridian Unconference,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.806,10.806,1.0,23,9,short
+Proactive Suggestion Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.046,10.046,1.0,23,9,short
+Profile Photo Change (Symbolic Participation Protocol),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.133,8.133,1.0,23,9,short
+Proof of Stake Consensus,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.532,-1.595,1.595,1.0,23,9,long
+Proof of Work Consensus,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.002,0.005,0.005,1.0,23,9,long
+Protocol Analysis (Ericsson & Simon),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.874,8.874,1.0,23,9,short
+Protocol Departure in Creative Writing,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.126,6.126,1.0,23,9,short
+Protocol for Academic Science,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.357,9.357,1.0,23,9,short
+Protocol for COVID Masking,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.515,3.515,1.0,23,9,short
+Protocol for Dance Collaboration,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.413,13.413,1.0,23,9,short
+Protocol for Evaluating Clock Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.966,10.966,1.0,23,9,short
+Protocol for Good Death,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.413,5.413,1.0,23,9,short
+Handwashing,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.961,-2.884,2.884,1.0,23,9,short
+Medical System (US),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.112,7.112,1.0,23,9,short
+Protocol of Kinship,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.569,5.569,1.0,23,9,short
+Protocol of Operational Closure,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.675,5.675,1.0,23,9,short
+Protocol of Reclamation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.845,11.845,1.0,23,9,short
+Time Zones,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.455,8.455,1.0,23,9,short
+Protocol of Targeted Killing,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.978,5.663,5.663,0.957,22,9,short
+Protocol of the Elders of Zion,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.935,7.752,7.752,0.87,20,9,short
+Protocol of Tjukurpa (Dreamtime Instructions),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.947,-2.84,2.84,1.0,23,9,short
+Public Amateurism,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.102,13.102,1.0,23,9,short
+Public Enemy’s Political Activism,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.492,-1.475,1.475,1.0,23,9,long
+Public Health Behavioral Guidelines,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.855,5.855,1.0,23,9,short
+Publishing Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.265,5.265,1.0,23,9,short
+Quadratic Voting,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.622,4.622,1.0,23,9,short
+Quilting Practices,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.04,12.04,1.0,23,9,short
+QWERTY Keyboard Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.063,4.063,1.0,23,9,short
+Racist Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.63,7.63,1.0,23,9,short
+Relationship-Building in Deaf Community,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.374,11.374,1.0,23,9,short
+Participatory Studies (Seed Oils),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.738,11.738,1.0,23,9,short
+ResearchHub Model,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.374,4.374,1.0,23,9,short
+LK-99 Replication Craze,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.848,11.848,1.0,23,9,short
+Clinical Trial Design,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.458,-1.374,1.374,1.0,23,9,long
+Peer Review,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.43,3.43,1.0,23,9,short
+Dating Apps,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.702,-2.106,2.106,1.0,23,9,short
+Reporting Conventions for Election Integrity,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,13.093,13.093,1.0,23,9,short
+Reporting of Financial Status,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-8.901,8.901,1.0,23,9,short
+Reykjavik Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.964,3.964,1.0,23,9,short
+RFC Process,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.566,10.566,1.0,23,9,short
+Rhetorical Canons,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.173,-0.52,0.52,1.0,23,9,long
+Rhizomatic Urban Farm Expansion Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.825,9.825,1.0,23,9,short
+Rhymes and Syllabic Rhythm,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.556,3.556,1.0,23,9,short
+Robert Musil’s Protocol of Critical Assessment,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.15,9.15,1.0,23,9,short
+Roman Senate Advisory Decree,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.411,5.411,1.0,23,9,short
+Royal Access Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,12.48,12.48,1.0,23,9,short
+Royal Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.834,10.834,1.0,23,9,short
+Rust Programming Language Principles,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.051,0.152,0.152,1.0,23,9,long
+Sacrament of Eucharist,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.682,9.682,1.0,23,9,short
+Sacrament of Reconciliation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.319,9.319,1.0,23,9,short
+Plantationocence,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.731,9.731,1.0,23,9,short
+Sangoma Healing Practices,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.593,7.593,1.0,23,9,short
+Scent-Free Attendance,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.978,5.859,5.859,0.957,22,8,short
+Script Provision Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.233,0.698,0.698,1.0,23,9,long
+Seating Arrangements Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,11.062,11.062,1.0,23,9,short
+Secular Lunar Calendar,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.8,7.8,1.0,23,9,short
+Sellers Screw Thread Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.612,3.612,1.0,23,9,short
+Semantic Web Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.12,4.12,1.0,23,9,short
+Senatus Consultum,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.451,4.451,1.0,23,9,short
+Seven Ancestor Teachings,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.817,11.817,1.0,23,9,short
+Shadbush Tree Planting,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.232,9.232,1.0,23,9,short
+Shipping Container Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.195,4.195,1.0,23,9,short
+Shorthand Transcription,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.811,2.434,2.434,1.0,23,9,short
+Sign Language Interpretation Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.202,4.202,1.0,23,9,short
+SILENT/LISTEN Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.587,11.587,1.0,23,9,short
+Silhouette Creation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.742,2.225,2.225,1.0,23,9,short
+Silicon Valley Exit,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.212,0.635,0.635,1.0,23,9,long
+Silicon Valley Model,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.187,6.187,1.0,23,9,short
+Simplan Credit Card System,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.477,4.477,1.0,23,9,short
+Sin Protocol (Ignatian),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.462,-1.387,1.387,1.0,23,9,long
+Six-Day Work Week,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.075,5.075,1.0,23,9,short
+Social Entrepreneurship,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.383,4.383,1.0,23,9,short
+Socratic Method,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.355,10.355,1.0,23,9,short
+Songlines,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.917,5.917,1.0,23,9,short
+Sonic Engineering Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.402,5.402,1.0,23,9,short
+Spam/Dilution Tactics (Content Disruption Protocol),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.867,5.867,1.0,23,9,short
+Staking Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.262,3.262,1.0,23,9,short
+State-Sponsored Interference Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.988,2.963,2.963,1.0,23,9,short
+Stenography Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.627,1.881,1.881,1.0,23,9,short
+Stereographic Exchange,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.417,5.417,1.0,23,9,short
+Stock Exchange Trading Halt Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.125,6.125,1.0,23,9,short
+Submission of Exclusive Privileges,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,10.664,10.664,1.0,23,9,short
+Succession Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,12.82,12.82,1.0,23,9,short
+Sustos Retrieval,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.85,6.85,1.0,23,9,short
+Swiping,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.053,-0.158,0.158,1.0,23,9,long
+Systematic Experimental Self-Observation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.003,3.003,1.0,23,9,short
+SZ Journalists' Note-Taking Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.033,6.033,1.0,23,9,short
+Tarot Card Interpretation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-12.825,12.825,1.0,23,9,short
+TCP/IP,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.121,0.362,0.362,1.0,23,9,long
+Teaching Protocol (Paulo Freire),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.421,11.421,1.0,23,9,short
+Technical-Political Distinction Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.969,-2.908,2.908,1.0,23,9,short
+Territory Acknowledgement,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.885,5.885,1.0,23,9,short
+Theocracies,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.92,8.92,1.0,23,9,short
+Think Aloud Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.856,2.569,2.569,1.0,23,9,short
+Threshold Forgetting Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.841,2.522,2.522,1.0,23,9,short
+Time Distribution via Gun Time,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.119,0.356,0.356,1.0,23,9,long
+Time Zone Standardization,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.432,7.432,1.0,23,9,short
+Timekeeping for Activities (Yin/Yang Hours),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.768,6.768,1.0,23,9,short
+Tjukurpa (Dreaming Stories),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.431,4.431,1.0,23,9,short
+Tobacco Offering Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.725,7.725,1.0,23,9,short
+Totalitarian Hospitalization Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.118,9.118,1.0,23,9,short
+Toyota Killswitch Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-7.192,7.192,1.0,23,9,short
+Traffic Signals,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.702,7.702,1.0,23,9,short
+Translation Correction Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.186,0.557,0.557,1.0,23,9,long
+Tribal Council Research Permit,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,3.509,3.509,1.0,23,9,short
+Tribal Protocols of the Cultural Resources Program,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.969,5.969,1.0,23,9,short
+Truth and Reparations Commission Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.937,2.811,2.811,1.0,23,9,short
+TSA Airport Security,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.71,8.71,1.0,23,9,short
+Ultimate Frisbee Gameplay,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.665,13.665,1.0,23,9,short
+Underground Resistance's Bandana Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.365,1.094,1.094,1.0,23,9,long
+Uniform Resource Locator (URL) Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.652,1.957,1.957,1.0,23,9,short
+Uninsurable Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-5.326,5.326,1.0,23,9,short
+Unionized Worker Right to Strike,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.52,1.561,1.561,1.0,23,9,long
+Urban Rewilding Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,0.736,-2.209,2.209,1.0,23,9,short
+Urine-Hormone-Extraction-Action,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.151,10.151,1.0,23,9,short
+USB-C Connector Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.467,5.467,1.0,23,9,short
+Vibe Culture,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-13.173,13.173,1.0,23,9,short
+Victorian Room Design (Enclosure),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.668,2.004,2.004,1.0,23,9,short
+Video Game Tournament Disqualification Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,9.852,9.852,1.0,23,9,short
+Vienna Convention (Diplomatic Law),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,8.059,8.059,1.0,23,9,short
+Vigil for Murdered Environmentalists,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-6.588,6.588,1.0,23,9,short
+Vogue'ology,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.178,11.178,1.0,23,9,short
+VPN Usage (Circumvention Protocol),GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-9.096,9.096,1.0,23,9,short
+Wampum Belt Bead Code,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.791,3.791,1.0,23,9,short
+Web Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-4.738,4.738,1.0,23,9,short
+Westphalian System,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.302,4.302,1.0,23,9,short
+White Cube Presentation Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,5.103,5.103,1.0,23,9,short
+Whitworth Screw Thread Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,0.625,1.875,1.875,1.0,23,9,short
+Windrush Generation Protocols,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,7.032,7.032,1.0,23,9,short
+Witness Interaction Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-11.062,11.062,1.0,23,9,short
+World Zionist Congress,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.345,6.345,1.0,23,9,short
+Würzburg Psychology's Experimenter-Guided Observation,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,6.688,6.688,1.0,23,9,short
+Xanadu Protocol,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-3.397,3.397,1.0,23,9,short
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,2,Institutional/Bureaucratic,1.0,4.217,4.217,1.0,23,9,short
+YES-HER Yeast Biosensors,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision,,1,Relational/Cultural,1.0,-10.171,10.171,1.0,23,9,short

analysis/data/synthetic_1.4.0/analysis/data/analyst_mean_ratings.csv

@@ -0,0 +1,2 @@
+Design_explicit_vs_implicit,Design_precise_vs_interpretive,Design_formal_vs_vernacular,Design_documenting_vs_enabling,Design_static_vs_malleable,Design_technical_vs_social,Design_universal_vs_particular,Design_durable_vs_ephemeral,Entanglement_macro_vs_micro,Entanglement_sovereign_vs_subsidiary,Entanglement_self-enforcing_vs_enforced,Entanglement_abstract_vs_embodied,Entanglement_obligatory_vs_voluntary,Entanglement_flocking_vs_swarming,Entanglement_defensible_vs_exposed,Entanglement_monopolistic_vs_pluralistic,Experience_sufficient_vs_limited,Experience_crystallized_vs_contested,Experience_trust-evading_vs_trust-inducing,Experience_predictable_vs_emergent,Experience_exclusion_vs_inclusion,Experience_restraining_vs_liberating,Experience_dead_vs_alive
+4.495098039215686,6.965686274509804,4.762254901960785,6.762254901960785,5.5588235294117645,7.642156862745098,4.522058823529412,2.7034313725490198,4.178921568627451,4.450980392156863,5.303921568627451,5.073529411764706,6.404411764705882,4.590686274509804,6.0245098039215685,7.3504901960784315,4.757352941176471,4.549019607843137,5.556372549019608,4.115196078431373,5.946078431372549,5.879901960784314,6.267156862745098

analysis/data/synthetic_1.4.0/analysis/data/category_discriminant_results.csv

@@ -0,0 +1,4 @@
+Category,Accuracy,N_Dimensions
+Design,0.9142156862745098,8
+Entanglement,0.8921568627450981,8
+Experience,0.8382352941176471,7

analysis/data/synthetic_1.4.0/analysis/data/correlation_matrix.csv

@@ -0,0 +1,24 @@
+Design_explicit_vs_implicit,Design_precise_vs_interpretive,Design_formal_vs_vernacular,Design_documenting_vs_enabling,Design_static_vs_malleable,Design_technical_vs_social,Design_universal_vs_particular,Design_durable_vs_ephemeral,Entanglement_macro_vs_micro,Entanglement_sovereign_vs_subsidiary,Entanglement_self-enforcing_vs_enforced,Entanglement_abstract_vs_embodied,Entanglement_obligatory_vs_voluntary,Entanglement_flocking_vs_swarming,Entanglement_defensible_vs_exposed,Entanglement_monopolistic_vs_pluralistic,Experience_sufficient_vs_limited,Experience_crystallized_vs_contested,Experience_trust-evading_vs_trust-inducing,Experience_predictable_vs_emergent,Experience_exclusion_vs_inclusion,Experience_restraining_vs_liberating,Experience_dead_vs_alive
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analysis/data/synthetic_1.4.0/analysis/data/dbscan_clusters.csv

@@ -0,0 +1,409 @@
+Descriptor,cluster
+Abdication Protocol,-1
+Abolitionist Practice Protocol,0
+Access Check-in,0
+Access Intimacy Protocol,0
+Access-Centered Practices,0
+ActivityPub Protocol,-1
+African Futurist Escape,0
+Afrofuturism,0
+Airport Security Procedures,-1
+Alusi Trance (African Futurism),0
+Ancestral Spirit Possession,-1
+Anishinaabeg Knowledge Sharing Protocols,0
+Anishinaabeg Visiting Protocols,-1
+Annual Feasts,0
+Arendt's Reporting Protocol,-1
+ARPANET Protocols,-1
+Arranged Marriage,-1
+Art Historical/Curatorial Validation Protocol,-1
+Artisanal Marketing Protocol,-1
+Artistic Collaboration,0
+ASL Provision Protocol,-1
+Audience Recording Protocol,2
+Authority Assertions via Linguistic Precision,-1
+Automobile Driver Warning Protocol,-1
+Autonomous Worlds (0xPARC framework),0
+Bamboo Sales (Village Artisan Example),-1
+BankAmericard Distribution Protocol,-1
+Bartleby Protocol,0
+Basel Program,-1
+Bell Pit Spacing,-1
+Benefit Application Procedures,1
+Bertillonage,-1
+Bilderatlas Mnemosyne (Warburg’s Method),-1
+Birth Registration (City Hall),7
+Bitcoin Protocol,-1
+Black Feminist Protocols,0
+Black Poethics,0
+Black Time Belt,0
+Blueprint Protocol,-1
+Borgesian Aleph Construction,-1
+Bristlemouth Protocol,-1
+Buddhist Monastery Protocols,-1
+Building Codes,-1
+German Bureaucratic Prose,2
+Calendar Invite and Alarm System,-1
+Canary Use for Gas Detection,-1
+Canonical Bridge Protocols,-1
+Capital Markets Opening and Closing Times Protocol,1
+Carriage Dispute Protocol,-1
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),0
+Chancery Ceremonies,2
+Child Discipline (Spanking/Grounding),-1
+Childbirth Protocols (Local Knowledge),-1
+Choose Your Own Adventure Protocol,-1
+Chronicles of Suffering (Thirty Years' War),-1
+Chronometer Usage Protocol,-1
+Circular Movement Protocol,0
+City-States,-1
+Clan Identification,-1
+Climate Treaties,-1
+Cloud Data Capturing,-1
+Coal Dust Mitigation,-1
+Code of Criminal Procedure Protocol,-1
+College Enrollment,-1
+Column Chromatography,-1
+Command and Control,-1
+Commemorative Coin Protocol,-1
+Communal Altar Creation,0
+Communication Protocols (Cold War),-1
+Community Land Acknowledgement Protocol (Gallery),-1
+Community Lore Protocols,0
+Compost-Based Ritual Protocols,0
+Conciliatory Chairman Intervention Protocol,7
+Content Moderation Standards,-1
+Cooking Practices,0
+Coordinated Universal Time (UTC),-1
+Coordinatizing Scientific Observation,-1
+Corporate Contracts,-1
+Corridor Design (Government Buildings),-1
+Council of Ministers Meetings,1
+Cover Letter (Early Credit Agreements),-1
+COVID-19 Mask Mandate Protocols,3
+COVID-19 Pandemic Protocols,3
+COVID-19 Regulations,3
+Cowrie Bead Currency,-1
+Crash Protocol,1
+"""Open Publishing",0
+Criminological Discourse Protocols,-1
+Crisis Communication Protocols (Cold War),-1
+CRISPR,-1
+CubeSat Protocol,-1
+Currency Ledgers,-1
+Dating Websites (Pre-App),0
+De umbrias ideareum (Bruno’s Memory Seals),-1
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,0
+Decision-Making Process in Case of Disagreement,-1
+Decision-Making via Vote,-1
+Decision-Making within the Cabinet,-1
+Deep Fake Generation Protocols,-1
+Deep Listening,0
+Deliberative Analyses,-1
+Department Council Protocols,-1
+Detroit Techno Music Performance Protocols,-1
+Diaries (Experimental Soul Studies),-1
+Diaries (Puritan & Pietist),-1
+Difficulty Bomb (Ethereum),-1
+Dinner Etiquette,-1
+Diplomatic Protocol,-1
+Discernment of Spirits,-1
+Disciplinary Procedure Protocol,-1
+Dispute Resolution Through Mediation,0
+Distributed Cooperatives (DisCOs),0
+DIY Hormone Detection,0
+DNA Testing Kits,-1
+DNS,-1
+Doubloon Game Protocol,0
+Drexciya's Sonic World Building,0
+Drift Mine Slope Excavation,-1
+Dust Suppression Efforts,-1
+Early Fatality Reporting,-1
+Ecology Protocols (Local Knowledge),0
+Eichmann Trial Protocol,-1
+EIP (Ethereum Improvement Proposal),-1
+Election Reporting Conventions,-1
+Elevator Button Addressing,-1
+Email Services,-1
+Embossing Protocol (BankAmericard),-1
+Ennoblement Protocols,-1
+Environmental Racism Protocols,0
+Environmental Vigil Protocols,-1
+Ethereum DAO Withdrawal Protocol,-1
+Ethereum Proof of Stake,-1
+Ethereum Proof of Work,-1
+Ethereum Protocol,-1
+Ethnographic Containment,0
+European Hoff Ceremonial Protocol,2
+Evidence-Based Debates,0
+Exit to Community Model,0
+Extinction Rebellion Affinity Networks Protocols,0
+Face-Restoring Protocol,-1
+Facebook Protocol,-1
+Petition Submission,-1
+Flag-Raising/Lowering Protocols,-1
+Flint Arrowhead Manufacturing Protocols,0
+Flux Divergence,-1
+Food Localization Protocol,0
+Form-Based Interaction Protocol,-1
+Fundamental Cause Investigations,0
+Funeral Rituals,-1
+Gas Testing with Candle,-1
+Gestural Warning Protocol,-1
+Goffman's Interactional System Protocol,0
+Gold Coinage,-1
+Gold Standard,-1
+Greenwich Mean Time,-1
+Grid-Based Urban Planning,-1
+Gynepunk,0
+Halal and Gluten-Free Food Options,0
+Handshake,-1
+Hats Protocol,-1
+High-Frequency Trading Protocol,-1
+Hotline Communication Protocol,-1
+House Addressing (Tax Collection/Conscription),-1
+House Style,-1
+Human Rights,-1
+Hundred Gradations Incense Seal Protocol,-1
+HyperCard Protocol,-1
+Hypertext/Hypermedia Protocol,-1
+I Ching Protocol,-1
+Imperial Family Interactions,-1
+Imperial Grace Awarding,-1
+Imperial Mark Protocol,2
+Incense Clock Protocol,-1
+Information Campaign (Nationalist Commentators),-1
+Injection Protocol,0
+Insurance Claim Protocol,2
+Intangible Cultural Heritage Department Protocols,-1
+International Law (as Protocol),-1
+International Meridian Conference,-1
+International Organization for Standardization (ISO),-1
+Introduction Protocol,0
+Islamic Dietary Laws,-1
+Islamic Memorization,-1
+Islamic Prayer Rituals,-1
+Job Interview Protocol,-1
+Keeping in Touch (Return Visits),0
+Kleros Dispute Resolution Protocol,0
+Knotted Cord Alarm Protocol,-1
+Kraftwerk's Aesthetic Minimalism,-1
+Language Regulation,-1
+Layer 2 Scaling Solutions,-1
+League of Nations,-1
+Legal Protocol (General),1
+Lemon Balm Protocol,-1
+Lenin's Revolutionary Organization Protocol,-1
+Lift and Transfer Protocol,-1
+Lift and Transfer Protocol,-1
+Lingua Franca,0
+Linux Kernel Production,-1
+Listening Protocols,0
+Literary Genre Conventions (General),-1
+Longitude Determination Protocols,-1
+Manifest Destiny,-1
+Mapping & Charting Protocols,5
+Marginal Note Usage,-1
+Marronage,0
+Mass Surveillance Protocols,4
+Means Without Ends,0
+Mecanno Kit,-1
+Meeting Protocol (Museum),-1
+Meeting Scheduling,-1
+Memetic Culture,-1
+Memorization Palaces,-1
+Memory Wheels,0
+MEV (Maximal Extractable Value),-1
+MFA Seminar Protocols,-1
+Michi Saagiig Clan Introduction,-1
+Military Drill Techniques,-1
+Military Protocols,-1
+Milking Apparatus,-1
+Ministerial Conferences,-1
+Minute Book Recording Protocol,-1
+Minute-Taking Protocol,-1
+Minutes of Council of Ministers,2
+Model 500's Detroit Techno Identity,-1
+Mundaneum Protocol,-1
+Music Genre Protocols,-1
+Mutual Aid Swarm Protocol,0
+Mutual Exchange Practices,0
+Myal Protocols,0
+NAGPRA,-1
+Naming Protocols (Land Acknowledgements & Introductions),-1
+Narrative Blogging Protocols,-1
+Navigational Protocols,-1
+Neighborhood Food Distribution Festival Protocol,-1
+Network Nations Protocols,0
+Network State Founder Protocols,-1
+New York Garment Worker Strike Protocols,-1
+Nishnaabeg Storytelling Traditions,0
+NLS Protocol,-1
+Noon-day Gun Protocol,-1
+NSU Trial Protocol,-1
+Nuclear Protocols,-1
+Oblique Messaging/Editing (Content Circulation Protocol),0
+Observational Documentation Protocol (Secret Services),-1
+Observational Science Protocols,-1
+Occupying Vacancy Protocol,0
+Offering Alternative Respect Tokens,-1
+Office Request Protocol,-1
+Office Space Survey Protocol,-1
+OODA Loop,-1
+Open Source Estrogen,0
+Open Source Protocols,0
+Oral Communication Preferences,0
+Pagamento (Payback),0
+Pale Fire Protocol,-1
+Paris Agreement,-1
+Participatory Guarantee Systems (PGS),0
+Patriotic Protocols,-1
+Pedestrian Traffic Rules Protocol,-1
+Performance of Transparency,0
+Petition Submission and Review,-1
+Petitioning for Privileges,-1
+Philanthropic Foundation Advocacy Protocol,-1
+Photographic Standardization,-1
+Physiognomic Interpretation,-1
+Pickup Basketball/Soccer Games,0
+Piece Wage System,-1
+Pipe Ceremony Protocol,-1
+Planting Tree Protocols,-1
+Police Intervention Protocol,-1
+Police-led Information-Gathering Network,-1
+Political Discourse Protocol,-1
+Political Protocols (Arendt & Schmitt),-1
+Political Thriller/Police Movie Protocol,-1
+Pop-up Village Protocols,0
+Prime Meridian Unconference,0
+Proactive Suggestion Protocol,0
+Profile Photo Change (Symbolic Participation Protocol),-1
+Proof of Stake Consensus,-1
+Proof of Work Consensus,-1
+Protocol Analysis (Ericsson & Simon),-1
+Protocol Departure in Creative Writing,-1
+Protocol for Academic Science,-1
+Protocol for COVID Masking,3
+Protocol for Dance Collaboration,0
+Protocol for Evaluating Clock Protocols,0
+Protocol for Good Death,-1
+Handwashing,-1
+Medical System (US),-1
+Protocol of Kinship,-1
+Protocol of Operational Closure,-1
+Protocol of Reclamation,0
+Time Zones,-1
+Protocol of Tjukurpa (Dreamtime Instructions),6
+Public Amateurism,0
+Public Enemy’s Political Activism,-1
+Public Health Behavioral Guidelines,-1
+Publishing Protocols,-1
+Quadratic Voting,-1
+Quilting Practices,0
+QWERTY Keyboard Protocol,-1
+Racist Protocols,4
+Relationship-Building in Deaf Community,0
+Participatory Studies (Seed Oils),0
+ResearchHub Model,-1
+LK-99 Replication Craze,-1
+Clinical Trial Design,-1
+Peer Review,-1
+Dating Apps,-1
+Reporting Conventions for Election Integrity,-1
+Reporting of Financial Status,-1
+Reykjavik Protocol,-1
+RFC Process,0
+Rhetorical Canons,-1
+Rhizomatic Urban Farm Expansion Protocol,0
+Rhymes and Syllabic Rhythm,-1
+Robert Musil’s Protocol of Critical Assessment,-1
+Roman Senate Advisory Decree,-1
+Royal Access Protocol,-1
+Royal Protocols,-1
+Rust Programming Language Principles,-1
+Sacrament of Eucharist,-1
+Sacrament of Reconciliation,-1
+Plantationocence,0
+Sangoma Healing Practices,-1
+Script Provision Protocol,0
+Seating Arrangements Protocol,-1
+Secular Lunar Calendar,-1
+Sellers Screw Thread Protocol,-1
+Semantic Web Protocol,-1
+Senatus Consultum,-1
+Seven Ancestor Teachings,0
+Shadbush Tree Planting,0
+Shipping Container Protocol,5
+Shorthand Transcription,-1
+Sign Language Interpretation Protocol,0
+SILENT/LISTEN Protocol,0
+Silhouette Creation,-1
+Silicon Valley Exit,-1
+Silicon Valley Model,-1
+Simplan Credit Card System,-1
+Sin Protocol (Ignatian),-1
+Six-Day Work Week,-1
+Social Entrepreneurship,0
+Socratic Method,0
+Songlines,6
+Sonic Engineering Protocols,-1
+Spam/Dilution Tactics (Content Disruption Protocol),-1
+Staking Protocols,-1
+State-Sponsored Interference Protocol,-1
+Stenography Protocols,-1
+Stereographic Exchange,-1
+Stock Exchange Trading Halt Protocol,1
+Submission of Exclusive Privileges,-1
+Succession Protocols,-1
+Sustos Retrieval,-1
+Swiping,-1
+Systematic Experimental Self-Observation,-1
+SZ Journalists' Note-Taking Protocol,-1
+Tarot Card Interpretation,0
+TCP/IP,5
+Teaching Protocol (Paulo Freire),0
+Technical-Political Distinction Protocol,-1
+Territory Acknowledgement,-1
+Theocracies,-1
+Think Aloud Protocol,-1
+Threshold Forgetting Protocols,-1
+Time Distribution via Gun Time,-1
+Time Zone Standardization,-1
+Timekeeping for Activities (Yin/Yang Hours),-1
+Tjukurpa (Dreaming Stories),6
+Tobacco Offering Protocol,0
+Totalitarian Hospitalization Protocol,4
+Toyota Killswitch Protocol,0
+Traffic Signals,7
+Translation Correction Protocol,-1
+Tribal Council Research Permit,-1
+Tribal Protocols of the Cultural Resources Program,-1
+Truth and Reparations Commission Protocols,-1
+TSA Airport Security,-1
+Ultimate Frisbee Gameplay,0
+Underground Resistance's Bandana Protocol,-1
+Uniform Resource Locator (URL) Protocol,-1
+Uninsurable Protocol,-1
+Unionized Worker Right to Strike,-1
+Urban Rewilding Protocol,-1
+Urine-Hormone-Extraction-Action,-1
+USB-C Connector Protocol,-1
+Vibe Culture,-1
+Victorian Room Design (Enclosure),-1
+Video Game Tournament Disqualification Protocol,-1
+Vienna Convention (Diplomatic Law),-1
+Vigil for Murdered Environmentalists,0
+Vogue'ology,0
+VPN Usage (Circumvention Protocol),0
+Wampum Belt Bead Code,-1
+Web Protocols,-1
+Westphalian System,-1
+White Cube Presentation Protocol,-1
+Whitworth Screw Thread Protocol,-1
+Windrush Generation Protocols,-1
+Witness Interaction Protocol,-1
+World Zionist Congress,-1
+Würzburg Psychology's Experimenter-Guided Observation,-1
+Xanadu Protocol,-1
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,-1
+YES-HER Yeast Biosensors,-1

analysis/data/synthetic_1.4.0/analysis/data/dbscan_outliers.csv

@@ -0,0 +1,287 @@
+Descriptor
+Abdication Protocol
+ActivityPub Protocol
+Airport Security Procedures
+Ancestral Spirit Possession
+Anishinaabeg Visiting Protocols
+Arendt's Reporting Protocol
+ARPANET Protocols
+Arranged Marriage
+Art Historical/Curatorial Validation Protocol
+Artisanal Marketing Protocol
+ASL Provision Protocol
+Authority Assertions via Linguistic Precision
+Automobile Driver Warning Protocol
+Bamboo Sales (Village Artisan Example)
+BankAmericard Distribution Protocol
+Basel Program
+Bell Pit Spacing
+Bertillonage
+Bilderatlas Mnemosyne (Warburg’s Method)
+Bitcoin Protocol
+Blueprint Protocol
+Borgesian Aleph Construction
+Bristlemouth Protocol
+Buddhist Monastery Protocols
+Building Codes
+Calendar Invite and Alarm System
+Canary Use for Gas Detection
+Canonical Bridge Protocols
+Carriage Dispute Protocol
+Child Discipline (Spanking/Grounding)
+Childbirth Protocols (Local Knowledge)
+Choose Your Own Adventure Protocol
+Chronicles of Suffering (Thirty Years' War)
+Chronometer Usage Protocol
+City-States
+Clan Identification
+Climate Treaties
+Cloud Data Capturing
+Coal Dust Mitigation
+Code of Criminal Procedure Protocol
+College Enrollment
+Column Chromatography
+Command and Control
+Commemorative Coin Protocol
+Communication Protocols (Cold War)
+Community Land Acknowledgement Protocol (Gallery)
+Content Moderation Standards
+Coordinated Universal Time (UTC)
+Coordinatizing Scientific Observation
+Corporate Contracts
+Corridor Design (Government Buildings)
+Cover Letter (Early Credit Agreements)
+Cowrie Bead Currency
+Criminological Discourse Protocols
+Crisis Communication Protocols (Cold War)
+CRISPR
+CubeSat Protocol
+Currency Ledgers
+De umbrias ideareum (Bruno’s Memory Seals)
+Decision-Making Process in Case of Disagreement
+Decision-Making via Vote
+Decision-Making within the Cabinet
+Deep Fake Generation Protocols
+Deliberative Analyses
+Department Council Protocols
+Detroit Techno Music Performance Protocols
+Diaries (Experimental Soul Studies)
+Diaries (Puritan & Pietist)
+Difficulty Bomb (Ethereum)
+Dinner Etiquette
+Diplomatic Protocol
+Discernment of Spirits
+Disciplinary Procedure Protocol
+DNA Testing Kits
+DNS
+Drift Mine Slope Excavation
+Dust Suppression Efforts
+Early Fatality Reporting
+Eichmann Trial Protocol
+EIP (Ethereum Improvement Proposal)
+Election Reporting Conventions
+Elevator Button Addressing
+Email Services
+Embossing Protocol (BankAmericard)
+Ennoblement Protocols
+Environmental Vigil Protocols
+Ethereum DAO Withdrawal Protocol
+Ethereum Proof of Stake
+Ethereum Proof of Work
+Ethereum Protocol
+Face-Restoring Protocol
+Facebook Protocol
+Petition Submission
+Flag-Raising/Lowering Protocols
+Flux Divergence
+Form-Based Interaction Protocol
+Funeral Rituals
+Gas Testing with Candle
+Gestural Warning Protocol
+Gold Coinage
+Gold Standard
+Greenwich Mean Time
+Grid-Based Urban Planning
+Handshake
+Hats Protocol
+High-Frequency Trading Protocol
+Hotline Communication Protocol
+House Addressing (Tax Collection/Conscription)
+House Style
+Human Rights
+Hundred Gradations Incense Seal Protocol
+HyperCard Protocol
+Hypertext/Hypermedia Protocol
+I Ching Protocol
+Imperial Family Interactions
+Imperial Grace Awarding
+Incense Clock Protocol
+Information Campaign (Nationalist Commentators)
+Intangible Cultural Heritage Department Protocols
+International Law (as Protocol)
+International Meridian Conference
+International Organization for Standardization (ISO)
+Islamic Dietary Laws
+Islamic Memorization
+Islamic Prayer Rituals
+Job Interview Protocol
+Knotted Cord Alarm Protocol
+Kraftwerk's Aesthetic Minimalism
+Language Regulation
+Layer 2 Scaling Solutions
+League of Nations
+Lemon Balm Protocol
+Lenin's Revolutionary Organization Protocol
+Lift and Transfer Protocol
+Lift and Transfer Protocol
+Linux Kernel Production
+Literary Genre Conventions (General)
+Longitude Determination Protocols
+Manifest Destiny
+Marginal Note Usage
+Mecanno Kit
+Meeting Protocol (Museum)
+Meeting Scheduling
+Memetic Culture
+Memorization Palaces
+MEV (Maximal Extractable Value)
+MFA Seminar Protocols
+Michi Saagiig Clan Introduction
+Military Drill Techniques
+Military Protocols
+Milking Apparatus
+Ministerial Conferences
+Minute Book Recording Protocol
+Minute-Taking Protocol
+Model 500's Detroit Techno Identity
+Mundaneum Protocol
+Music Genre Protocols
+NAGPRA
+Naming Protocols (Land Acknowledgements & Introductions)
+Narrative Blogging Protocols
+Navigational Protocols
+Neighborhood Food Distribution Festival Protocol
+Network State Founder Protocols
+New York Garment Worker Strike Protocols
+NLS Protocol
+Noon-day Gun Protocol
+NSU Trial Protocol
+Nuclear Protocols
+Observational Documentation Protocol (Secret Services)
+Observational Science Protocols
+Offering Alternative Respect Tokens
+Office Request Protocol
+Office Space Survey Protocol
+OODA Loop
+Pale Fire Protocol
+Paris Agreement
+Patriotic Protocols
+Pedestrian Traffic Rules Protocol
+Petition Submission and Review
+Petitioning for Privileges
+Philanthropic Foundation Advocacy Protocol
+Photographic Standardization
+Physiognomic Interpretation
+Piece Wage System
+Pipe Ceremony Protocol
+Planting Tree Protocols
+Police Intervention Protocol
+Police-led Information-Gathering Network
+Political Discourse Protocol
+Political Protocols (Arendt & Schmitt)
+Political Thriller/Police Movie Protocol
+Profile Photo Change (Symbolic Participation Protocol)
+Proof of Stake Consensus
+Proof of Work Consensus
+Protocol Analysis (Ericsson & Simon)
+Protocol Departure in Creative Writing
+Protocol for Academic Science
+Protocol for Good Death
+Handwashing
+Medical System (US)
+Protocol of Kinship
+Protocol of Operational Closure
+Time Zones
+Public Enemy’s Political Activism
+Public Health Behavioral Guidelines
+Publishing Protocols
+Quadratic Voting
+QWERTY Keyboard Protocol
+ResearchHub Model
+LK-99 Replication Craze
+Clinical Trial Design
+Peer Review
+Dating Apps
+Reporting Conventions for Election Integrity
+Reporting of Financial Status
+Reykjavik Protocol
+Rhetorical Canons
+Rhymes and Syllabic Rhythm
+Robert Musil’s Protocol of Critical Assessment
+Roman Senate Advisory Decree
+Royal Access Protocol
+Royal Protocols
+Rust Programming Language Principles
+Sacrament of Eucharist
+Sacrament of Reconciliation
+Sangoma Healing Practices
+Seating Arrangements Protocol
+Secular Lunar Calendar
+Sellers Screw Thread Protocol
+Semantic Web Protocol
+Senatus Consultum
+Shorthand Transcription
+Silhouette Creation
+Silicon Valley Exit
+Silicon Valley Model
+Simplan Credit Card System
+Sin Protocol (Ignatian)
+Six-Day Work Week
+Sonic Engineering Protocols
+Spam/Dilution Tactics (Content Disruption Protocol)
+Staking Protocols
+State-Sponsored Interference Protocol
+Stenography Protocols
+Stereographic Exchange
+Submission of Exclusive Privileges
+Succession Protocols
+Sustos Retrieval
+Swiping
+Systematic Experimental Self-Observation
+SZ Journalists' Note-Taking Protocol
+Technical-Political Distinction Protocol
+Territory Acknowledgement
+Theocracies
+Think Aloud Protocol
+Threshold Forgetting Protocols
+Time Distribution via Gun Time
+Time Zone Standardization
+Timekeeping for Activities (Yin/Yang Hours)
+Translation Correction Protocol
+Tribal Council Research Permit
+Tribal Protocols of the Cultural Resources Program
+Truth and Reparations Commission Protocols
+TSA Airport Security
+Underground Resistance's Bandana Protocol
+Uniform Resource Locator (URL) Protocol
+Uninsurable Protocol
+Unionized Worker Right to Strike
+Urban Rewilding Protocol
+Urine-Hormone-Extraction-Action
+USB-C Connector Protocol
+Vibe Culture
+Victorian Room Design (Enclosure)
+Video Game Tournament Disqualification Protocol
+Vienna Convention (Diplomatic Law)
+Wampum Belt Bead Code
+Web Protocols
+Westphalian System
+White Cube Presentation Protocol
+Whitworth Screw Thread Protocol
+Windrush Generation Protocols
+Witness Interaction Protocol
+World Zionist Congress
+Würzburg Psychology's Experimenter-Guided Observation
+Xanadu Protocol
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones
+YES-HER Yeast Biosensors

analysis/data/synthetic_1.4.0/analysis/data/factor_loadings.csv

@@ -0,0 +1,24 @@
+Factor1,Factor2,Factor3,Factor4,Factor5
+-0.34574961629248735,-0.4222479286841947,0.2721030542065656,-0.014521769492285714,-0.04456355828106302
+-0.42591682611729975,-0.4138961553668582,0.013612306108539207,-0.056792069627595074,0.120320803038266
+-0.8043822083209567,-0.15952183797084432,0.24801286570162812,0.008474831363153806,-0.06833019518280262
+-0.3600714570663354,0.10029130997583426,-0.25649923316966694,-0.03717559247046917,0.0341048616710039
+-0.7317138508880974,-0.14644724615445068,-0.2802725669429247,-0.2007654147458657,-0.06340282000963757
+-0.06620807710797032,-0.2892951793598707,0.16532723717540743,-0.46822139055401524,-0.010123634275809791
+0.11926241673154352,-0.2191134539293149,0.48037673002909737,-0.30904936132834765,0.19672930456884957
+-0.15432165960060995,-0.36283237921414097,0.09079884586732094,0.016402998816625353,0.2261211729986839
+-0.2959353959585155,-0.08072004278728898,0.3619677411134596,-0.03992123073201405,0.07837277340583665
+0.6028652147972373,0.046065304285006166,-0.1364437942682522,-0.26248294659230753,0.18138003642828093
+0.6076776558288906,0.07234835804040267,-0.309261889526463,-0.10119965807418735,0.25283021195532607
+-0.2872762217380342,0.09740810341815814,0.29399125629019235,-0.08268907602288533,0.045884239791400924
+-0.598925002432782,-0.20970808329301122,-0.04107686267661089,0.26135845261886087,0.031676199623535774
+-0.6999133651363043,-0.04298747156118733,-0.047055696448143815,0.05683554554488445,-0.2590187006686946
+-0.24442947910091978,-0.42526165623232404,-0.22379951647681454,0.21493676705771256,0.13589556158511226
+-0.578039621880475,0.24804283302544872,-0.10876099022719721,0.0010015049043832394,-0.10708419744511584
+0.1201183165649674,-0.6501318607975868,-0.059508304295489346,0.2697249351776085,0.16163290081121562
+-0.17858356559348276,-0.6186398489106036,-0.2328797892927098,-0.1456560997433264,0.012941734667432243
+-0.4235243346240439,0.3314222874067969,0.055899760969169966,-0.36211224952937565,0.11535160102191039
+-0.6139364733902501,-0.4118568195220189,-0.23030828909694614,-0.18333834995581247,0.024169973051399115
+-0.7204425057487784,0.39588006455089864,-0.12398359905584057,-0.04944250463953126,0.18025280776513677
+-0.7671060197031621,0.34666946105389174,0.046007002849644665,0.1349008830997933,0.20599981116131422
+-0.042713343374655766,0.2668163838361576,-0.15283794037015552,-0.19702329073195146,-0.3882469540319389

analysis/data/synthetic_1.4.0/analysis/data/factor_scores.csv

@@ -0,0 +1,409 @@
+Descriptor,Factor1,Factor2,Factor3,Factor4,Factor5
+Abdication Protocol,-0.5988192751733085,-1.4489151271897005,-0.24622838967115543,0.1810765222507048,1.4789206795266698
+Abolitionist Practice Protocol,-1.4558316990384705,-0.29932426876424184,-0.15095898093825666,-0.24734872969867902,-0.33474496512919666
+Access Check-in,-0.872482066248733,0.7427249445206016,0.16473780393404244,-0.5484275232701572,0.002877623678728665
+Access Intimacy Protocol,-1.6082983027410203,-1.045863635799544,0.6489313583437462,-0.5004214265060271,0.6480344594593133
+Access-Centered Practices,-0.8304748008899014,0.759179110209611,-1.1645127213488982,-0.5462920786757101,0.3995632891823791
+ActivityPub Protocol,-0.6617796208574873,0.5959182290745438,-0.8041142976968287,1.1052065666353799,-0.5013686675391976
+African Futurist Escape,-1.3070565070009645,-0.7327617386930672,0.14753509687120173,-0.05911305538501095,0.18529601401563364
+Afrofuturism,-1.34101772936694,-0.6855398952928293,-0.29937817011720597,-0.5047373781635139,0.3981166004906562
+Airport Security Procedures,1.0454677793788616,1.0023152003770164,-0.8202182630694518,-0.6794194128403764,-0.5275378668929418
+Alusi Trance (African Futurism),-1.4640309860000547,-1.039438992771147,0.9318933398389708,-0.5344112732870653,0.7845520642494276
+Ancestral Spirit Possession,-1.0310742690652548,-1.3887308416524349,0.5372422097304506,-0.6075835551009318,-0.3006949246776569
+Anishinaabeg Knowledge Sharing Protocols,-0.9432017846910008,0.6584863191617624,1.6386520096903434,-1.4148705221747973,-0.8334308030076022
+Anishinaabeg Visiting Protocols,-0.8490010691182455,0.7011336135540533,1.1562317124722246,-1.198041402599312,-0.3128518816130542
+Annual Feasts,-0.5317907870666104,0.8200242714883712,0.7759974001944736,0.38467840326231734,-0.27250219107534274
+Arendt's Reporting Protocol,0.47143607416857486,-0.0778576938317089,1.3196994334631649,0.12952082879153134,-1.0043290022173657
+ARPANET Protocols,0.5529363393210357,0.42467655206417326,0.4576250816237739,1.7952058074270512,1.0871637827462368
+Arranged Marriage,0.867301421604993,-0.8158211506521038,1.2060184798666393,-0.7984817174524913,-0.635028832103948
+Art Historical/Curatorial Validation Protocol,0.3770396787587784,-1.4276782429002226,0.3882906913768092,-0.037813288249623274,-0.927569964373285
+Artisanal Marketing Protocol,1.080954952872146,-1.1117320683684175,-0.48481094575415595,0.34841655488398976,-0.3026909974835432
+Artistic Collaboration,-1.4123022983410796,0.6778888075196792,-0.15677930299334938,-0.4126391047553602,-0.2693542031943284
+ASL Provision Protocol,-0.45634614284495845,0.5849586288922027,0.20864296790061396,-0.6700336911464464,1.0405753107460853
+Audience Recording Protocol,1.6447545451238714,0.6225144917670047,1.1013357767968208,-0.5610472607251654,-0.536705974090414
+Authority Assertions via Linguistic Precision,0.8083706475765655,-0.8383710710128268,-0.3924958085728789,0.27098877771129065,-1.1269790840472906
+Automobile Driver Warning Protocol,-0.04580215836901652,1.1498276273357702,-0.0422496822093976,0.08719413972432905,0.6526399133069304
+Autonomous Worlds (0xPARC framework),-1.1085239976790846,-0.6367221191926892,-0.5623062090230391,0.17760260019624202,-0.026738126017864506
+Bamboo Sales (Village Artisan Example),-0.7716554002783464,0.6824511602283935,2.4289768859399454,-0.4332485726567179,-0.6043349055037326
+BankAmericard Distribution Protocol,0.3880566680502728,-0.2577188218805204,0.05280342490925393,0.13292933531930146,2.5820375866736995
+Bartleby Protocol,-1.030483128320348,-1.1313479541818456,-0.0761509288451017,0.6003947439026551,-0.6541773759401879
+Basel Program,1.0649423667857068,-0.8909160615755095,-0.6349497282341038,-0.5107282706110096,0.08324652722441843
+Bell Pit Spacing,-0.5674406131666745,0.9213296875161039,1.2544295476430076,1.7316112923557077,-0.12566809561563957
+Benefit Application Procedures,0.9029794848229081,1.3360641746598745,-0.6762652112219342,-0.7919092979387531,0.3249122626101272
+Bertillonage,1.7583389906840787,0.1787680164997545,0.025308542970978246,0.9999849935849001,0.18572191421207065
+Bilderatlas Mnemosyne (Warburg’s Method),-0.906701274989586,-0.5573158441232957,-0.8337009507163753,-0.12343842733182712,0.1529969077703129
+Birth Registration (City Hall),0.7937279897493726,1.9515378641793126,-0.07533583822283223,-0.586131024814764,0.7122501099042304
+Bitcoin Protocol,-0.29374131096394335,0.979074195939112,0.2545524586562031,2.058262386504725,-1.5883428205375092
+Black Feminist Protocols,-1.3025459189301822,0.14767210902728434,-0.2348008279589646,-0.9781872459456422,0.2770032337718363
+Black Poethics,-1.2409689006726825,-0.7919886593835889,-0.04653253601849698,-0.40581123262604674,0.6792713422449281
+Black Time Belt,-1.2838191050639345,-0.22936740109457582,-0.470764900684055,-0.6711778093772788,0.2629857896524272
+Blueprint Protocol,0.370717479394308,0.09064880100899318,0.4497131615601039,2.1463758141523592,-0.4783831764901862
+Borgesian Aleph Construction,1.521557295604711,-1.6096592882086989,-0.3071948820262364,1.4456000731251009,0.2982237281213666
+Bristlemouth Protocol,-0.7338920229194754,0.09382511869365752,-0.1551151181881162,0.8201983980025334,1.0016542930433971
+Buddhist Monastery Protocols,-0.7877765556241448,0.3367624159106506,0.4032167932826217,-0.6969406407394856,-0.5591593734514972
+Building Codes,1.3553520922645739,1.3951926029392523,-0.45656976263893856,-0.3484938415637622,-0.015768037274959082
+German Bureaucratic Prose,1.830853234081085,0.16363559175966508,0.6090616833776505,-0.3760903017116346,0.0472896764243371
+Calendar Invite and Alarm System,-0.24938806927687324,1.1255712881118,-0.40132581332543554,0.28934771556936434,-0.031533862165278356
+Canary Use for Gas Detection,0.15155952036964027,0.6055470588053103,0.5346528562161389,1.0237071751553992,1.3498722530885687
+Canonical Bridge Protocols,-1.1540709142079768,-0.06510575160523034,-0.7787203735992398,1.4452935651924605,-0.7253425360728158
+Capital Markets Opening and Closing Times Protocol,1.0746119296365175,1.2751359968846057,0.10630486838535817,-0.4039377329320811,-0.3504499439185031
+Carriage Dispute Protocol,1.739467948190686,-2.138033853112054,0.007677044156156468,-0.42228518312275387,0.9881361135085751
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),-0.34877515986659957,1.3630175380973175,0.6542360699120457,-0.9151998467286224,1.4316427784347827
+Chancery Ceremonies,1.6796140957226289,0.8564703134072175,0.36607039229539956,-0.8144807206094816,-0.5789905745158347
+Child Discipline (Spanking/Grounding),0.896305192394826,-1.9150204457557376,0.8413510802500902,0.2139671573030228,-0.07200403960866171
+Childbirth Protocols (Local Knowledge),-1.2607478311601064,-0.6152640319883991,0.8744366246392795,-0.9685771750443617,0.26014927002642646
+Choose Your Own Adventure Protocol,-1.1796064635367074,-0.0017346133619623011,-0.24121655908734657,0.13095798518478702,-0.6902501743701352
+Chronicles of Suffering (Thirty Years' War),-0.7419194629071468,-1.186661813261115,1.115912943052646,-0.2941086068949436,-1.421860184507591
+Chronometer Usage Protocol,1.4898089173692746,1.1270537898913193,0.055427750975973966,0.42417864447667636,-0.08164201447123878
+Circular Movement Protocol,-1.1725678392950203,0.8882115779192803,1.2303219476545797,-0.17135751009117892,-0.4423727507193399
+City-States,0.11856674494640028,-0.3697105949772471,-0.5757430405631839,-0.11012794623717999,-0.1320705475264834
+Clan Identification,-0.6331693896311034,0.35134446578838674,1.886041416072907,0.2857807698098185,0.021923860027545677
+Climate Treaties,-0.14508728455418812,-0.2537408040077363,-1.3982590827228865,-0.6204921689761774,-0.6719887415924513
+Cloud Data Capturing,0.08722891693881002,0.42981898184530143,-1.055523752438552,1.4143610261866344,-0.34970512380602803
+Coal Dust Mitigation,0.5573186853026161,1.1308174022297655,-0.6093353843484604,0.6745323159893869,1.1083461391294671
+Code of Criminal Procedure Protocol,1.4468000926751825,1.323499956133087,0.6922360284842375,-1.110704083443226,0.27862934714378307
+College Enrollment,0.5344920857522121,0.55693232531755,-1.1893008978457176,-0.12507527574077743,-0.2826635720793207
+Column Chromatography,-0.4878189717126342,-0.16960209421889968,0.10363618304656252,1.6738281101684538,0.7879604402158119
+Command and Control,0.6904544801449272,0.0647077833203635,-1.0880057392022822,-0.5952727149279624,-1.8283217670036755
+Commemorative Coin Protocol,1.1715349406582805,-0.286030759329968,0.06906987956773922,-0.5261292831879933,1.8612969046291532
+Communal Altar Creation,-1.3809804491548812,-0.1455360149075877,-0.3798232290485953,-0.18272626384835264,-0.17082990609051282
+Communication Protocols (Cold War),1.6725335669641352,-0.7749427544468365,0.8149857634466943,0.027165817626284536,0.9632131336477215
+Community Land Acknowledgement Protocol (Gallery),0.13432386482848277,0.3342904616750655,0.3829029906008707,0.18896754098182136,0.7603813316014142
+Community Lore Protocols,-0.6197565870592879,0.20176467160053818,0.7344397242527675,-0.5607799250601971,-0.6019734140616644
+Compost-Based Ritual Protocols,-0.8967214156422764,0.8253006578025823,0.20078256613746948,0.11519273411091249,-0.368697997901126
+Conciliatory Chairman Intervention Protocol,0.4760713282592473,1.481443609769072,-0.2397588587542907,-0.11516168282239542,0.4714278674887066
+Content Moderation Standards,-0.15938952444796223,-0.9193377363811108,-1.0418957123318842,-0.6951319320683926,-0.9778081509007028
+Cooking Practices,-1.3660601149146607,-0.07078521768166804,0.5730091785450688,-0.5293087165636784,-0.6938136796161586
+Coordinated Universal Time (UTC),0.4889146068262047,2.2994126101382246,-1.113733038537892,1.272206918383182,0.12371577304737727
+Coordinatizing Scientific Observation,-1.150804682416471,-0.06634556904582391,-0.9093784478725488,0.9179350340840834,0.4048544161342726
+Corporate Contracts,0.6564543385764032,1.5291256926385137,-0.6279122006953956,-0.3867070875439925,0.2531848346842318
+Corridor Design (Government Buildings),0.15518730118312096,1.3344821770154176,-0.4741801630027962,0.7944587633036863,0.1531769868295157
+Council of Ministers Meetings,0.9896679307001819,0.7773066504443479,0.008764167017651214,-1.4923872246496166,-0.7037842114053698
+Cover Letter (Early Credit Agreements),-0.7119148163177433,-1.0075849230058176,1.6179376403521413,0.45195109245047316,-0.022445761802859236
+COVID-19 Mask Mandate Protocols,0.5002127992818003,-0.3541150458652806,-1.4986226603358206,-1.1196326931695615,0.897758202050805
+COVID-19 Pandemic Protocols,0.7297547697606411,-0.6825986815798377,-1.3856105102521878,-1.379469438856841,0.31380689354930574
+COVID-19 Regulations,0.5299486938934147,0.02718420324986673,-1.372935922477194,-1.7328637600800922,0.4060165258780293
+Cowrie Bead Currency,-0.7432006499434199,0.07792971001199611,1.8114378854129487,0.7053069802661166,0.38594894523783324
+Crash Protocol,0.4704719668728991,0.7146126275320276,-0.8449035011108756,-0.08289193308935006,0.6922309391730138
+"""Open Publishing",-1.2039235686611316,-0.08134274070159389,-1.046962947529503,0.3686486891602752,-0.6296066267194285
+Criminological Discourse Protocols,1.5345329958521985,-0.2700049760254375,-0.20785104427550308,-0.3891191308413998,-0.6619266556708077
+Crisis Communication Protocols (Cold War),0.704358452545873,0.8378209673488132,0.6125476979769947,-0.23205150544400632,1.0243310757203872
+CRISPR,-0.4449453229287818,1.5112241717086077,-0.9733768088711441,0.6872093409560459,0.17392088411219214
+CubeSat Protocol,-0.028683828500395914,1.738225047935441,-0.5487582284244436,1.309700052440942,0.11219119545527557
+Currency Ledgers,-0.04646697927091442,1.1410758831511176,-0.424604195942916,1.0367981339527683,-0.6783970831413212
+Dating Websites (Pre-App),-0.21172770610391028,0.44551172917319387,0.022984131193642163,0.17360505589565825,0.05157216764681938
+De umbrias ideareum (Bruno’s Memory Seals),0.051962726804672496,-0.7349552682839752,0.5102575738177628,1.2813146133186344,0.03289929232896074
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,-0.6999927121439937,-0.46152316291096834,-0.7439329849883939,0.17460161696631088,-0.4650134298319941
+Decision-Making Process in Case of Disagreement,1.31398010141449,-0.5038474930750445,0.9151945617662579,0.328665828721008,0.05142403164969624
+Decision-Making via Vote,0.1454296133844804,0.5924121086791652,-0.014017499798996897,0.38796176522177284,-0.2042691470687793
+Decision-Making within the Cabinet,1.2503081922963892,0.9056985413569575,0.8401255692516342,-1.0353006409612708,0.17125747157225593
+Deep Fake Generation Protocols,-0.6636665706409677,-1.7218286408286307,-0.9916566711434979,1.0356001421382643,-0.41896462762659636
+Deep Listening,-1.4521346507655524,0.10281316112359183,0.38776361966040573,-0.3377491082285839,-0.5428237776569611
+Deliberative Analyses,0.051108883135796083,0.2203335130302226,-0.7812779885419062,-0.0058232614852026165,0.7296625791887119
+Department Council Protocols,0.7843424392059986,-0.6880919597256908,-0.1154467930100403,-0.6228669987906552,1.1941856624874527
+Detroit Techno Music Performance Protocols,0.10440908846511847,0.1791987291125873,1.585043570889851,-0.4423207947466969,0.054697464221859615
+Diaries (Experimental Soul Studies),-0.6029275696378403,-0.23803395926555115,0.8114800106212975,0.3411592671667984,-1.4791496409574227
+Diaries (Puritan & Pietist),-0.9296462293837652,-0.5880855975133846,1.3213200158300684,-0.02969876934653501,-0.2620771826262357
+Difficulty Bomb (Ethereum),0.20064935107155676,0.2352815106848308,0.7957441414969705,-0.7005808294403328,0.03180875977922584
+Dinner Etiquette,0.12562562787081352,-0.09189074809168324,0.7496360103977971,-1.1159871489266517,-0.07440677647935601
+Diplomatic Protocol,0.7417672347847296,0.40438991021609555,-0.7884348268054118,-0.7835091548665695,-0.4362911958812422
+Discernment of Spirits,0.1216496477481266,0.2290221183429986,0.7297204395814411,-0.21046207475314027,-0.6284936096769325
+Disciplinary Procedure Protocol,0.6133472948352972,1.6118155423563547,-0.2202700826010338,-0.6085811323431904,0.28397197133026564
+Dispute Resolution Through Mediation,-0.4438406288967524,0.9522372337398458,-0.6964139784882006,-0.6902183286053792,0.725320783242372
+Distributed Cooperatives (DisCOs),-1.3691179534120828,-0.14970244914946138,-0.07450993557453998,-0.8927833425113463,0.05418558328073273
+DIY Hormone Detection,-0.9762437492667734,-0.8828684016374155,-0.9488545532580731,0.2972751562455699,0.7627834667999509
+DNA Testing Kits,0.17535065358411245,0.6488642263496414,-0.8667160631083479,0.4097560814754528,1.1690082807695725
+DNS,0.2028837244518062,1.4751018956627981,-1.7004587310798982,0.2684685828375343,0.12006583973598171
+Doubloon Game Protocol,-1.5782377960337273,-0.8755038414252656,0.21958895415997542,-0.706686235189714,0.14687612833209326
+Drexciya's Sonic World Building,-1.1854319543375549,-0.4951035065200297,0.9309121907520513,-0.6217895109363295,-0.02897070042837131
+Drift Mine Slope Excavation,-0.03203132730077521,-0.03958129537807565,0.006161502453143652,0.5607789076196993,1.1593987963210215
+Dust Suppression Efforts,0.3290900077375604,1.6529318223001552,-0.8715572988769583,-0.17799560323848687,0.6362254295752239
+Early Fatality Reporting,1.2688770316948932,-1.6567005883668369,1.1052547409398796,1.2679762971246986,0.8939289587301319
+Ecology Protocols (Local Knowledge),-1.2364689944743663,-0.35026714691095695,0.5301359831390561,-0.895448384905563,0.02088988715538789
+Eichmann Trial Protocol,1.8295638473031048,-1.2711996265782073,0.5266820692985204,-0.27051269479407464,0.3773468232357865
+EIP (Ethereum Improvement Proposal),-0.12496788576314243,1.2062790477129235,-0.7551165557679833,0.0074698863783898605,-0.9280069103470477
+Election Reporting Conventions,0.3406596541966167,0.11862431211258584,0.6032160534083364,0.054541559331980974,-1.1600614107128957
+Elevator Button Addressing,0.14493102287832532,0.30754734424934715,-0.663414977664976,0.6483317291998921,0.5827400545593359
+Email Services,1.0822539077219957,-0.2375735258448809,-0.7166344584727162,0.08137366610316903,-0.2162269714048658
+Embossing Protocol (BankAmericard),0.7105605171727507,1.1161603671071032,0.18828039596008192,1.2027009671200894,1.4134472423623188
+Ennoblement Protocols,1.6067308017913078,0.5037255310462254,0.6961464383018611,-0.8781115522190076,0.09617496014420812
+Environmental Racism Protocols,-1.1097493246658845,0.02610016960089594,-0.7071350470428267,-0.2525513194972519,0.8750854330174028
+Environmental Vigil Protocols,-0.9265588313468536,0.3812297711062312,0.5781302916398979,-0.3347563409337459,0.43358022877778224
+Ethereum DAO Withdrawal Protocol,-0.20808460987180363,0.38601594664452893,0.054835691327051725,0.20879340946991237,-1.9901034500440187
+Ethereum Proof of Stake,-0.22867817933260715,1.0858747047677813,-0.476952298426725,1.0792920151322964,-1.4001194599652387
+Ethereum Proof of Work,0.38524541473403695,-0.5224389120952911,0.509582667196935,2.0150283781224085,-1.7453976553187645
+Ethereum Protocol,-0.9500399086218088,0.5154708102311562,-0.5909780699118331,0.9630483639659061,-1.654760614050545
+Ethnographic Containment,-1.3657467307074131,-0.6881257584415357,-0.5536064788499411,-0.28071245493117064,-0.03604716895275061
+European Hoff Ceremonial Protocol,1.6500288850039635,0.6748640895560686,0.8005783747121767,-0.8237438346680832,-0.05957968416164851
+Evidence-Based Debates,-0.5473579464631657,0.809350739957777,-0.02523957508574753,-0.18256829841496192,-0.7234777657993477
+Exit to Community Model,-1.060161221720606,-0.23484823108702535,-0.8728671657372425,-0.5935018844661668,-0.10418431097077356
+Extinction Rebellion Affinity Networks Protocols,-1.4391704980943782,-0.15079648589367994,-0.7512102934918949,-0.3204804470871248,-0.12567754613074217
+Face-Restoring Protocol,-0.2547595568852783,-0.3598481198030009,-0.058722658988140275,-0.23286606199597534,-0.875845345308842
+Facebook Protocol,0.33943876545017715,-1.2269958631678,-0.10398812946797054,-1.2049212968636833,-0.05711688142581232
+Petition Submission,1.3789624882617109,0.012429834411655457,0.9340941059739439,-0.47884465644422497,0.5243352044663238
+Flag-Raising/Lowering Protocols,1.166048900736952,1.1047971713755658,0.6115469338609621,-0.44786346861488274,-0.6229431878459223
+Flint Arrowhead Manufacturing Protocols,-1.1777425978860296,-0.5028062468220942,0.5493896334909782,-0.5705346523437629,0.22027445889275674
+Flux Divergence,-0.6395757796327137,-0.4394737714167243,-1.2811130868753406,0.7228030148240847,-0.20662274504444098
+Food Localization Protocol,-1.0542491006729693,0.11006218062245672,-0.27320593964608153,-0.7328072178050843,0.1909659608404745
+Form-Based Interaction Protocol,1.4352500006802207,1.1237595924933566,0.46294716629996346,0.6477071349869705,0.4175592264772137
+Fundamental Cause Investigations,-0.6750676816273671,0.3777827996800351,-1.4692694325465008,0.1890148658484768,0.6140601697891573
+Funeral Rituals,-0.5643653798720376,-0.32960525530011936,-0.07574289782323862,0.021365268628395655,1.9760208090178857
+Gas Testing with Candle,-0.27390039857345067,-0.054990664343815804,1.8324456192033571,2.4912817461676213,0.9403304585342802
+Gestural Warning Protocol,-0.3870848990665496,-1.8523942146410213,0.7638753080624161,-0.7753987184966927,0.3574537626334296
+Goffman's Interactional System Protocol,-1.3728258530078237,-0.8002953956369585,0.2304087275464559,0.2053119246837594,-0.3418241158883347
+Gold Coinage,0.2558722944204717,1.4452739062037991,0.24338814332716965,-0.0659883436082952,0.814974102494742
+Gold Standard,1.2167290028773288,-0.5133464526093747,-0.006702886661949221,1.1727021665406847,0.7517525387684569
+Greenwich Mean Time,0.15119504251523722,0.1665760210178513,-0.8482068235971689,0.6592668993049949,0.6682940074848739
+Grid-Based Urban Planning,0.47546040203676476,0.7407817369142122,-0.8997716734633359,0.4944042667393673,0.6380751161206479
+Gynepunk,-1.6507401413514826,-0.46605645965981496,-0.011606742112904371,-0.5570231532632828,0.08101000959712011
+Halal and Gluten-Free Food Options,-0.6768015290103799,0.9643698184312213,0.5255143092785619,0.16273991082817874,0.19011592155777587
+Handshake,-0.809538081401537,0.32490445187000505,1.547571220995574,0.4742090228589929,-0.1869616258223623
+Hats Protocol,-0.025569829733965887,0.590531324997171,-0.5964956840899519,-0.22420287395951596,1.328275076290959
+High-Frequency Trading Protocol,0.19078562336533483,-0.9318726653999022,-1.833195366274422,0.4309655479877792,-0.5600590921558654
+Hotline Communication Protocol,0.8327845417805195,0.8378213188174424,0.7152571682318893,-0.4668311435849494,0.44994178943872815
+House Addressing (Tax Collection/Conscription),1.4204384896310538,0.2616701935869461,-0.7977505295723094,-0.17350205757685982,-0.5249090870934506
+House Style,-0.4441616995239031,-0.7747460095362323,0.6093596695381361,0.46497125537800343,0.6817864485061037
+Human Rights,0.10411222385740292,-0.35191796704461287,-1.6826014934400182,0.08280969729075206,0.7965904543736451
+Hundred Gradations Incense Seal Protocol,-0.1919001646651864,-0.7734888799024778,2.3077757023868015,1.0831953542644694,0.7214972433060006
+HyperCard Protocol,-0.3920790752946047,-0.16446053813505015,0.5078782453730712,0.26830461813875417,1.8203266129795075
+Hypertext/Hypermedia Protocol,-0.616065361585341,0.2919790438653991,-1.4373378579351588,1.0269541451398991,-0.44631157879235095
+I Ching Protocol,-0.8675276721611486,-0.3561861121403453,0.331171518506361,1.059994098049243,-0.44071901280144443
+Imperial Family Interactions,1.580872087920687,-0.7204603357502024,0.5550209021764357,-1.0011636467316678,-0.19186194952825797
+Imperial Grace Awarding,1.8271754352385696,-0.5167289319394546,1.0634544448887726,0.1767939319424323,-0.02901350709431115
+Imperial Mark Protocol,1.5982795365527882,0.6165621365022955,0.9302076920057216,-0.8846564227324988,-0.13706146364472258
+Incense Clock Protocol,-0.6422150452540895,-0.7541339397880282,1.7358720424779128,1.1579708515969367,1.089544782845386
+Information Campaign (Nationalist Commentators),1.4884467475313892,-0.5914664494088067,-1.4105395048520715,0.011162062517706952,-0.7852819440675644
+Injection Protocol,0.15463505814496104,1.7059169688831544,-0.2259655697201197,-0.42879720560353607,0.724606545776542
+Insurance Claim Protocol,1.5962172089868325,0.5648525745253004,-0.3169239714715918,-0.31844075556863516,-0.9097485446609963
+Intangible Cultural Heritage Department Protocols,0.2507589200335863,0.8107658958267742,-1.4821051907718044,-0.8101094607941758,0.39179439490423423
+International Law (as Protocol),-0.2516795868543771,-0.6537246506077039,-1.3764952390443184,-0.40728088332514173,-0.32583416156677775
+International Meridian Conference,0.7327445785361361,1.0588913974673224,-0.5162313397646269,0.6223838362074008,0.275600471844961
+International Organization for Standardization (ISO),-0.07355332067081545,1.6197246283013644,-1.0772295487054748,0.23383627908677185,-0.3583876041096743
+Introduction Protocol,-0.7760906274531638,1.1667319697339513,0.46260959998685564,-0.010424108520028308,-0.9055846175690925
+Islamic Dietary Laws,1.3889081500891225,0.8406046672437393,1.0869321339045395,-0.876606782453082,-1.2361538475639349
+Islamic Memorization,-0.04813826402577968,1.0833003232608385,1.8200358056791772,-0.8723301356971488,0.08441552517687469
+Islamic Prayer Rituals,0.8220512054692631,1.4642775955835388,1.7700504172460538,-0.1547569465222245,-0.8750087684649606
+Job Interview Protocol,0.609966902013048,-1.749818441996251,0.1090170266447039,-1.254002139179428,0.41010716156191446
+Keeping in Touch (Return Visits),-0.8588413774659394,0.7041466856978967,1.210598707182085,-0.25255728921543874,-0.15231493018200357
+Kleros Dispute Resolution Protocol,-0.951700309245448,0.0825616952922132,-0.6149961487175944,0.1834843296340507,-1.0409353942887356
+Knotted Cord Alarm Protocol,-0.3869152083995516,0.3078845164044522,1.4795732057441933,1.8678484693270958,1.3157396848956897
+Kraftwerk's Aesthetic Minimalism,0.5260657412598642,-0.02570798305195044,1.6797524873248355,1.4828007885970957,0.061441719571245286
+Language Regulation,1.5053833753701062,-1.609264378019608,-0.1939582908547714,-0.5727769009935129,0.851445043381525
+Layer 2 Scaling Solutions,-0.5966062443484765,1.3737240321224924,-0.7527760654223823,0.794499671701915,-0.36432614220803805
+League of Nations,0.8302883844073403,-0.7213597225955742,-1.3922162370910627,0.17503661978823584,0.95698430150171
+Legal Protocol (General),0.78580630394908,1.2413974803456576,-0.788893547246843,-1.2203263935956719,0.10883941088034071
+Lemon Balm Protocol,-0.912963282831394,-0.8497537554518481,0.7144534189991931,0.06071068724428527,0.4649581201955066
+Lenin's Revolutionary Organization Protocol,-0.470785762177425,-1.5007139160472982,-0.6078225853640398,0.6034099087806319,0.08455545444274026
+Lift and Transfer Protocol,0.7603557495842801,0.7997728449807573,0.20355813766898523,0.6045985413258197,0.5077631610453236
+Lift and Transfer Protocol,1.5133973795046316,0.17089701195529594,-0.3958617106438075,0.6238905575007311,-0.4533287513236179
+Lingua Franca,-1.0674286377342783,0.1534822022505859,-0.38000628715025697,0.5154120693645469,-0.5337930146573844
+Linux Kernel Production,-0.5533787440340482,0.779507432027151,-0.8560946778143612,-0.2860648380929249,-0.6268327006315236
+Listening Protocols,-1.2286259310148886,0.27272829245366814,-0.2132734103450768,-0.19729624248900013,-0.132118393586161
+Literary Genre Conventions (General),-0.28458647515736296,-0.3730017468843964,-0.47802511277087445,0.2893347414938419,-0.27522124007570503
+Longitude Determination Protocols,-0.16485578547699473,0.16140433530798795,0.24883143059390037,2.0659463688002986,0.6669249355512016
+Manifest Destiny,1.4965375988560279,-2.147964201732931,-0.03998823027540425,0.27890948878250976,0.5355882020213516
+Mapping & Charting Protocols,0.36279154953840687,1.2737613396989285,-1.0592440281028193,0.020258321955828724,-0.5340885481587535
+Marginal Note Usage,-0.3961344242236614,-0.6372016829698819,0.4432957059624069,-0.2368860319602536,0.8581779300650177
+Marronage,-1.5195201411888144,0.200466831612214,1.0580607692395512,-0.8302368096421459,-0.3993473332452012
+Mass Surveillance Protocols,1.3757751228092885,-1.198008034070435,-0.6861784104322189,0.03516213675376351,-0.8631648427355461
+Means Without Ends,-1.4060753487533404,-0.328046828540733,-0.11300118820684558,-0.5405744990670038,0.4614057903913952
+Mecanno Kit,-0.4181327671855397,1.015846972677041,0.9117443478766691,1.5353262483340935,0.7393547390115167
+Meeting Protocol (Museum),1.767279641325452,-1.458341705661975,0.8074042757919287,-0.08901007225740923,0.33539239327674875
+Meeting Scheduling,1.6204967074477656,-1.584658359882157,0.5702266472851564,0.4335089873894359,0.6862352042283343
+Memetic Culture,0.1269040167991563,-1.710729264550799,0.6274924080320575,1.387922450863437,-1.826380656246053
+Memorization Palaces,-0.6154752582507386,0.9084371848238547,0.24283040660309768,0.9928560565038678,-0.45434017121466896
+Memory Wheels,-0.8144753969776097,-0.6487386188661305,-0.09053165184673204,0.6707281589043486,0.6878798411192709
+MEV (Maximal Extractable Value),-0.3856989424619226,-1.9393146371188261,-0.5512480057789874,0.5587109557382575,-2.0062052635187584
+MFA Seminar Protocols,0.23451168165935934,0.46795017089198715,-0.30094742663082324,-1.983583634333829,0.3344873046434727
+Michi Saagiig Clan Introduction,-0.43268561484753526,1.3595327741126118,2.3106720448605067,-0.351146627022383,-0.9489197143687136
+Military Drill Techniques,1.6240934384495311,0.5198242751396456,0.06401766742344751,-0.5102902595013629,-1.3796128214098977
+Military Protocols,1.4211826346241676,1.1421815418021874,0.37200479939253883,-0.9989309639579077,-0.16513893979443342
+Milking Apparatus,0.3993745606852003,-2.064561813798034,0.5361743854532807,-1.0215102391154613,0.6315423647713891
+Ministerial Conferences,0.41947090702691237,-0.09191112563748033,-0.5835344617859513,-1.7747507994445881,-0.47402267927324876
+Minute Book Recording Protocol,1.3294399681588598,1.026933687022126,1.1892626462288547,-0.9976368191028945,-0.23986130778635928
+Minute-Taking Protocol,0.7938525903312641,0.8524287109282477,-0.09439743428476763,-0.5756386764250746,0.1698328687587257
+Minutes of Council of Ministers,1.7364533895570449,0.6607057473140286,0.3918388595905787,-0.2452933980039728,-0.9773382544881783
+Model 500's Detroit Techno Identity,0.21146440180916465,-0.10368128808646646,1.9948158099752746,1.0664249861425847,0.2569363558741453
+Mundaneum Protocol,0.2824546994057622,0.1148294611881756,-1.0096998741565066,2.072474988239526,1.629737646728868
+Music Genre Protocols,-0.9251919942891185,-1.0564552892164316,0.6269186995182165,-0.5522820056697006,-0.5744255752393949
+Mutual Aid Swarm Protocol,-1.440561021187716,-0.2642508684217738,-0.5495186221796776,-0.2364905321271459,-0.7511525199829638
+Mutual Exchange Practices,-1.0285151088685258,0.328058035013163,1.3249648359076036,0.11487843500966129,-0.3312885605204863
+Myal Protocols,-1.3882146973791785,0.025673422966045446,0.9106532100039344,-1.130613587262307,-0.39476977433463056
+NAGPRA,0.39865232952499835,1.5534482285680593,-0.39030990597964776,-1.4845392015232544,0.5089055383394794
+Naming Protocols (Land Acknowledgements & Introductions),-0.12589792018877158,0.20639592996192402,0.20862093174721086,-0.1950321587952423,0.4835456303459847
+Narrative Blogging Protocols,-1.0181700041389459,-0.48891895509361916,-0.47132864953956083,-0.1661077051941692,-0.16708747585032502
+Navigational Protocols,0.17452600893442044,1.7542000568492955,-0.6471274532048674,0.3957588547673174,0.5077282166000958
+Neighborhood Food Distribution Festival Protocol,-0.9129409087068765,-0.05024342206936223,-0.26329596544058403,-0.40716086077654245,0.6615851944363093
+Network Nations Protocols,-1.2370621943407132,-0.43799534182319244,-0.8285343643914579,0.2871471169140274,0.2607891241859918
+Network State Founder Protocols,0.7475020826456623,-1.6140621320232569,-0.8290869528375487,-0.9071918016396238,1.2469021064436128
+New York Garment Worker Strike Protocols,-0.39426801619271973,0.1170076231523721,-0.0591901340607946,-0.8082229285559361,0.607166584284547
+Nishnaabeg Storytelling Traditions,-1.0930121963716326,0.6750199075770514,1.6434475214622735,-0.9658711458011006,-0.48993680023287656
+NLS Protocol,-0.4911511936915803,-0.28427907709047295,0.3164922834844226,0.5489275605671065,2.162288914925945
+Noon-day Gun Protocol,0.6680758153161173,0.7951104564607603,0.8299011824203314,0.1939700809788916,1.726797718174994
+NSU Trial Protocol,1.742368134347312,-1.0008998894485628,0.33813236092773613,-0.3144372580878382,0.4219870209664703
+Nuclear Protocols,1.4215797962425838,-0.010638244448212413,-0.32467405329481486,-0.17433566905232253,-0.9384595722563649
+Oblique Messaging/Editing (Content Circulation Protocol),-1.0561251011349069,-0.563048368853452,-0.9664523510161163,0.16428697594688707,-0.36501009161087034
+Observational Documentation Protocol (Secret Services),1.6946724580184838,-0.048896678975832865,0.7296214686738921,-0.29048301971411467,-0.8745816341340305
+Observational Science Protocols,0.5801246331421595,1.5365296756725908,0.09506483759234183,0.4698480180568878,-1.8861557345994788
+Occupying Vacancy Protocol,-1.4741253621426935,-0.13195248134798626,0.5498510101380458,-0.6546948176306475,0.0981301549704496
+Offering Alternative Respect Tokens,-1.0784851268841216,0.10958882828246526,-0.5664351105481333,-0.07959890667941112,0.28242239970754135
+Office Request Protocol,0.1404067427248612,-0.7657046837670484,-0.2986314902670032,-0.5023291839729496,1.325154476749135
+Office Space Survey Protocol,1.1283325694062405,1.5556281404103767,0.6900902058185812,0.8398240008726919,-0.7621927639912284
+OODA Loop,-0.3715204618884464,0.32015494144952084,-1.2507688787535978,0.8120456456340799,-0.4558908905314273
+Open Source Estrogen,-1.3932155488141569,-0.23013427626110558,-0.5075099037204502,0.05932743827333489,-0.06637901718944866
+Open Source Protocols,-1.294039033773036,0.44939508477567036,-1.182573473747178,-0.22557601525954982,-0.12539953788972763
+Oral Communication Preferences,-0.6001610969015846,0.9818565392944432,-0.5639209595704995,0.091328925138497,0.10888424605392807
+Pagamento (Payback),-0.5753244508828961,-0.7200812146895469,0.34395186546591006,-0.4038054087549452,-0.9428151405074275
+Pale Fire Protocol,-0.45638900096503654,-1.4590596224198136,-0.5326621345972058,0.34694221480904686,0.06888781836581735
+Paris Agreement,0.1226269479060976,-0.2761855284877863,-1.486822191057393,-0.6067590465832358,-0.10909425081560392
+Participatory Guarantee Systems (PGS),-1.5142264029174473,-0.32226828205483454,0.23423150531386652,-0.5351187626839339,-0.29560139581363276
+Patriotic Protocols,0.953602353826457,0.03673721416318398,0.33650827949731893,-0.890760309169308,0.005091085604063606
+Pedestrian Traffic Rules Protocol,0.32643806356853244,0.2176010784665768,0.03534585877958036,-0.16754899325525877,-0.3837284967100149
+Performance of Transparency,-0.7049442313181086,0.8184266946178129,-0.9055660699435619,-0.02756894897316381,0.3386977727306456
+Petition Submission and Review,0.4489953474107552,0.6935502275342758,-0.43273470405664854,-0.02636328536137596,0.584781813908796
+Petitioning for Privileges,1.2595372815777364,-0.2649017882444826,0.08255182971013525,0.39786742178314494,0.5848063304454949
+Philanthropic Foundation Advocacy Protocol,0.8096349305429693,-1.2899728585681935,-0.6306447580358714,-0.1787248867964922,-0.22878887393299074
+Photographic Standardization,0.951354318283489,0.4825141375023521,0.10409357128260359,2.3146991516450517,0.11484130705539557
+Physiognomic Interpretation,1.2676582053502659,-2.102126557530669,0.16548185371035265,0.9190199448246527,0.6797138716384719
+Pickup Basketball/Soccer Games,-1.6423020239422903,0.25689211719118327,0.2513666263288731,-0.2581785607370342,-0.33388540976464026
+Piece Wage System,1.420445024134513,-1.0329573635043159,-1.0202138321542267,0.2216450428698855,-0.39458322733919354
+Pipe Ceremony Protocol,-0.5456967031132816,0.5564616557199917,1.24369119714835,-0.6770061359863184,-0.03370441779874162
+Planting Tree Protocols,-0.7280563270077267,0.12107151404117204,1.4854575894795168,0.4441323335232387,0.9280014363494763
+Police Intervention Protocol,1.4423140845384572,-0.1500051406068695,-0.2839274700851109,-0.2873483512637924,-0.3881897073090066
+Police-led Information-Gathering Network,1.4587746957829018,-1.1276291432879042,-0.43847065372841554,-1.3847700310809723,-0.8418305205936807
+Political Discourse Protocol,0.5468208188854986,-0.8341067331274398,-0.557688834896071,-0.4133617578512923,-1.4833567136346488
+Political Protocols (Arendt & Schmitt),-0.18345581210224884,-1.39305045462509,-0.7224958389374083,-0.04860073078645989,-0.6281046284822667
+Political Thriller/Police Movie Protocol,0.31747714892454104,-1.030802318528463,0.762241562659226,0.38223591321316436,0.05741901709107661
+Pop-up Village Protocols,-1.5371917252374148,-0.7499510946839458,0.052418919254240894,-0.11182316686394929,0.8461316646461468
+Prime Meridian Unconference,-1.5379653010463223,-1.0612085144694938,-0.39421024951280187,-0.47949528194311325,0.6100578953334108
+Proactive Suggestion Protocol,-0.4679052038081244,-1.4038266973141167,0.03644178457721577,0.5278927464772865,-1.3029435094252708
+Profile Photo Change (Symbolic Participation Protocol),-0.95086051506039,-0.04005008073966351,-0.5478974703134203,0.818531368920269,-0.6972069539805194
+Proof of Stake Consensus,-0.024264006665691392,0.824717754278846,-0.654993387880346,0.8141065744830427,-1.47811853332639
+Proof of Work Consensus,0.8971450373635413,-0.746914706199224,0.14630214010688797,2.4652334028272773,-1.444850747546972
+Protocol Analysis (Ericsson & Simon),1.0587497132654435,-0.14707919400316447,-0.30813633934280643,0.04674028175074913,-0.2720167072599428
+Protocol Departure in Creative Writing,-1.174718308470497,0.05147791289191894,-0.1849144578887132,-0.9049924719571991,0.18627804771331435
+Protocol for Academic Science,1.0986302249214412,0.06904164557003586,-0.4552475197445567,-0.15784646388745183,-0.7118045656637828
+Protocol for COVID Masking,0.34901646367199624,-1.047107650607283,-1.6310538789047513,-0.6604378094500815,0.8418848789997538
+Protocol for Dance Collaboration,-1.5666881691575927,-0.7044501130155262,0.035716473570347844,-0.37616437892985455,-0.18108498487110034
+Protocol for Evaluating Clock Protocols,-1.294060391382471,-0.8313869024371516,-0.4186368676563054,0.4336302927077994,0.3679947262436383
+Protocol for Good Death,1.3707383447243515,-1.0631802699131638,0.21565391049550695,0.49825645768652854,-0.05125999088412749
+Handwashing,-0.22214515011429223,1.805038895986498,0.7567719306883223,0.0275166067041816,-0.747274985476688
+Medical System (US),1.0143517757306053,-1.4921793695826053,-0.4217736605579712,-0.7259640079956023,-0.1437394168256863
+Protocol of Kinship,-0.323062633307771,-0.32246475896805854,0.4712940364780906,-0.7342422516296006,-1.18362368823366
+Protocol of Operational Closure,0.9008392073553385,-1.1870677857185166,-1.0870094500686052,1.0644945967006567,-0.27240394913736604
+Protocol of Reclamation,-1.4576061969234242,-0.6570532519766997,0.11997994749641243,-0.3698119933564891,0.20652183910347657
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+,0.1025732859944069,0.24377728336358973,2.0478015314634557,-0.9201709491074825,-0.7935166692028051
+,-1.5589374356196088,-0.9086537464884432,-0.258857317352649,-0.13883148711516427,-0.14747140613170384
+Protocol of Tjukurpa (Dreamtime Instructions),-0.5555555133650772,0.2016162648865058,0.8877441361300958,0.5526335243211573,1.162627283645876
+Public Amateurism,0.5970837875214808,0.14307876519097906,-1.283312143766615,-1.0383856536944587,0.16727644599729377
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+Public Health Behavioral Guidelines,-0.47251995472187813,0.09217481338108661,-0.5029901173941983,0.16776250838279985,-0.3246323968119671
+Publishing Protocols,-1.4145634943639611,0.2522244063872029,1.2180939498995402,-0.535433530357105,-0.45249907839805154
+Quadratic Voting,1.0784193318479243,-0.4688951898339569,0.3612145072266037,1.2923073168009804,-0.3613200396616214
+Quilting Practices,1.6114889808818953,-1.710812246847747,-0.2984644358004692,0.3108236532278938,-0.7399291531234317
+QWERTY Keyboard Protocol,-1.3075974088364355,0.11767420917061482,0.9207305911974001,-0.9060358736781576,0.3882341498136711
+Racist Protocols,-1.2753191413400549,-0.4663231579301125,-0.3620528139847168,-0.0055378676003981445,0.12422200245849943
+Relationship-Building in Deaf Community,0.09699076452234566,-1.9563015727770368,-0.6030441452516171,-0.35158497481052897,0.16725715612272418
+Participatory Studies (Seed Oils),-1.3591532078843072,-0.8798053689643134,-0.5732017795925979,0.26834206771198926,-0.43205760730046955
+ResearchHub Model,-0.3329713720680547,0.09899008723830112,-1.2888653371927168,-0.2385966232623046,0.14618852434283203
+LK-99 Replication Craze,0.47215809633294176,-0.1517805098520439,-0.9362975592887788,-0.761379741327975,0.06108091546106914
+Clinical Trial Design,0.4432858091619539,-1.0621134709236912,-0.17245706221831406,1.0823725213467374,-1.0260174766748724
+Peer Review,1.6770439934465864,0.3051689804926761,-0.23165871223207424,-0.5002860429351077,-0.6476272350106022
+Dating Apps,-0.6312198178518523,-0.34635886725480636,0.9871002112472871,0.9413413975880092,-0.7205479559043377
+Reporting Conventions for Election Integrity,0.2752078937429814,0.7508759126964978,-0.44569915705067764,1.248825393073341,0.6273563978373711
+Reporting of Financial Status,-1.3201117625390792,0.3962149550401536,-0.7801874722435015,-0.0978803522403716,-0.7801978921824684
+Reykjavik Protocol,-0.162515867831513,1.0156791229840956,0.2662943440298048,0.8058584433871807,-0.13110772744277638
+RFC Process,-1.305767297903005,0.023933481626850713,-0.8677506665180806,-0.35287146288900917,-0.1750655588036112
+Rhetorical Canons,-0.43225631197809444,0.04217863618785581,0.17151667873108215,1.2731931542755734,-0.2553502153325958
+Rhizomatic Urban Farm Expansion Protocol,-0.6513387070210459,-0.8776610020757627,-0.5802526139410518,-0.2621205551824488,-1.069424440206443
+Rhymes and Syllabic Rhythm,1.0141786112223214,-0.893791695998147,0.003530970457012192,-0.24563511781799144,-0.19784412986832378
+Robert Musil’s Protocol of Critical Assessment,2.0548860833525255,-0.95874494524764,0.478436392409533,-0.29766910252600365,0.18002259012047375
+Roman Senate Advisory Decree,1.8852111942414145,-0.9654258146099841,0.4784207043901172,-0.9103398320186632,-0.3743101879570348
+Royal Access Protocol,-0.2843256317413121,1.6930691099536788,-0.1781359778842592,0.9619181228389971,0.14095908578050942
+Royal Protocols,1.5229930563689285,1.0633044224944288,0.1183491333696217,-0.8460285644097518,-0.5676532911142357
+Rust Programming Language Principles,0.9232293454140315,1.1874556695631413,0.8835092214115491,-1.1275486778438337,0.38435350943788954
+Sacrament of Eucharist,-1.3111309302453555,-0.42184022911879926,-0.018204995885799328,-0.9704998228088386,0.6424862538081518
+Sacrament of Reconciliation,-0.881078800752315,-1.5183149951744366,0.9732765629746354,-1.1241623374096368,0.013571535405810228
+Plantationocence,-0.09494088079355276,1.3832329483482242,-0.4769025549902832,-0.48444054196732766,0.9764035682653969
+Sangoma Healing Practices,1.739680251405507,0.7346805996535646,0.8488472894473797,-0.42238450873061495,-0.9564656026326551
+,-0.6882960251323395,0.0753598057595163,0.05437500773121603,1.4977770531989558,0.5023701077739131
+Script Provision Protocol,-0.3935046130694769,1.0459530062709288,-0.6422794400461366,1.0290678542996674,0.2934885616580935
+Seating Arrangements Protocol,-0.5182479658694897,0.14397572853421753,-1.6419830848686106,1.6261629232332278,0.00017070663370344626
+Secular Lunar Calendar,1.3553018455343062,-1.9047218679414664,0.5389683057849406,0.1826317472349866,0.8497790945516063
+Sellers Screw Thread Protocol,-1.407843039201326,-0.266308805139265,0.56989730616483,-0.8132149479708871,0.10665991727599557
+Semantic Web Protocol,-1.0707071500828511,0.7288409709399887,1.0184424166083375,-0.291914588058425,-0.292573654208345
+Senatus Consultum,0.24453703333019075,2.2811943798524172,-0.8531099085945746,0.5316679349564627,-0.2339506283457341
+Seven Ancestor Teachings,0.15761648990626895,0.7274614694619153,-0.6163335494705136,0.05171387576276412,1.6798956994345413
+Shadbush Tree Planting,-0.6252110788468325,1.22934536193741,-0.4372542698078527,-0.9530446766578199,0.676136276743002
+Shipping Container Protocol,-1.4388000080957906,-0.47853722356474976,-0.23506444333254442,-0.24300889304171863,-0.18377055159455666
+Shorthand Transcription,0.2998000866076302,0.30481346685335897,1.07540247416351,1.7759662146368556,0.15287109936975193
+Sign Language Interpretation Protocol,0.2283805365334961,-0.9035446404724847,0.3013016524036885,0.33236349456513664,-0.7218911736465532
+SILENT/LISTEN Protocol,-0.8959175290516984,-0.47371932068556394,-0.04306961093512831,-0.2783796272178548,-0.6336528518632759
+Silhouette Creation,0.981985838404351,-1.0149878041211733,1.7726605045829213,0.22819752241096974,2.3212510857114235
+Silicon Valley Exit,0.06406150675765379,-0.14702799762386465,0.30088250790853954,-0.8889887539108201,-0.25614291331866046
+Silicon Valley Model,0.4823638293331828,0.12663192356579145,-0.1735485023260822,-0.29152005868165787,1.505519918110879
+Simplan Credit Card System,-0.9202951823016837,-0.15831460298785818,-0.9041729441228306,-0.06161854720900321,0.15934666670369874
+Sin Protocol (Ignatian),-1.094851089690527,0.1614766650370061,-0.12469249364158462,0.10813655310194409,-0.9029131368852805
+Six-Day Work Week,-0.5525505923853002,0.13150327350003221,1.6953700362802295,-0.6129112211054601,-0.778703006295402
+Social Entrepreneurship,0.966939466149372,-0.4083550686504347,0.10393760684263502,0.5222258164363518,-0.4063571966112654
+Socratic Method,1.1582962086676059,-1.503992432247733,-1.3356289758195588,-0.3104758103400411,-0.4362767402450984
+Songlines,-0.1460643439513896,0.48013263756847974,-0.655631790096178,0.43509554798652184,-1.4460755049119047
+Sonic Engineering Protocols,0.796436081091625,-1.623938309533613,-1.205102787220311,-1.2143494854182153,-0.6755608329376667
+Spam/Dilution Tactics (Content Disruption Protocol),1.040993797763714,-1.278917591645763,0.9246282090314415,1.0643802431103198,1.0328075631700828
+Staking Protocols,-0.4925123400650577,-0.013475273292866078,-0.8113652742484473,0.7489574759601708,1.0391539329926587
+State-Sponsored Interference Protocol,0.5927539248807304,0.6571836065566868,-0.8348508473131582,-0.9295091129086005,-0.3838235643629944
+Stenography Protocols,1.6831868521051148,0.17832527932664996,0.41641269978790363,-0.06667622889697764,0.14690643486025373
+Stereographic Exchange,1.877136949096174,-0.22499720450459904,-0.2196306809227368,-0.649387258900999,-0.5003475168217956
+Stock Exchange Trading Halt Protocol,-1.039462304018686,-1.2388808904619502,0.12018187083319562,-0.030620868965964238,0.6742772033111587
+Submission of Exclusive Privileges,0.6593767804140648,-0.5978767046330574,-0.06604979565383155,1.0016028497205547,-1.1602853515309892
+Succession Protocols,0.5875093885946775,-0.5343044428720387,-0.3584980980376735,0.18592677056679235,0.3189783514569646
+Sustos Retrieval,-0.5147054931272449,1.1101488046809698,1.617850601473506,0.5410379561715941,-0.1682647067289423
+Swiping,-1.652223766591727,-0.32316349829697194,-0.4138405045031816,-0.4578894225466823,-0.5965538776966913
+Systematic Experimental Self-Observation,-0.15310807600333026,1.8739840184418424,-0.7675712596546245,0.9215536504233117,-0.9436555569555097
+SZ Journalists' Note-Taking Protocol,-1.4865598950780539,-0.2995202519106752,-0.014958361635709384,-0.5388416485256563,0.019639969434902402
+Tarot Card Interpretation,0.3883847048581026,-1.432557243322443,-0.6702077077001273,1.0355108078931452,-1.5997281781241832
+TCP/IP,-0.6791389715768976,-0.34173691926578553,0.1686091180155373,-0.36278551781934426,1.0860780320192105
+Teaching Protocol (Paulo Freire),0.9246468787923559,0.426330297575134,-0.14645939527899998,0.7716866074099183,-0.6119247109035086
+Technical-Political Distinction Protocol,0.26328103346982384,0.4050607716322809,-0.5878588604011984,-0.26163064405785164,-0.3189373578670229
+Territory Acknowledgement,1.0166619129448444,-1.4528179342939496,-0.17249292354757842,0.9707420289009553,-0.9509550596305816
+Theocracies,0.09488759962819739,0.41582278224230973,1.0386270927465464,-0.27098421661895455,1.4652531121373915
+Think Aloud Protocol,0.5880283240634321,1.083160318185438,-1.2551684505676015,0.20798366845717295,0.10355692018038247
+Threshold Forgetting Protocols,-0.6588153645715339,-0.2642498523080285,0.4315351221237724,1.1529717045103272,0.2890424806146453
+Time Distribution via Gun Time,-0.2092852933998057,-0.06194520085593814,1.6641619623226598,-1.1335164994507656,-1.353617648331954
+Time Zone Standardization,-0.7965722423596754,0.6062588801093235,0.9177956631839022,-0.662902062484615,0.20675793824911368
+Timekeeping for Activities (Yin/Yang Hours),1.8143174108965856,-1.5798610879194166,0.061215369878808,0.07213505373043433,-0.37811482478661723
+Tjukurpa (Dreaming Stories),-0.9202948446646596,0.7436889627892154,-0.12631528928098043,-1.141277492643101,0.07897381087813413
+Tobacco Offering Protocol,0.5931436286120844,2.1229182040631316,-0.18082822585981576,-0.3940886716012864,0.5449080095663626
+Totalitarian Hospitalization Protocol,0.21973842504156083,0.8515315193955226,0.27044501593829345,-0.3561694379467424,-0.712319789851032
+Toyota Killswitch Protocol,0.34820269982967583,0.9013609041512185,-0.13451530312058488,-2.5261310943699913,0.4603961573322244
+Traffic Signals,0.5951783232026008,1.1233961667848287,0.4732940345272581,-1.464048957535728,0.006329994282690238
+Translation Correction Protocol,0.08941979453747152,-0.09827420273953999,-1.3186203950206095,-0.9453701994007525,0.732956619400627
+Tribal Council Research Permit,1.4785481707188328,-0.7313366674557769,-0.10266415474664624,-1.1006705357027586,0.27520422680351136
+Tribal Protocols of the Cultural Resources Program,-1.5632226309756234,-0.4004909698859819,0.32905348975735615,-0.48140507934470333,-0.451982420630671
+Truth and Reparations Commission Protocols,0.05797959987943406,0.7938754581790943,2.301436424949029,0.0985726495160566,-0.016433940626163216
+TSA Airport Security,-0.08594549716475536,2.025841587854713,-0.392765477621563,1.5905174248440244,-0.4948509604278273
+Ultimate Frisbee Gameplay,-0.8220240679051769,-0.9066442777739734,-1.1246646710257535,0.16152837073611653,0.7717474333789316
+Underground Resistance's Bandana Protocol,-0.07632776754361688,1.1249341935685615,-0.4337090092499701,-0.5742075042450522,0.7213269362374276
+Uniform Resource Locator (URL) Protocol,-0.5149252802359954,0.314480870102127,-0.9468068260427102,-0.7705131801360968,0.4820610576576006
+Uninsurable Protocol,-1.0527856740757762,-0.9530087430137203,-0.6336535784369233,0.3642572624907877,0.555672110241075
+Unionized Worker Right to Strike,0.4875919450915858,0.908500448149225,-0.9867231940535177,1.0534762516455094,0.3445024699585325
+Urban Rewilding Protocol,-1.2940590100181628,-0.5404569897401832,0.2132640612501177,-0.3103587198696738,-0.8773093220773538
+Urine-Hormone-Extraction-Action,0.6732242201485158,-0.10182857420227731,1.7425402804644785,0.8142461685234059,0.3591661800916071
+USB-C Connector Protocol,0.9017871279701648,-0.5066686339715313,-0.661792950858957,-1.2381982904893256,0.18935788886448518
+Vibe Culture,0.7026099556086242,1.3051955936960853,-0.6779419173861738,0.2636260489373683,-0.03948870240264453
+Victorian Room Design (Enclosure),-0.98800547909774,0.6126576196344323,0.2538235851572883,0.27323573381034566,-0.05781272512357221
+Video Game Tournament Disqualification Protocol,-1.5147631929764083,0.29935934402565306,0.5972648036381912,-0.879870479821671,0.11450716379660475
+Vienna Convention (Diplomatic Law),-1.030106417666547,0.6458817048658775,-0.3355580112257527,0.5604514181722307,-0.3043229925621193
+Vigil for Murdered Environmentalists,-0.1622586193434673,-0.8925614313717951,2.050213503158437,1.120045345746322,0.5056464896799118
+Vogue'ology,-0.758127285586914,-0.06418706241730752,-0.7436577633700081,0.10303847740387857,-0.17485087187260184
+VPN Usage (Circumvention Protocol),1.278177561008571,-1.4917240428055327,-0.39208801063564763,0.6967863475824804,-1.1456269224756208
+Wampum Belt Bead Code,1.1673084119528088,-0.6541898573960968,-0.0877245013307127,0.6794674221063262,-0.4192347358915456
+Web Protocols,0.2391053601859193,1.5205087707149652,-0.12911638170687362,0.8476988741807433,0.7594751731406851
+Westphalian System,0.8133639817125822,-0.6271523514610258,-0.7603034994394958,-1.142704578104063,0.861697064478483
+White Cube Presentation Protocol,-1.1211963663216469,-1.7994770630341483,0.09558054297435552,0.06489422741903159,-0.8488359489720982
+Whitworth Screw Thread Protocol,1.4027453793380784,-1.2691483386017473,-0.01737133563689043,0.6621260472121344,-0.05416625009245538
+Windrush Generation Protocols,0.9982357402708923,0.2552034259182509,0.1578623002922154,0.21201362423831394,0.43961566343196085
+Witness Interaction Protocol,-0.2501024261712509,-0.6055364885598429,-0.6015537223296936,1.4921162901783107,1.1662020631771657
+World Zionist Congress,0.9829813694527557,-1.9716416342304546,0.10421545112767881,-0.47233928101923106,0.4457291530157348
+Würzburg Psychology's Experimenter-Guided Observation,-1.1658209695482897,-0.6064733537275327,-0.6797407982156641,0.5099320389180231,0.7445082582085374

analysis/data/synthetic_1.4.0/analysis/data/feature_importances.csv

@@ -0,0 +1,24 @@
+Dimension,Importance
+Design_formal_vs_vernacular,0.26053176588063226
+Design_static_vs_malleable,0.09918412567294166
+Entanglement_flocking_vs_swarming,0.09365995478362692
+Entanglement_self-enforcing_vs_enforced,0.0763306632198336
+Experience_restraining_vs_liberating,0.07512483439465877
+Entanglement_sovereign_vs_subsidiary,0.06379428336544017
+Entanglement_obligatory_vs_voluntary,0.06280030835294767
+Experience_exclusion_vs_inclusion,0.04892818371782654
+Experience_predictable_vs_emergent,0.04033422468333136
+Entanglement_monopolistic_vs_pluralistic,0.028743129487130408
+Design_explicit_vs_implicit,0.01767788361508207
+Design_precise_vs_interpretive,0.01754714343725767
+Entanglement_macro_vs_micro,0.016590701563805328
+Entanglement_abstract_vs_embodied,0.012925930530489986
+Experience_dead_vs_alive,0.012203931265109085
+Entanglement_defensible_vs_exposed,0.011931528359515798
+Experience_trust-evading_vs_trust-inducing,0.010725413844060644
+Experience_crystallized_vs_contested,0.009642257693298694
+Design_documenting_vs_enabling,0.009586007071003991
+Design_technical_vs_social,0.009183666414716749
+Design_universal_vs_particular,0.007788667000253746
+Experience_sufficient_vs_limited,0.007729909273856945
+Design_durable_vs_ephemeral,0.007035486373179802

analysis/data/synthetic_1.4.0/analysis/data/gradient_averages.csv

@@ -0,0 +1,24 @@
+gradient,set,mean,median,coverage
+Design_technical_vs_social,Design,7.64720194647202,9.0,1.0
+Entanglement_monopolistic_vs_pluralistic,Entanglement,7.35609756097561,9.0,0.9975669099756691
+Design_precise_vs_interpretive,Design,6.963503649635037,8.0,1.0
+Design_documenting_vs_enabling,Design,6.776155717761557,8.0,1.0
+Entanglement_obligatory_vs_voluntary,Entanglement,6.397560975609756,8.0,0.9975669099756691
+Experience_dead_vs_alive,Experience,6.2798053527980535,7.0,1.0
+Entanglement_defensible_vs_exposed,Entanglement,6.029197080291971,7.0,1.0
+Experience_exclusion_vs_inclusion,Experience,5.931873479318734,7.0,1.0
+Experience_restraining_vs_liberating,Experience,5.861313868613139,7.0,1.0
+Experience_trust-evading_vs_trust-inducing,Experience,5.546341463414634,6.0,0.9975669099756691
+Design_static_vs_malleable,Design,5.542579075425791,7.0,1.0
+Entanglement_self-enforcing_vs_enforced,Entanglement,5.32360097323601,6.0,1.0
+Entanglement_abstract_vs_embodied,Entanglement,5.0634146341463415,6.0,0.9975669099756691
+Experience_sufficient_vs_limited,Experience,4.763414634146342,4.0,0.9975669099756691
+Design_formal_vs_vernacular,Design,4.749391727493918,3.0,1.0
+Entanglement_flocking_vs_swarming,Entanglement,4.569343065693431,3.0,1.0
+Experience_crystallized_vs_contested,Experience,4.545012165450122,4.0,1.0
+Design_universal_vs_particular,Design,4.532846715328467,3.0,1.0
+Design_explicit_vs_implicit,Design,4.4939172749391725,3.0,1.0
+Entanglement_sovereign_vs_subsidiary,Entanglement,4.481751824817518,3.0,1.0
+Entanglement_macro_vs_micro,Entanglement,4.160583941605839,3.0,1.0
+Experience_predictable_vs_emergent,Experience,4.10705596107056,3.0,1.0
+Design_durable_vs_ephemeral,Design,2.6958637469586373,2.0,1.0

analysis/data/synthetic_1.4.0/analysis/data/hierarchical_clusters.csv

@@ -0,0 +1,409 @@
+Descriptor,cluster
+Abdication Protocol,1
+Abolitionist Practice Protocol,1
+Access Check-in,1
+Access Intimacy Protocol,1
+Access-Centered Practices,1
+ActivityPub Protocol,3
+African Futurist Escape,1
+Afrofuturism,1
+Airport Security Procedures,4
+Alusi Trance (African Futurism),1
+Ancestral Spirit Possession,1
+Anishinaabeg Knowledge Sharing Protocols,1
+Anishinaabeg Visiting Protocols,1
+Annual Feasts,1
+Arendt's Reporting Protocol,5
+ARPANET Protocols,4
+Arranged Marriage,2
+Art Historical/Curatorial Validation Protocol,5
+Artisanal Marketing Protocol,2
+Artistic Collaboration,1
+ASL Provision Protocol,4
+Audience Recording Protocol,5
+Authority Assertions via Linguistic Precision,2
+Automobile Driver Warning Protocol,4
+Autonomous Worlds (0xPARC framework),1
+Bamboo Sales (Village Artisan Example),1
+BankAmericard Distribution Protocol,2
+Bartleby Protocol,1
+Basel Program,2
+Bell Pit Spacing,1
+Benefit Application Procedures,4
+Bertillonage,5
+Bilderatlas Mnemosyne (Warburg’s Method),1
+Birth Registration (City Hall),4
+Bitcoin Protocol,3
+Black Feminist Protocols,1
+Black Poethics,1
+Black Time Belt,1
+Blueprint Protocol,5
+Borgesian Aleph Construction,2
+Bristlemouth Protocol,1
+Buddhist Monastery Protocols,1
+Building Codes,5
+German Bureaucratic Prose,5
+Calendar Invite and Alarm System,3
+Canary Use for Gas Detection,4
+Canonical Bridge Protocols,3
+Capital Markets Opening and Closing Times Protocol,4
+Carriage Dispute Protocol,2
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),4
+Chancery Ceremonies,5
+Child Discipline (Spanking/Grounding),2
+Childbirth Protocols (Local Knowledge),1
+Choose Your Own Adventure Protocol,1
+Chronicles of Suffering (Thirty Years' War),1
+Chronometer Usage Protocol,5
+Circular Movement Protocol,1
+City-States,5
+Clan Identification,1
+Climate Treaties,1
+Cloud Data Capturing,3
+Coal Dust Mitigation,4
+Code of Criminal Procedure Protocol,5
+College Enrollment,4
+Column Chromatography,1
+Command and Control,4
+Commemorative Coin Protocol,2
+Communal Altar Creation,1
+Communication Protocols (Cold War),2
+Community Land Acknowledgement Protocol (Gallery),5
+Community Lore Protocols,1
+Compost-Based Ritual Protocols,1
+Conciliatory Chairman Intervention Protocol,4
+Content Moderation Standards,1
+Cooking Practices,1
+Coordinated Universal Time (UTC),3
+Coordinatizing Scientific Observation,1
+Corporate Contracts,4
+Corridor Design (Government Buildings),3
+Council of Ministers Meetings,4
+Cover Letter (Early Credit Agreements),1
+COVID-19 Mask Mandate Protocols,4
+COVID-19 Pandemic Protocols,4
+COVID-19 Regulations,4
+Cowrie Bead Currency,1
+Crash Protocol,4
+"""Open Publishing",1
+Criminological Discourse Protocols,5
+Crisis Communication Protocols (Cold War),4
+CRISPR,3
+CubeSat Protocol,3
+Currency Ledgers,3
+Dating Websites (Pre-App),1
+De umbrias ideareum (Bruno’s Memory Seals),5
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,1
+Decision-Making Process in Case of Disagreement,2
+Decision-Making via Vote,4
+Decision-Making within the Cabinet,5
+Deep Fake Generation Protocols,1
+Deep Listening,1
+Deliberative Analyses,1
+Department Council Protocols,4
+Detroit Techno Music Performance Protocols,1
+Diaries (Experimental Soul Studies),1
+Diaries (Puritan & Pietist),1
+Difficulty Bomb (Ethereum),4
+Dinner Etiquette,1
+Diplomatic Protocol,4
+Discernment of Spirits,4
+Disciplinary Procedure Protocol,5
+Dispute Resolution Through Mediation,4
+Distributed Cooperatives (DisCOs),1
+DIY Hormone Detection,1
+DNA Testing Kits,4
+DNS,3
+Doubloon Game Protocol,1
+Drexciya's Sonic World Building,1
+Drift Mine Slope Excavation,5
+Dust Suppression Efforts,4
+Early Fatality Reporting,2
+Ecology Protocols (Local Knowledge),1
+Eichmann Trial Protocol,2
+EIP (Ethereum Improvement Proposal),4
+Election Reporting Conventions,4
+Elevator Button Addressing,1
+Email Services,4
+Embossing Protocol (BankAmericard),3
+Ennoblement Protocols,5
+Environmental Racism Protocols,1
+Environmental Vigil Protocols,1
+Ethereum DAO Withdrawal Protocol,3
+Ethereum Proof of Stake,3
+Ethereum Proof of Work,5
+Ethereum Protocol,3
+Ethnographic Containment,1
+European Hoff Ceremonial Protocol,5
+Evidence-Based Debates,1
+Exit to Community Model,1
+Extinction Rebellion Affinity Networks Protocols,1
+Face-Restoring Protocol,1
+Facebook Protocol,2
+Petition Submission,2
+Flag-Raising/Lowering Protocols,4
+Flint Arrowhead Manufacturing Protocols,1
+Flux Divergence,1
+Food Localization Protocol,1
+Form-Based Interaction Protocol,5
+Fundamental Cause Investigations,1
+Funeral Rituals,1
+Gas Testing with Candle,1
+Gestural Warning Protocol,1
+Goffman's Interactional System Protocol,1
+Gold Coinage,4
+Gold Standard,2
+Greenwich Mean Time,1
+Grid-Based Urban Planning,4
+Gynepunk,1
+Halal and Gluten-Free Food Options,1
+Handshake,1
+Hats Protocol,4
+High-Frequency Trading Protocol,2
+Hotline Communication Protocol,4
+House Addressing (Tax Collection/Conscription),4
+House Style,1
+Human Rights,1
+Hundred Gradations Incense Seal Protocol,1
+HyperCard Protocol,1
+Hypertext/Hypermedia Protocol,3
+I Ching Protocol,1
+Imperial Family Interactions,2
+Imperial Grace Awarding,2
+Imperial Mark Protocol,5
+Incense Clock Protocol,1
+Information Campaign (Nationalist Commentators),2
+Injection Protocol,4
+Insurance Claim Protocol,5
+Intangible Cultural Heritage Department Protocols,4
+International Law (as Protocol),1
+International Meridian Conference,4
+International Organization for Standardization (ISO),4
+Introduction Protocol,1
+Islamic Dietary Laws,4
+Islamic Memorization,1
+Islamic Prayer Rituals,4
+Job Interview Protocol,2
+Keeping in Touch (Return Visits),1
+Kleros Dispute Resolution Protocol,1
+Knotted Cord Alarm Protocol,1
+Kraftwerk's Aesthetic Minimalism,5
+Language Regulation,2
+Layer 2 Scaling Solutions,3
+League of Nations,2
+Legal Protocol (General),4
+Lemon Balm Protocol,1
+Lenin's Revolutionary Organization Protocol,1
+Lift and Transfer Protocol,5
+Lift and Transfer Protocol,5
+Lingua Franca,1
+Linux Kernel Production,4
+Listening Protocols,1
+Literary Genre Conventions (General),1
+Longitude Determination Protocols,1
+Manifest Destiny,2
+Mapping & Charting Protocols,3
+Marginal Note Usage,5
+Marronage,1
+Mass Surveillance Protocols,2
+Means Without Ends,1
+Mecanno Kit,1
+Meeting Protocol (Museum),2
+Meeting Scheduling,2
+Memetic Culture,1
+Memorization Palaces,1
+Memory Wheels,1
+MEV (Maximal Extractable Value),1
+MFA Seminar Protocols,4
+Michi Saagiig Clan Introduction,1
+Military Drill Techniques,4
+Military Protocols,5
+Milking Apparatus,1
+Ministerial Conferences,4
+Minute Book Recording Protocol,5
+Minute-Taking Protocol,5
+Minutes of Council of Ministers,5
+Model 500's Detroit Techno Identity,5
+Mundaneum Protocol,5
+Music Genre Protocols,1
+Mutual Aid Swarm Protocol,1
+Mutual Exchange Practices,1
+Myal Protocols,1
+NAGPRA,4
+Naming Protocols (Land Acknowledgements & Introductions),5
+Narrative Blogging Protocols,1
+Navigational Protocols,4
+Neighborhood Food Distribution Festival Protocol,1
+Network Nations Protocols,1
+Network State Founder Protocols,2
+New York Garment Worker Strike Protocols,4
+Nishnaabeg Storytelling Traditions,1
+NLS Protocol,1
+Noon-day Gun Protocol,4
+NSU Trial Protocol,2
+Nuclear Protocols,5
+Oblique Messaging/Editing (Content Circulation Protocol),1
+Observational Documentation Protocol (Secret Services),5
+Observational Science Protocols,3
+Occupying Vacancy Protocol,1
+Offering Alternative Respect Tokens,1
+Office Request Protocol,1
+Office Space Survey Protocol,5
+OODA Loop,3
+Open Source Estrogen,1
+Open Source Protocols,1
+Oral Communication Preferences,1
+Pagamento (Payback),1
+Pale Fire Protocol,1
+Paris Agreement,1
+Participatory Guarantee Systems (PGS),1
+Patriotic Protocols,2
+Pedestrian Traffic Rules Protocol,4
+Performance of Transparency,1
+Petition Submission and Review,4
+Petitioning for Privileges,2
+Philanthropic Foundation Advocacy Protocol,2
+Photographic Standardization,5
+Physiognomic Interpretation,2
+Pickup Basketball/Soccer Games,1
+Piece Wage System,4
+Pipe Ceremony Protocol,1
+Planting Tree Protocols,1
+Police Intervention Protocol,5
+Police-led Information-Gathering Network,2
+Political Discourse Protocol,2
+Political Protocols (Arendt & Schmitt),1
+Political Thriller/Police Movie Protocol,5
+Pop-up Village Protocols,1
+Prime Meridian Unconference,1
+Proactive Suggestion Protocol,1
+Profile Photo Change (Symbolic Participation Protocol),3
+Proof of Stake Consensus,3
+Proof of Work Consensus,5
+Protocol Analysis (Ericsson & Simon),5
+Protocol Departure in Creative Writing,1
+Protocol for Academic Science,5
+Protocol for COVID Masking,4
+Protocol for Dance Collaboration,1
+Protocol for Evaluating Clock Protocols,1
+Protocol for Good Death,2
+Handwashing,4
+Medical System (US),5
+Protocol of Kinship,1
+Protocol of Operational Closure,2
+Protocol of Reclamation,1
+Time Zones,4
+Protocol of Tjukurpa (Dreamtime Instructions),1
+Public Amateurism,1
+Public Enemy’s Political Activism,1
+Public Health Behavioral Guidelines,2
+Publishing Protocols,1
+Quadratic Voting,1
+Quilting Practices,1
+QWERTY Keyboard Protocol,2
+Racist Protocols,2
+Relationship-Building in Deaf Community,1
+Participatory Studies (Seed Oils),1
+ResearchHub Model,2
+LK-99 Replication Craze,1
+Clinical Trial Design,1
+Peer Review,4
+Dating Apps,2
+Reporting Conventions for Election Integrity,5
+Reporting of Financial Status,1
+Reykjavik Protocol,5
+RFC Process,1
+Rhetorical Canons,1
+Rhizomatic Urban Farm Expansion Protocol,1
+Rhymes and Syllabic Rhythm,1
+Robert Musil’s Protocol of Critical Assessment,1
+Roman Senate Advisory Decree,4
+Royal Access Protocol,2
+Royal Protocols,2
+Rust Programming Language Principles,3
+Sacrament of Eucharist,5
+Sacrament of Reconciliation,4
+Plantationocence,1
+Sangoma Healing Practices,1
+Script Provision Protocol,4
+Seating Arrangements Protocol,5
+Secular Lunar Calendar,1
+Sellers Screw Thread Protocol,3
+Semantic Web Protocol,3
+Senatus Consultum,2
+Seven Ancestor Teachings,1
+Shadbush Tree Planting,1
+Shipping Container Protocol,3
+Shorthand Transcription,5
+Sign Language Interpretation Protocol,4
+SILENT/LISTEN Protocol,1
+Silhouette Creation,5
+Silicon Valley Exit,5
+Silicon Valley Model,1
+Simplan Credit Card System,2
+Sin Protocol (Ignatian),4
+Six-Day Work Week,4
+Social Entrepreneurship,1
+Socratic Method,1
+Songlines,1
+Sonic Engineering Protocols,2
+Spam/Dilution Tactics (Content Disruption Protocol),2
+Staking Protocols,3
+State-Sponsored Interference Protocol,2
+Stenography Protocols,2
+Stereographic Exchange,1
+Stock Exchange Trading Halt Protocol,4
+Submission of Exclusive Privileges,2
+Succession Protocols,5
+Sustos Retrieval,1
+Swiping,2
+Systematic Experimental Self-Observation,5
+SZ Journalists' Note-Taking Protocol,1
+Tarot Card Interpretation,1
+TCP/IP,3
+Teaching Protocol (Paulo Freire),1
+Technical-Political Distinction Protocol,2
+Territory Acknowledgement,1
+Theocracies,5
+Think Aloud Protocol,5
+Threshold Forgetting Protocols,2
+Time Distribution via Gun Time,4
+Time Zone Standardization,4
+Timekeeping for Activities (Yin/Yang Hours),1
+Tjukurpa (Dreaming Stories),1
+Tobacco Offering Protocol,1
+Totalitarian Hospitalization Protocol,2
+Toyota Killswitch Protocol,4
+Traffic Signals,4
+Translation Correction Protocol,1
+Tribal Council Research Permit,4
+Tribal Protocols of the Cultural Resources Program,4
+Truth and Reparations Commission Protocols,1
+TSA Airport Security,2
+Ultimate Frisbee Gameplay,1
+Underground Resistance's Bandana Protocol,1
+Uniform Resource Locator (URL) Protocol,3
+Uninsurable Protocol,1
+Unionized Worker Right to Strike,4
+Urban Rewilding Protocol,1
+Urine-Hormone-Extraction-Action,1
+USB-C Connector Protocol,3
+Vibe Culture,1
+Victorian Room Design (Enclosure),5
+Video Game Tournament Disqualification Protocol,5
+Vienna Convention (Diplomatic Law),4
+Vigil for Murdered Environmentalists,1
+Vogue'ology,1
+VPN Usage (Circumvention Protocol),1
+Wampum Belt Bead Code,1
+Web Protocols,1
+Westphalian System,2
+White Cube Presentation Protocol,2
+Whitworth Screw Thread Protocol,3
+Windrush Generation Protocols,4
+Witness Interaction Protocol,1
+World Zionist Congress,2
+Würzburg Psychology's Experimenter-Guided Observation,5
+Xanadu Protocol,1
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,2
+YES-HER Yeast Biosensors,1

analysis/data/synthetic_1.4.0/analysis/data/kmeans_clusters.csv

@@ -0,0 +1,409 @@
+Descriptor,cluster
+Abdication Protocol,2
+Abolitionist Practice Protocol,2
+Access Check-in,2
+Access Intimacy Protocol,2
+Access-Centered Practices,2
+ActivityPub Protocol,2
+African Futurist Escape,2
+Afrofuturism,2
+Airport Security Procedures,1
+Alusi Trance (African Futurism),2
+Ancestral Spirit Possession,2
+Anishinaabeg Knowledge Sharing Protocols,2
+Anishinaabeg Visiting Protocols,2
+Annual Feasts,2
+Arendt's Reporting Protocol,1
+ARPANET Protocols,1
+Arranged Marriage,1
+Art Historical/Curatorial Validation Protocol,1
+Artisanal Marketing Protocol,1
+Artistic Collaboration,2
+ASL Provision Protocol,2
+Audience Recording Protocol,1
+Authority Assertions via Linguistic Precision,1
+Automobile Driver Warning Protocol,1
+Autonomous Worlds (0xPARC framework),2
+Bamboo Sales (Village Artisan Example),2
+BankAmericard Distribution Protocol,1
+Bartleby Protocol,2
+Basel Program,1
+Bell Pit Spacing,2
+Benefit Application Procedures,1
+Bertillonage,1
+Bilderatlas Mnemosyne (Warburg’s Method),2
+Birth Registration (City Hall),1
+Bitcoin Protocol,2
+Black Feminist Protocols,2
+Black Poethics,2
+Black Time Belt,2
+Blueprint Protocol,1
+Borgesian Aleph Construction,1
+Bristlemouth Protocol,2
+Buddhist Monastery Protocols,2
+Building Codes,1
+German Bureaucratic Prose,1
+Calendar Invite and Alarm System,2
+Canary Use for Gas Detection,1
+Canonical Bridge Protocols,2
+Capital Markets Opening and Closing Times Protocol,1
+Carriage Dispute Protocol,1
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),2
+Chancery Ceremonies,1
+Child Discipline (Spanking/Grounding),1
+Childbirth Protocols (Local Knowledge),2
+Choose Your Own Adventure Protocol,2
+Chronicles of Suffering (Thirty Years' War),2
+Chronometer Usage Protocol,1
+Circular Movement Protocol,2
+City-States,1
+Clan Identification,2
+Climate Treaties,2
+Cloud Data Capturing,1
+Coal Dust Mitigation,1
+Code of Criminal Procedure Protocol,1
+College Enrollment,1
+Column Chromatography,2
+Command and Control,1
+Commemorative Coin Protocol,1
+Communal Altar Creation,2
+Communication Protocols (Cold War),1
+Community Land Acknowledgement Protocol (Gallery),1
+Community Lore Protocols,2
+Compost-Based Ritual Protocols,2
+Conciliatory Chairman Intervention Protocol,1
+Content Moderation Standards,2
+Cooking Practices,2
+Coordinated Universal Time (UTC),1
+Coordinatizing Scientific Observation,2
+Corporate Contracts,1
+Corridor Design (Government Buildings),1
+Council of Ministers Meetings,1
+Cover Letter (Early Credit Agreements),2
+COVID-19 Mask Mandate Protocols,1
+COVID-19 Pandemic Protocols,1
+COVID-19 Regulations,1
+Cowrie Bead Currency,2
+Crash Protocol,1
+"""Open Publishing",2
+Criminological Discourse Protocols,1
+Crisis Communication Protocols (Cold War),1
+CRISPR,2
+CubeSat Protocol,1
+Currency Ledgers,1
+Dating Websites (Pre-App),2
+De umbrias ideareum (Bruno’s Memory Seals),2
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,2
+Decision-Making Process in Case of Disagreement,1
+Decision-Making via Vote,1
+Decision-Making within the Cabinet,1
+Deep Fake Generation Protocols,2
+Deep Listening,2
+Deliberative Analyses,1
+Department Council Protocols,1
+Detroit Techno Music Performance Protocols,1
+Diaries (Experimental Soul Studies),2
+Diaries (Puritan & Pietist),2
+Difficulty Bomb (Ethereum),1
+Dinner Etiquette,1
+Diplomatic Protocol,1
+Discernment of Spirits,1
+Disciplinary Procedure Protocol,1
+Dispute Resolution Through Mediation,2
+Distributed Cooperatives (DisCOs),2
+DIY Hormone Detection,2
+DNA Testing Kits,1
+DNS,1
+Doubloon Game Protocol,2
+Drexciya's Sonic World Building,2
+Drift Mine Slope Excavation,2
+Dust Suppression Efforts,1
+Early Fatality Reporting,1
+Ecology Protocols (Local Knowledge),2
+Eichmann Trial Protocol,1
+EIP (Ethereum Improvement Proposal),1
+Election Reporting Conventions,1
+Elevator Button Addressing,1
+Email Services,1
+Embossing Protocol (BankAmericard),1
+Ennoblement Protocols,1
+Environmental Racism Protocols,2
+Environmental Vigil Protocols,2
+Ethereum DAO Withdrawal Protocol,2
+Ethereum Proof of Stake,2
+Ethereum Proof of Work,1
+Ethereum Protocol,2
+Ethnographic Containment,2
+European Hoff Ceremonial Protocol,1
+Evidence-Based Debates,2
+Exit to Community Model,2
+Extinction Rebellion Affinity Networks Protocols,2
+Face-Restoring Protocol,2
+Facebook Protocol,1
+Petition Submission,1
+Flag-Raising/Lowering Protocols,1
+Flint Arrowhead Manufacturing Protocols,2
+Flux Divergence,2
+Food Localization Protocol,2
+Form-Based Interaction Protocol,1
+Fundamental Cause Investigations,2
+Funeral Rituals,2
+Gas Testing with Candle,2
+Gestural Warning Protocol,2
+Goffman's Interactional System Protocol,2
+Gold Coinage,1
+Gold Standard,1
+Greenwich Mean Time,1
+Grid-Based Urban Planning,1
+Gynepunk,2
+Halal and Gluten-Free Food Options,2
+Handshake,2
+Hats Protocol,1
+High-Frequency Trading Protocol,1
+Hotline Communication Protocol,1
+House Addressing (Tax Collection/Conscription),1
+House Style,2
+Human Rights,1
+Hundred Gradations Incense Seal Protocol,2
+HyperCard Protocol,2
+Hypertext/Hypermedia Protocol,2
+I Ching Protocol,2
+Imperial Family Interactions,1
+Imperial Grace Awarding,1
+Imperial Mark Protocol,1
+Incense Clock Protocol,2
+Information Campaign (Nationalist Commentators),1
+Injection Protocol,1
+Insurance Claim Protocol,1
+Intangible Cultural Heritage Department Protocols,1
+International Law (as Protocol),2
+International Meridian Conference,1
+International Organization for Standardization (ISO),1
+Introduction Protocol,2
+Islamic Dietary Laws,1
+Islamic Memorization,1
+Islamic Prayer Rituals,1
+Job Interview Protocol,1
+Keeping in Touch (Return Visits),2
+Kleros Dispute Resolution Protocol,2
+Knotted Cord Alarm Protocol,2
+Kraftwerk's Aesthetic Minimalism,1
+Language Regulation,1
+Layer 2 Scaling Solutions,2
+League of Nations,1
+Legal Protocol (General),1
+Lemon Balm Protocol,2
+Lenin's Revolutionary Organization Protocol,2
+Lift and Transfer Protocol,1
+Lift and Transfer Protocol,1
+Lingua Franca,2
+Linux Kernel Production,2
+Listening Protocols,2
+Literary Genre Conventions (General),2
+Longitude Determination Protocols,2
+Manifest Destiny,1
+Mapping & Charting Protocols,1
+Marginal Note Usage,2
+Marronage,2
+Mass Surveillance Protocols,1
+Means Without Ends,2
+Mecanno Kit,2
+Meeting Protocol (Museum),1
+Meeting Scheduling,1
+Memetic Culture,2
+Memorization Palaces,2
+Memory Wheels,2
+MEV (Maximal Extractable Value),2
+MFA Seminar Protocols,1
+Michi Saagiig Clan Introduction,2
+Military Drill Techniques,1
+Military Protocols,1
+Milking Apparatus,1
+Ministerial Conferences,1
+Minute Book Recording Protocol,1
+Minute-Taking Protocol,1
+Minutes of Council of Ministers,1
+Model 500's Detroit Techno Identity,1
+Mundaneum Protocol,1
+Music Genre Protocols,2
+Mutual Aid Swarm Protocol,2
+Mutual Exchange Practices,2
+Myal Protocols,2
+NAGPRA,1
+Naming Protocols (Land Acknowledgements & Introductions),2
+Narrative Blogging Protocols,2
+Navigational Protocols,1
+Neighborhood Food Distribution Festival Protocol,2
+Network Nations Protocols,2
+Network State Founder Protocols,1
+New York Garment Worker Strike Protocols,2
+Nishnaabeg Storytelling Traditions,2
+NLS Protocol,2
+Noon-day Gun Protocol,1
+NSU Trial Protocol,1
+Nuclear Protocols,1
+Oblique Messaging/Editing (Content Circulation Protocol),2
+Observational Documentation Protocol (Secret Services),1
+Observational Science Protocols,1
+Occupying Vacancy Protocol,2
+Offering Alternative Respect Tokens,2
+Office Request Protocol,1
+Office Space Survey Protocol,1
+OODA Loop,2
+Open Source Estrogen,2
+Open Source Protocols,2
+Oral Communication Preferences,2
+Pagamento (Payback),2
+Pale Fire Protocol,2
+Paris Agreement,1
+Participatory Guarantee Systems (PGS),2
+Patriotic Protocols,1
+Pedestrian Traffic Rules Protocol,1
+Performance of Transparency,2
+Petition Submission and Review,1
+Petitioning for Privileges,1
+Philanthropic Foundation Advocacy Protocol,1
+Photographic Standardization,1
+Physiognomic Interpretation,1
+Pickup Basketball/Soccer Games,2
+Piece Wage System,1
+Pipe Ceremony Protocol,2
+Planting Tree Protocols,2
+Police Intervention Protocol,1
+Police-led Information-Gathering Network,1
+Political Discourse Protocol,1
+Political Protocols (Arendt & Schmitt),2
+Political Thriller/Police Movie Protocol,1
+Pop-up Village Protocols,2
+Prime Meridian Unconference,2
+Proactive Suggestion Protocol,2
+Profile Photo Change (Symbolic Participation Protocol),2
+Proof of Stake Consensus,2
+Proof of Work Consensus,1
+Protocol Analysis (Ericsson & Simon),1
+Protocol Departure in Creative Writing,2
+Protocol for Academic Science,1
+Protocol for COVID Masking,1
+Protocol for Dance Collaboration,2
+Protocol for Evaluating Clock Protocols,2
+Protocol for Good Death,1
+Handwashing,2
+Medical System (US),1
+Protocol of Kinship,2
+Protocol of Operational Closure,1
+Protocol of Reclamation,2
+Time Zones,1
+Protocol of Tjukurpa (Dreamtime Instructions),1
+Public Amateurism,2
+Public Enemy’s Political Activism,2
+Public Health Behavioral Guidelines,1
+Publishing Protocols,2
+Quadratic Voting,2
+Quilting Practices,2
+QWERTY Keyboard Protocol,1
+Racist Protocols,1
+Relationship-Building in Deaf Community,2
+Participatory Studies (Seed Oils),2
+ResearchHub Model,1
+LK-99 Replication Craze,2
+Clinical Trial Design,2
+Peer Review,1
+Dating Apps,1
+Reporting Conventions for Election Integrity,1
+Reporting of Financial Status,2
+Reykjavik Protocol,1
+RFC Process,2
+Rhetorical Canons,2
+Rhizomatic Urban Farm Expansion Protocol,2
+Rhymes and Syllabic Rhythm,2
+Robert Musil’s Protocol of Critical Assessment,2
+Roman Senate Advisory Decree,1
+Royal Access Protocol,1
+Royal Protocols,1
+Rust Programming Language Principles,1
+Sacrament of Eucharist,1
+Sacrament of Reconciliation,1
+Plantationocence,2
+Sangoma Healing Practices,2
+Script Provision Protocol,1
+Seating Arrangements Protocol,1
+Secular Lunar Calendar,2
+Sellers Screw Thread Protocol,2
+Semantic Web Protocol,2
+Senatus Consultum,1
+Seven Ancestor Teachings,2
+Shadbush Tree Planting,2
+Shipping Container Protocol,1
+Shorthand Transcription,1
+Sign Language Interpretation Protocol,2
+SILENT/LISTEN Protocol,2
+Silhouette Creation,1
+Silicon Valley Exit,1
+Silicon Valley Model,2
+Simplan Credit Card System,1
+Sin Protocol (Ignatian),2
+Six-Day Work Week,1
+Social Entrepreneurship,2
+Socratic Method,2
+Songlines,2
+Sonic Engineering Protocols,1
+Spam/Dilution Tactics (Content Disruption Protocol),1
+Staking Protocols,2
+State-Sponsored Interference Protocol,1
+Stenography Protocols,1
+Stereographic Exchange,2
+Stock Exchange Trading Halt Protocol,1
+Submission of Exclusive Privileges,1
+Succession Protocols,1
+Sustos Retrieval,2
+Swiping,1
+Systematic Experimental Self-Observation,1
+SZ Journalists' Note-Taking Protocol,2
+Tarot Card Interpretation,2
+TCP/IP,1
+Teaching Protocol (Paulo Freire),2
+Technical-Political Distinction Protocol,1
+Territory Acknowledgement,2
+Theocracies,1
+Think Aloud Protocol,1
+Threshold Forgetting Protocols,1
+Time Distribution via Gun Time,1
+Time Zone Standardization,1
+Timekeeping for Activities (Yin/Yang Hours),2
+Tjukurpa (Dreaming Stories),2
+Tobacco Offering Protocol,2
+Totalitarian Hospitalization Protocol,1
+Toyota Killswitch Protocol,2
+Traffic Signals,1
+Translation Correction Protocol,1
+Tribal Council Research Permit,1
+Tribal Protocols of the Cultural Resources Program,1
+Truth and Reparations Commission Protocols,1
+TSA Airport Security,1
+Ultimate Frisbee Gameplay,2
+Underground Resistance's Bandana Protocol,1
+Uniform Resource Locator (URL) Protocol,1
+Uninsurable Protocol,2
+Unionized Worker Right to Strike,1
+Urban Rewilding Protocol,2
+Urine-Hormone-Extraction-Action,2
+USB-C Connector Protocol,1
+Vibe Culture,2
+Victorian Room Design (Enclosure),1
+Video Game Tournament Disqualification Protocol,1
+Vienna Convention (Diplomatic Law),1
+Vigil for Murdered Environmentalists,2
+Vogue'ology,2
+VPN Usage (Circumvention Protocol),2
+Wampum Belt Bead Code,2
+Web Protocols,2
+Westphalian System,1
+White Cube Presentation Protocol,1
+Whitworth Screw Thread Protocol,1
+Windrush Generation Protocols,1
+Witness Interaction Protocol,2
+World Zionist Congress,1
+Würzburg Psychology's Experimenter-Guided Observation,1
+Xanadu Protocol,2
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,1
+YES-HER Yeast Biosensors,2

analysis/data/synthetic_1.4.0/analysis/data/lda_coefficients.csv

@@ -0,0 +1,24 @@
+Dimension,LDA_Coefficient,Abs_Coefficient
+Design_formal_vs_vernacular,3.4547719195242212,3.4547719195242212
+Design_static_vs_malleable,1.8182356670485342,1.8182356670485342
+Entanglement_sovereign_vs_subsidiary,-1.0074126968101833,1.0074126968101833
+Experience_exclusion_vs_inclusion,0.8951914230964528,0.8951914230964528
+Entanglement_flocking_vs_swarming,0.8142264462592392,0.8142264462592392
+Experience_restraining_vs_liberating,0.6417197930784214,0.6417197930784214
+Entanglement_obligatory_vs_voluntary,0.6162528295144432,0.6162528295144432
+Entanglement_self-enforcing_vs_enforced,-0.5872845146164065,0.5872845146164065
+Entanglement_macro_vs_micro,0.47739920275128367,0.47739920275128367
+Experience_dead_vs_alive,-0.44766726612132635,0.44766726612132635
+Experience_trust-evading_vs_trust-inducing,-0.4418550624998584,0.4418550624998584
+Experience_predictable_vs_emergent,0.39743717667261735,0.39743717667261735
+Experience_crystallized_vs_contested,-0.2392845737464425,0.2392845737464425
+Design_universal_vs_particular,-0.2360161227444184,0.2360161227444184
+Experience_sufficient_vs_limited,-0.18942099509560661,0.18942099509560661
+Design_explicit_vs_implicit,0.1819887570881963,0.1819887570881963
+Design_technical_vs_social,0.1461791712976832,0.1461791712976832
+Design_precise_vs_interpretive,0.11502841934650694,0.11502841934650694
+Design_documenting_vs_enabling,-0.08915882511405061,0.08915882511405061
+Entanglement_monopolistic_vs_pluralistic,-0.06789696329493049,0.06789696329493049
+Entanglement_abstract_vs_embodied,-0.05268982066950796,0.05268982066950796
+Entanglement_defensible_vs_exposed,0.020313319714114726,0.020313319714114726
+Design_durable_vs_ephemeral,-0.004459437595531543,0.004459437595531543

analysis/data/synthetic_1.4.0/analysis/data/lda_projection.csv

@@ -0,0 +1,411 @@
+Descriptor,LD1,Cluster
+Abdication Protocol,1.835552419528197,2
+Abolitionist Practice Protocol,2.70113990056428,2
+Access Check-in,1.7800224718100355,2
+Access Intimacy Protocol,3.215188918791541,2
+Access-Centered Practices,0.83473429374133,2
+ActivityPub Protocol,2.027657887895487,2
+African Futurist Escape,2.9956053365933992,2
+Afrofuturism,2.3740741581800315,2
+Airport Security Procedures,-2.8998987320870957,1
+Alusi Trance (African Futurism),2.9903600207187226,2
+Ancestral Spirit Possession,2.2332607213540916,2
+Anishinaabeg Knowledge Sharing Protocols,2.2763475192016593,2
+Anishinaabeg Visiting Protocols,1.7144275032564331,2
+Annual Feasts,1.2295350910129548,2
+Arendt's Reporting Protocol,-0.49160417419940033,1
+ARPANET Protocols,-1.5085191563345837,1
+Arranged Marriage,-1.0964878251538348,1
+Art Historical/Curatorial Validation Protocol,-1.0420267077311474,1
+Artisanal Marketing Protocol,-2.511168849651717,1
+Artistic Collaboration,2.7200861437481416,2
+ASL Provision Protocol,1.0940264790387662,2
+Audience Recording Protocol,-3.025883020981855,1
+Authority Assertions via Linguistic Precision,-0.9738551334712038,1
+Automobile Driver Warning Protocol,-1.5622524746511401,1
+Autonomous Worlds (0xPARC framework),2.4340724105517713,2
+Bamboo Sales (Village Artisan Example),1.997958895028297,2
+BankAmericard Distribution Protocol,-1.7479360179134562,1
+Bartleby Protocol,2.7362276293131242,2
+Basel Program,-1.5288017928659676,1
+Bell Pit Spacing,1.9634243112775356,2
+Benefit Application Procedures,-2.689456749129329,1
+Bertillonage,-3.1749592847291748,1
+Bilderatlas Mnemosyne (Warburg’s Method),1.3463418109592575,2
+Birth Registration (City Hall),-2.755814239733463,1
+Bitcoin Protocol,1.7559544795787982,2
+Black Feminist Protocols,2.481166963273757,2
+Black Poethics,2.6308214297753523,2
+Black Time Belt,2.4267030207138385,2
+Blueprint Protocol,-0.6598267818081525,1
+Borgesian Aleph Construction,-2.475502688670729,1
+Bristlemouth Protocol,1.4174539157936175,2
+Buddhist Monastery Protocols,1.8065116973195199,2
+Building Codes,-2.80722107777573,1
+German Bureaucratic Prose,-3.4379780585762614,1
+Calendar Invite and Alarm System,-0.06769815639159403,2
+Canary Use for Gas Detection,0.013405949084084323,1
+Canonical Bridge Protocols,2.5526000883390516,2
+Capital Markets Opening and Closing Times Protocol,-3.0905576277373825,1
+Carriage Dispute Protocol,-3.4971587018148957,1
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),0.8123293924958253,2
+Chancery Ceremonies,-3.602401494994105,1
+Child Discipline (Spanking/Grounding),-0.5491079429008047,1
+Childbirth Protocols (Local Knowledge),2.8928642862845337,2
+Choose Your Own Adventure Protocol,3.2245225588063957,2
+Chronicles of Suffering (Thirty Years' War),2.9690658151161955,2
+Chronometer Usage Protocol,-2.8724579281769156,1
+Circular Movement Protocol,2.4496024741761384,2
+City-States,-0.08205070742716766,1
+Clan Identification,1.3372453069869568,2
+Climate Treaties,0.034902719003664026,2
+Cloud Data Capturing,-0.7600161745554439,1
+Coal Dust Mitigation,-2.3789207928215075,1
+Code of Criminal Procedure Protocol,-3.1447328912103143,1
+College Enrollment,-1.1464974910710792,1
+Column Chromatography,1.7238912840202032,2
+Command and Control,-0.9923588216105291,1
+Commemorative Coin Protocol,-2.71651829251143,1
+Communal Altar Creation,2.592779841927514,2
+Communication Protocols (Cold War),-2.844160945480342,1
+Community Land Acknowledgement Protocol (Gallery),-0.7215492452959524,1
+Community Lore Protocols,1.591234406720499,2
+Compost-Based Ritual Protocols,2.334852135423546,2
+Conciliatory Chairman Intervention Protocol,-1.7609689026054456,1
+Content Moderation Standards,0.11823689195490926,2
+Cooking Practices,3.1130754053659686,2
+Coordinated Universal Time (UTC),-1.7331809335696655,1
+Coordinatizing Scientific Observation,2.3698815299892306,2
+Corporate Contracts,-2.4479179273995806,1
+Corridor Design (Government Buildings),-1.8207025290960517,1
+Council of Ministers Meetings,-2.328317470621813,1
+Cover Letter (Early Credit Agreements),2.591921473506151,2
+COVID-19 Mask Mandate Protocols,-1.4854924531341709,1
+COVID-19 Pandemic Protocols,-1.9847477540700469,1
+COVID-19 Regulations,-1.602441291768148,1
+Cowrie Bead Currency,1.9645332398061526,2
+Crash Protocol,-1.6100745426682943,1
+"""Open Publishing",2.5941036318914072,2
+Criminological Discourse Protocols,-3.1995082177472347,1
+Crisis Communication Protocols (Cold War),-2.0468358840115086,1
+CRISPR,0.7678489538435813,2
+CubeSat Protocol,-0.35127623005646325,1
+Currency Ledgers,-0.18562198063833074,1
+Dating Websites (Pre-App),0.16180006953753212,2
+De umbrias ideareum (Bruno’s Memory Seals),-0.20560178097277848,2
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,1.531441385751801,2
+Decision-Making Process in Case of Disagreement,-2.246016187949808,1
+Decision-Making via Vote,-0.9480904878600749,1
+Decision-Making within the Cabinet,-2.5226234189463774,1
+Deep Fake Generation Protocols,1.8634436817027964,2
+Deep Listening,3.157070052173818,2
+Deliberative Analyses,-0.8600485739656787,1
+Department Council Protocols,-2.1231761039252235,1
+Detroit Techno Music Performance Protocols,0.009044368448454833,1
+Diaries (Experimental Soul Studies),2.2445168879772353,2
+Diaries (Puritan & Pietist),3.1044022170659162,2
+Difficulty Bomb (Ethereum),0.23824242792589612,1
+Dinner Etiquette,-0.6157671625656852,1
+Diplomatic Protocol,-1.769030124711726,1
+Discernment of Spirits,-0.0032501196923705056,1
+Disciplinary Procedure Protocol,-2.025244480110843,1
+Dispute Resolution Through Mediation,0.175503181549431,2
+Distributed Cooperatives (DisCOs),2.9380722112413786,2
+DIY Hormone Detection,2.496778087415154,2
+DNA Testing Kits,-1.7800191008730644,1
+DNS,-1.1840567129192128,1
+Doubloon Game Protocol,3.0319778370563077,2
+Drexciya's Sonic World Building,2.789812874105148,2
+Drift Mine Slope Excavation,-0.2491432985135038,2
+Dust Suppression Efforts,-1.538566512863598,1
+Early Fatality Reporting,-1.6757811391393669,1
+Ecology Protocols (Local Knowledge),2.795585999321552,2
+Eichmann Trial Protocol,-2.8663512506483317,1
+EIP (Ethereum Improvement Proposal),0.4099037684987379,1
+Election Reporting Conventions,-0.5354745134370704,1
+Elevator Button Addressing,-1.0521771567046854,1
+Email Services,-2.38112527149175,1
+Embossing Protocol (BankAmericard),-2.148100043844205,1
+Ennoblement Protocols,-3.10813810461354,1
+Environmental Racism Protocols,2.2165239603367612,2
+Environmental Vigil Protocols,2.1903778848193607,2
+Ethereum DAO Withdrawal Protocol,1.4433190627606973,2
+Ethereum Proof of Stake,0.6810029826991386,2
+Ethereum Proof of Work,0.7880659333263854,1
+Ethereum Protocol,2.688398461429063,2
+Ethnographic Containment,2.9840354023142712,2
+European Hoff Ceremonial Protocol,-3.278637953149272,1
+Evidence-Based Debates,1.1128163924474554,2
+Exit to Community Model,2.3866577358636887,2
+Extinction Rebellion Affinity Networks Protocols,2.67782188944534,2
+Face-Restoring Protocol,1.1871014541764227,2
+Facebook Protocol,-1.1750494674730978,1
+Petition Submission,-2.283059164838564,1
+Flag-Raising/Lowering Protocols,-2.575494584867782,1
+Flint Arrowhead Manufacturing Protocols,2.4596855238756596,2
+Flux Divergence,0.8969649862796103,2
+Food Localization Protocol,2.2069809060215055,2
+Form-Based Interaction Protocol,-2.6611984863466,1
+Fundamental Cause Investigations,0.7761655272222836,2
+Funeral Rituals,1.3007739155283269,2
+Gas Testing with Candle,1.290746758589647,2
+Gestural Warning Protocol,1.3161187009129955,2
+Goffman's Interactional System Protocol,3.2428916587456844,2
+Gold Coinage,-1.6426368675007712,1
+Gold Standard,-2.1606317236254973,1
+Greenwich Mean Time,-1.5459544686605986,1
+Grid-Based Urban Planning,-1.6898601109692404,1
+Gynepunk,3.301372259061626,2
+Halal and Gluten-Free Food Options,1.2340412789576176,2
+Handshake,1.5648576779856123,2
+Hats Protocol,-0.8485493581167678,1
+High-Frequency Trading Protocol,-0.5149948984653688,1
+Hotline Communication Protocol,-2.228627883442888,1
+House Addressing (Tax Collection/Conscription),-3.0196116309080865,1
+House Style,1.4330966681598272,2
+Human Rights,-1.2405921577956567,1
+Hundred Gradations Incense Seal Protocol,1.0888645160441195,2
+HyperCard Protocol,1.1261133225681084,2
+Hypertext/Hypermedia Protocol,0.9726308153007119,2
+I Ching Protocol,2.151176380394935,2
+Imperial Family Interactions,-3.3351558473697707,1
+Imperial Grace Awarding,-2.6717907704707367,1
+Imperial Mark Protocol,-3.0314829087421016,1
+Incense Clock Protocol,2.394820561998319,2
+Information Campaign (Nationalist Commentators),-2.6829787156494898,1
+Injection Protocol,-1.297107617871385,1
+Insurance Claim Protocol,-2.975998347618489,1
+Intangible Cultural Heritage Department Protocols,-1.092743319274977,1
+International Law (as Protocol),0.2787940922278913,2
+International Meridian Conference,-2.1712185675291797,1
+International Organization for Standardization (ISO),-0.3021142685889523,1
+Introduction Protocol,1.359103212042236,2
+Islamic Dietary Laws,-3.0234300675430164,1
+Islamic Memorization,-0.4431481063480918,1
+Islamic Prayer Rituals,-2.230468258985644,1
+Job Interview Protocol,-0.8154198760870963,1
+Keeping in Touch (Return Visits),2.185188535431946,2
+Kleros Dispute Resolution Protocol,2.388146313866301,2
+Knotted Cord Alarm Protocol,1.4955599853723398,2
+Kraftwerk's Aesthetic Minimalism,-1.2050939552120172,1
+Language Regulation,-2.850800310676593,1
+Layer 2 Scaling Solutions,1.4423884778748386,2
+League of Nations,-1.8689927283705048,1
+Legal Protocol (General),-2.3425717840642784,1
+Lemon Balm Protocol,2.527743087463508,2
+Lenin's Revolutionary Organization Protocol,2.066467200962932,2
+Lift and Transfer Protocol,-2.254790313910467,1
+Lift and Transfer Protocol,-2.254790313910467,1
+Lift and Transfer Protocol,-3.113141399057269,1
+Lift and Transfer Protocol,-3.113141399057269,1
+Lingua Franca,2.460373708212552,2
+Linux Kernel Production,1.2816839787855367,2
+Listening Protocols,2.5272197016698095,2
+Literary Genre Conventions (General),0.28006469334647566,2
+Longitude Determination Protocols,-0.3080735438577299,2
+Manifest Destiny,-2.6107635886264227,1
+Mapping & Charting Protocols,-1.7094009548825335,1
+Marginal Note Usage,0.2400748362685718,2
+Marronage,3.303797345252833,2
+Mass Surveillance Protocols,-2.6673264752255563,1
+Means Without Ends,2.9838071907909636,2
+Mecanno Kit,1.0967106427841493,2
+Meeting Protocol (Museum),-3.4559770448011338,1
+Meeting Scheduling,-2.5537865164309963,1
+Memetic Culture,0.8694552050470026,2
+Memorization Palaces,2.1488335546302246,2
+Memory Wheels,2.031696466959575,2
+MEV (Maximal Extractable Value),1.9004400642665087,2
+MFA Seminar Protocols,-1.3425378359482152,1
+Michi Saagiig Clan Introduction,1.4365196960097515,2
+Military Drill Techniques,-3.3630684940516553,1
+Military Protocols,-3.2654518161045187,1
+Milking Apparatus,-1.12785827018801,1
+Ministerial Conferences,-1.548683216280226,1
+Minute Book Recording Protocol,-2.6191188719610556,1
+Minute-Taking Protocol,-1.842142577011292,1
+Minutes of Council of Ministers,-3.113185316600144,1
+Model 500's Detroit Techno Identity,0.88010803089921,1
+Mundaneum Protocol,-1.3328790981284455,1
+Music Genre Protocols,2.0067288333281343,2
+Mutual Aid Swarm Protocol,2.935023639236926,2
+Mutual Exchange Practices,3.007397531460493,2
+Myal Protocols,2.665145198963049,2
+NAGPRA,-1.60566274467353,1
+Naming Protocols (Land Acknowledgements & Introductions),0.05163468589696916,2
+Narrative Blogging Protocols,2.8890575197227513,2
+Navigational Protocols,-0.802416267322025,1
+Neighborhood Food Distribution Festival Protocol,1.327786604888072,2
+Network Nations Protocols,2.4889859710450164,2
+Network State Founder Protocols,-1.4666330871460973,1
+New York Garment Worker Strike Protocols,1.1755278906489877,2
+Nishnaabeg Storytelling Traditions,2.557586909882602,2
+NLS Protocol,0.8713933568805415,2
+Noon-day Gun Protocol,-1.7164658721177046,1
+NSU Trial Protocol,-3.5783960481744757,1
+Nuclear Protocols,-3.035968998301376,1
+Oblique Messaging/Editing (Content Circulation Protocol),2.704489958426585,2
+Observational Documentation Protocol (Secret Services),-3.1353898766221864,1
+Observational Science Protocols,-1.3146668471184257,1
+Occupying Vacancy Protocol,3.111275561355658,2
+Offering Alternative Respect Tokens,2.381506773970478,2
+Office Request Protocol,-0.8306594262837647,1
+Office Space Survey Protocol,-2.0670402395759293,1
+OODA Loop,0.7384489406760253,2
+Open Source Estrogen,2.9117904158800734,2
+Open Source Protocols,2.799737687717731,2
+Oral Communication Preferences,1.0068964199878394,2
+Pagamento (Payback),1.9927676900001208,2
+Pale Fire Protocol,1.002021818508496,2
+Paris Agreement,-0.6885751264252018,1
+Participatory Guarantee Systems (PGS),3.1983132646463655,2
+Patriotic Protocols,-2.733527835985883,1
+Pedestrian Traffic Rules Protocol,-1.5617395056199166,1
+Performance of Transparency,1.3308984063295857,2
+Petition Submission and Review,-1.5647429366668029,1
+Petitioning for Privileges,-2.8469169325087416,1
+Philanthropic Foundation Advocacy Protocol,-1.7462711143607603,1
+Photographic Standardization,-2.0426308739328656,1
+Physiognomic Interpretation,-1.9950599198119434,1
+Pickup Basketball/Soccer Games,3.4539032045805524,2
+Piece Wage System,-2.2943051459838535,1
+Pipe Ceremony Protocol,1.5165111601954087,2
+Planting Tree Protocols,1.84958965119104,2
+Police Intervention Protocol,-2.784198433626767,1
+Police-led Information-Gathering Network,-2.562672889574223,1
+Political Discourse Protocol,-1.0793570027484383,1
+Political Protocols (Arendt & Schmitt),0.5598839962161158,2
+Political Thriller/Police Movie Protocol,0.198320706916768,1
+Pop-up Village Protocols,2.804964922431278,2
+Prime Meridian Unconference,2.629854575887692,2
+Proactive Suggestion Protocol,2.24696673984933,2
+Profile Photo Change (Symbolic Participation Protocol),2.7016328570970485,2
+Proof of Stake Consensus,-0.3210874725536686,2
+Proof of Work Consensus,-0.713424201601396,1
+Protocol Analysis (Ericsson & Simon),-2.2491297139852087,1
+Protocol Departure in Creative Writing,2.536378326598843,2
+Protocol for Academic Science,-2.7140754224875394,1
+Protocol for COVID Masking,-1.2136867747817313,1
+Protocol for Dance Collaboration,3.371485128174304,2
+Protocol for Evaluating Clock Protocols,2.90668128231607,2
+Protocol for Good Death,-2.172319910559623,1
+Handwashing,0.5423949124215799,2
+Medical System (US),-2.531439520283524,1
+Protocol of Kinship,1.1957391293714734,2
+Protocol of Operational Closure,-1.9145876518893514,1
+Protocol of Reclamation,3.0677493346331595,2
+Time Zones,-2.4562402167675894,1
+Protocol of Tjukurpa (Dreamtime Instructions),0.48916735894362406,1
+Public Amateurism,3.043423209136519,2
+Public Enemy’s Political Activism,0.8252164064939971,2
+Public Health Behavioral Guidelines,-1.8848211751557766,1
+Publishing Protocols,0.7579220562498645,2
+Quadratic Voting,0.9605420916052363,2
+Quilting Practices,3.2656273732611463,2
+QWERTY Keyboard Protocol,-1.907864208568831,1
+Racist Protocols,-2.626865732614857,1
+Relationship-Building in Deaf Community,2.4806378315137105,2
+Participatory Studies (Seed Oils),3.018030578062172,2
+ResearchHub Model,0.8415552943390052,1
+LK-99 Replication Craze,3.5288038063136167,2
+Clinical Trial Design,0.38865785453937585,2
+Peer Review,-0.878897847326779,1
+Dating Apps,-1.426715689253586,1
+Reporting Conventions for Election Integrity,-3.4766499303672584,1
+Reporting of Financial Status,2.344211417591845,2
+Reykjavik Protocol,-1.1623850834881262,1
+RFC Process,2.8278245658865218,2
+Rhetorical Canons,-0.09543990872072489,2
+Rhizomatic Urban Farm Expansion Protocol,3.0250245663748023,2
+Rhymes and Syllabic Rhythm,1.4400158305577009,2
+Robert Musil’s Protocol of Critical Assessment,1.947218136300877,2
+Roman Senate Advisory Decree,-2.3620720156966666,1
+Royal Access Protocol,-3.3538120187250033,1
+Royal Protocols,-3.5808661780529003,1
+Rust Programming Language Principles,0.3038412955676515,1
+Sacrament of Eucharist,-3.3821907267707014,1
+Sacrament of Reconciliation,-2.7328605917576545,1
+Plantationocence,2.858639305365897,2
+Sangoma Healing Practices,1.8102448945154037,2
+Script Provision Protocol,-0.35429650780259875,1
+Seating Arrangements Protocol,-2.9617781799832366,1
+Secular Lunar Calendar,2.562482361698243,2
+Sellers Screw Thread Protocol,0.6714974498184073,2
+Semantic Web Protocol,0.673311922897433,2
+Senatus Consultum,-2.3701534847414494,1
+Seven Ancestor Teachings,2.8852284949238367,2
+Shadbush Tree Planting,2.493674837957654,2
+Shipping Container Protocol,-1.6344767463540797,1
+Shorthand Transcription,-0.9496381523840413,1
+Sign Language Interpretation Protocol,0.8103323447441757,2
+SILENT/LISTEN Protocol,3.1306571356365898,2
+Silhouette Creation,-0.5530637654665423,1
+Silicon Valley Exit,-0.758714955887613,1
+Silicon Valley Model,2.0483284392357,2
+Simplan Credit Card System,-2.164917445520538,1
+Sin Protocol (Ignatian),-0.2242917416964087,2
+Six-Day Work Week,-1.4665287647359633,1
+Social Entrepreneurship,1.6209575752451926,2
+Socratic Method,2.667158592068558,2
+Songlines,1.3636918690444486,2
+Sonic Engineering Protocols,-2.5888253728118094,1
+Spam/Dilution Tactics (Content Disruption Protocol),-2.469542675211335,1
+Staking Protocols,0.21896781623847383,2
+State-Sponsored Interference Protocol,-1.906670890264068,1
+Stenography Protocols,-1.1072863553153325,1
+Stereographic Exchange,0.4193922618856253,2
+Stock Exchange Trading Halt Protocol,-1.5971716831952956,1
+Submission of Exclusive Privileges,-2.7020085541676893,1
+Succession Protocols,-3.9701640163103002,1
+Sustos Retrieval,2.2999170425520616,2
+Swiping,-1.4106429993505891,1
+Systematic Experimental Self-Observation,-1.0209835165796022,1
+SZ Journalists' Note-Taking Protocol,1.5093864171466844,2
+Tarot Card Interpretation,3.124292408621038,2
+TCP/IP,-0.22790112881057661,1
+Teaching Protocol (Paulo Freire),2.981891761496518,2
+Technical-Political Distinction Protocol,-0.6028452156681965,1
+Territory Acknowledgement,1.3907445419496793,2
+Theocracies,-1.7693550309520474,1
+Think Aloud Protocol,-0.4880321581149671,1
+Threshold Forgetting Protocols,-2.376416566168708,1
+Time Distribution via Gun Time,-0.5009067969852532,1
+Time Zone Standardization,-1.5817197709116817,1
+Timekeeping for Activities (Yin/Yang Hours),2.0793789334308674,2
+Tjukurpa (Dreaming Stories),0.9194284668481013,2
+Tobacco Offering Protocol,1.8486475878667314,2
+Totalitarian Hospitalization Protocol,-3.6967967237453982,1
+Toyota Killswitch Protocol,1.5511066071274398,2
+Traffic Signals,-2.271825778819469,1
+Translation Correction Protocol,-0.170837091244302,1
+Tribal Council Research Permit,-1.1674445681327907,1
+Tribal Protocols of the Cultural Resources Program,-1.7449473596945906,1
+Truth and Reparations Commission Protocols,-0.8953087232095769,1
+TSA Airport Security,-3.5002092603357933,1
+Ultimate Frisbee Gameplay,3.269588115959008,2
+Underground Resistance's Bandana Protocol,0.07554436704032011,1
+Uniform Resource Locator (URL) Protocol,-0.72906622457127,1
+Uninsurable Protocol,1.1043154144732619,2
+Unionized Worker Right to Strike,-0.7447351425589279,1
+Urban Rewilding Protocol,0.9825034965806465,2
+Urine-Hormone-Extraction-Action,3.1730164032539045,2
+USB-C Connector Protocol,-1.7274985753353014,1
+Vibe Culture,3.4775288082869804,2
+Victorian Room Design (Enclosure),-0.7264679657795415,1
+Video Game Tournament Disqualification Protocol,-2.699200794180297,1
+Vienna Convention (Diplomatic Law),-2.2458075522923475,1
+Vigil for Murdered Environmentalists,2.3848829630499693,2
+Vogue'ology,3.156959428731683,2
+VPN Usage (Circumvention Protocol),2.740714180321029,2
+Wampum Belt Bead Code,1.0550424282326483,2
+Web Protocols,1.1444366979479823,2
+Westphalian System,-1.9316609674315686,1
+White Cube Presentation Protocol,-2.4698944842126305,1
+Whitworth Screw Thread Protocol,-0.8929551050385923,1
+Windrush Generation Protocols,-2.4474214389199704,1
+Witness Interaction Protocol,2.901144931837191,2
+World Zionist Congress,-2.0009152006518436,1
+Würzburg Psychology's Experimenter-Guided Observation,-1.6546705748641157,1
+Xanadu Protocol,1.5878578742073866,2
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,-1.8295688388418128,1
+YES-HER Yeast Biosensors,2.438241497163867,2

analysis/data/synthetic_1.4.0/analysis/data/network_metrics.csv

@@ -0,0 +1,409 @@
+Descriptor,Degree_Centrality,Betweenness_Centrality
+Listening Protocols,0.2678132678132678,0.008375860910650602
+Means Without Ends,0.24815724815724816,0.008951721450570617
+Pagamento (Payback),0.24324324324324323,0.018464851318730855
+Teaching Protocol (Paulo Freire),0.24078624078624078,0.004833435059123164
+SILENT/LISTEN Protocol,0.23095823095823095,0.00432827345274283
+Participatory Guarantee Systems (PGS),0.23095823095823095,0.0038952784458293724
+Autonomous Worlds (0xPARC framework),0.23095823095823095,0.0143559692295948
+Community Lore Protocols,0.22604422604422603,0.02332805761715609
+Mutual Aid Swarm Protocol,0.22604422604422603,0.004032303668895332
+Abolitionist Practice Protocol,0.22604422604422603,0.0034872211730294644
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,0.21867321867321868,0.016555828196728177
+Food Localization Protocol,0.21867321867321868,0.004664127526578422
+Rhizomatic Urban Farm Expansion Protocol,0.2162162162162162,0.006187154441806517
+Access-Centered Practices,0.21375921375921375,0.010952476337279686
+Access Check-in,0.2113022113022113,0.022869283882448584
+Environmental Racism Protocols,0.2113022113022113,0.009814280181318904
+Black Feminist Protocols,0.20884520884520885,0.00478548318264168
+Open Source Estrogen,0.20638820638820637,0.003802318470871119
+Compost-Based Ritual Protocols,0.20147420147420148,0.012193925751707748
+Protocol for Evaluating Clock Protocols,0.19901719901719903,0.005318448655066514
+Extinction Rebellion Affinity Networks Protocols,0.1941031941031941,0.0031334960929243925
+Evidence-Based Debates,0.1941031941031941,0.021281772567610106
+Seven Ancestor Teachings,0.19164619164619165,0.0017711588094473645
+Distributed Cooperatives (DisCOs),0.18918918918918917,0.0026116661748879903
+Plantationocence,0.18918918918918917,0.0041157191233285985
+Artistic Collaboration,0.18673218673218672,0.0015835149433170192
+Cooking Practices,0.18673218673218672,0.0020260961440479097
+Afrofuturism,0.18673218673218672,0.0026932391376978094
+Oral Communication Preferences,0.18181818181818182,0.007743710733963554
+Oblique Messaging/Editing (Content Circulation Protocol),0.17936117936117935,0.007175436630423723
+Network Nations Protocols,0.1769041769041769,0.0028825938114378454
+Kleros Dispute Resolution Protocol,0.17444717444717445,0.004968563845098491
+Social Entrepreneurship,0.17444717444717445,0.006458194906014207
+Vogue'ology,0.171990171990172,0.0013271515178408578
+Gynepunk,0.171990171990172,0.0023070433064003595
+Flint Arrowhead Manufacturing Protocols,0.171990171990172,0.0015126250568260747
+VPN Usage (Circumvention Protocol),0.16953316953316952,0.007552917329209231
+Bartleby Protocol,0.16707616707616707,0.004920864162795625
+International Law (as Protocol),0.16707616707616707,0.022498648188586635
+Vigil for Murdered Environmentalists,0.16707616707616707,0.005959821750972949
+Shadbush Tree Planting,0.16461916461916462,0.0031135233113074906
+Circular Movement Protocol,0.16461916461916462,0.0038287933794364164
+Dating Websites (Pre-App),0.16461916461916462,0.022392245545072034
+Face-Restoring Protocol,0.16461916461916462,0.014145199951327339
+Fundamental Cause Investigations,0.16216216216216217,0.010156857273197218
+Pickup Basketball/Soccer Games,0.16216216216216217,0.0012051237118203301
+Occupying Vacancy Protocol,0.1597051597051597,0.0019334125581702206
+African Futurist Escape,0.15724815724815724,0.0026216017535727167
+"""Open Publishing",0.15724815724815724,0.004237962860133436
+RFC Process,0.15724815724815724,0.0031429901089162224
+Protocol of Reclamation,0.15724815724815724,0.0017654398765212052
+Hats Protocol,0.15724815724815724,0.036929089985564864
+Keeping in Touch (Return Visits),0.15233415233415232,0.00694044715102115
+Myal Protocols,0.14987714987714987,0.0012376213697434114
+Participatory Studies (Seed Oils),0.14987714987714987,0.001165416753635765
+Drexciya's Sonic World Building,0.14987714987714987,0.0031617504793697696
+Exit to Community Model,0.14742014742014742,0.0014280823986955432
+Decision-Making via Vote,0.14742014742014742,0.05131016406560184
+Climate Treaties,0.14742014742014742,0.01529822993516454
+Performance of Transparency,0.14742014742014742,0.003772395435900647
+Tarot Card Interpretation,0.14742014742014742,0.0003606313194034201
+Tobacco Offering Protocol,0.14496314496314497,0.012625033719260702
+Protocol for Dance Collaboration,0.14496314496314497,0.0008691952199339029
+Socratic Method,0.14496314496314497,0.0016211315053125197
+Mutual Exchange Practices,0.14496314496314497,0.008766625272104646
+Lingua Franca,0.14496314496314497,0.0019672468346879877
+Deep Listening,0.14004914004914004,0.0007489650930832391
+Neighborhood Food Distribution Festival Protocol,0.14004914004914004,0.010974131141962712
+Silicon Valley Model,0.14004914004914004,0.0021767126625933464
+Ecology Protocols (Local Knowledge),0.1375921375921376,0.0021768442006038823
+Ultimate Frisbee Gameplay,0.1375921375921376,0.0012787030889055858
+Toyota Killswitch Protocol,0.13513513513513514,0.0035307989523016346
+Linux Kernel Production,0.13513513513513514,0.012182537339008162
+Environmental Vigil Protocols,0.13022113022113022,0.002522639452700119
+Relationship-Building in Deaf Community,0.12776412776412777,0.0009737184804207395
+Introduction Protocol,0.12776412776412777,0.004619786461697599
+Nishnaabeg Storytelling Traditions,0.12776412776412777,0.0018011281354337137
+Vibe Culture,0.12776412776412777,0.0009193286295728619
+Protocol Departure in Creative Writing,0.12530712530712532,0.0005855572854978045
+Public Amateurism,0.12530712530712532,0.0009352641892884293
+Intangible Cultural Heritage Department Protocols,0.12285012285012285,0.013732175737517468
+Black Time Belt,0.12285012285012285,0.0008598708114152952
+Bilderatlas Mnemosyne (Warburg’s Method),0.12039312039312039,0.001170129065196623
+Anishinaabeg Visiting Protocols,0.12039312039312039,0.005175637338035176
+Coordinatizing Scientific Observation,0.12039312039312039,0.00755160257649497
+Annual Feasts,0.11793611793611794,0.008903365701715873
+Dispute Resolution Through Mediation,0.11793611793611794,0.005826223221096721
+Script Provision Protocol,0.11793611793611794,0.017478559406490204
+Benefit Application Procedures,0.11547911547911548,0.021877618665208667
+Protocol of Kinship,0.11547911547911548,0.012186882976702602
+Ethnographic Containment,0.11547911547911548,0.0005441342551339231
+Naming Protocols (Land Acknowledgements & Introductions),0.11547911547911548,0.025991650830924872
+Black Poethics,0.11302211302211301,0.0009767063997986587
+Legal Protocol (General),0.11302211302211301,0.01783235261372692
+EIP (Ethereum Improvement Proposal),0.11056511056511056,0.01658628737740087
+Content Moderation Standards,0.11056511056511056,0.011355928928721278
+College Enrollment,0.11056511056511056,0.01810517860376117
+Open Source Protocols,0.11056511056511056,0.0009033914032332452
+I Ching Protocol,0.11056511056511056,0.003152319342045187
+Halal and Gluten-Free Food Options,0.10565110565110565,0.002093936179737142
+LK-99 Replication Craze,0.10319410319410319,0.0009118750972821122
+Stock Exchange Trading Halt Protocol,0.10319410319410319,0.009254141962792665
+Literary Genre Conventions (General),0.10319410319410319,0.010732304273519844
+Goffman's Interactional System Protocol,0.10319410319410319,0.001229757928055729
+Urban Rewilding Protocol,0.10319410319410319,0.012168202539167373
+Access Intimacy Protocol,0.10319410319410319,0.0016491998835215058
+Political Protocols (Arendt & Schmitt),0.10073710073710074,0.02489577750231024
+Pop-up Village Protocols,0.09828009828009827,0.00039162570287640594
+Memory Wheels,0.09828009828009827,0.0036994973466074146
+Human Rights,0.09828009828009827,0.01887213540099183
+Buddhist Monastery Protocols,0.09582309582309582,0.0011507595765334585
+Reporting of Financial Status,0.09582309582309582,0.014819933395291852
+Truth and Reparations Commission Protocols,0.09336609336609336,0.0176029657730511
+Sign Language Interpretation Protocol,0.09336609336609336,0.004346050938710968
+ActivityPub Protocol,0.09336609336609336,0.00976384345620408
+Council of Ministers Meetings,0.09090909090909091,0.009092546351596216
+Crash Protocol,0.09090909090909091,0.0049696106705498285
+Uninsurable Protocol,0.09090909090909091,0.0025607419845634373
+Lemon Balm Protocol,0.09090909090909091,0.012373352947598133
+Communal Altar Creation,0.08845208845208845,0.00022260563006626925
+DIY Hormone Detection,0.08845208845208845,0.000806198583051573
+Doubloon Game Protocol,0.08845208845208845,0.00025270470078352976
+Minute-Taking Protocol,0.08845208845208845,0.026932404081381454
+Clinical Trial Design,0.085995085995086,0.008455396420412037
+Marronage,0.085995085995086,0.00020051656973934297
+Disciplinary Procedure Protocol,0.085995085995086,0.011635676827886264
+Public Health Behavioral Guidelines,0.08353808353808354,0.016026431301502834
+MFA Seminar Protocols,0.08353808353808354,0.01214276191944117
+Pipe Ceremony Protocol,0.08353808353808354,0.003362433314111495
+Quadratic Voting,0.08108108108108109,0.004995221266929438
+Community Land Acknowledgement Protocol (Gallery),0.08108108108108109,0.013339322832702847
+Insurance Claim Protocol,0.07862407862407862,0.007528666766734883
+Unionized Worker Right to Strike,0.07862407862407862,0.0067285357680561975
+Rhetorical Canons,0.07616707616707616,0.003896604069170577
+Peer Review,0.07616707616707616,0.006466553771969164
+Grid-Based Urban Planning,0.07616707616707616,0.020034322039057702
+Protocol for Academic Science,0.07616707616707616,0.015040527086340481
+NAGPRA,0.07616707616707616,0.0052679892962328705
+Petition Submission and Review,0.07616707616707616,0.015109913493541889
+International Organization for Standardization (ISO),0.07616707616707616,0.008829254719738062
+Traffic Signals,0.07371007371007371,0.003932979641861151
+City-States,0.07371007371007371,0.008485717338671813
+Music Genre Protocols,0.07371007371007371,0.001834377011592065
+Prime Meridian Unconference,0.07371007371007371,0.00025351387693726615
+Childbirth Protocols (Local Knowledge),0.07371007371007371,9.77341695729924e-05
+Stereographic Exchange,0.07371007371007371,0.0012964656024191284
+ASL Provision Protocol,0.07371007371007371,0.0009238117974535564
+Military Protocols,0.07125307125307125,0.012787342905279747
+Capital Markets Opening and Closing Times Protocol,0.07125307125307125,0.006053444578287837
+Patriotic Protocols,0.07125307125307125,0.03255372410441719
+Chancery Ceremonies,0.07125307125307125,0.006938534055685501
+Quilting Practices,0.0687960687960688,0.00045776085699062303
+Planting Tree Protocols,0.0687960687960688,0.002571569782910203
+Vienna Convention (Diplomatic Law),0.0687960687960688,0.004384700764819648
+Deliberative Analyses,0.0687960687960688,0.002499967843392138
+Timekeeping for Activities (Yin/Yang Hours),0.0687960687960688,0.013606181564543648
+DNA Testing Kits,0.0687960687960688,0.007543876122409057
+Decision-Making within the Cabinet,0.0687960687960688,0.009178334877874832
+Hypertext/Hypermedia Protocol,0.06633906633906633,0.0016910753010857126
+Think Aloud Protocol,0.06388206388206388,0.0034091796128160783
+Ancestral Spirit Possession,0.06388206388206388,0.0007822308231514324
+Publishing Protocols,0.06388206388206388,0.0008490597148937445
+European Hoff Ceremonial Protocol,0.06142506142506143,0.0038125599227987884
+Conciliatory Chairman Intervention Protocol,0.06142506142506143,0.003150952411637962
+Anishinaabeg Knowledge Sharing Protocols,0.06142506142506143,0.00024449442637526175
+YES-HER Yeast Biosensors,0.06142506142506143,0.00534934651483766
+Songlines,0.06142506142506143,0.0011360927664617738
+Corporate Contracts,0.06142506142506143,0.0032028470557125687
+Ennoblement Protocols,0.06142506142506143,0.017185380535978036
+Staking Protocols,0.05896805896805897,0.004101831016223476
+Urine-Hormone-Extraction-Action,0.05896805896805897,0.00023129210299733456
+Criminological Discourse Protocols,0.05896805896805897,0.01112332765660939
+Translation Correction Protocol,0.05896805896805897,0.0011908523359144847
+Web Protocols,0.05651105651105651,0.0028267737344591596
+Robert Musil’s Protocol of Critical Assessment,0.05651105651105651,0.00041811951989720965
+Sacrament of Reconciliation,0.05651105651105651,0.005951309006291462
+Dinner Etiquette,0.05651105651105651,0.011984095198582335
+Diplomatic Protocol,0.05651105651105651,0.006761810154091421
+USB-C Connector Protocol,0.05651105651105651,0.01354240759513946
+DNS,0.05405405405405405,0.005861079805694544
+Injection Protocol,0.05405405405405405,0.007993639052217531
+Minutes of Council of Ministers,0.05405405405405405,0.0014406713289875429
+Narrative Blogging Protocols,0.05405405405405405,0.0017194800947124124
+Tribal Protocols of the Cultural Resources Program,0.051597051597051594,0.0020148908040586904
+Bamboo Sales (Village Artisan Example),0.051597051597051594,0.00025002791323885704
+Offering Alternative Respect Tokens,0.051597051597051594,0.00012304203208731977
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),0.051597051597051594,0.0035326892286168016
+Ethereum DAO Withdrawal Protocol,0.051597051597051594,0.004133537758104837
+Proof of Stake Consensus,0.051597051597051594,0.0017174156911171962
+Semantic Web Protocol,0.051597051597051594,0.012045746210602268
+Time Zone Standardization,0.051597051597051594,0.004182779475443029
+Sustos Retrieval,0.051597051597051594,0.0004894938722131501
+Nuclear Protocols,0.051597051597051594,0.007475666096948537
+Coal Dust Mitigation,0.04914004914004914,0.005279756160429637
+OODA Loop,0.04914004914004914,0.0008185171091516391
+Alusi Trance (African Futurism),0.04914004914004914,0.0006051550888861817
+Mapping & Charting Protocols,0.04668304668304668,0.0019450530948306336
+Elevator Button Addressing,0.04668304668304668,0.004529677951653798
+Greenwich Mean Time,0.04668304668304668,0.010972025859951584
+Paris Agreement,0.044226044226044224,0.001777195086028565
+Airport Security Procedures,0.044226044226044224,0.004133415072742775
+Reporting Conventions for Election Integrity,0.044226044226044224,0.003974837789023921
+German Bureaucratic Prose,0.044226044226044224,0.0044612696677378905
+Territory Acknowledgement,0.044226044226044224,0.004677856408109684
+Minute Book Recording Protocol,0.044226044226044224,0.0010748667770227112
+Choose Your Own Adventure Protocol,0.044226044226044224,0.00012368461798287358
+Windrush Generation Protocols,0.044226044226044224,0.013399851641325154
+Flag-Raising/Lowering Protocols,0.04176904176904177,0.0017923637687493217
+Witness Interaction Protocol,0.04176904176904177,0.0009693437063778162
+CubeSat Protocol,0.04176904176904177,0.0035987159462146714
+Submission of Exclusive Privileges,0.03931203931203931,0.0038062348200035984
+Sellers Screw Thread Protocol,0.03931203931203931,0.0007633235147246305
+Birth Registration (City Hall),0.03931203931203931,0.0012118355483173697
+NSU Trial Protocol,0.03931203931203931,0.015806632508328335
+Würzburg Psychology's Experimenter-Guided Observation,0.036855036855036855,0.020752841669549535
+New York Garment Worker Strike Protocols,0.036855036855036855,0.002235017461616126
+Ethereum Protocol,0.036855036855036855,0.0011856480895296416
+Office Request Protocol,0.036855036855036855,0.008226368847792608
+Diaries (Puritan & Pietist),0.036855036855036855,0.00031953296067443836
+Proactive Suggestion Protocol,0.036855036855036855,0.0017769786554372934
+Code of Criminal Procedure Protocol,0.036855036855036855,0.0006989254986410833
+Audience Recording Protocol,0.036855036855036855,0.0006788704410729223
+Succession Protocols,0.036855036855036855,0.0051308159649837435
+Handshake,0.036855036855036855,0.005952617537028163
+Royal Protocols,0.0343980343980344,0.0068327877667680136
+Tribal Council Research Permit,0.0343980343980344,0.0012886309365002483
+Bristlemouth Protocol,0.0343980343980344,0.00032154915395367405
+Currency Ledgers,0.0343980343980344,0.0033450000515194
+Email Services,0.0343980343980344,0.006552513849513524
+Video Game Tournament Disqualification Protocol,0.0343980343980344,0.004516965337582763
+Memorization Palaces,0.0343980343980344,0.0004087841182958894
+Clan Identification,0.0343980343980344,0.00015275182435782567
+Police Intervention Protocol,0.0343980343980344,0.002048395757857535
+Islamic Dietary Laws,0.0343980343980344,0.00047071045411107204
+TCP/IP,0.03194103194103194,0.0013735461393684142
+Shipping Container Protocol,0.03194103194103194,0.0008176982578901726
+Sangoma Healing Practices,0.03194103194103194,0.00016844645024729558
+Corridor Design (Government Buildings),0.03194103194103194,0.0014768128450863838
+Imperial Mark Protocol,0.03194103194103194,0.002884934668991268
+Time Zones,0.03194103194103194,0.0015308666473898378
+Layer 2 Scaling Solutions,0.03194103194103194,0.0005450396900810979
+Canonical Bridge Protocols,0.029484029484029485,0.0004145517614300272
+Mass Surveillance Protocols,0.029484029484029485,0.012052336024892717
+Marginal Note Usage,0.029484029484029485,0.001679043483444849
+Department Council Protocols,0.029484029484029485,0.0016201583249814226
+MEV (Maximal Extractable Value),0.027027027027027025,0.0015125586784194812
+Communication Protocols (Cold War),0.027027027027027025,0.004639702918310671
+Art Historical/Curatorial Validation Protocol,0.027027027027027025,0.0025416990896616025
+House Addressing (Tax Collection/Conscription),0.027027027027027025,0.001106462840872741
+Dust Suppression Efforts,0.027027027027027025,0.0009971061461686603
+Protocol Analysis (Ericsson & Simon),0.027027027027027025,0.0012649679513721788
+Rhymes and Syllabic Rhythm,0.027027027027027025,0.000394360961820454
+Cloud Data Capturing,0.027027027027027025,0.0011360795917471293
+Political Discourse Protocol,0.027027027027027025,0.013739847882706102
+Petition Submission,0.027027027027027025,0.004826286745302614
+Technical-Political Distinction Protocol,0.027027027027027025,0.011862211074464727
+Petitioning for Privileges,0.027027027027027025,0.010716000018878836
+Ministerial Conferences,0.027027027027027025,0.0009193411097561513
+Observational Documentation Protocol (Secret Services),0.02457002457002457,3.6015601438190924e-05
+Pale Fire Protocol,0.02457002457002457,3.191271840926696e-05
+Political Thriller/Police Movie Protocol,0.02457002457002457,0.011022484402182576
+Lenin's Revolutionary Organization Protocol,0.02457002457002457,8.170380748129122e-05
+Islamic Memorization,0.02457002457002457,0.0002881758849288705
+Diaries (Experimental Soul Studies),0.02457002457002457,0.0002884589305835202
+Form-Based Interaction Protocol,0.02457002457002457,0.0002679453698132086
+Sonic Engineering Protocols,0.02457002457002457,0.008125051799714546
+Building Codes,0.02457002457002457,0.000934000497803095
+Systematic Experimental Self-Observation,0.02457002457002457,0.0024430974137166412
+Tjukurpa (Dreaming Stories),0.02457002457002457,0.00010697948240163637
+Ethereum Proof of Stake,0.022113022113022112,0.0002018524121248834
+Pedestrian Traffic Rules Protocol,0.022113022113022112,0.005736189681224097
+Royal Access Protocol,0.022113022113022112,0.0006289529779731993
+Eichmann Trial Protocol,0.022113022113022112,0.004799919812002475
+Detroit Techno Music Performance Protocols,0.022113022113022112,0.00669039225340992
+Handwashing,0.022113022113022112,0.0009411885415521471
+Command and Control,0.019656019656019656,0.0006065911186643884
+Hotline Communication Protocol,0.019656019656019656,0.0006759121540435149
+League of Nations,0.019656019656019656,0.00995515902629399
+Calendar Invite and Alarm System,0.019656019656019656,0.0005083466651528149
+Silicon Valley Exit,0.019656019656019656,0.0002213035627698912
+CRISPR,0.019656019656019656,0.0006319422468340104
+Flux Divergence,0.019656019656019656,0.0005668635066415811
+Theocracies,0.019656019656019656,0.00015324099284958677
+Imperial Family Interactions,0.019656019656019656,0.007294790899936112
+Rust Programming Language Principles,0.019656019656019656,0.0004394295642927914
+Language Regulation,0.019656019656019656,0.007714313695417842
+Secular Lunar Calendar,0.0171990171990172,3.425056678403087e-05
+Protocol for COVID Masking,0.0171990171990172,0.0013188321147364337
+SZ Journalists' Note-Taking Protocol,0.0171990171990172,0.0042116361338098126
+Michi Saagiig Clan Introduction,0.0171990171990172,3.9001351541723365e-05
+Totalitarian Hospitalization Protocol,0.0171990171990172,0.00042267611706847804
+Network State Founder Protocols,0.0171990171990172,0.010168878090956826
+Coordinated Universal Time (UTC),0.0171990171990172,0.0001265795613731592
+Imperial Grace Awarding,0.0171990171990172,0.0010554096827191828
+Deep Fake Generation Protocols,0.014742014742014743,3.8392962261728714e-05
+Six-Day Work Week,0.014742014742014743,0.000905921253708492
+Profile Photo Change (Symbolic Participation Protocol),0.014742014742014743,2.536447199392401e-05
+Dating Apps,0.014742014742014743,0.000875450714420458
+TSA Airport Security,0.014742014742014743,0.004389136895759288
+Philanthropic Foundation Advocacy Protocol,0.014742014742014743,0.009686340332553903
+COVID-19 Pandemic Protocols,0.014742014742014743,0.0009356347410178572
+Hundred Gradations Incense Seal Protocol,0.014742014742014743,0.0028310227293614947
+Funeral Rituals,0.014742014742014743,0.0003223586262965615
+Gestural Warning Protocol,0.014742014742014743,0.004701838416232817
+Military Drill Techniques,0.014742014742014743,8.711158057930303e-05
+Artisanal Marketing Protocol,0.014742014742014743,0.008428809168628024
+Racist Protocols,0.012285012285012284,0.00026819128641272506
+Seating Arrangements Protocol,0.012285012285012284,5.014290728576443e-06
+Bitcoin Protocol,0.012285012285012284,2.2827347855579367e-05
+Underground Resistance's Bandana Protocol,0.012285012285012284,2.0129796291949787e-06
+Uniform Resource Locator (URL) Protocol,0.012285012285012284,0.0
+Wampum Belt Bead Code,0.012285012285012284,0.0006875491682723021
+International Meridian Conference,0.012285012285012284,0.0006863022743535507
+Chronometer Usage Protocol,0.012285012285012284,0.0006344857205882443
+Protocol of Tjukurpa (Dreamtime Instructions),0.012285012285012284,0.0
+Chronicles of Suffering (Thirty Years' War),0.012285012285012284,6.56813571892472e-06
+Protocol for Good Death,0.012285012285012284,0.006376595807303304
+Incense Clock Protocol,0.012285012285012284,0.005966607472605059
+Protocol of Operational Closure,0.012285012285012284,0.0010803593820241013
+Cover Letter (Early Credit Agreements),0.009828009828009828,0.0007297564344179467
+Swiping,0.009828009828009828,0.0017429011792099403
+Cowrie Bead Currency,0.009828009828009828,5.041067829699775e-06
+Medical System (US),0.009828009828009828,0.004155159265990603
+Lift and Transfer Protocol,0.009828009828009828,0.004659832246039143
+Mecanno Kit,0.009828009828009828,0.0004104517344129978
+COVID-19 Mask Mandate Protocols,0.009828009828009828,0.0
+COVID-19 Regulations,0.009828009828009828,0.0
+Islamic Prayer Rituals,0.009828009828009828,0.0
+Public Enemy’s Political Activism,0.009828009828009828,9.913599956064495e-06
+Decision-Making Process in Case of Disagreement,0.009828009828009828,5.48078854887755e-05
+Whitworth Screw Thread Protocol,0.009828009828009828,0.00011267812751020131
+World Zionist Congress,0.009828009828009828,0.008504657617926544
+Victorian Room Design (Enclosure),0.009828009828009828,0.00943354133512641
+White Cube Presentation Protocol,0.009828009828009828,0.006969863306508964
+Crisis Communication Protocols (Cold War),0.009828009828009828,0.00016285676997982766
+Knotted Cord Alarm Protocol,0.009828009828009828,0.0013477072281199935
+Navigational Protocols,0.007371007371007371,0.00019816498712622226
+Mundaneum Protocol,0.007371007371007371,0.004713841374779714
+Bertillonage,0.007371007371007371,9.680455757497956e-05
+Shorthand Transcription,0.007371007371007371,0.0
+Westphalian System,0.007371007371007371,0.0
+House Style,0.007371007371007371,5.642865405992962e-06
+Gas Testing with Candle,0.007371007371007371,0.0
+Commemorative Coin Protocol,0.007371007371007371,0.0008963470818060624
+Blueprint Protocol,0.007371007371007371,0.005182870165751783
+Canary Use for Gas Detection,0.007371007371007371,0.0019399008597564538
+Manifest Destiny,0.007371007371007371,0.0038175841995176747
+Threshold Forgetting Protocols,0.007371007371007371,0.0
+Discernment of Spirits,0.007371007371007371,0.004659832246039143
+Meeting Protocol (Museum),0.007371007371007371,0.00045214775332285366
+Spam/Dilution Tactics (Content Disruption Protocol),0.007371007371007371,0.00021688487363831475
+Kraftwerk's Aesthetic Minimalism,0.004914004914004914,0.004659832246039143
+Noon-day Gun Protocol,0.004914004914004914,0.00353212512762917
+Piece Wage System,0.004914004914004914,0.0
+Xanadu Protocol,0.004914004914004914,0.00026396907386680196
+Memetic Culture,0.004914004914004914,0.0
+Meeting Scheduling,0.004914004914004914,0.0
+Abdication Protocol,0.004914004914004914,0.0
+Arendt's Reporting Protocol,0.004914004914004914,0.0
+Physiognomic Interpretation,0.004914004914004914,6.607913011853899e-05
+Stenography Protocols,0.004914004914004914,1.2103460379322449e-05
+Facebook Protocol,0.004914004914004914,0.00013142926927620508
+Arranged Marriage,0.004914004914004914,0.0
+Time Distribution via Gun Time,0.004914004914004914,0.002153659737545928
+Gold Coinage,0.004914004914004914,0.0020608765245632233
+Silhouette Creation,0.004914004914004914,9.536083199306046e-05
+Senatus Consultum,0.004914004914004914,0.002552232123853652
+Child Discipline (Spanking/Grounding),0.004914004914004914,0.00012051511182197936
+State-Sponsored Interference Protocol,0.004914004914004914,0.0024847472899060244
+Gold Standard,0.004914004914004914,0.0007650870110820396
+Borgesian Aleph Construction,0.004914004914004914,0.000884120255881365
+NLS Protocol,0.002457002457002457,0.0
+Automobile Driver Warning Protocol,0.002457002457002457,0.0
+Ethereum Proof of Work,0.002457002457002457,0.0
+Model 500's Detroit Techno Identity,0.002457002457002457,0.0
+Milking Apparatus,0.002457002457002457,0.0
+Embossing Protocol (BankAmericard),0.002457002457002457,0.0
+Simplan Credit Card System,0.002457002457002457,0.0
+Sin Protocol (Ignatian),0.002457002457002457,0.0
+HyperCard Protocol,0.002457002457002457,0.0
+Basel Program,0.002457002457002457,0.0
+Sacrament of Eucharist,0.002457002457002457,0.0
+Proof of Work Consensus,0.002457002457002457,0.0
+Roman Senate Advisory Decree,0.002457002457002457,0.0
+Police-led Information-Gathering Network,0.002457002457002457,0.0
+Carriage Dispute Protocol,0.002457002457002457,0.0
+Office Space Survey Protocol,0.002457002457002457,0.0
+Column Chromatography,0.002457002457002457,0.0
+Photographic Standardization,0.002457002457002457,0.0
+Lift and Transfer Protocol,0.002457002457002457,0.0
+ResearchHub Model,0.002457002457002457,0.0
+Reykjavik Protocol,0.002457002457002457,0.0
+Early Fatality Reporting,0.002457002457002457,0.0
+Bell Pit Spacing,0.002457002457002457,0.0
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,0.0,0.0
+ARPANET Protocols,0.0,0.0
+Authority Assertions via Linguistic Precision,0.0,0.0
+BankAmericard Distribution Protocol,0.0,0.0
+Difficulty Bomb (Ethereum),0.0,0.0
+Observational Science Protocols,0.0,0.0
+Information Campaign (Nationalist Commentators),0.0,0.0
+QWERTY Keyboard Protocol,0.0,0.0
+Longitude Determination Protocols,0.0,0.0
+Job Interview Protocol,0.0,0.0
+High-Frequency Trading Protocol,0.0,0.0
+Election Reporting Conventions,0.0,0.0
+Drift Mine Slope Excavation,0.0,0.0
+De umbrias ideareum (Bruno’s Memory Seals),0.0,0.0

analysis/data/synthetic_1.4.0/analysis/data/pca_coordinates.csv

@@ -0,0 +1,409 @@
+Descriptor,PC1,PC2,PC3,PC4,PC5
+Abdication Protocol,1.3198056598525099,3.4382599888703966,-0.48911827978640743,-0.27295950814032927,0.17727987029612718
+Abolitionist Practice Protocol,3.7515689061143163,-0.08400580829253479,-0.13086196564651578,0.7078755746023244,-0.3608766173992181
+Access Check-in,1.9865584553470037,-1.5750464454422877,0.7176504969579514,0.6684875082326406,0.6750541831247663
+Access Intimacy Protocol,4.531235352483034,1.967986747140553,1.4148147979340775,0.09041911340194701,1.2930240708563698
+Access-Centered Practices,1.905413961927496,-1.449577577069907,-0.8965054296363969,1.0877008802625814,0.7641671343357703
+ActivityPub Protocol,1.046377244652229,-1.5317714675977396,-2.0371857614945945,-0.8069319410437453,-0.43847573681222823
+African Futurist Escape,3.1193038934331083,1.1108759687561647,-0.015570713443638392,0.41283941073775515,-0.7416921146382075
+Afrofuturism,3.4201460112536513,0.9957676883112581,-0.3337793634453669,1.3775599616517178,-0.37670891940313167
+Airport Security Procedures,-2.5206467604043756,-2.4054773751268277,-0.5224016302254719,0.749711623697206,0.9710969538993809
+Alusi Trance (African Futurism),4.257298034481922,1.9927779989715835,1.7599127288646559,-0.18234283210691146,1.8272675304343127
+Ancestral Spirit Possession,3.2690485669751017,2.223656388418395,1.0485402433869337,0.6524934006499247,0.9302526034523335
+Anishinaabeg Knowledge Sharing Protocols,2.404795227348836,-1.699358754402643,3.1967289269384214,1.0560499128421146,-0.5262398127769117
+Anishinaabeg Visiting Protocols,1.9141041079405052,-1.6983624501720564,2.146997970947194,1.00936511437178,0.12828234027394067
+Annual Feasts,1.2522339617343694,-1.5547090636881697,0.3352243519088329,-0.08885868474975371,-0.1191764600766005
+Arendt's Reporting Protocol,-0.8943234313935076,0.3249686181690666,1.9776596224565786,-0.9124867416387632,-3.1405107106510677
+ARPANET Protocols,-1.9075178236596237,0.4225445757417842,-0.9328615773920078,-3.08636071070704,2.7995524117489516
+Arranged Marriage,-1.9258841748675608,1.1834470879319061,1.6913310207066956,1.1671081281772842,-0.20347475398128043
+Art Historical/Curatorial Validation Protocol,-0.1309485814237418,2.4602684649641797,0.5939141053706712,0.19291661132962798,-1.5478342620797136
+Artisanal Marketing Protocol,-1.808546380601534,2.291471573581686,-1.3162664251995184,0.6082448091579293,-0.0771842137567237
+Artistic Collaboration,3.4049127495613187,-1.7618075474742612,-0.07793075423227393,0.6455614945259595,0.44298542422060977
+ASL Provision Protocol,0.695388422221344,-1.144367697116115,1.2045151621984433,0.486617944559893,1.1159433428264987
+Audience Recording Protocol,-4.409164174071748,-0.8784336793710207,2.186855138774026,-0.2375515390989365,-1.5007549298172584
+Authority Assertions via Linguistic Precision,-1.3530036774482748,1.0894184507205855,-0.3034982521911554,-0.27945569535621956,-1.231848803271347
+Automobile Driver Warning Protocol,0.039032243640280434,-1.0806836064155994,0.17334183583422075,0.19765675198297294,1.5062248363482713
+Autonomous Worlds (0xPARC framework),2.7002555689978354,0.6573570927489607,-1.0475045782196128,0.10761483084887642,-0.1407793362063087
+Bamboo Sales (Village Artisan Example),1.9726705721749778,-1.3744015523689126,3.900399581940503,-0.8115503289887869,-1.6648686868274505
+BankAmericard Distribution Protocol,-1.12334645163295,1.846928371724415,0.31939930220977664,-0.26608325854104015,2.129068478910124
+Bartleby Protocol,2.9677559093409194,1.7461897906283637,-0.6522058469373256,-0.37937289188993917,-0.9529631169396391
+Basel Program,-2.39287461614052,1.5501317115890008,-0.7978349302730955,0.48026354779727254,0.39270612691418816
+Bell Pit Spacing,1.3412279934944626,-1.4968575914343225,0.6741865306922858,-3.5275190990976144,0.1701071225394914
+Benefit Application Procedures,-2.727231798003703,-2.1096553124281163,-0.3716448378254167,1.5203336258850035,0.21918929168359114
+Bertillonage,-4.718158754852372,0.23222524288715293,-0.5386527406448701,-1.9759005975711734,0.5126891899082133
+Bilderatlas Mnemosyne (Warburg’s Method),2.7455971019944956,0.9945360521574337,-0.3529418384324749,0.2505284746856842,-0.14912658474798704
+Birth Registration (City Hall),-2.410042166404724,-3.2018224445778416,0.8204899326054576,0.5800758334361253,1.6202255684934188
+Bitcoin Protocol,-0.014167743136390791,-2.424666036049266,-1.8209243038277978,-2.6251005868519486,-0.9896220263306335
+Black Feminist Protocols,3.0082173411664095,-0.6827099783256895,0.4014591866137729,1.385340905809176,0.4036426529869674
+Black Poethics,2.972723156753264,1.371493803864257,-0.1271849348076315,0.8191019227872449,-0.6794792367136558
+Black Time Belt,3.0537832479932745,0.07995549294372434,-0.1401371875521203,1.3257984213004184,-0.6754212411559083
+Blueprint Protocol,-0.6750135173621564,-0.25951168720589063,-0.5765159366113676,-3.076045802548122,-0.17021724469396615
+Borgesian Aleph Construction,-3.345366154391738,3.1591629276656787,-2.0040203686453277,-1.4229459691111417,0.25990169450657497
+Bristlemouth Protocol,1.6360193455981433,-0.13800133636053777,-0.7759228188744337,-1.2204097715708697,0.9128722755286165
+Buddhist Monastery Protocols,1.7178155500789154,-0.7662350643819199,0.9773884464884156,0.4460393120704084,-1.6833415162910408
+Building Codes,-4.32697272889335,-2.2422538188849264,-0.5050910884153074,0.366075592927888,0.5418149890953866
+German Bureaucratic Prose,-5.0370832823866705,0.23018384562825595,1.1721347754046318,-0.34267136139941196,-0.6428065687665826
+Calendar Invite and Alarm System,0.34041123949191326,-2.029047612966564,-0.9147390467581088,-0.3064834344144181,-0.22617515769279106
+Canary Use for Gas Detection,-0.803293363941844,-0.2387642674923278,-0.1665762388490948,-1.6444199253058998,3.4338250109647377
+Canonical Bridge Protocols,2.724025916921973,-0.40230311759981136,-2.4632042480475778,-1.568742368475486,-0.6534426424216709
+Capital Markets Opening and Closing Times Protocol,-2.9588854364224453,-2.164205201257838,0.14250178755097426,1.0698914104442532,-0.5282974288122496
+Carriage Dispute Protocol,-4.093566698735347,4.623409937501461,0.3873470205441393,0.13192212904021453,2.001129078878491
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),0.13350562455437298,-2.055219395382246,1.8967447463708353,0.534181604846032,1.6038595331584
+Chancery Ceremonies,-4.342507179621134,-1.4691094378842644,1.028239194883918,0.5903408376649915,-0.40284872815840267
+Child Discipline (Spanking/Grounding),-1.7458533456691665,3.4318310352495214,0.31870017269558293,0.4290903166847579,-0.3379655543925367
+Childbirth Protocols (Local Knowledge),3.0792165234421702,0.8091106756614052,2.0627829381908334,0.9138480175965455,-0.1548357453898523
+Choose Your Own Adventure Protocol,2.7743204752237487,-0.3189193923773243,-0.48415107823642417,-0.33790909801318353,-0.5034853834214065
+Chronicles of Suffering (Thirty Years' War),1.9671680611892297,1.527579015689578,1.8356245070083634,-0.37682492891745356,-3.621218003311973
+Chronometer Usage Protocol,-3.990407996960116,-1.9709913987693826,-0.21788452083158374,-1.5528662128451152,1.7453150964816648
+Circular Movement Protocol,2.9514025824296195,-1.6987099674657749,1.858179409514574,-0.24056593044536517,-0.3018094702586585
+City-States,-0.04932263595987512,0.3701808787482277,-0.4833909617327757,0.3201499567936156,-1.3334141295312274
+Clan Identification,1.5550132604570595,-0.4565559041128524,2.011923550424053,-0.4613461748416709,-0.8800778570612633
+Climate Treaties,0.6512509140792415,-0.04421434896472945,-1.6964513358901274,1.5931075083419317,-0.7767533746898638
+Cloud Data Capturing,-0.19892608961569588,-1.096232305086042,-1.9593096085230304,-1.5863609123166875,-0.49829971313446614
+Coal Dust Mitigation,-1.911129852743076,-1.6053286008193084,-1.2190189938962621,-0.3488125086990503,1.330578412567542
+Code of Criminal Procedure Protocol,-4.468464714417012,-1.8146929679942576,1.915991596421152,0.820395692642344,-0.2469050323829801
+College Enrollment,-1.7002312825340054,-1.464130898849825,-1.5952585369154852,0.6501726622793897,-0.21723524058456337
+Column Chromatography,1.2995057701174082,0.42268014151561395,-0.6728683101281638,-2.500758811763924,0.5849412996622154
+Command and Control,-1.4018454149949653,-0.9875052568360301,-1.4466153723117412,1.1470595417171696,-0.6911751917919077
+Commemorative Coin Protocol,-2.826094615490202,1.4320914108896827,0.5675490069474716,0.5270561376957223,1.58917927670745
+Communal Altar Creation,3.600108774028737,-0.07650242481643045,-0.7661360894379615,0.7030094835243532,1.5534116691540885
+Communication Protocols (Cold War),-4.490731644221206,2.2426101738304536,1.2397618485967665,-0.6026933384685477,-0.2638332476243163
+Community Land Acknowledgement Protocol (Gallery),-0.2997047817558251,-0.03773914035338877,0.8081544256992282,-0.42448971814523795,0.09018614723049043
+Community Lore Protocols,1.4604677725870583,-0.6873638507354447,1.2731052198571213,0.6166346960083983,-0.4702452358769073
+Compost-Based Ritual Protocols,1.9651393842130547,-1.8597922658956803,0.01846446146189844,-0.15117647700242556,0.3573768449912726
+Conciliatory Chairman Intervention Protocol,-1.8286627657802188,-2.353906335391266,0.10295995448921842,0.3341118697992033,0.8709936697067677
+Content Moderation Standards,0.8486814098662314,0.8750167261084674,-1.360091119913125,1.7771060345404168,-0.6066714048075111
+Cooking Practices,3.694390775760546,-0.6571726641734944,1.3222785655758718,0.3294549079138095,-0.5054857423908774
+Coordinated Universal Time (UTC),-2.0941753825910645,-3.8633460312457335,-2.505792819870731,-1.3322938104151894,0.6287668660150267
+Coordinatizing Scientific Observation,2.571030302305144,-0.10823338942405952,-1.9804550182123866,-0.8660469661476488,-0.4052149222390686
+Corporate Contracts,-2.019171782252321,-2.646341450971529,-0.4878447956055772,1.1577430710560508,-0.2961699928749277
+Corridor Design (Government Buildings),-0.7325175353680728,-2.1581743912316456,-1.496375634985093,-0.4914797281959596,0.21421921043329756
+Council of Ministers Meetings,-2.452138291404442,-1.829048949889036,1.0369933120692691,1.8456435313756883,0.17607647421260286
+Cover Letter (Early Credit Agreements),2.255867913390684,2.144524549093443,1.8632139722990926,-1.7079316021245907,-0.3265854806199235
+COVID-19 Mask Mandate Protocols,-1.1898107136067768,0.972248729589848,-0.8416931668426166,1.2974145057803004,2.7495635467792416
+COVID-19 Pandemic Protocols,-1.4774766050226262,1.0048438279081584,-0.6662579779730874,1.6452218995149384,2.0212200986751037
+COVID-19 Regulations,-1.2059889930633514,-0.10555942958742395,-0.4707074022881685,1.9019875711270637,3.019403561766591
+Cowrie Bead Currency,1.6914631163627458,0.36309345443888297,1.8530173400314767,-1.7550300944168462,-0.9946864875691696
+Crash Protocol,-1.660737961669372,-1.0156767195652046,-0.9349906340439292,0.883939334780592,0.1420553111805056
+"""Open Publishing",2.77425761614166,-0.35417299769973026,-2.222102995072842,0.6099469477537159,-1.0176176344612557
+Criminological Discourse Protocols,-3.924427672352188,0.6019531498284503,-0.002135240525049829,0.9199723292752494,-1.9897865137687674
+Crisis Communication Protocols (Cold War),-2.031365671310262,-1.0158417777079922,1.0207079192484316,-0.006949230235648504,0.7130549871669293
+CRISPR,0.6784478081929427,-2.9780325330674304,-1.2680199056408494,-1.1583997128433938,1.0550081873247135
+CubeSat Protocol,-0.48570052076625075,-3.0137186798867233,-1.7528511948214671,-1.5947692462097516,0.9031497436942119
+Currency Ledgers,-0.3315921932173715,-2.2199203351986316,-1.823636079469193,-0.7572309049403134,-0.8477700729269967
+Dating Websites (Pre-App),0.6573683945334459,-0.8366235712302945,0.02185619047438,-0.33054900077041877,-0.18453478927681072
+De umbrias ideareum (Bruno’s Memory Seals),0.39426967146620046,1.2807742752541604,0.13458746587119735,-2.181432105233561,-0.7524689285978902
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,1.8962241330551048,0.3022020107195391,-1.46691278719315,0.5129584383944527,0.15167125290069258
+Decision-Making Process in Case of Disagreement,-3.0677948141318927,1.597719770180096,1.1089158621365298,-0.570487730485764,-1.1156883349803606
+Decision-Making via Vote,-0.26468666560681975,-0.9655650933378748,-0.3207745568619872,-0.004461548960973929,-0.09857660177277235
+Decision-Making within the Cabinet,-3.563094941035438,-1.059839420938711,2.301987784094669,0.49524337910338634,-0.752175213517746
+Deep Fake Generation Protocols,1.908151245822925,2.434606601109149,-2.4843664006411816,-0.23414278902340924,-0.2493395428053982
+Deep Listening,3.692864321544798,-0.6282963900847005,1.077308087225985,-0.20718248725311494,-1.455322562831252
+Deliberative Analyses,0.0172144262388444,0.14647330099700073,-0.8932944307149856,0.5514611893338838,-0.22965670867715618
+Department Council Protocols,-1.5298685688690512,1.9826580697254266,0.501722796336938,0.6447643027775969,1.0664542453802592
+Detroit Techno Music Performance Protocols,-0.5264238942223936,-0.03148975959449828,1.9334332207224965,0.26449285788774873,0.5823221084053805
+Diaries (Experimental Soul Studies),1.6020367328796383,0.054714691797864645,1.3378614738456702,-1.0661546032566844,-2.166934321290011
+Diaries (Puritan & Pietist),2.2317439038767493,0.90669760781866,2.322717785190262,-1.287364882383356,-1.184673376612458
+Difficulty Bomb (Ethereum),-1.4460965358122744,-0.5988091136568898,1.0584010635628718,0.2995473155123749,0.3682376815461519
+Dinner Etiquette,0.09209255135198022,0.18177761010282514,2.06604115076913,0.8731331482134926,-0.7199490867185248
+Diplomatic Protocol,-1.706493328644619,-1.0214199980818182,-0.4741507829381532,1.4062639542948485,0.36466364253213873
+Discernment of Spirits,-0.24461117204517036,-0.5182441037001196,1.3920402378067065,-0.07035727852422625,-1.071224556336988
+Disciplinary Procedure Protocol,-2.3202067827298745,-2.511898909747182,0.5505435702506197,0.6851701689352245,-0.740818127394413
+Dispute Resolution Through Mediation,0.9906129027139348,-1.810039868948783,0.30118969899420395,0.9313868413482538,0.3914987276750817
+Distributed Cooperatives (DisCOs),3.3199552542636783,-0.1913310973108986,0.5618858354647115,0.9178452924548184,-0.22584650481840185
+DIY Hormone Detection,2.37500369660881,1.494175632244841,-1.4477822532021176,0.1631553880127085,0.3226680064698737
+DNA Testing Kits,-0.6214915928933222,-0.7540416323219432,-1.470176998730407,0.5013785753707365,1.152931651932875
+DNS,-1.3339713327731382,-2.6575223556520933,-2.653637856624767,0.42485179970873593,0.5836708342567195
+Doubloon Game Protocol,4.431229695578241,1.41950856421004,0.5241727536643086,0.7290626441759157,1.6083063726440612
+Drexciya's Sonic World Building,3.071915741174388,0.6104832072199141,1.7039253981976406,0.449779178007054,-0.9551480352002912
+Drift Mine Slope Excavation,0.17910429843413433,0.2858871028353014,0.25683664231232267,-2.0126082591124184,0.6567287669000456
+Dust Suppression Efforts,-1.4988364755425572,-2.8176485777423337,-0.6648193525953624,-0.05716228151101175,1.7570996008407702
+Early Fatality Reporting,-2.5511815428949522,4.275109624527721,0.5654253310483608,-2.0941871440222926,-0.2384510239649304
+Ecology Protocols (Local Knowledge),2.8969428827016213,0.3086762685387287,1.465390473170912,0.9139623746019797,-1.5286642487957607
+Eichmann Trial Protocol,-4.66775104495255,2.987643777760547,0.7981470284515633,-0.12736964897241915,-0.40054438538206344
+EIP (Ethereum Improvement Proposal),-0.045864250222117646,-2.68919664427453,-1.0969507170205681,0.20961460930683024,-0.8407654244508426
+Election Reporting Conventions,-0.5330323935807193,-0.13429862296796657,0.4427427506843018,-0.22579892524832318,-1.6415244232412456
+Elevator Button Addressing,-0.29766794121118917,-0.3760718143158373,-1.0943137224774278,-0.022822161568931222,0.21362676963953114
+Email Services,-2.6276909543371634,0.23820282375826038,-1.5144423311750435,0.9665598447651685,0.023909017912953662
+Embossing Protocol (BankAmericard),-2.0219810985054325,-1.1924649153105311,-0.44167964451305886,-2.206065774646975,2.1950544112772725
+Ennoblement Protocols,-4.357688883440559,-0.4327709231943719,1.485132681351839,0.8423517418995721,-0.5564525834568733
+Environmental Racism Protocols,2.4612843853829203,-0.17092113824734703,-0.8186218929123508,0.8304558071899141,0.3294227015456781
+Environmental Vigil Protocols,2.4168809748935685,-0.6146082496592986,0.9869497131333931,-0.12244552924240976,1.8969033274960532
+Ethereum DAO Withdrawal Protocol,0.4876494418838093,-1.8410642094940046,-0.7085116328199735,-0.2535090998650991,-0.6151614636411998
+Ethereum Proof of Stake,0.13568530018515781,-2.5774944588937103,-1.8660835001126914,-1.172894688522221,-0.7947551989979236
+Ethereum Proof of Work,-0.7959769761670067,-0.08946061700427498,-1.4319251943992137,-3.198478606836398,-0.8917414404383782
+Ethereum Protocol,2.0507396513948524,-1.9792823099664767,-2.092300344919658,-1.2091347298688762,-0.2094857557441108
+Ethnographic Containment,3.36969437820518,0.9291665856480605,-0.7832304435760398,0.9554275533810158,-0.7392110110499084
+European Hoff Ceremonial Protocol,-4.401424480933501,-1.0427656154964673,1.9430625460482442,-0.0054953701269917915,0.12798917276822197
+Evidence-Based Debates,1.4172396636809599,-1.7685611546551185,0.3654168286104045,-0.1189163883878997,-0.33667047067032974
+Exit to Community Model,2.5512128950428776,-0.21882255660958946,-0.9077308527319183,1.2179658771342707,-0.7600600918285187
+Extinction Rebellion Affinity Networks Protocols,3.4762285042679686,-0.10112347223054531,-1.2181264831819665,1.194718290309598,-0.8225643859141806
+Face-Restoring Protocol,1.1553900108725517,0.20666875176002428,-0.06057154170834142,0.5650814486717954,-0.7918273968996521
+Facebook Protocol,-0.42786820308347856,1.9886573803164127,0.30598284021324856,1.951647962916948,0.13465886430933713
+Petition Submission,-3.4765948265876823,0.44288620125517725,1.7964498848315507,-0.33347082328614097,-0.14031601093501767
+Flag-Raising/Lowering Protocols,-3.028179008863507,-2.1788374971167874,1.2305233594173846,0.03430312055484959,0.07941896620436596
+Flint Arrowhead Manufacturing Protocols,3.3295130233864882,0.6736128435060468,1.1712640358157689,0.15096431989589712,0.2400343297775279
+Flux Divergence,1.506031251294423,0.6091747192240934,-1.912534768703216,-0.8538981642761955,-2.0034292696224907
+Food Localization Protocol,2.4209649170146674,-0.7769021361982378,0.15251559261603365,0.9194707044145675,0.7619105432327836
+Form-Based Interaction Protocol,-4.524714420868385,-1.214681577567691,0.4080015964318302,-1.4364672597151644,-0.4200210437976783
+Fundamental Cause Investigations,1.4988455350113543,-0.7041916741432597,-1.8738106807533579,0.32263010592672353,-0.07415867590390579
+Funeral Rituals,1.2102709011244448,1.4635613491244917,0.09103763442747963,0.13327384077797735,1.2188716267848876
+Gas Testing with Candle,0.8419166218889885,0.9192360284712802,0.6998551179077,-4.311365970093356,2.0503127704100357
+Gestural Warning Protocol,1.7993155945718946,3.166960277468462,1.5702738966042638,0.4865459152081033,1.6027183814374353
+Goffman's Interactional System Protocol,3.735845144105595,1.1437855118027003,0.7005621338334399,-0.6896403930305188,-1.5643107800106222
+Gold Coinage,-0.6336744603113625,-2.154342458103659,0.779141620020258,-0.25252180223819126,1.0280712207086056
+Gold Standard,-2.7490878275203463,1.516713910327663,-0.6704105310984824,-1.6447911213292246,0.7749997778575755
+Greenwich Mean Time,-0.20683579135575264,0.2084890829671927,-1.5396248050729116,0.6372366636748399,-1.110796915979359
+Grid-Based Urban Planning,-1.5704721599003446,-0.7539434968978015,-1.758653134178323,0.5685498790824783,-0.0821656230454764
+Gynepunk,4.419793360130165,0.6912448161644306,0.38038099837739736,0.7807471165577088,0.7681767498944406
+Halal and Gluten-Free Food Options,1.37866575826813,-1.9136445264216215,0.5910111349192517,-0.06594859334545698,0.2281100268473
+Handshake,2.5967342899484795,-0.2280108767335658,1.7924406217763809,-1.0370479969798199,0.90743212299541
+Hats Protocol,-0.21505583284379484,-0.4633621791299661,-0.45362093403727693,0.6543793053117125,0.6456442488725325
+High-Frequency Trading Protocol,-0.42875255488344616,1.4271164414260236,-3.185411709955855,0.3631746650611023,0.09108660133479024
+Hotline Communication Protocol,-2.3513914497685913,-1.1426159173676174,1.5191496294703675,0.43966959337647377,0.1917555720969339
+House Addressing (Tax Collection/Conscription),-3.45955475504813,-0.43885047107369,-1.6343758473679728,1.2067955660600844,0.3406188473458152
+House Style,1.225737222726615,2.0440342666205407,0.9585053032278132,-0.9656924180752872,-0.44517949735339196
+Human Rights,-0.28695306166593165,0.6825996681942818,-2.2609202181357144,1.181089785075157,0.24812717070402626
+Hundred Gradations Incense Seal Protocol,1.2032615575884325,2.0546782531469376,2.5099371098346674,-2.5630184314163116,1.485619210113435
+HyperCard Protocol,0.6556979958060448,1.0697738265651182,0.9483133091063283,-2.016838810265807,3.2813578983127467
+Hypertext/Hypermedia Protocol,1.641023822556867,-0.8647127691624623,-2.552476656832305,-0.9390389987422393,0.1009144270970044
+I Ching Protocol,2.516123685511303,0.3063798887028473,-0.4791567937292229,-1.116008852814991,-0.24723585597415138
+Imperial Family Interactions,-3.5370991585226434,1.5232702546415389,1.3968653883532853,1.49119760183268,0.17472335700781055
+Imperial Grace Awarding,-4.4441268463163945,1.2340577796430494,1.534005573735393,-1.0910715931928232,-0.6274093967837554
+Imperial Mark Protocol,-4.268992254448488,-0.8929608696467788,2.0742016939230776,-0.11730679994784614,0.5519669117121876
+Incense Clock Protocol,1.936312380672446,2.2049111016529612,1.7277106026293472,-2.6360227373526373,1.9209414833980019
+Information Campaign (Nationalist Commentators),-3.5611271457214206,0.6789080994991018,-2.1926799803331236,0.9183916295632217,0.21773490030314427
+Injection Protocol,-0.7036954937254403,-2.97689701770762,0.7475998899217258,0.06552004058403928,0.9058360961837643
+Insurance Claim Protocol,-4.349212959766323,-1.0921986366047207,-0.12572383231078463,0.34097991699524666,-1.269751484411746
+Intangible Cultural Heritage Department Protocols,-0.9699247676319348,-1.4456767573584741,-1.3225926952174223,1.811210898251739,0.11617372664691186
+International Law (as Protocol),0.8711949447488438,0.8791313593777643,-1.791898010572966,1.3844924679633106,-0.6513667091208106
+International Meridian Conference,-2.2863746962953564,-1.6806053186870111,-1.4614465152634482,0.14618660702767683,0.2067806524711202
+International Organization for Standardization (ISO),-0.3720989700074639,-3.019128988536864,-1.6064576469385152,0.4168926193283102,-0.7582958212445587
+Introduction Protocol,2.079685181548339,-2.3411724195362478,0.7661712731901489,-0.07571199572235708,-0.585596697590086
+Islamic Dietary Laws,-3.518177479679248,-2.05256904383498,1.451999714653721,0.8732742998565758,-0.1262486159417132
+Islamic Memorization,-0.1283538351833704,-1.8744973947836683,2.6697028309162496,0.8805550399880301,0.3026594048671723
+Islamic Prayer Rituals,-2.47848407180719,-2.694140114762565,2.5648109040460367,-0.4872006470242523,-0.8460026390119522
+Job Interview Protocol,-0.974873824507528,2.9698796981869293,1.3990148902009627,1.2074378932840755,0.7897648295779659
+Keeping in Touch (Return Visits),2.226505127383763,-1.4492890567288212,2.075877903592902,-0.48176429413000016,-0.06319054305297306
+Kleros Dispute Resolution Protocol,2.140656042113425,-0.849667346150382,-1.0744033386108083,0.06006141939547314,-0.8555377122654364
+Knotted Cord Alarm Protocol,0.9311479822626959,0.276997092609222,0.8326878700113809,-3.6744477827700366,2.7438641890788156
+Kraftwerk's Aesthetic Minimalism,-1.135085376792413,0.41116110361325,1.7217965280367626,-2.85720825682157,-2.258515271397727
+Language Regulation,-3.758883410035482,3.6372857358288893,0.05119715828038979,0.686127059573115,0.006875378239059879
+Layer 2 Scaling Solutions,0.6191425580243909,-2.826058346410157,-2.0584234086958544,-0.6569561543528555,-0.0017733872392946544
+League of Nations,-1.709269501867162,1.6516659580502047,-1.9288791570596364,0.19860498434486268,1.1397717708955828
+Legal Protocol (General),-2.3735576365506135,-2.173741916671069,-0.12138933547798078,1.9978513034435892,-0.15879142956592568
+Lemon Balm Protocol,2.296306949316799,1.4610241380976552,0.9518124447154244,-0.3948898443283612,0.3937959382775506
+Lenin's Revolutionary Organization Protocol,1.4365612844075941,2.335145336075423,-1.3012476058308937,-0.4541629989266699,0.6811535137808329
+Lift and Transfer Protocol,-2.2280131642240693,-1.261571624230576,0.5749922854727331,-1.38960865330235,0.2583720708386393
+Lift and Transfer Protocol,-3.6767436249846916,-0.4689831067871705,-0.8284105686661986,-0.9020113490306678,0.8973329540559988
+Lingua Franca,2.685750848225237,-0.5530338917333292,-1.2389946131223453,-0.10369836094174266,-0.355189709030745
+Linux Kernel Production,0.9102414934964665,-2.205703818593724,-1.3190490260231142,0.7723901575584157,-0.8855587455776264
+Listening Protocols,3.0751305450034634,-0.9061373660743485,-0.14400161548328463,0.38800921079661516,-0.17205950392662667
+Literary Genre Conventions (General),0.8853548269691428,0.5344031677508141,-1.274783008768303,0.7956748813336991,-1.2660186229452024
+Longitude Determination Protocols,0.8605674162233907,0.4889448391339227,-0.9106724590267482,-3.0144733090765676,1.6185394828460695
+Manifest Destiny,-3.02133462207629,4.66577959429031,-0.627985954986851,0.07427710977629971,1.255250813941415
+Mapping & Charting Protocols,-1.257359348191875,-2.6114313303721612,-1.3855502188631588,0.131929321949066,0.6530932886470443
+Marginal Note Usage,1.0158779551719346,1.6518878108243042,1.415818932325834,-0.26358567893238827,-1.1944817942126007
+Marronage,3.5398612216400176,-0.7675084759564221,2.196444827303992,0.2171739254194866,-1.537687329955825
+Mass Surveillance Protocols,-3.1251362889378558,2.1635953835947093,-1.3875206099031097,0.8740608451540743,-1.5395331866754263
+Means Without Ends,3.5371370499889476,0.5054340511232598,0.36249003958273857,0.6642480061707217,0.9481882915171607
+Mecanno Kit,0.8062493929234998,-1.4209712747146763,0.38449577883883945,-2.8550555471891625,1.174444197500587
+Meeting Protocol (Museum),-4.144395954221682,3.4620565742678204,1.3501345558841313,-0.07863070037977206,-0.3991127280254968
+Meeting Scheduling,-3.8202406436275953,4.0980968912531415,0.7964055150515524,-1.0675359826100226,0.3656370758654811
+Memetic Culture,0.38316223854175113,2.9274536150258363,-1.0303316760508436,-1.0741842690644183,-2.4952831564798807
+Memorization Palaces,1.1759676349313906,-1.6586278663747485,-0.26443400011812196,-1.3241904484031597,-1.130613157183829
+Memory Wheels,2.262640187010452,1.3054758645012496,-0.42196912911052864,-1.10039461040501,0.5735780718021829
+MEV (Maximal Extractable Value),1.7522840702340279,2.475786272295031,-1.888655920157334,-0.12623541049019918,-1.492288747560257
+MFA Seminar Protocols,-0.6039912825451607,-1.0368747223852264,1.2317566261644113,2.5758839006959815,0.8686085454995737
+Michi Saagiig Clan Introduction,0.5795953775323339,-2.4799734236344206,3.1930596048044304,-0.7017413244493709,-1.0184230556324414
+Military Drill Techniques,-3.677155999295446,-1.4719727411454544,0.10835880564572115,0.9518233971359248,0.23129810422749691
+Military Protocols,-4.0563686545144435,-2.099216678189514,1.2759182859595428,1.006744335206126,0.838076019004469
+Milking Apparatus,0.07762980226177059,3.4798994516642705,1.1864917444258818,1.4843284119404216,2.064754985622005
+Ministerial Conferences,-0.8898002541294748,-0.17718084950449264,0.402530182483972,2.375844437240596,-0.2807210197708501
+Minute Book Recording Protocol,-3.685566755296616,-1.5946890505517537,2.7383142214799103,0.13540605860980512,-0.6132388198513354
+Minute-Taking Protocol,-2.2648287656952455,-1.2127863711188829,0.7082808884101942,0.31960190021317064,-0.7100027211925493
+Minutes of Council of Ministers,-4.6277211896996615,-1.151019997685288,0.7976619340460568,-0.17268278471714166,-1.6963345168712798
+Model 500's Detroit Techno Identity,-0.5484634927086315,0.7251227883397752,1.9774072168462051,-3.1440859262300136,-0.9456521236405785
+Mundaneum Protocol,-0.9227083541104324,0.7430573375221737,-2.402164839016306,-2.5042219338668614,-0.13621484912095683
+Music Genre Protocols,2.5107525179190047,1.3553470425226355,0.9717693265920907,0.8936578371135022,-1.5215948743569423
+Mutual Aid Swarm Protocol,3.7583615750960995,-0.22996271447136074,-0.9707360114050676,1.0082138221220873,-0.32708862670582556
+Mutual Exchange Practices,2.7612540963235768,-0.7653724569010316,2.004038723883386,-1.1570630572659268,-0.3500722959474821
+Myal Protocols,3.522634685508431,-0.6434610046138182,1.9523489934844558,1.304961297314627,-0.6200731935494918
+NAGPRA,-1.8400082192601313,-2.7096614339450147,0.4943775407772974,2.0644484327728714,0.5021403868102119
+Naming Protocols (Land Acknowledgements & Introductions),0.4203437277643073,-0.1507686698691347,0.9540633543493175,0.04700960796299279,-0.23556368081210097
+Narrative Blogging Protocols,2.6547918753066035,0.6817685865903598,-0.12178551966531462,-0.07358989928388064,0.28896077912888374
+Navigational Protocols,-0.9080065704684371,-3.1771425089062797,-0.7686096203392423,-1.2575894708753537,1.5626637308849407
+Neighborhood Food Distribution Festival Protocol,2.151106220291882,0.087713436756158,0.02415522506807966,0.6431675370854599,1.3507354587550138
+Network Nations Protocols,3.00877442699112,0.4430044211676554,-1.4744743772310718,0.10738082640247555,0.15926364222669268
+Network State Founder Protocols,-1.7182915118313793,3.218818876284968,-0.7129710491793111,1.4685973314074097,1.561184923800773
+New York Garment Worker Strike Protocols,0.40305234739064605,0.03828912258412277,0.13129947092667285,1.0565373078537494,0.5458889944991264
+Nishnaabeg Storytelling Traditions,2.762953174171898,-1.535680100613232,2.9356405933810636,0.3540377922879465,-0.15036591247396192
+NLS Protocol,1.3283556187254861,1.683155484952586,0.9260403072042757,-2.2197232641566154,3.0252284285024658
+Noon-day Gun Protocol,-1.9504889641457197,-0.20991443138035018,1.3302561647881899,-1.1190952804391938,3.1475705881592884
+NSU Trial Protocol,-4.282324217470257,2.568205563111586,0.5409585640541621,0.5744728890169627,-0.0724732424870514
+Nuclear Protocols,-3.6396419971358513,-0.0187418725100017,-0.5648963033123756,0.6912312433095801,-1.4276030933907295
+Oblique Messaging/Editing (Content Circulation Protocol),2.5526367834336545,0.6061436913533856,-1.808199286368269,0.6619099561484069,-0.6068338525266748
+Observational Documentation Protocol (Secret Services),-4.16079211706925,-0.08714812314888161,1.6733082927235132,-0.30556857895204986,-1.0510044113453918
+Observational Science Protocols,-1.7241884011937525,-3.407230882415617,-0.14759929389130155,-1.401366696898801,-2.3460480149598837
+Occupying Vacancy Protocol,3.827397964033535,0.10535353762298691,1.2768088372181554,0.2504689514931939,1.1911843438647232
+Offering Alternative Respect Tokens,2.6591566402270743,-0.02337351517518574,-0.7369921661339878,0.5500981361202153,0.8740320704400746
+Office Request Protocol,-0.11141556868217599,1.8979750042804855,0.2959445664160416,1.188911258877878,0.011848201759037866
+Office Space Survey Protocol,-3.1439880723182276,-3.025937780367366,1.081072909159723,-2.533228099479754,-0.5559621211467316
+OODA Loop,0.9490970480220611,-1.115495833266923,-2.110370932833025,-1.029488625430576,-0.3529239792521823
+Open Source Estrogen,3.4731719635619522,-0.1504315309305286,-0.9382116299350463,0.3049882617961629,0.49402788809196424
+Open Source Protocols,2.709809904510642,-1.2935433677927592,-1.9200770059214547,1.2102395849138488,-0.439500737279783
+Oral Communication Preferences,1.3476316067348795,-1.8028986292839964,-0.6109347752475559,-0.19011405222641534,0.5372879980130999
+Pagamento (Payback),1.9444134375826794,0.7839102705543995,0.3172528841463808,0.47839676438762074,-0.16060921745051732
+Pale Fire Protocol,1.8987090680002436,2.751440269004475,-0.6391122523378597,-0.3723335122328189,-1.1691705239195451
+Paris Agreement,-0.28857583467982795,0.17545514528868364,-1.9008765795407234,1.6672552640622422,-0.15026396265803843
+Participatory Guarantee Systems (PGS),3.9557292918771703,0.07893345937117005,0.6004844043973965,0.6323779408785724,-0.353462846138788
+Patriotic Protocols,-2.1049556748833997,-0.07589614685673719,0.9370503726313766,1.4781431165887837,0.5500242650752445
+Pedestrian Traffic Rules Protocol,-0.8030987915345269,-0.2996251475669155,0.17743811773977786,0.6797429587853545,-1.050573333521749
+Performance of Transparency,1.460067718314692,-1.3866924954460347,-1.2107761298913813,0.47003516580205934,-0.01496649202323091
+Petition Submission and Review,-1.1757789195981212,-0.8370130987192166,-0.13633092036858874,0.4387356635071364,0.11236214332046526
+Petitioning for Privileges,-3.065790035014098,0.9663531962423095,-0.15672302379809527,-0.43551952806003746,0.1243627469341927
+Philanthropic Foundation Advocacy Protocol,-1.611303754552672,2.4183788047811574,-1.0501584579524863,1.1951793970363624,-0.3283518152402624
+Photographic Standardization,-2.68706908459965,-0.7282688967761692,-1.0097015278887118,-3.407876111638837,-0.39384558494795235
+Physiognomic Interpretation,-2.224225815079904,4.467615082773094,-0.715020502996771,-0.9727675269147127,1.953184010528862
+Pickup Basketball/Soccer Games,4.295389731483633,-0.9030061687357651,0.5574289385818146,0.11391632505861134,0.326446293619045
+Piece Wage System,-3.4474448754303295,1.8801491215503283,-1.9234519531351892,0.28397813317052145,0.8428311606184924
+Pipe Ceremony Protocol,1.0880400449628227,-0.9779378440766632,2.0799200440246355,0.17203029440819662,-0.5795984768406384
+Planting Tree Protocols,1.8707242055806559,0.12065712262408299,1.8740242471479158,-1.0840557485181175,0.5681346647395773
+Police Intervention Protocol,-3.5364647948814247,0.3373072947328829,0.34411108501636295,0.43844729423774664,-1.1535880020202882
+Police-led Information-Gathering Network,-3.368955543226361,2.147388657188387,-0.3036148288797247,2.575642308879064,-0.3516342630476068
+Political Discourse Protocol,-0.4110780246281307,0.9949722041402096,-0.7541664336659156,1.1783896205596531,-0.3067392630516028
+Political Protocols (Arendt & Schmitt),0.8667223608683847,2.338211915658949,-1.1285552854496204,0.6395261361801929,-1.8223395752923046
+Political Thriller/Police Movie Protocol,-0.6349789866091593,2.226473410531962,0.968049511942044,-0.9498788869973412,-1.419951107069065
+Pop-up Village Protocols,4.324117357759786,1.6229593007840923,0.4751530148614875,-0.21155482868647374,1.6810943625722157
+Prime Meridian Unconference,3.9998862194519873,2.0075737813588495,-0.568621345765167,1.205600930345869,0.6524522802239249
+Proactive Suggestion Protocol,1.9439066659142423,2.144435964887143,-0.43649855032796947,-0.7189684649522645,-1.5349103425672408
+Profile Photo Change (Symbolic Participation Protocol),1.8079197607406536,-0.16314445595874083,-1.8516386602926775,-0.2917248587477001,-0.6892602569108545
+Proof of Stake Consensus,0.17846032488235702,-2.2529082220532097,-1.6241567088184006,-0.8631769355779042,-1.2835394729100404
+Proof of Work Consensus,-1.9111583244468053,0.8169709672880592,-1.9461679092233888,-3.7058543928881043,-0.163763257239456
+Protocol Analysis (Ericsson & Simon),-2.4722217285391714,0.15409992739392517,-0.11067760676238285,-0.05207441504227887,-1.5245127160939003
+Protocol Departure in Creative Writing,2.590790357291709,-0.4887637136415123,-0.04265283520648,1.3418073036996718,-0.2899461273344096
+Protocol for Academic Science,-2.639364053036641,-0.3706059794075277,-0.6137027921909465,0.7290133589587598,-1.4448229256292078
+Protocol for COVID Masking,-0.46323505252363056,2.049135788551603,-1.5644764482900284,1.0711168442318633,2.7753334326022436
+Protocol for Dance Collaboration,4.353946248078961,0.9555324715898897,0.3520029330819376,0.1621516346562743,0.9947949625041865
+Protocol for Evaluating Clock Protocols,3.367600118042658,1.4632998341424421,-0.8121688559013283,-0.29903190485261527,-0.4369211821992217
+Protocol for Good Death,-3.085755616418903,2.177540285585901,-0.16631299393176216,-0.2701436127987013,-0.8106067909596398
+Handwashing,0.15338532902049437,-3.5426830717814295,1.1494143032767323,-0.3389218575206368,0.19265018822063446
+Medical System (US),-2.1683075838600763,2.6153469333912556,-0.23608418430373276,1.403485033459969,-1.8728517112701013
+Protocol of Kinship,1.107702910800359,-0.03443493420154138,0.3297329804239781,1.3788603682768097,-0.377225661866868
+Protocol of Operational Closure,-1.484219528627327,2.007425328543204,-2.4855402290640014,-0.1276553758201015,-0.6639421219444346
+Protocol of Reclamation,3.6417583800766336,1.0256060922746673,0.2913254905041296,0.885810741123707,-0.8983482734177398
+Time Zones,-2.8912389955533917,-1.4054252888864704,-1.3968751673724595,0.43293557645484054,0.1660068626146512
+,-0.39313133610482104,-0.7836801387097874,2.800811830714816,0.8399060781339387,0.053852857633536616
+,4.438948830745084,1.3143179333269202,-0.37533723875004515,0.5630571532282344,0.9916215592726481
+Protocol of Tjukurpa (Dreamtime Instructions),1.2112384042257207,0.0006605646703923974,0.5166798475847988,-0.6387356939680376,1.0596581622156935
+Public Amateurism,-1.5211823789875718,-0.5010899344881776,-1.003498793688869,1.8381382322666042,1.5978309337116994
+Public Enemy’s Political Activism,1.5440373315439737,-0.021127080329382448,-1.623390545119271,1.5311482608079487,-0.040159409105663485
+Public Health Behavioral Guidelines,1.401183441936026,-0.16848267051450178,-0.7657169245880688,0.03264073717720212,0.43305677741504833
+Publishing Protocols,3.330836028807386,-0.7514829488493685,2.110086244960923,-0.21722830348940464,-1.3626284763039895
+Quadratic Voting,-2.336432258925187,1.2237474647242272,-0.2018730979170092,-1.3901975091776888,-1.25645988441341
+Quilting Practices,-3.8350783245707833,3.4324235258509783,-1.252253948988228,0.9366083402815344,-1.9711464909661929
+QWERTY Keyboard Protocol,3.261377723877853,-0.44220058591057104,2.303825550551527,0.35198357961818955,-0.05636386763822346
+Racist Protocols,3.3284885756759155,0.4702538802562758,-0.4224100518399192,-0.11167992966435229,0.31943144289801745
+Relationship-Building in Deaf Community,-0.20632580378384358,3.193828923419498,-0.8834215546085908,0.6838764631879458,0.5298083234201709
+Participatory Studies (Seed Oils),3.3367125795222807,1.4537934927380796,-1.4575060050409352,-0.04215407299504552,-0.8219031313636472
+ResearchHub Model,0.5281620068222748,-0.552139332234778,-1.6970592958059785,0.8589067516135642,-0.05758998899943778
+LK-99 Replication Craze,-1.3065826751283378,0.12993770403130775,-0.5770743005946638,1.2057542382751463,-0.2570241150641373
+Clinical Trial Design,-0.1545159650680548,1.8527383607295993,-1.2598198087768366,-0.20271839637278558,-0.30095112419317827
+Peer Review,-4.478477214143832,-0.7798933192362324,-0.2535131954735083,1.1707301811889774,-0.4005115299921101
+Dating Apps,1.7926903321166827,0.5544381455871643,0.8908727176711208,-1.7406550738714617,-1.4947767740374134
+Reporting Conventions for Election Integrity,-1.0292385483215303,-0.9205452884041947,-1.2183913617929272,-1.9892763168952508,-0.4792422921087628
+Reporting of Financial Status,2.990610166962527,-1.439946269093485,-1.4838835184106052,0.6203823373757318,-0.35792117072642027
+Reykjavik Protocol,0.5471108500688788,-1.6367390085336084,0.10104919456623947,-0.9621754788634715,-0.7788076591120154
+RFC Process,2.945050961586439,-0.579559903450397,-1.1863614572828982,0.6898957383823046,-0.2030891760483731
+Rhetorical Canons,0.8816524578200503,-0.14332929070452174,-0.9191421901561848,-0.9179450078856268,-0.5712042260273195
+Rhizomatic Urban Farm Expansion Protocol,2.271731450797526,1.1507392989631982,-0.36156169812381145,-0.048210232854625876,-1.715799242119866
+Rhymes and Syllabic Rhythm,-1.7622157730010297,2.0938319051670296,-0.4954883294400738,0.725790879391007,1.3116410152791276
+Robert Musil’s Protocol of Critical Assessment,-5.535617557228973,2.085109471252748,0.9823105030660358,-0.16030893518978326,-0.8848406217429333
+Roman Senate Advisory Decree,-4.665003426135733,2.033375084276385,1.1526852968070034,1.3901881098702797,-1.560978693752504
+Royal Access Protocol,-0.037621150755148686,-3.227398501149272,-1.2502422936664448,-0.9338992954728165,-0.5318147371144502
+Royal Protocols,-3.9291904030360003,-2.269700318986491,0.6749653260340972,1.2049707251988828,0.7460230610525532
+Rust Programming Language Principles,-2.5951009572859283,-2.0792352892290213,2.2593706219950462,1.0856667769976944,0.9108117092464971
+Sacrament of Eucharist,3.326172303162157,0.5341319839397038,0.8054843881108686,0.9999774630662595,0.7963243755243298
+Sacrament of Reconciliation,2.969024609158314,2.3640665076772414,1.89645368343458,1.2116100656237705,1.287551098688625
+Plantationocence,-0.11144687696887576,-2.2429210884926967,0.3924525365918993,0.594032265504736,1.063212900243673
+Sangoma Healing Practices,-4.6443810580328755,-1.408901547925052,1.3375352063270034,0.20317068389400242,-0.1978447642163659
+,1.2673959721455776,0.4337664471662734,-1.0240668249860134,-1.9053252462838706,-1.0224369869537417
+Script Provision Protocol,0.616349462727019,-1.528752786606144,-1.6578015246893492,-1.5708652272108,0.3769348135057813
+Seating Arrangements Protocol,0.9816998484963702,-0.41934962511872087,-3.3940737321267744,-1.5065188658467503,-0.5312571982910326
+Secular Lunar Calendar,-2.549169382549212,4.2367023503394,0.590285440468846,-0.028935185779551495,0.21139488154846822
+Sellers Screw Thread Protocol,3.6548786519424614,0.00899552145891386,1.3641814065167746,0.8487878404577052,-0.049244201022354966
+Semantic Web Protocol,2.461362936123116,-1.814051701656399,1.7013537479503231,-0.16138611338180459,-0.3581512669141107
+Senatus Consultum,-1.2905859368940122,-4.1835726657916075,-1.654960220904066,-0.4164871873491112,1.1507453428154901
+Seven Ancestor Teachings,-0.8118806861272804,-0.5320211932570432,0.2386701170063816,-0.6161004595389413,0.6323452510255594
+Shadbush Tree Planting,1.1339443559806972,-2.26858288295975,0.6358761581473874,1.1682461079739956,0.8036590304568757
+Shipping Container Protocol,3.750213067339852,0.30623002475102706,-0.15358938319510743,0.35093567713978174,0.3127453971145513
+Shorthand Transcription,-0.8123374188667,-0.08881462067764508,1.0342163816887076,-3.048195549294482,-1.0465857471008777
+Sign Language Interpretation Protocol,0.022829341256286693,1.494782669704502,0.07764774153951357,-0.11466313045197422,-2.5277250040452857
+SILENT/LISTEN Protocol,2.44093184923836,0.15324162072693348,-0.2857639277123032,0.7010301611427269,-0.6854839775203215
+Silhouette Creation,-2.0422566543193668,3.3663672385117644,3.134013892663546,-1.7771273038864095,2.2788886110289726
+Silicon Valley Exit,0.3041431481299479,0.20661941581329543,1.517366958460887,0.3061159216014488,0.8458870796579461
+Silicon Valley Model,-1.752480327074276,0.6045400525810669,0.08725631501764859,0.6809820066546511,0.5375836499855539
+Simplan Credit Card System,2.1892279552714724,-0.20302401319873253,-1.355233401058094,0.993680240814618,-0.30393853951882377
+Sin Protocol (Ignatian),2.9472152169971277,-0.6701920519022766,-0.4253041767994136,-0.11315652138259262,-1.0525307617364066
+Six-Day Work Week,1.5423441567301786,-0.670815201353779,2.084349085868271,0.551804915527201,0.0778161882892248
+Social Entrepreneurship,-1.9560650806430298,0.9194288430064461,-0.536800844438021,0.12718527633950436,0.3876721375229541
+Socratic Method,-2.015387291929269,2.739810409529114,-1.715354062192989,1.2435502552529865,1.485773499712244
+Songlines,0.46793399188460294,-1.6016575926615735,-1.6302639577952616,-0.44964001727581576,-0.6413706985826378
+Sonic Engineering Protocols,-1.0566438459128942,2.4294099227446972,-0.9882499299655596,2.1357941195996157,0.42859550810274555
+Spam/Dilution Tactics (Content Disruption Protocol),-2.077103295683136,3.2720930134385973,0.8202533161483864,-2.2618777708338227,1.5721832395354767
+Staking Protocols,1.211242947928256,0.4918766583007166,-1.2938312650484456,-0.458431669778155,0.6380974410066006
+State-Sponsored Interference Protocol,-1.5151629293805782,-1.4971480565834163,-0.646373648814888,1.64835728108102,-0.1326211001113089
+Stenography Protocols,-4.4910988061318795,0.06494128962219554,0.7904588274022363,-0.8460299185643426,-0.5216590740475383
+Stereographic Exchange,-4.790990355424546,0.2787017414717048,-0.2527094765088542,1.5464662581858941,-0.25506666200461925
+Stock Exchange Trading Halt Protocol,2.8009710956548295,2.065234597470038,0.06893904105538376,0.26993224191831816,-0.2893194303062583
+Submission of Exclusive Privileges,-0.9277554574805376,0.7840151827541195,-1.1989625481086756,-0.3807810829051969,-0.08655282175120979
+Succession Protocols,-1.0661869059354498,1.2714469876626389,0.19678265616749452,-0.9124572630028711,0.22639519631499821
+Sustos Retrieval,1.0057846261234455,-1.6791512297179576,2.59713190679102,-2.2450658152252987,-1.1743436371301457
+Swiping,4.268715561890489,0.06909139601907956,-0.7224224768149189,1.3693763473930018,-0.4650257360562403
+Systematic Experimental Self-Observation,-0.22475680018776906,-3.741355237273595,-1.9247582535267935,-1.1546977366520368,0.7063745883532367
+SZ Journalists' Note-Taking Protocol,3.8492276362322695,-0.01153849660104081,0.457686424863453,0.7606194593103603,0.037192175002659866
+Tarot Card Interpretation,0.0543334071877772,2.330112671233053,-1.9043938668481322,-0.17043800805079484,-1.8718881276042107
+TCP/IP,1.6669134480115875,1.1588847001501719,0.5166437053523787,0.48240776429171905,1.4029735175475126
+Teaching Protocol (Paulo Freire),-2.4285285047097003,-0.8798324064102057,-0.6710196065444675,-0.8021661146622056,-2.1147872619649757
+Technical-Political Distinction Protocol,-0.5165695640433933,-0.9003239756513136,0.008732775689817344,0.28709839972321455,-1.3993446585256732
+Territory Acknowledgement,-1.4312539224290333,2.356876399417944,-1.26881321986893,-0.35348070203338894,-0.3075665378078046
+Theocracies,-0.48005403943133773,0.2399654409674362,1.3306273530712838,-0.15021407130775902,3.46816825717506
+Think Aloud Protocol,-2.256628999288287,-1.626655548342657,-1.9617288274657352,0.7962353626668838,-0.026193208478137026
+Threshold Forgetting Protocols,1.642097514808132,0.7228363717719122,-0.13598845072333438,-1.4451789132924335,-0.15758963663209344
+Time Distribution via Gun Time,0.653662737969993,-0.6509733070340226,2.211105438328402,1.2205474050627925,-0.46807960435844564
+Time Zone Standardization,1.6462247533556191,-1.135394496506491,1.92373765072925,0.3154750651639656,0.4629807831267213
+Timekeeping for Activities (Yin/Yang Hours),-4.117704562944392,3.281479061695646,-0.08585778058187825,0.7016190963847141,-0.8136521382926866
+Tjukurpa (Dreaming Stories),2.2363380507816095,-1.758094822268523,1.0202057166143608,1.461038562471511,0.2781067316028723
+Tobacco Offering Protocol,-2.271973199707451,-3.5880588360788637,0.23464650982482826,0.6347582691286948,1.3165593825528499
+Totalitarian Hospitalization Protocol,-0.3466852802461687,-2.0250565770584648,1.018209840142887,-0.37639185231020605,-0.45376976080228776
+Toyota Killswitch Protocol,-1.0506059846290972,-1.867622655643514,2.121637461058443,2.583586120777935,0.9161403714129144
+Traffic Signals,-1.7614167885545604,-2.1329865608880816,1.7376056278482992,1.5979660769141155,0.44998696282174483
+Translation Correction Protocol,-0.4094227210308297,0.3609980180558166,-0.852505556721472,1.4202834737008108,-0.14113544809223869
+Tribal Council Research Permit,-3.418504279131501,1.3370731285075956,0.5207275121036604,2.0824369030251315,1.233911970036593
+Tribal Protocols of the Cultural Resources Program,4.427579112126069,0.43371438707478077,0.7896076059818613,0.35612997822748604,0.7954639175829747
+Truth and Reparations Commission Protocols,-0.15454174524285477,-1.3306827982942027,2.7888400915335,-0.7054837549612535,0.457839328060229
+TSA Airport Security,-0.3451950326365568,-3.2331106078561582,-2.0018483283024096,-1.891960977715802,0.780003750358408
+Ultimate Frisbee Gameplay,2.2035681095377235,1.7938143895585057,-1.4857875711348174,0.20387397427843762,0.383607154011031
+Underground Resistance's Bandana Protocol,-0.008779709417752503,-1.900029114143416,0.23336770416636796,0.9944728945588914,0.4935111708260898
+Uniform Resource Locator (URL) Protocol,0.5768321872492277,-0.8175781685870983,-1.2717981753835963,1.5532016937346864,1.2599703165167249
+Uninsurable Protocol,2.7128801438528116,1.5662860472384785,-0.7509636642465588,-0.6234181756127805,0.9335736507345511
+Unionized Worker Right to Strike,-1.5468466530235205,-1.6039701807009608,-2.075048595214302,-1.1792411764482598,1.0688893135661368
+Urban Rewilding Protocol,3.409791365299443,0.3334223308804384,0.7290629599807752,-0.08221122147961735,-0.6632475037092033
+Urine-Hormone-Extraction-Action,-1.6810914331162623,0.967650243435505,2.3277189826031695,-2.1250620127730606,-2.0589061787584053
+USB-C Connector Protocol,-2.2500631746123347,0.8244335905623429,-0.18862656772680356,1.9920464094400177,-0.942532410008052
+Vibe Culture,-1.969819477431887,-2.3895236370378483,-1.0684672969809828,0.3149369411193836,-0.838392410803383
+Victorian Room Design (Enclosure),2.089869122411508,-1.528705980157478,0.03737149540278505,-0.13599474976070963,0.020170910205889514
+Video Game Tournament Disqualification Protocol,3.698778564629156,-1.0997452150742797,1.5623861628863103,0.5892105680789401,0.5252944666008733
+Vienna Convention (Diplomatic Law),2.2206289714770175,-1.345195369964875,-1.1107936084152963,-0.3339480915863717,0.4359927739718798
+Vigil for Murdered Environmentalists,0.7797291315784962,1.966303659298284,1.937593790708045,-1.7709446893912304,-0.44361081092069143
+Vogue'ology,1.5140450893663004,-0.23737143950096656,-1.7887549504559337,0.8020956141528587,-0.225737946705287
+VPN Usage (Circumvention Protocol),-2.8328875744892676,2.9332190811162833,-1.1919990886919496,-0.0307526656837176,-2.399490593915058
+Wampum Belt Bead Code,-2.435642941884399,1.3287830952158066,-0.7159958793012378,-0.0035850978335193818,-1.2569902026696531
+Web Protocols,-1.1889994658239276,-2.310354697891662,-0.9070198040302592,-1.098061502017088,0.594406276788501
+Westphalian System,-1.928400475689762,1.4447732999154888,-0.4144577013174082,2.2607421902746636,0.6563500737736001
+White Cube Presentation Protocol,3.4334736596193176,2.998023442637391,-0.07466223923653396,-0.00996026620132854,-1.2597570244076939
+Whitworth Screw Thread Protocol,-3.1938264913834127,2.6832888418880922,-0.5069548138014754,-0.9424175994361894,-1.2861472414888722
+Windrush Generation Protocols,-2.680781181838698,0.2864900492477562,0.7251757410173245,-0.9327172953065195,-0.9608556689672226
+Witness Interaction Protocol,0.15210237807938412,1.2429293341646077,-2.0888412748839373,-2.007857915789492,0.4980339032136519
+World Zionist Congress,-1.7057382532707137,3.68655798350206,0.4535078527484356,0.6915673024134398,2.3895189152462772
+Würzburg Psychology's Experimenter-Guided Observation,3.041648792314377,0.7922680878326845,-0.9043798045124839,-1.0556557671217812,0.9039166023625709

analysis/data/synthetic_1.4.0/analysis/data/pca_loadings.csv

@@ -0,0 +1,24 @@
+PC1,PC2,PC3,PC4,PC5
+0.17603040836939365,0.25577443447148324,0.20192367271433723,-0.02724770014949911,-0.19076209253798465
+0.20719905985952736,0.2496870418886752,0.02289576311224875,0.12267224382136245,-0.01857095175869279
+0.3387287645550445,0.03496366042450647,0.13787964609508155,-0.057404033293310945,-0.019496056984008248
+0.15182217280870797,-0.11088620810578512,-0.2420804380546641,0.20013503350421755,0.4517590010121024
+0.3102734820793365,0.007361702500670382,-0.13578840363550096,0.24386644859201942,-0.008612402766314694
+0.04669354985022542,0.17596439271005712,0.30846822691825454,0.4808996537697875,-0.13631337061756146
+-0.04367599258813164,0.17337865810404235,0.5027258821909353,0.10702376975245677,0.09374179338160059
+0.09023530912695019,0.26935587989864224,0.06162477266541159,-0.10574081520288847,0.4868476822019108
+0.13775778180706238,0.052254748103134595,0.39535701968954995,-0.16924257955488411,-0.01848382833579362
+-0.261472188421959,0.026764024493639793,0.007175824504940855,0.28378581189333985,0.24655744878264566
+-0.266221063043729,0.011558784923252236,-0.15780470921980122,0.17501869443030849,0.20711469437748864
+0.12857244059652603,-0.08205640418459606,0.3033738487284233,-0.09041498312242778,0.4077934277830544
+0.26659821036067394,0.0967614833816398,-0.12056491345237451,-0.22215091381580765,-0.1281850541561486
+0.29466068819447827,-0.047633775063851795,-0.1023206394344765,-0.03464468894376448,-0.16095700489343723
+0.12749887244420904,0.2759826461800364,-0.3103046137671733,-0.04954824267268945,0.21182814708025297
+0.23850217564229362,-0.21302426132053542,-0.06759809475085118,0.01698664513256114,-0.11955018017403167
+-0.021362789380476616,0.4303628765387124,-0.15444429397970766,-0.14499453413789673,-0.06101067259160991
+0.10376096160675172,0.35641377628871174,-0.14985654901307785,0.3083225781826101,-0.036560589359291074
+0.16372791176191198,-0.2376426654228699,0.20299483010384825,0.2922722292933096,0.11676991107948896
+0.27190182529973383,0.1874630525851777,-0.12367672878848895,0.22245320378656258,0.01371273163887892
+0.27407521809756313,-0.2641869447064654,-0.03487622317122781,0.040568694927981985,0.14079343465602076
+0.2945748480595921,-0.2246478080567278,0.005280443080099659,-0.1607772331155524,0.14146369449906707
+0.012443972746156606,-0.2397397623573655,-0.08802937926760028,0.3843445631224253,-0.2525703419574543

analysis/data/synthetic_1.4.0/analysis/data/protocol_averages.csv

@@ -0,0 +1,412 @@
+Descriptor,average,n_gradients_scored
+Form-Based Interaction Protocol,2.9130434782608696,23
+Bertillonage,3.0434782608695654,23
+Minutes of Council of Ministers,3.1739130434782608,23
+Seating Arrangements Protocol,3.217391304347826,23
+Chronometer Usage Protocol,3.217391304347826,23
+German Bureaucratic Prose,3.3043478260869565,23
+Proof of Work Consensus,3.347826086956522,23
+Imperial Grace Awarding,3.391304347826087,23
+Royal Access Protocol,3.391304347826087,23
+Office Space Survey Protocol,3.4782608695652173,23
+Observational Science Protocols,3.5217391304347827,23
+Submission of Exclusive Privileges,3.5217391304347827,23
+Chancery Ceremonies,3.5217391304347827,23
+Imperial Mark Protocol,3.5217391304347827,23
+Building Codes,3.5652173913043477,23
+European Hoff Ceremonial Protocol,3.608695652173913,23
+Audience Recording Protocol,3.608695652173913,23
+Insurance Claim Protocol,3.652173913043478,23
+Islamic Prayer Rituals,3.6956521739130435,23
+Code of Criminal Procedure Protocol,3.6956521739130435,23
+Coordinated Universal Time (UTC),3.6956521739130435,23
+Flag-Raising/Lowering Protocols,3.739130434782609,23
+Nuclear Protocols,3.739130434782609,23
+Theocracies,3.739130434782609,23
+Photographic Standardization,3.782608695652174,23
+Communication Protocols (Cold War),3.782608695652174,23
+Ennoblement Protocols,3.782608695652174,23
+Islamic Dietary Laws,3.782608695652174,23
+Eichmann Trial Protocol,3.8260869565217392,23
+Succession Protocols,3.8260869565217392,23
+Criminological Discourse Protocols,3.8260869565217392,23
+Reporting Conventions for Election Integrity,3.869565217391304,23
+Ethereum Proof of Work,3.869565217391304,23
+Military Drill Techniques,3.9130434782608696,23
+Gold Standard,3.9130434782608696,23
+Capital Markets Opening and Closing Times Protocol,3.9130434782608696,23
+Westphalian System,3.9565217391304346,23
+Protocol for Good Death,4.0,23
+Protocol for Academic Science,4.0,23
+Royal Protocols,4.0,23
+Victorian Room Design (Enclosure),4.0,23
+International Meridian Conference,4.043478260869565,23
+World Zionist Congress,4.043478260869565,23
+Sacrament of Eucharist,4.043478260869565,23
+Borgesian Aleph Construction,4.043478260869565,23
+Decision-Making within the Cabinet,4.043478260869565,23
+Military Protocols,4.043478260869565,23
+Time Zones,4.043478260869565,23
+Decision-Making Process in Case of Disagreement,4.086956521739131,23
+Minute Book Recording Protocol,4.086956521739131,23
+Reykjavik Protocol,4.130434782608695,23
+House Addressing (Tax Collection/Conscription),4.130434782608695,23
+Language Regulation,4.130434782608695,23
+Disciplinary Procedure Protocol,4.130434782608695,23
+Petition Submission,4.130434782608695,23
+Uniform Resource Locator (URL) Protocol,4.173913043478261,23
+Würzburg Psychology's Experimenter-Guided Observation,4.173913043478261,23
+Bitcoin Protocol,4.173913043478261,23
+NSU Trial Protocol,4.217391304347826,23
+Navigational Protocols,4.217391304347826,23
+Piece Wage System,4.217391304347826,23
+Whitworth Screw Thread Protocol,4.217391304347826,23
+Lift and Transfer Protocol,4.217391304347826,23
+Observational Documentation Protocol (Secret Services),4.217391304347826,23
+Crisis Communication Protocols (Cold War),4.260869565217392,23
+Command and Control,4.260869565217392,23
+Silhouette Creation,4.260869565217392,23
+ARPANET Protocols,4.304347826086956,23
+Minute-Taking Protocol,4.304347826086956,23
+Racist Protocols,4.304347826086956,23
+QWERTY Keyboard Protocol,4.3478260869565215,23
+Ethereum Proof of Stake,4.3478260869565215,23
+Benefit Application Procedures,4.3478260869565215,23
+Time Zone Standardization,4.3478260869565215,23
+TCP/IP,4.3478260869565215,23
+White Cube Presentation Protocol,4.3478260869565215,23
+Vienna Convention (Diplomatic Law),4.3478260869565215,23
+Arendt's Reporting Protocol,4.391304347826087,23
+Police Intervention Protocol,4.391304347826087,23
+Blueprint Protocol,4.391304347826087,23
+Kraftwerk's Aesthetic Minimalism,4.434782608695652,23
+Mass Surveillance Protocols,4.434782608695652,23
+Manifest Destiny,4.434782608695652,23
+Information Campaign (Nationalist Commentators),4.434782608695652,23
+Early Fatality Reporting,4.478260869565218,23
+Petitioning for Privileges,4.478260869565218,23
+Totalitarian Hospitalization Protocol,4.478260869565218,23
+Gold Coinage,4.521739130434782,23
+Airport Security Procedures,4.521739130434782,23
+Proof of Stake Consensus,4.521739130434782,23
+Carriage Dispute Protocol,4.521739130434782,23
+Diplomatic Protocol,4.521739130434782,23
+Meeting Scheduling,4.521739130434782,23
+Difficulty Bomb (Ethereum),4.521739130434782,23
+Currency Ledgers,4.565217391304348,23
+Stock Exchange Trading Halt Protocol,4.565217391304348,23
+Corporate Contracts,4.565217391304348,23
+Lift and Transfer Protocol,4.565217391304348,23
+Scent-Free Attendance,4.590909090909091,22
+Conciliatory Chairman Intervention Protocol,4.608695652173913,23
+Basel Program,4.608695652173913,23
+Traffic Signals,4.608695652173913,23
+Staking Protocols,4.608695652173913,23
+Legal Protocol (General),4.608695652173913,23
+Model 500's Detroit Techno Identity,4.608695652173913,23
+Mundaneum Protocol,4.608695652173913,23
+Council of Ministers Meetings,4.608695652173913,23
+Protocol of the Elders of Zion,4.65,20
+Hotline Communication Protocol,4.6521739130434785,23
+Rust Programming Language Principles,4.6521739130434785,23
+Embossing Protocol (BankAmericard),4.6521739130434785,23
+Translation Correction Protocol,4.6521739130434785,23
+Shipping Container Protocol,4.6521739130434785,23
+Meeting Protocol (Museum),4.695652173913044,23
+Police-led Information-Gathering Network,4.695652173913044,23
+International Organization for Standardization (ISO),4.695652173913044,23
+Email Services,4.739130434782608,23
+Protocol Analysis (Ericsson & Simon),4.739130434782608,23
+USB-C Connector Protocol,4.739130434782608,23
+College Enrollment,4.782608695652174,23
+DNS,4.826086956521739,23
+Protocol of Operational Closure,4.826086956521739,23
+Birth Registration (City Hall),4.826086956521739,23
+Election Reporting Conventions,4.826086956521739,23
+Rhetorical Canons,4.826086956521739,23
+Tribal Protocols of the Cultural Resources Program,4.826086956521739,23
+Coal Dust Mitigation,4.826086956521739,23
+Imperial Family Interactions,4.869565217391305,23
+NAGPRA,4.869565217391305,23
+Sonic Engineering Protocols,4.869565217391305,23
+Dust Suppression Efforts,4.869565217391305,23
+Physiognomic Interpretation,4.869565217391305,23
+Mapping & Charting Protocols,4.869565217391305,23
+Commemorative Coin Protocol,4.913043478260869,23
+Crash Protocol,4.913043478260869,23
+CubeSat Protocol,4.913043478260869,23
+Memorization Palaces,4.913043478260869,23
+De umbrias ideareum (Bruno’s Memory Seals),4.913043478260869,23
+Ethereum DAO Withdrawal Protocol,4.913043478260869,23
+Sellers Screw Thread Protocol,4.913043478260869,23
+Authority Assertions via Linguistic Precision,4.913043478260869,23
+Corridor Design (Government Buildings),4.956521739130435,23
+Xanadu Protocol,4.956521739130435,23
+Video Game Tournament Disqualification Protocol,4.956521739130435,23
+Bell Pit Spacing,5.0,23
+Sacrament of Reconciliation,5.0,23
+League of Nations,5.0,23
+Grid-Based Urban Planning,5.043478260869565,23
+Mecanno Kit,5.043478260869565,23
+Six-Day Work Week,5.043478260869565,23
+EIP (Ethereum Improvement Proposal),5.043478260869565,23
+SZ Journalists' Note-Taking Protocol,5.043478260869565,23
+Philanthropic Foundation Advocacy Protocol,5.086956521739131,23
+Threshold Forgetting Protocols,5.086956521739131,23
+Dating Websites (Pre-App),5.086956521739131,23
+Stenography Protocols,5.086956521739131,23
+TSA Airport Security,5.086956521739131,23
+Shorthand Transcription,5.130434782608695,23
+Peer Review,5.130434782608695,23
+Michi Saagiig Clan Introduction,5.130434782608695,23
+City-States,5.130434782608695,23
+Cloud Data Capturing,5.130434782608695,23
+Patriotic Protocols,5.130434782608695,23
+Swiping,5.130434782608695,23
+Underground Resistance's Bandana Protocol,5.130434782608695,23
+Think Aloud Protocol,5.130434782608695,23
+Memetic Culture,5.173913043478261,23
+Decision-Making via Vote,5.173913043478261,23
+Technical-Political Distinction Protocol,5.173913043478261,23
+Linux Kernel Production,5.173913043478261,23
+Canary Use for Gas Detection,5.173913043478261,23
+Calendar Invite and Alarm System,5.173913043478261,23
+Noon-day Gun Protocol,5.173913043478261,23
+Paris Agreement,5.173913043478261,23
+COVID-19 Mask Mandate Protocols,5.173913043478261,23
+COVID-19 Pandemic Protocols,5.173913043478261,23
+Rhymes and Syllabic Rhythm,5.217391304347826,23
+Pedestrian Traffic Rules Protocol,5.217391304347826,23
+Public Health Behavioral Guidelines,5.217391304347826,23
+Political Discourse Protocol,5.217391304347826,23
+Semantic Web Protocol,5.217391304347826,23
+Roman Senate Advisory Decree,5.217391304347826,23
+Silicon Valley Exit,5.217391304347826,23
+Intangible Cultural Heritage Department Protocols,5.217391304347826,23
+Climate Treaties,5.260869565217392,23
+Gas Testing with Candle,5.260869565217392,23
+Ethereum Protocol,5.260869565217392,23
+Protocol of Tjukurpa (Dreamtime Instructions),5.260869565217392,23
+COVID-19 Regulations,5.260869565217392,23
+Longitude Determination Protocols,5.304347826086956,23
+Layer 2 Scaling Solutions,5.304347826086956,23
+Systematic Experimental Self-Observation,5.304347826086956,23
+Evidence-Based Debates,5.304347826086956,23
+Discernment of Spirits,5.3478260869565215,23
+Arranged Marriage,5.3478260869565215,23
+Network State Founder Protocols,5.3478260869565215,23
+Truth and Reparations Commission Protocols,5.3478260869565215,23
+Medical System (US),5.3478260869565215,23
+Deliberative Analyses,5.391304347826087,23
+Petition Submission and Review,5.391304347826087,23
+Greenwich Mean Time,5.391304347826087,23
+Artisanal Marketing Protocol,5.391304347826087,23
+Handwashing,5.391304347826087,23
+Oral Communication Preferences,5.434782608695652,23
+OODA Loop,5.434782608695652,23
+Community Land Acknowledgement Protocol (Gallery),5.434782608695652,23
+Injection Protocol,5.434782608695652,23
+Senatus Consultum,5.434782608695652,23
+Political Thriller/Police Movie Protocol,5.434782608695652,23
+Tjukurpa (Dreaming Stories),5.434782608695652,23
+Buddhist Monastery Protocols,5.478260869565218,23
+Unionized Worker Right to Strike,5.478260869565218,23
+Time Distribution via Gun Time,5.478260869565218,23
+CRISPR,5.478260869565218,23
+Spam/Dilution Tactics (Content Disruption Protocol),5.521739130434782,23
+Drift Mine Slope Excavation,5.521739130434782,23
+Ministerial Conferences,5.521739130434782,23
+High-Frequency Trading Protocol,5.565217391304348,23
+Halal and Gluten-Free Food Options,5.565217391304348,23
+ActivityPub Protocol,5.565217391304348,23
+Islamic Memorization,5.608695652173913,23
+Annual Feasts,5.608695652173913,23
+Department Council Protocols,5.608695652173913,23
+Flux Divergence,5.608695652173913,23
+Detroit Techno Music Performance Protocols,5.608695652173913,23
+Robert Musil’s Protocol of Critical Assessment,5.608695652173913,23
+Windrush Generation Protocols,5.608695652173913,23
+Cowrie Bead Currency,5.608695652173913,23
+Profile Photo Change (Symbolic Participation Protocol),5.608695652173913,23
+Hypertext/Hypermedia Protocol,5.6521739130434785,23
+BankAmericard Distribution Protocol,5.6521739130434785,23
+Kleros Dispute Resolution Protocol,5.6521739130434785,23
+Human Rights,5.6521739130434785,23
+Secular Lunar Calendar,5.6521739130434785,23
+Child Discipline (Spanking/Grounding),5.6521739130434785,23
+Canonical Bridge Protocols,5.6521739130434785,23
+DNA Testing Kits,5.6521739130434785,23
+Literary Genre Conventions (General),5.6521739130434785,23
+Simplan Credit Card System,5.6521739130434785,23
+Timekeeping for Activities (Yin/Yang Hours),5.6521739130434785,23
+Protocol for COVID Masking,5.6521739130434785,23
+Dating Apps,5.695652173913044,23
+Diaries (Experimental Soul Studies),5.695652173913044,23
+Hats Protocol,5.695652173913044,23
+New York Garment Worker Strike Protocols,5.695652173913044,23
+Performance of Transparency,5.695652173913044,23
+Sin Protocol (Ignatian),5.695652173913044,23
+Elevator Button Addressing,5.739130434782608,23
+Community Lore Protocols,5.739130434782608,23
+Political Protocols (Arendt & Schmitt),5.739130434782608,23
+HyperCard Protocol,5.739130434782608,23
+Knotted Cord Alarm Protocol,5.739130434782608,23
+Script Provision Protocol,5.739130434782608,23
+Introduction Protocol,5.739130434782608,23
+Pipe Ceremony Protocol,5.782608695652174,23
+Art Historical/Curatorial Validation Protocol,5.782608695652174,23
+Tribal Council Research Permit,5.782608695652174,23
+Bristlemouth Protocol,5.782608695652174,23
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,5.826086956521739,23
+Proactive Suggestion Protocol,5.826086956521739,23
+Reporting of Financial Status,5.826086956521739,23
+Facebook Protocol,5.826086956521739,23
+Dinner Etiquette,5.826086956521739,23
+MEV (Maximal Extractable Value),5.826086956521739,23
+Fundamental Cause Investigations,5.826086956521739,23
+Vigil for Murdered Environmentalists,5.826086956521739,23
+Web Protocols,5.869565217391305,23
+Wampum Belt Bead Code,5.869565217391305,23
+Automobile Driver Warning Protocol,5.869565217391305,23
+Memory Wheels,5.869565217391305,23
+Compost-Based Ritual Protocols,5.869565217391305,23
+Dispute Resolution Through Mediation,5.869565217391305,23
+Protocol of Kinship,5.869565217391305,23
+Public Enemy’s Political Activism,5.869565217391305,23
+Quadratic Voting,5.869565217391305,23
+International Law (as Protocol),5.913043478260869,23
+Naming Protocols (Land Acknowledgements & Introductions),5.913043478260869,23
+"""Open Publishing",5.913043478260869,23
+Face-Restoring Protocol,5.913043478260869,23
+Keeping in Touch (Return Visits),5.913043478260869,23
+Songlines,5.913043478260869,23
+Chronicles of Suffering (Thirty Years' War),5.913043478260869,23
+NLS Protocol,5.913043478260869,23
+Protocol of Targeted Killing,5.954545454545454,22
+Hundred Gradations Incense Seal Protocol,5.956521739130435,23
+MFA Seminar Protocols,5.956521739130435,23
+I Ching Protocol,5.956521739130435,23
+Stereographic Exchange,5.956521739130435,23
+Clan Identification,5.956521739130435,23
+VPN Usage (Circumvention Protocol),6.0,23
+Urban Rewilding Protocol,6.0,23
+Protocol Departure in Creative Writing,6.0,23
+Marginal Note Usage,6.0,23
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),6.0,23
+Choose Your Own Adventure Protocol,6.0,23
+Content Moderation Standards,6.0,23
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,6.0,23
+ResearchHub Model,6.043478260869565,23
+Pale Fire Protocol,6.043478260869565,23
+Bamboo Sales (Village Artisan Example),6.043478260869565,23
+State-Sponsored Interference Protocol,6.043478260869565,23
+Job Interview Protocol,6.043478260869565,23
+Anishinaabeg Visiting Protocols,6.043478260869565,23
+Clinical Trial Design,6.086956521739131,23
+LK-99 Replication Craze,6.086956521739131,23
+Socratic Method,6.086956521739131,23
+Cover Letter (Early Credit Agreements),6.086956521739131,23
+Shadbush Tree Planting,6.086956521739131,23
+Mutual Exchange Practices,6.086956521739131,23
+Pagamento (Payback),6.086956521739131,23
+Social Entrepreneurship,6.130434782608695,23
+Silicon Valley Model,6.130434782608695,23
+Access-Centered Practices,6.130434782608695,23
+Lenin's Revolutionary Organization Protocol,6.130434782608695,23
+Exit to Community Model,6.173913043478261,23
+Coordinatizing Scientific Observation,6.173913043478261,23
+Diaries (Puritan & Pietist),6.173913043478261,23
+Abdication Protocol,6.173913043478261,23
+Autonomous Worlds (0xPARC framework),6.173913043478261,23
+RFC Process,6.173913043478261,23
+Planting Tree Protocols,6.217391304347826,23
+Lingua Franca,6.217391304347826,23
+Column Chromatography,6.217391304347826,23
+Environmental Vigil Protocols,6.260869565217392,23
+Rhizomatic Urban Farm Expansion Protocol,6.260869565217392,23
+Incense Clock Protocol,6.304347826086956,23
+Lemon Balm Protocol,6.304347826086956,23
+Open Source Protocols,6.304347826086956,23
+Quilting Practices,6.304347826086956,23
+ASL Provision Protocol,6.304347826086956,23
+Circular Movement Protocol,6.304347826086956,23
+Network Nations Protocols,6.304347826086956,23
+Access Check-in,6.304347826086956,23
+Anishinaabeg Knowledge Sharing Protocols,6.3478260869565215,23
+Sign Language Interpretation Protocol,6.3478260869565215,23
+Bartleby Protocol,6.391304347826087,23
+Oblique Messaging/Editing (Content Circulation Protocol),6.391304347826087,23
+Artistic Collaboration,6.391304347826087,23
+Sustos Retrieval,6.434782608695652,23
+Uninsurable Protocol,6.434782608695652,23
+Nishnaabeg Storytelling Traditions,6.434782608695652,23
+Vibe Culture,6.434782608695652,23
+Office Request Protocol,6.434782608695652,23
+Marronage,6.434782608695652,23
+Tobacco Offering Protocol,6.434782608695652,23
+House Style,6.478260869565218,23
+Listening Protocols,6.478260869565218,23
+Extinction Rebellion Affinity Networks Protocols,6.478260869565218,23
+Publishing Protocols,6.478260869565218,23
+Distributed Cooperatives (DisCOs),6.478260869565218,23
+Deep Listening,6.478260869565218,23
+African Futurist Escape,6.521739130434782,23
+Participatory Studies (Seed Oils),6.521739130434782,23
+Food Localization Protocol,6.521739130434782,23
+Open Source Estrogen,6.521739130434782,23
+Protocol for Evaluating Clock Protocols,6.521739130434782,23
+Handshake,6.565217391304348,23
+DIY Hormone Detection,6.565217391304348,23
+Flint Arrowhead Manufacturing Protocols,6.565217391304348,23
+Bilderatlas Mnemosyne (Warburg’s Method),6.608695652173913,23
+Environmental Racism Protocols,6.608695652173913,23
+Offering Alternative Respect Tokens,6.608695652173913,23
+Drexciya's Sonic World Building,6.608695652173913,23
+Funeral Rituals,6.6521739130434785,23
+Communal Altar Creation,6.6521739130434785,23
+Music Genre Protocols,6.6521739130434785,23
+Abolitionist Practice Protocol,6.695652173913044,23
+SILENT/LISTEN Protocol,6.695652173913044,23
+Deep Fake Generation Protocols,6.695652173913044,23
+Narrative Blogging Protocols,6.695652173913044,23
+Goffman's Interactional System Protocol,6.695652173913044,23
+Ecology Protocols (Local Knowledge),6.739130434782608,23
+Black Poethics,6.739130434782608,23
+Toyota Killswitch Protocol,6.739130434782608,23
+Mutual Aid Swarm Protocol,6.739130434782608,23
+Ethnographic Containment,6.739130434782608,23
+Witness Interaction Protocol,6.782608695652174,23
+Urine-Hormone-Extraction-Action,6.826086956521739,23
+Cooking Practices,6.826086956521739,23
+Neighborhood Food Distribution Festival Protocol,6.826086956521739,23
+Relationship-Building in Deaf Community,6.826086956521739,23
+Black Feminist Protocols,6.869565217391305,23
+Vogue'ology,6.869565217391305,23
+Black Time Belt,6.869565217391305,23
+Tarot Card Interpretation,6.869565217391305,23
+Pickup Basketball/Soccer Games,6.913043478260869,23
+YES-HER Yeast Biosensors,6.913043478260869,23
+Participatory Guarantee Systems (PGS),6.913043478260869,23
+Myal Protocols,6.956521739130435,23
+Territory Acknowledgement,7.0,23
+Plantationocence,7.043478260869565,23
+Childbirth Protocols (Local Knowledge),7.043478260869565,23
+Teaching Protocol (Paulo Freire),7.043478260869565,23
+Protocol of Reclamation,7.130434782608695,23
+Protocol for Dance Collaboration,7.130434782608695,23
+Means Without Ends,7.130434782608695,23
+Ancestral Spirit Possession,7.173913043478261,23
+Afrofuturism,7.173913043478261,23
+Ultimate Frisbee Gameplay,7.173913043478261,23
+Pop-up Village Protocols,7.217391304347826,23
+Seven Ancestor Teachings,7.217391304347826,23
+Gestural Warning Protocol,7.217391304347826,23
+Occupying Vacancy Protocol,7.217391304347826,23
+Sangoma Healing Practices,7.260869565217392,23
+Doubloon Game Protocol,7.304347826086956,23
+Prime Meridian Unconference,7.3478260869565215,23
+Milking Apparatus,7.3478260869565215,23
+Gynepunk,7.391304347826087,23
+Public Amateurism,7.391304347826087,23
+Alusi Trance (African Futurism),7.434782608695652,23
+Access Intimacy Protocol,7.695652173913044,23

analysis/data/synthetic_1.4.0/analysis/data/top_correlations.csv

@@ -0,0 +1,21 @@
+Dimension1,Dimension2,Correlation
+Experience_exclusion_vs_inclusion,Experience_restraining_vs_liberating,0.7138066701310811
+Design_static_vs_malleable,Experience_predictable_vs_emergent,0.6324972604201208
+Design_formal_vs_vernacular,Entanglement_flocking_vs_swarming,0.6003251198445739
+Design_formal_vs_vernacular,Entanglement_self-enforcing_vs_enforced,-0.5952935958345468
+Design_formal_vs_vernacular,Experience_restraining_vs_liberating,0.5618140075146638
+Design_formal_vs_vernacular,Entanglement_sovereign_vs_subsidiary,-0.5465479017383412
+Entanglement_monopolistic_vs_pluralistic,Experience_exclusion_vs_inclusion,0.5424889456316205
+Design_formal_vs_vernacular,Design_static_vs_malleable,0.5339028985030951
+Design_static_vs_malleable,Entanglement_flocking_vs_swarming,0.5294485580574294
+Entanglement_monopolistic_vs_pluralistic,Experience_restraining_vs_liberating,0.5049767328582165
+Entanglement_self-enforcing_vs_enforced,Entanglement_flocking_vs_swarming,-0.4992475327999004
+Design_formal_vs_vernacular,Experience_predictable_vs_emergent,0.491475997771623
+Experience_trust-evading_vs_trust-inducing,Experience_exclusion_vs_inclusion,0.48866844727583303
+Entanglement_sovereign_vs_subsidiary,Entanglement_flocking_vs_swarming,-0.4851786299433361
+Design_static_vs_malleable,Experience_exclusion_vs_inclusion,0.4849632815912461
+Design_formal_vs_vernacular,Entanglement_obligatory_vs_voluntary,0.4829589798855554
+Design_formal_vs_vernacular,Experience_exclusion_vs_inclusion,0.4799437361329782
+Entanglement_sovereign_vs_subsidiary,Entanglement_obligatory_vs_voluntary,-0.47926957539680876
+Experience_crystallized_vs_contested,Experience_predictable_vs_emergent,0.4775934895515632
+Entanglement_flocking_vs_swarming,Experience_predictable_vs_emergent,0.47287847795125554

analysis/data/synthetic_1.4.0/analysis/data/tsne_coordinates.csv

@@ -0,0 +1,409 @@
+Descriptor,TSNE1,TSNE2
+Abdication Protocol,19.872616,7.7075343
+Abolitionist Practice Protocol,15.981938,-0.9507945
+Access Check-in,7.991251,-7.709188
+Access Intimacy Protocol,24.598497,0.9925834
+Access-Centered Practices,7.015673,-1.2478585
+ActivityPub Protocol,-15.662953,-3.2656355
+African Futurist Escape,17.08942,3.1428466
+Afrofuturism,18.759924,3.374845
+Airport Security Procedures,-14.012971,-9.327016
+Alusi Trance (African Futurism),25.013145,0.30788323
+Ancestral Spirit Possession,25.79254,2.021499
+Anishinaabeg Knowledge Sharing Protocols,14.307772,-10.178397
+Anishinaabeg Visiting Protocols,13.656823,-11.443227
+Annual Feasts,11.068579,-7.482388
+Arendt's Reporting Protocol,-18.67274,9.609162
+ARPANET Protocols,-23.489502,-11.8321905
+Arranged Marriage,-5.572982,17.661623
+Art Historical/Curatorial Validation Protocol,2.949054,8.386598
+Artisanal Marketing Protocol,-3.1214406,11.327797
+Artistic Collaboration,11.61727,-3.4484081
+ASL Provision Protocol,2.5504782,-9.052589
+Audience Recording Protocol,-6.9860034,-16.471844
+Authority Assertions via Linguistic Precision,-5.321545,9.688569
+Automobile Driver Warning Protocol,2.6995668,-1.1727291
+Autonomous Worlds (0xPARC framework),12.426614,3.3405626
+Bamboo Sales (Village Artisan Example),16.125237,-10.50786
+BankAmericard Distribution Protocol,-11.870149,7.238135
+Bartleby Protocol,15.617234,7.799976
+Basel Program,-10.366047,8.267037
+Bell Pit Spacing,-17.431559,5.772778
+Benefit Application Procedures,-7.810796,-6.9991393
+Bertillonage,-14.462945,8.688771
+Bilderatlas Mnemosyne (Warburg’s Method),14.549305,8.715394
+Birth Registration (City Hall),-11.352377,-10.026032
+Bitcoin Protocol,-18.181,-2.8511293
+Black Feminist Protocols,14.095286,-4.110691
+Black Poethics,18.490833,4.034047
+Black Time Belt,17.530594,2.3066652
+Blueprint Protocol,-24.132536,6.7601852
+Borgesian Aleph Construction,-7.572596,12.863102
+Bristlemouth Protocol,11.190347,5.2376647
+Buddhist Monastery Protocols,18.219265,-8.89063
+Building Codes,-9.719243,-13.217398
+German Bureaucratic Prose,-10.287572,3.482828
+Calendar Invite and Alarm System,-20.251265,-6.3154154
+Canary Use for Gas Detection,-14.040757,3.9099517
+Canonical Bridge Protocols,-20.09785,-0.13165943
+Capital Markets Opening and Closing Times Protocol,-8.351275,-6.894832
+Carriage Dispute Protocol,-10.399108,14.100825
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),1.9925249,-8.70227
+Chancery Ceremonies,-9.047983,-15.670783
+Child Discipline (Spanking/Grounding),-5.792501,14.318454
+Childbirth Protocols (Local Knowledge),18.087362,-5.4740796
+Choose Your Own Adventure Protocol,9.717862,-1.8626418
+Chronicles of Suffering (Thirty Years' War),23.754389,-8.033837
+Chronometer Usage Protocol,-11.533733,-14.634738
+Circular Movement Protocol,13.821788,-8.718405
+City-States,-1.1179878,-4.989827
+Clan Identification,14.339654,-13.312268
+Climate Treaties,3.153366,2.6633344
+Cloud Data Capturing,-20.981853,-3.3098254
+Coal Dust Mitigation,-16.51154,-9.462018
+Code of Criminal Procedure Protocol,-8.041152,-13.961123
+College Enrollment,-9.576223,-3.8892987
+Column Chromatography,9.876498,12.9557905
+Command and Control,-4.8533597,-5.8508925
+Commemorative Coin Protocol,-9.509312,7.1436677
+Communal Altar Creation,22.688023,3.1087685
+Communication Protocols (Cold War),-12.137087,11.334036
+Community Land Acknowledgement Protocol (Gallery),0.5796922,-2.98822
+Community Lore Protocols,12.184866,-9.774559
+Compost-Based Ritual Protocols,10.220162,-4.357293
+Conciliatory Chairman Intervention Protocol,-10.297855,-9.055468
+Content Moderation Standards,3.1943963,3.389865
+Cooking Practices,16.76882,-3.0437336
+Coordinated Universal Time (UTC),-20.9773,-10.428569
+Coordinatizing Scientific Observation,-20.002974,1.0792185
+Corporate Contracts,-8.519613,-5.6546245
+Corridor Design (Government Buildings),-18.164349,-8.58771
+Council of Ministers Meetings,-6.584221,-7.3342786
+Cover Letter (Early Credit Agreements),23.402744,-4.8026366
+COVID-19 Mask Mandate Protocols,1.7550988,18.17069
+COVID-19 Pandemic Protocols,1.091713,18.21597
+COVID-19 Regulations,1.5101967,18.608543
+Cowrie Bead Currency,19.398653,-10.844358
+Crash Protocol,-6.749656,-4.9867735
+"""Open Publishing",9.78513,1.4906133
+Criminological Discourse Protocols,-9.171748,-0.03634043
+Crisis Communication Protocols (Cold War),-4.6575537,-8.2236805
+CRISPR,-22.153114,-8.91809
+CubeSat Protocol,-21.268211,-8.977798
+Currency Ledgers,-18.64556,-6.9174232
+Dating Websites (Pre-App),4.8991537,-2.6259453
+De umbrias ideareum (Bruno’s Memory Seals),-22.455526,8.870324
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,11.197953,3.1367943
+Decision-Making Process in Case of Disagreement,-13.739315,12.513575
+Decision-Making via Vote,1.5220397,-2.5805192
+Decision-Making within the Cabinet,-6.3750086,-14.741548
+Deep Fake Generation Protocols,9.771404,9.046494
+Deep Listening,19.701483,-6.759855
+Deliberative Analyses,1.1134729,3.2264283
+Department Council Protocols,-5.7969084,5.983341
+Detroit Techno Music Performance Protocols,9.875918,-13.504004
+Diaries (Experimental Soul Studies),22.973166,-6.9843464
+Diaries (Puritan & Pietist),23.260025,-7.8780518
+Difficulty Bomb (Ethereum),-5.937106,0.7978241
+Dinner Etiquette,8.287818,-11.820416
+Diplomatic Protocol,-5.797452,-5.582192
+Discernment of Spirits,6.054884,-9.473931
+Disciplinary Procedure Protocol,-8.470903,-8.717897
+Dispute Resolution Through Mediation,2.1788442,-6.7805386
+Distributed Cooperatives (DisCOs),13.506619,0.52268314
+DIY Hormone Detection,10.327793,7.9362726
+DNA Testing Kits,-3.4293928,-0.78766656
+DNS,-18.931683,-9.886084
+Doubloon Game Protocol,23.810389,1.7603045
+Drexciya's Sonic World Building,18.534765,-3.2312663
+Drift Mine Slope Excavation,-20.554924,4.9996476
+Dust Suppression Efforts,-14.575948,-9.900965
+Early Fatality Reporting,-14.316516,15.287424
+Ecology Protocols (Local Knowledge),19.039253,-4.124969
+Eichmann Trial Protocol,-11.443528,11.737633
+EIP (Ethereum Improvement Proposal),-14.86627,-4.579105
+Election Reporting Conventions,-7.2120876,2.8176374
+Elevator Button Addressing,0.95854384,5.025765
+Email Services,-11.528352,-1.8849077
+Embossing Protocol (BankAmericard),-22.924881,-6.940827
+Ennoblement Protocols,-7.1615763,-14.078612
+Environmental Racism Protocols,8.225458,0.9383056
+Environmental Vigil Protocols,21.926868,-1.94921
+Ethereum DAO Withdrawal Protocol,-16.606485,-3.2314742
+Ethereum Proof of Stake,-17.929892,-3.7503242
+Ethereum Proof of Work,-25.739798,1.7477252
+Ethereum Protocol,-19.0972,-1.5355561
+Ethnographic Containment,18.888727,5.5877233
+European Hoff Ceremonial Protocol,-9.452039,-14.950329
+Evidence-Based Debates,6.0980487,-3.0035448
+Exit to Community Model,12.605094,1.0721134
+Extinction Rebellion Affinity Networks Protocols,15.113645,0.7390072
+Face-Restoring Protocol,9.802669,-9.15746
+Facebook Protocol,-2.7040472,14.377983
+Petition Submission,-10.161555,6.2714634
+Flag-Raising/Lowering Protocols,-6.8491645,-11.303626
+Flint Arrowhead Manufacturing Protocols,18.55939,-0.72892797
+Flux Divergence,-20.986212,0.71816134
+Food Localization Protocol,12.758495,-0.22865328
+Form-Based Interaction Protocol,-10.105286,-17.021713
+Fundamental Cause Investigations,7.0466166,0.32452
+Funeral Rituals,-1.2727027,5.7320633
+Gas Testing with Candle,12.192026,15.3287735
+Gestural Warning Protocol,27.815136,2.4348714
+Goffman's Interactional System Protocol,20.497374,-6.2895575
+Gold Coinage,-13.131164,-12.338032
+Gold Standard,-8.332368,10.531191
+Greenwich Mean Time,0.61759084,3.8399277
+Grid-Based Urban Planning,-3.3023052,-1.8203949
+Gynepunk,21.951899,1.0614693
+Halal and Gluten-Free Food Options,9.056665,-6.1125474
+Handshake,23.476181,-2.3935478
+Hats Protocol,-1.8539795,-0.31019044
+High-Frequency Trading Protocol,-24.864862,-2.0178907
+Hotline Communication Protocol,-4.1375227,-12.975369
+House Addressing (Tax Collection/Conscription),-9.839192,-6.589447
+House Style,22.3146,7.894248
+Human Rights,0.101209074,1.9878889
+Hundred Gradations Incense Seal Protocol,13.642822,14.411502
+HyperCard Protocol,-20.371523,16.721891
+Hypertext/Hypermedia Protocol,-21.036295,-1.945229
+I Ching Protocol,13.733877,4.9758015
+Imperial Family Interactions,-6.292312,17.6207
+Imperial Grace Awarding,-13.682693,11.287556
+Imperial Mark Protocol,-10.108209,-15.051682
+Incense Clock Protocol,13.527957,14.6221285
+Information Campaign (Nationalist Commentators),-1.1343402,9.921128
+Injection Protocol,-13.150017,-10.253665
+Insurance Claim Protocol,-7.887997,-16.250793
+Intangible Cultural Heritage Department Protocols,-4.2109475,-1.9538373
+International Law (as Protocol),3.8600166,4.51394
+International Meridian Conference,-12.06629,-3.2312777
+International Organization for Standardization (ISO),-14.4986315,-4.613401
+Introduction Protocol,12.325728,-7.8144336
+Islamic Dietary Laws,-7.0693603,-11.903771
+Islamic Memorization,10.421941,-13.6723585
+Islamic Prayer Rituals,-6.1894174,-12.338591
+Job Interview Protocol,-4.551203,16.416756
+Keeping in Touch (Return Visits),13.8665285,-7.947917
+Kleros Dispute Resolution Protocol,10.650391,-0.10568075
+Knotted Cord Alarm Protocol,12.246938,15.381103
+Kraftwerk's Aesthetic Minimalism,-20.102903,9.942514
+Language Regulation,-10.768194,12.190739
+Layer 2 Scaling Solutions,-19.25655,-6.354558
+League of Nations,-7.746345,7.934301
+Legal Protocol (General),-7.335047,-6.7608547
+Lemon Balm Protocol,12.995988,6.7970386
+Lenin's Revolutionary Organization Protocol,11.655696,9.240951
+Lift and Transfer Protocol,-15.4234,-12.492491
+Lift and Transfer Protocol,-14.13179,-1.2256639
+Lingua Franca,12.722535,-2.2434103
+Linux Kernel Production,-14.543103,-5.583143
+Listening Protocols,14.134621,-1.7050387
+Literary Genre Conventions (General),1.7438921,5.2469807
+Longitude Determination Protocols,-16.82494,4.3781114
+Manifest Destiny,-8.913088,13.590569
+Mapping & Charting Protocols,-18.846933,-10.637526
+Marginal Note Usage,1.1074886,7.8979483
+Marronage,19.02046,-8.691667
+Mass Surveillance Protocols,-9.765961,17.761478
+Means Without Ends,21.128704,0.87710875
+Mecanno Kit,5.774322,-6.3371563
+Meeting Protocol (Museum),-11.953471,15.166059
+Meeting Scheduling,-12.084235,15.261838
+Memetic Culture,4.552396,8.71212
+Memorization Palaces,6.337671,-4.944036
+Memory Wheels,14.61277,5.9182453
+MEV (Maximal Extractable Value),5.491097,9.305988
+MFA Seminar Protocols,-2.606152,-9.953175
+Michi Saagiig Clan Introduction,15.518176,-11.79252
+Military Drill Techniques,-10.707127,-7.377156
+Military Protocols,-8.955142,-12.716513
+Milking Apparatus,28.553394,2.7032728
+Ministerial Conferences,-3.760283,-6.6922884
+Minute Book Recording Protocol,-6.31057,-14.973374
+Minute-Taking Protocol,-7.712525,-8.761277
+Minutes of Council of Ministers,-7.91251,-16.575094
+Model 500's Detroit Techno Identity,-20.202059,10.480562
+Mundaneum Protocol,-21.496132,3.5061247
+Music Genre Protocols,20.536987,-8.799762
+Mutual Aid Swarm Protocol,14.978069,-0.82611024
+Mutual Exchange Practices,15.08007,-8.312682
+Myal Protocols,17.533958,-4.4537635
+NAGPRA,-5.9323816,-9.091406
+Naming Protocols (Land Acknowledgements & Introductions),0.278303,-3.9610066
+Narrative Blogging Protocols,25.132923,5.878016
+Navigational Protocols,-14.88454,-10.528688
+Neighborhood Food Distribution Festival Protocol,22.630001,5.5972
+Network Nations Protocols,12.450766,3.0426934
+Network State Founder Protocols,-8.16434,9.009916
+New York Garment Worker Strike Protocols,-4.5155973,3.3915927
+Nishnaabeg Storytelling Traditions,14.417601,-9.6274185
+NLS Protocol,-20.35738,16.725037
+Noon-day Gun Protocol,-13.272353,3.598397
+NSU Trial Protocol,-11.567165,13.054825
+Nuclear Protocols,-9.515679,-0.43522653
+Oblique Messaging/Editing (Content Circulation Protocol),10.134924,7.241756
+Observational Documentation Protocol (Secret Services),-6.4548407,-17.31102
+Observational Science Protocols,-17.570272,-13.440533
+Occupying Vacancy Protocol,22.281254,-0.27934235
+Offering Alternative Respect Tokens,24.33727,7.6540475
+Office Request Protocol,-1.3290946,5.9810486
+Office Space Survey Protocol,-15.594563,-13.73346
+OODA Loop,-21.705732,-2.512342
+Open Source Estrogen,13.40942,3.41661
+Open Source Protocols,9.013258,0.6189614
+Oral Communication Preferences,6.1224136,-2.014124
+Pagamento (Payback),11.14916,-9.691798
+Pale Fire Protocol,16.30844,9.9814825
+Paris Agreement,1.6362475,1.5692422
+Participatory Guarantee Systems (PGS),17.685886,-0.7800001
+Patriotic Protocols,-4.4175844,-9.952232
+Pedestrian Traffic Rules Protocol,1.9619044,-1.3749896
+Performance of Transparency,5.9382234,-0.8991461
+Petition Submission and Review,-2.7471602,-2.7393627
+Petitioning for Privileges,-11.124985,4.152637
+Philanthropic Foundation Advocacy Protocol,-3.1296895,14.270715
+Photographic Standardization,-24.30105,5.680292
+Physiognomic Interpretation,-8.611527,13.546696
+Pickup Basketball/Soccer Games,15.383354,-2.8672976
+Piece Wage System,-12.18244,0.2604304
+Pipe Ceremony Protocol,8.8155365,-11.861174
+Planting Tree Protocols,14.743082,-6.916441
+Police Intervention Protocol,-5.373854,-17.205517
+Police-led Information-Gathering Network,-6.713301,18.807388
+Political Discourse Protocol,0.048347667,12.872285
+Political Protocols (Arendt & Schmitt),3.7227743,7.021412
+Political Thriller/Police Movie Protocol,0.6370588,7.7256207
+Pop-up Village Protocols,24.01673,0.4416905
+Prime Meridian Unconference,20.944569,3.7778864
+Proactive Suggestion Protocol,16.075104,8.793803
+Profile Photo Change (Symbolic Participation Protocol),7.981826,3.377811
+Proof of Stake Consensus,-19.534542,-4.5336466
+Proof of Work Consensus,-25.76451,1.7685134
+Protocol Analysis (Ericsson & Simon),-8.07212,-1.6682041
+Protocol Departure in Creative Writing,15.967201,2.4907439
+Protocol for Academic Science,-7.423523,-3.4509685
+Protocol for COVID Masking,1.3281013,17.585413
+Protocol for Dance Collaboration,22.877651,0.98484546
+Protocol for Evaluating Clock Protocols,15.586474,6.3081923
+Protocol for Good Death,-7.2516885,11.393188
+Handwashing,3.2775867,-11.634464
+Medical System (US),-3.7725415,7.359597
+Protocol of Kinship,10.935471,-10.482585
+Protocol of Operational Closure,-3.7241166,10.433183
+Protocol of Reclamation,18.649258,2.2408767
+Time Zones,-11.923152,-3.2875445
+,11.78657,-14.557725
+,22.87752,2.0124707
+Protocol of Tjukurpa (Dreamtime Instructions),9.0515785,5.0680127
+Public Amateurism,-5.4243636,-1.7698656
+Public Enemy’s Political Activism,5.185299,4.418936
+Public Health Behavioral Guidelines,24.330675,7.7557416
+Publishing Protocols,19.11053,-9.067253
+Quadratic Voting,-11.482522,19.340826
+Quilting Practices,-10.267084,17.852577
+QWERTY Keyboard Protocol,17.008259,-5.5201406
+Racist Protocols,13.673393,1.3130628
+Relationship-Building in Deaf Community,-3.2535954,15.472459
+Participatory Studies (Seed Oils),17.012003,7.230232
+ResearchHub Model,-1.7487154,2.2841475
+LK-99 Replication Craze,-5.616215,-4.2134943
+Clinical Trial Design,2.422869,11.809597
+Peer Review,-8.609752,-10.905395
+Dating Apps,22.210276,-5.9445148
+Reporting Conventions for Election Integrity,-22.133282,3.6078765
+Reporting of Financial Status,11.262123,-1.9024963
+Reykjavik Protocol,5.708671,-5.083306
+RFC Process,11.426808,0.63369566
+Rhetorical Canons,8.236586,-4.4015727
+Rhizomatic Urban Farm Expansion Protocol,16.514141,9.26239
+Rhymes and Syllabic Rhythm,-3.3933022,11.900703
+Robert Musil’s Protocol of Critical Assessment,-12.267085,10.657184
+Roman Senate Advisory Decree,-11.985582,13.070704
+Royal Access Protocol,-17.77023,-6.2886696
+Royal Protocols,-10.294992,-12.2265415
+Rust Programming Language Principles,-4.8268714,-11.899666
+Sacrament of Eucharist,18.46461,0.7288418
+Sacrament of Reconciliation,26.725138,2.017833
+Plantationocence,1.7878345,-7.469016
+Sangoma Healing Practices,-8.456896,-12.162549
+,-17.821404,2.1728258
+Script Provision Protocol,-22.311462,-5.240215
+Seating Arrangements Protocol,-21.607523,-0.9316231
+Secular Lunar Calendar,-5.9899397,14.166893
+Sellers Screw Thread Protocol,16.82322,-4.2492046
+Semantic Web Protocol,12.914586,-6.1479616
+Senatus Consultum,-19.494843,-10.571079
+Seven Ancestor Teachings,-0.3019616,-0.6948341
+Shadbush Tree Planting,3.1871243,-7.76596
+Shipping Container Protocol,14.1938505,3.4700992
+Shorthand Transcription,-24.12214,7.122933
+Sign Language Interpretation Protocol,1.9866873,6.4697604
+SILENT/LISTEN Protocol,16.663982,0.7718173
+Silhouette Creation,-15.352656,16.391499
+Silicon Valley Exit,5.822309,-10.175391
+Silicon Valley Model,-5.3035073,4.400982
+Simplan Credit Card System,9.858749,2.4208424
+Sin Protocol (Ignatian),13.283004,-2.6574326
+Six-Day Work Week,12.22455,-13.1360445
+Social Entrepreneurship,1.2714181,12.029306
+Socratic Method,-0.78520674,11.848792
+Songlines,-19.379843,-4.370395
+Sonic Engineering Protocols,-1.1996826,13.62811
+Spam/Dilution Tactics (Content Disruption Protocol),-15.077195,16.225758
+Staking Protocols,5.7437654,1.9781944
+State-Sponsored Interference Protocol,-6.2838182,-6.023838
+Stenography Protocols,-10.502557,5.0207195
+Stereographic Exchange,-11.358924,-0.7828797
+Stock Exchange Trading Halt Protocol,16.130997,5.4091506
+Submission of Exclusive Privileges,2.9744275,12.400571
+Succession Protocols,-0.470643,-2.8772268
+Sustos Retrieval,16.85277,-11.511112
+Swiping,15.493422,-0.23895761
+Systematic Experimental Self-Observation,-20.193851,-10.993644
+SZ Journalists' Note-Taking Protocol,16.878738,-1.6674168
+Tarot Card Interpretation,2.941129,10.665192
+TCP/IP,22.904976,6.319749
+Teaching Protocol (Paulo Freire),-8.752629,-2.3922718
+Technical-Political Distinction Protocol,-0.88824236,-4.9180536
+Territory Acknowledgement,1.8888937,12.36596
+Theocracies,-14.31488,4.871899
+Think Aloud Protocol,-11.663615,-4.996027
+Threshold Forgetting Protocols,13.062605,6.564343
+Time Distribution via Gun Time,11.8558655,-13.888781
+Time Zone Standardization,7.5628166,-8.397134
+Timekeeping for Activities (Yin/Yang Hours),-10.230695,18.484894
+Tjukurpa (Dreaming Stories),4.229669,-7.815648
+Tobacco Offering Protocol,-10.904762,-9.472027
+Totalitarian Hospitalization Protocol,4.18211,-5.0517726
+Toyota Killswitch Protocol,-2.3933227,-10.006079
+Traffic Signals,-5.830791,-10.4365225
+Translation Correction Protocol,-0.27066615,1.0345459
+Tribal Council Research Permit,-6.9982996,16.922476
+Tribal Protocols of the Cultural Resources Program,22.675253,0.5170366
+Truth and Reparations Commission Protocols,13.722259,-13.683556
+TSA Airport Security,-21.067041,-11.57567
+Ultimate Frisbee Gameplay,19.360382,6.6325574
+Underground Resistance's Bandana Protocol,0.17147729,-7.9353356
+Uniform Resource Locator (URL) Protocol,-3.244436,2.405091
+Uninsurable Protocol,12.1716795,9.250664
+Unionized Worker Right to Strike,-20.53104,-8.776863
+Urban Rewilding Protocol,19.870193,-2.1662016
+Urine-Hormone-Extraction-Action,-19.068134,9.763124
+USB-C Connector Protocol,-3.9850726,6.8806343
+Vibe Culture,-9.278081,-4.4557657
+Victorian Room Design (Enclosure),9.274621,-5.5174484
+Video Game Tournament Disqualification Protocol,14.671182,-4.8242846
+Vienna Convention (Diplomatic Law),9.9178705,-3.4188192
+Vigil for Murdered Environmentalists,13.631508,12.631273
+Vogue'ology,-3.4479704,2.069084
+VPN Usage (Circumvention Protocol),-11.215103,17.639605
+Wampum Belt Bead Code,-6.690675,11.198147
+Web Protocols,-17.107267,-6.2290893
+Westphalian System,-5.5531464,5.6909375
+White Cube Presentation Protocol,24.739136,3.4609807
+Whitworth Screw Thread Protocol,-10.569042,9.250987
+Windrush Generation Protocols,-9.28151,1.6509515
+Witness Interaction Protocol,-20.431871,2.7496092
+World Zionist Congress,-8.383582,15.135134
+Würzburg Psychology's Experimenter-Guided Observation,9.587775,11.320048

analysis/data/synthetic_1.4.0/analysis/data/umap_coordinates.csv

@@ -0,0 +1,409 @@
+Descriptor,UMAP1,UMAP2
+Abdication Protocol,4.7091966,4.8382154
+Abolitionist Practice Protocol,3.608617,4.727858
+Access Check-in,1.8117723,3.1842859
+Access Intimacy Protocol,4.128016,6.07261
+Access-Centered Practices,2.8667881,2.8604481
+ActivityPub Protocol,2.3671744,2.126627
+African Futurist Escape,3.9343078,4.7500367
+Afrofuturism,4.061184,4.8528733
+Airport Security Procedures,1.9657488,-0.1788819
+Alusi Trance (African Futurism),3.963434,6.181768
+Ancestral Spirit Possession,4.0576987,6.2403874
+Anishinaabeg Knowledge Sharing Protocols,1.7875482,4.601156
+Anishinaabeg Visiting Protocols,1.7510738,4.670649
+Annual Feasts,1.980867,3.8907633
+Arendt's Reporting Protocol,3.9229195,0.7611861
+ARPANET Protocols,1.4334809,3.1627607
+Arranged Marriage,4.760025,-0.76192987
+Art Historical/Curatorial Validation Protocol,4.9213076,0.9134785
+Artisanal Marketing Protocol,5.0065494,0.027911332
+Artistic Collaboration,2.9531653,4.067747
+ASL Provision Protocol,1.735237,2.5890384
+Audience Recording Protocol,3.3031578,-1.881334
+Authority Assertions via Linguistic Precision,4.2215796,-0.5890309
+Automobile Driver Warning Protocol,2.957374,1.273835
+Autonomous Worlds (0xPARC framework),3.9866986,3.819815
+Bamboo Sales (Village Artisan Example),1.8884039,4.486094
+BankAmericard Distribution Protocol,4.2160645,-0.75758165
+Bartleby Protocol,4.639872,4.121155
+Basel Program,4.1766753,-1.0885009
+Bell Pit Spacing,2.2255034,3.53209
+Benefit Application Procedures,2.5838141,-0.76703405
+Bertillonage,3.6467485,-2.0740507
+Bilderatlas Mnemosyne (Warburg’s Method),4.6494737,4.1928473
+Birth Registration (City Hall),2.1621904,-0.19237676
+Bitcoin Protocol,2.3970482,1.7954382
+Black Feminist Protocols,3.1678321,4.3522344
+Black Poethics,4.2222147,4.644792
+Black Time Belt,3.9516275,4.9140563
+Blueprint Protocol,2.62463,0.9832153
+Borgesian Aleph Construction,5.2281303,-1.316574
+Bristlemouth Protocol,3.8141358,3.2347198
+Buddhist Monastery Protocols,2.429526,4.9072423
+Building Codes,2.9905133,-1.79102
+German Bureaucratic Prose,3.6947289,-1.763983
+Calendar Invite and Alarm System,2.6705003,1.6491097
+Canary Use for Gas Detection,1.9096262,3.4035041
+Canonical Bridge Protocols,3.711762,2.8763072
+Capital Markets Opening and Closing Times Protocol,2.348684,-0.7708171
+Carriage Dispute Protocol,4.963228,-1.790402
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),1.6837964,2.4918344
+Chancery Ceremonies,3.438165,-1.79327
+Child Discipline (Spanking/Grounding),5.1581564,-0.6543591
+Childbirth Protocols (Local Knowledge),3.0251832,5.273999
+Choose Your Own Adventure Protocol,3.1900682,3.7165859
+Chronicles of Suffering (Thirty Years' War),3.0863073,4.9307504
+Chronometer Usage Protocol,3.3927946,-2.112058
+Circular Movement Protocol,1.9584162,4.409323
+City-States,3.3249495,1.0912726
+Clan Identification,1.597962,4.4483857
+Climate Treaties,4.2869706,1.7024153
+Cloud Data Capturing,2.9729125,2.0426054
+Coal Dust Mitigation,2.067328,0.44020957
+Code of Criminal Procedure Protocol,3.0174642,-2.0247984
+College Enrollment,2.8388011,-0.37766424
+Column Chromatography,3.745237,3.2334518
+Command and Control,2.3002548,-0.8433519
+Commemorative Coin Protocol,4.356236,-1.0965294
+Communal Altar Creation,3.831322,5.8753676
+Communication Protocols (Cold War),4.604344,-1.9174266
+Community Land Acknowledgement Protocol (Gallery),3.398115,0.809923
+Community Lore Protocols,1.802128,4.3595777
+Compost-Based Ritual Protocols,2.512354,3.5001762
+Conciliatory Chairman Intervention Protocol,2.3491974,-0.39595
+Content Moderation Standards,4.50528,1.7649751
+Cooking Practices,2.99222,4.8723855
+Coordinated Universal Time (UTC),1.6853747,0.9512174
+Coordinatizing Scientific Observation,3.8548288,2.8885705
+Corporate Contracts,2.544762,-0.53053826
+Corridor Design (Government Buildings),2.0799818,1.0216411
+Council of Ministers Meetings,2.3768027,-0.8432296
+Cover Letter (Early Credit Agreements),2.486514,4.394872
+COVID-19 Mask Mandate Protocols,3.8898609,-0.1264673
+COVID-19 Pandemic Protocols,3.8688486,-0.15592608
+COVID-19 Regulations,3.7562034,-0.15119138
+Cowrie Bead Currency,2.3931038,4.9018526
+Crash Protocol,2.4675088,-0.22860345
+"""Open Publishing",3.535204,3.6245277
+Criminological Discourse Protocols,3.771268,-1.4744793
+Crisis Communication Protocols (Cold War),2.2690663,-1.2141945
+CRISPR,1.8346602,1.3496102
+CubeSat Protocol,1.8040829,1.0797101
+Currency Ledgers,2.6025493,1.5728698
+Dating Websites (Pre-App),2.6706462,2.7091987
+De umbrias ideareum (Bruno’s Memory Seals),3.0955966,3.37993
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,3.7785163,3.606877
+Decision-Making Process in Case of Disagreement,4.4557023,-1.7844033
+Decision-Making via Vote,3.0343747,1.1125805
+Decision-Making within the Cabinet,3.1818225,-1.93194
+Deep Fake Generation Protocols,4.5296702,3.3269026
+Deep Listening,2.9004848,4.7363024
+Deliberative Analyses,4.0508013,1.6149269
+Department Council Protocols,4.288561,-0.12899934
+Detroit Techno Music Performance Protocols,1.352357,4.1224484
+Diaries (Experimental Soul Studies),2.871229,4.724369
+Diaries (Puritan & Pietist),3.007654,4.8763175
+Difficulty Bomb (Ethereum),2.3667464,-1.2390016
+Dinner Etiquette,3.7362268,0.8962984
+Diplomatic Protocol,2.2846596,-0.7013157
+Discernment of Spirits,2.067622,2.789505
+Disciplinary Procedure Protocol,2.7068555,-0.837592
+Dispute Resolution Through Mediation,1.8079213,2.3796911
+Distributed Cooperatives (DisCOs),3.9389691,4.257325
+DIY Hormone Detection,4.4538364,3.4565394
+DNA Testing Kits,2.946105,0.33774468
+DNS,1.715554,0.7994038
+Doubloon Game Protocol,4.0394325,6.106687
+Drexciya's Sonic World Building,3.2285948,5.177826
+Drift Mine Slope Excavation,3.6103675,2.3038027
+Dust Suppression Efforts,1.9039291,0.027558185
+Early Fatality Reporting,5.202682,-1.7066146
+Ecology Protocols (Local Knowledge),3.301895,5.241521
+Eichmann Trial Protocol,4.6127367,-1.9257845
+EIP (Ethereum Improvement Proposal),2.235366,1.7862059
+Election Reporting Conventions,3.359119,1.3337988
+Elevator Button Addressing,3.8450341,1.1632088
+Email Services,3.045179,-0.6918627
+Embossing Protocol (BankAmericard),2.074405,0.9006297
+Ennoblement Protocols,3.3916793,-2.0352576
+Environmental Racism Protocols,3.4733868,3.572455
+Environmental Vigil Protocols,1.8983172,3.8195846
+Ethereum DAO Withdrawal Protocol,2.3006294,1.9776183
+Ethereum Proof of Stake,2.317733,1.7385345
+Ethereum Proof of Work,2.4865587,1.8748554
+Ethereum Protocol,3.4235423,3.098196
+Ethnographic Containment,4.196236,4.6497087
+European Hoff Ceremonial Protocol,3.3381925,-2.017372
+Evidence-Based Debates,2.4256692,2.9978864
+Exit to Community Model,3.9770823,4.241398
+Extinction Rebellion Affinity Networks Protocols,3.8165705,4.443371
+Face-Restoring Protocol,2.5429454,4.407895
+Facebook Protocol,5.1085343,-0.22796074
+Petition Submission,3.9851708,-1.7043047
+Flag-Raising/Lowering Protocols,2.7305336,-1.8013028
+Flint Arrowhead Manufacturing Protocols,3.5596097,4.9634914
+Flux Divergence,3.762756,2.7358937
+Food Localization Protocol,3.6611302,3.9621058
+Form-Based Interaction Protocol,3.5683181,-1.909824
+Fundamental Cause Investigations,3.1544876,2.662789
+Funeral Rituals,4.4908996,1.2080346
+Gas Testing with Candle,2.3422625,3.8052864
+Gestural Warning Protocol,4.173623,6.265345
+Goffman's Interactional System Protocol,2.9846935,4.6202927
+Gold Coinage,1.7968519,-0.07090743
+Gold Standard,4.8722453,-1.1662911
+Greenwich Mean Time,4.289933,1.2320906
+Grid-Based Urban Planning,2.9516928,0.10006277
+Gynepunk,3.842497,5.8976264
+Halal and Gluten-Free Food Options,2.1897643,3.2446003
+Handshake,2.176038,4.5681624
+Hats Protocol,3.66718,1.2959355
+High-Frequency Trading Protocol,4.450628,2.5191565
+Hotline Communication Protocol,2.7207263,-1.7956692
+House Addressing (Tax Collection/Conscription),2.511262,-0.90969825
+House Style,4.309485,5.449065
+Human Rights,4.2100234,1.4269371
+Hundred Gradations Incense Seal Protocol,2.4465115,4.030203
+HyperCard Protocol,1.888834,3.6016665
+Hypertext/Hypermedia Protocol,3.231975,2.7568765
+I Ching Protocol,4.116275,4.143665
+Imperial Family Interactions,4.8072057,-0.95537585
+Imperial Grace Awarding,4.289794,-1.8329395
+Imperial Mark Protocol,3.4407923,-2.1348567
+Incense Clock Protocol,2.4777148,3.9834955
+Information Campaign (Nationalist Commentators),3.0860312,-1.0074358
+Injection Protocol,1.9866819,0.14540996
+Insurance Claim Protocol,3.347837,-1.615912
+Intangible Cultural Heritage Department Protocols,3.093951,0.06503521
+International Law (as Protocol),4.4474993,1.8987572
+International Meridian Conference,2.8536828,-0.41620344
+International Organization for Standardization (ISO),2.166866,1.46479
+Introduction Protocol,1.940764,4.0781617
+Islamic Dietary Laws,2.6400487,-1.7659785
+Islamic Memorization,1.2319313,4.3549485
+Islamic Prayer Rituals,2.732586,-1.7944928
+Job Interview Protocol,4.8876557,-0.5375508
+Keeping in Touch (Return Visits),1.8830911,3.938102
+Kleros Dispute Resolution Protocol,3.693511,3.504813
+Knotted Cord Alarm Protocol,2.2294273,3.6479235
+Kraftwerk's Aesthetic Minimalism,4.0935345,0.75214577
+Language Regulation,4.756831,-1.7994702
+Layer 2 Scaling Solutions,2.6710777,1.7208414
+League of Nations,4.3750896,-0.39186835
+Legal Protocol (General),2.490408,-0.8626586
+Lemon Balm Protocol,2.9347467,4.0380645
+Lenin's Revolutionary Organization Protocol,4.5530953,3.5664642
+Lift and Transfer Protocol,2.2158668,0.32591864
+Lift and Transfer Protocol,2.2947562,0.21474706
+Lingua Franca,3.2093346,3.9161453
+Linux Kernel Production,2.3184016,1.9007131
+Listening Protocols,3.241981,4.238544
+Literary Genre Conventions (General),4.3367977,1.3273121
+Longitude Determination Protocols,2.6958115,3.0264423
+Manifest Destiny,5.248143,-1.4646049
+Mapping & Charting Protocols,1.7970312,0.75043476
+Marginal Note Usage,4.221652,0.8315817
+Marronage,2.581144,5.1157565
+Mass Surveillance Protocols,4.5512185,-1.3753338
+Means Without Ends,3.8481247,5.6861024
+Mecanno Kit,2.3070824,3.4278927
+Meeting Protocol (Museum),4.9441524,-1.8715628
+Meeting Scheduling,5.04256,-1.8464329
+Memetic Culture,5.0127983,1.5327765
+Memorization Palaces,2.5339327,3.244824
+Memory Wheels,4.32262,4.1844597
+MEV (Maximal Extractable Value),5.063483,1.6279994
+MFA Seminar Protocols,2.3804085,-1.3353199
+Michi Saagiig Clan Introduction,1.760443,4.5473456
+Military Drill Techniques,2.1851916,-0.7406447
+Military Protocols,2.8078785,-1.9456635
+Milking Apparatus,5.3931627,-0.5465945
+Ministerial Conferences,2.2477732,-0.9760151
+Minute Book Recording Protocol,3.1490576,-2.0355291
+Minute-Taking Protocol,3.1541824,-0.8125479
+Minutes of Council of Ministers,3.339468,-1.8045961
+Model 500's Detroit Techno Identity,4.0598197,0.8283198
+Mundaneum Protocol,3.5382714,2.1037867
+Music Genre Protocols,2.6161902,5.108282
+Mutual Aid Swarm Protocol,3.5468805,4.554981
+Mutual Exchange Practices,2.1202374,4.371609
+Myal Protocols,2.995855,5.248738
+NAGPRA,2.303384,-1.1882836
+Naming Protocols (Land Acknowledgements & Introductions),3.356595,0.77248895
+Narrative Blogging Protocols,4.0233736,5.5895243
+Navigational Protocols,1.8366963,0.0032021843
+Neighborhood Food Distribution Festival Protocol,4.005512,5.5017056
+Network Nations Protocols,4.0458946,3.7984385
+Network State Founder Protocols,4.5271106,-0.78365314
+New York Garment Worker Strike Protocols,4.0166893,1.8931394
+Nishnaabeg Storytelling Traditions,1.7225913,4.5930014
+NLS Protocol,2.1182003,3.7854707
+Noon-day Gun Protocol,3.0523493,-0.16409658
+NSU Trial Protocol,4.7879443,-1.7328401
+Nuclear Protocols,3.5007498,-1.2990239
+Oblique Messaging/Editing (Content Circulation Protocol),4.4520464,3.49522
+Observational Documentation Protocol (Secret Services),3.3605628,-1.7231445
+Observational Science Protocols,2.4295423,0.83880144
+Occupying Vacancy Protocol,3.799489,5.9473543
+Offering Alternative Respect Tokens,4.001566,5.5577955
+Office Request Protocol,4.487972,0.4916803
+Office Space Survey Protocol,2.3404016,0.43209532
+OODA Loop,3.0954223,2.2645664
+Open Source Estrogen,3.8884513,4.101801
+Open Source Protocols,3.4686875,3.6014469
+Oral Communication Preferences,2.5465329,2.6573286
+Pagamento (Payback),2.3677735,4.587742
+Pale Fire Protocol,4.826898,4.1661167
+Paris Agreement,4.4292836,1.5487527
+Participatory Guarantee Systems (PGS),3.4726996,5.0091095
+Patriotic Protocols,3.0610268,-1.1686293
+Pedestrian Traffic Rules Protocol,3.2217264,1.0448122
+Performance of Transparency,2.84125,2.6113756
+Petition Submission and Review,2.9221706,0.19674419
+Petitioning for Privileges,3.5967488,-1.2499965
+Philanthropic Foundation Advocacy Protocol,5.0856285,-0.4048873
+Photographic Standardization,2.5674481,0.87614983
+Physiognomic Interpretation,5.338842,-1.3489486
+Pickup Basketball/Soccer Games,3.0937989,4.6485047
+Piece Wage System,3.337765,-0.9477448
+Pipe Ceremony Protocol,1.6607165,4.0939727
+Planting Tree Protocols,2.1615062,4.041054
+Police Intervention Protocol,3.5932143,-1.5706632
+Police-led Information-Gathering Network,5.0605426,-0.7582665
+Political Discourse Protocol,5.1242685,0.32504794
+Political Protocols (Arendt & Schmitt),4.8880963,1.5711027
+Political Thriller/Police Movie Protocol,4.2839684,0.7006454
+Pop-up Village Protocols,4.106862,6.1648107
+Prime Meridian Unconference,4.4012675,5.622634
+Proactive Suggestion Protocol,4.818168,4.0770617
+Profile Photo Change (Symbolic Participation Protocol),3.6727123,3.346696
+Proof of Stake Consensus,2.735383,1.8224877
+Proof of Work Consensus,2.398499,1.711021
+Protocol Analysis (Ericsson & Simon),3.3235729,-0.5288531
+Protocol Departure in Creative Writing,3.588271,4.5324116
+Protocol for Academic Science,3.2757382,-1.0084517
+Protocol for COVID Masking,4.007683,-0.1936653
+Protocol for Dance Collaboration,4.005647,6.079391
+Protocol for Evaluating Clock Protocols,4.455304,4.1941266
+Protocol for Good Death,4.9932327,-1.0736253
+Handwashing,1.5399336,2.7344694
+Medical System (US),4.5550823,-0.42282942
+Protocol of Kinship,1.591991,4.288229
+Protocol of Operational Closure,4.8883514,0.3147597
+Protocol of Reclamation,3.8529894,4.972296
+Time Zones,2.8616002,-0.55601406
+,1.2932125,4.4795823
+,3.990348,6.0275
+Protocol of Tjukurpa (Dreamtime Instructions),2.7998064,3.9231427
+Public Amateurism,3.3148608,-0.14721166
+Public Enemy’s Political Activism,4.353496,2.4047034
+Public Health Behavioral Guidelines,4.1577787,5.3832583
+Publishing Protocols,2.4697046,5.08482
+Quadratic Voting,4.763727,-1.3247164
+Quilting Practices,4.66918,-1.4781559
+QWERTY Keyboard Protocol,2.9488733,5.361639
+Racist Protocols,3.8897479,4.1894526
+Relationship-Building in Deaf Community,5.011602,-0.34006044
+Participatory Studies (Seed Oils),4.5723863,3.9773753
+ResearchHub Model,4.257024,2.010561
+LK-99 Replication Craze,2.7046955,-0.6263468
+Clinical Trial Design,5.274678,0.5800139
+Peer Review,3.1313994,-1.4974957
+Dating Apps,2.6013327,4.369252
+Reporting Conventions for Election Integrity,3.171248,1.5355734
+Reporting of Financial Status,3.3829045,3.7461805
+Reykjavik Protocol,2.2736723,3.0124183
+RFC Process,3.9314685,3.6801355
+Rhetorical Canons,2.6289527,3.3536248
+Rhizomatic Urban Farm Expansion Protocol,4.8708763,4.1466365
+Rhymes and Syllabic Rhythm,4.5584297,-0.3231222
+Robert Musil’s Protocol of Critical Assessment,4.4041343,-1.9907954
+Roman Senate Advisory Decree,4.489208,-1.7102311
+Royal Access Protocol,2.6134677,1.4692203
+Royal Protocols,2.8046727,-1.7697535
+Rust Programming Language Principles,2.5483172,-1.666539
+Sacrament of Eucharist,3.7613697,5.1217523
+Sacrament of Reconciliation,4.0832243,6.2924514
+Plantationocence,1.7167907,2.3502939
+Sangoma Healing Practices,2.8007028,-1.9321306
+,3.2998374,3.1948607
+Script Provision Protocol,2.7291439,2.2728677
+Seating Arrangements Protocol,3.2821147,2.375416
+Secular Lunar Calendar,5.209826,-0.9598123
+Sellers Screw Thread Protocol,3.0473511,5.3232884
+Semantic Web Protocol,1.8896295,3.5999448
+Senatus Consultum,1.6620797,0.89141536
+Seven Ancestor Teachings,3.7098444,1.3030187
+Shadbush Tree Planting,1.748728,2.549085
+Shipping Container Protocol,3.9307334,4.526853
+Shorthand Transcription,2.9426036,0.88892376
+Sign Language Interpretation Protocol,4.4253407,1.0096109
+SILENT/LISTEN Protocol,3.5237508,4.4766774
+Silhouette Creation,5.1692595,-1.8163861
+Silicon Valley Exit,1.9207588,2.9731646
+Silicon Valley Model,4.0618076,-0.10782088
+Simplan Credit Card System,3.7143946,3.7864666
+Sin Protocol (Ignatian),3.2588787,4.287503
+Six-Day Work Week,1.3689259,4.4954715
+Social Entrepreneurship,5.304219,0.5017008
+Socratic Method,5.1255636,0.2019205
+Songlines,2.7509243,1.9625148
+Sonic Engineering Protocols,5.1014676,0.021093365
+Spam/Dilution Tactics (Content Disruption Protocol),5.2045717,-1.7013831
+Staking Protocols,3.4436207,2.8810604
+State-Sponsored Interference Protocol,2.3209686,-0.8335496
+Stenography Protocols,3.7931333,-1.8225065
+Stereographic Exchange,3.2294574,-1.3379229
+Stock Exchange Trading Halt Protocol,4.243118,4.294761
+Submission of Exclusive Privileges,5.2522416,0.62452257
+Succession Protocols,3.486846,0.41203925
+Sustos Retrieval,1.8593854,4.276993
+Swiping,3.736414,4.7101436
+Systematic Experimental Self-Observation,1.6737663,0.9598603
+SZ Journalists' Note-Taking Protocol,3.413828,4.865784
+Tarot Card Interpretation,5.181977,0.7365669
+TCP/IP,4.2704062,5.4626207
+Teaching Protocol (Paulo Freire),3.2399302,-0.5241225
+Technical-Political Distinction Protocol,3.3341732,0.64173806
+Territory Acknowledgement,5.310169,0.42981052
+Theocracies,1.4539701,3.4891472
+Think Aloud Protocol,2.749967,-0.43691462
+Threshold Forgetting Protocols,3.0191536,3.678819
+Time Distribution via Gun Time,1.280184,4.477005
+Time Zone Standardization,1.7010831,3.0773368
+Timekeeping for Activities (Yin/Yang Hours),4.7325644,-1.4619807
+Tjukurpa (Dreaming Stories),1.8144814,2.8157861
+Tobacco Offering Protocol,2.1315012,-0.3502517
+Totalitarian Hospitalization Protocol,2.178761,3.1185675
+Toyota Killswitch Protocol,2.2412617,-1.341114
+Traffic Signals,2.547015,-1.477102
+Translation Correction Protocol,4.053495,1.3878733
+Tribal Council Research Permit,4.5703993,-1.0116044
+Tribal Protocols of the Cultural Resources Program,3.7873454,6.019643
+Truth and Reparations Commission Protocols,1.3435587,4.49625
+TSA Airport Security,1.6336781,0.9502784
+Ultimate Frisbee Gameplay,4.596584,4.717787
+Underground Resistance's Bandana Protocol,2.2687495,2.5759938
+Uniform Resource Locator (URL) Protocol,4.142844,2.1973326
+Uninsurable Protocol,4.533642,3.894058
+Unionized Worker Right to Strike,2.0530152,0.7870789
+Urban Rewilding Protocol,3.2363362,4.977009
+Urine-Hormone-Extraction-Action,4.017017,0.61525357
+USB-C Connector Protocol,4.0863075,-0.5168099
+Vibe Culture,2.8892078,-0.49432117
+Victorian Room Design (Enclosure),2.348639,3.3516853
+Video Game Tournament Disqualification Protocol,2.7571454,4.893799
+Vienna Convention (Diplomatic Law),2.8908284,3.3710487
+Vigil for Murdered Environmentalists,2.7337213,3.7423196
+Vogue'ology,4.0445666,2.5321634
+VPN Usage (Circumvention Protocol),4.72245,-1.5156847
+Wampum Belt Bead Code,4.8431106,-0.96160096
+Web Protocols,2.7425206,1.4977521
+Westphalian System,4.2079167,-0.32152018
+White Cube Presentation Protocol,4.160193,6.035848
+Whitworth Screw Thread Protocol,4.2802863,-1.3759233
+Windrush Generation Protocols,3.4957125,-0.6756062
+Witness Interaction Protocol,3.5120125,2.5015934
+World Zionist Congress,5.3714337,-1.1346637
+Würzburg Psychology's Experimenter-Guided Observation,3.9621403,3.28248

analysis/data/synthetic_1.4.0/analysis/reports/analysis_summary.txt

@@ -0,0 +1,42 @@
+================================================================================
+MULTIVARIATE ANALYSIS SUMMARY REPORT
+Protocol Bicorder Dataset
+================================================================================
+
+Dataset: data/synthetic_1.4.0/readings.csv
+Number of protocols: 408
+Number of dimensions: 23
+  - Design: 8
+  - Entanglement: 8
+  - Experience: 7
+
+--------------------------------------------------------------------------------
+ANALYSES PERFORMED
+--------------------------------------------------------------------------------
+K-Means: 2 clusters identified
+Hierarchical: 5 clusters
+DBSCAN: 286 outlier protocols identified
+
+Dimensionality Reduction:
+- Principal Component Analysis (PCA)
+- t-SNE Projection
+- UMAP Projection
+- Factor Analysis
+
+Statistical Analyses:
+- Correlation Analysis
+- Network Analysis
+- Feature Importance Analysis
+- Analyst Comparison
+
+--------------------------------------------------------------------------------
+OUTPUT FILES
+--------------------------------------------------------------------------------
+All results saved to: data/synthetic_1.4.0/analysis/
+  - plots/ : All visualizations (PNG)
+  - data/ : All numerical results (CSV)
+  - reports/ : This summary report
+
+================================================================================
+END OF REPORT
+================================================================================

analysis/data/synthetic_1.4.0/analysis/reports/univariate_summary.txt

@@ -0,0 +1,40 @@
+Readings analyzed: 411 protocols x 23 gradients
+Bicorder version: 1.4.0
+
+Protocol averages:
+  mean     = 5.383
+  median   = 5.435
+  std      = 1.008
+  min      = 2.913
+  max      = 7.696
+  midpoint = 5
+  deviation from midpoint = +0.383 (normalized over half-range 4: +0.096)
+  Pearson skew (3*(mean-median)/std) = -0.154
+  Fisher moment skew = -0.099
+
+Gradient averages (all sets):
+  Design_technical_vs_social                                   mean=7.65  coverage=100%
+  Entanglement_monopolistic_vs_pluralistic                     mean=7.36  coverage=100%
+  Design_precise_vs_interpretive                               mean=6.96  coverage=100%
+  Design_documenting_vs_enabling                               mean=6.78  coverage=100%
+  Entanglement_obligatory_vs_voluntary                         mean=6.40  coverage=100%
+  Experience_dead_vs_alive                                     mean=6.28  coverage=100%
+  Entanglement_defensible_vs_exposed                           mean=6.03  coverage=100%
+  Experience_exclusion_vs_inclusion                            mean=5.93  coverage=100%
+  Experience_restraining_vs_liberating                         mean=5.86  coverage=100%
+  Experience_trust-evading_vs_trust-inducing                   mean=5.55  coverage=100%
+  Design_static_vs_malleable                                   mean=5.54  coverage=100%
+  Entanglement_self-enforcing_vs_enforced                      mean=5.32  coverage=100%
+  Entanglement_abstract_vs_embodied                            mean=5.06  coverage=100%
+  Experience_sufficient_vs_limited                             mean=4.76  coverage=100%
+  Design_formal_vs_vernacular                                  mean=4.75  coverage=100%
+  Entanglement_flocking_vs_swarming                            mean=4.57  coverage=100%
+  Experience_crystallized_vs_contested                         mean=4.55  coverage=100%
+  Design_universal_vs_particular                               mean=4.53  coverage=100%
+  Design_explicit_vs_implicit                                  mean=4.49  coverage=100%
+  Entanglement_sovereign_vs_subsidiary                         mean=4.48  coverage=100%
+  Entanglement_macro_vs_micro                                  mean=4.16  coverage=100%
+  Experience_predictable_vs_emergent                           mean=4.11  coverage=100%
+  Design_durable_vs_ephemeral                                  mean=2.70  coverage=100%
+
+Extremes: highest = Design_technical_vs_social (7.65); lowest = Design_durable_vs_ephemeral (2.70)

analysis/data/synthetic_1.4.0/readings.csv

@@ -0,0 +1,414 @@
+Descriptor,Description,Design_explicit_vs_implicit,Design_precise_vs_interpretive,Design_formal_vs_vernacular,Design_documenting_vs_enabling,Design_static_vs_malleable,Design_technical_vs_social,Design_universal_vs_particular,Design_durable_vs_ephemeral,Entanglement_macro_vs_micro,Entanglement_sovereign_vs_subsidiary,Entanglement_self-enforcing_vs_enforced,Entanglement_abstract_vs_embodied,Entanglement_obligatory_vs_voluntary,Entanglement_flocking_vs_swarming,Entanglement_defensible_vs_exposed,Entanglement_monopolistic_vs_pluralistic,Experience_sufficient_vs_limited,Experience_crystallized_vs_contested,Experience_trust-evading_vs_trust-inducing,Experience_predictable_vs_emergent,Experience_exclusion_vs_inclusion,Experience_restraining_vs_liberating,Experience_dead_vs_alive,bicorder_version,analyst,standpoint
+Abdication Protocol,"Though not formally codified, the King’s abdication represents a deviation from the accepted protocol for royal succession. It marks a departure from the traditional expectation that monarchs serve until death and a disruption of the established system of power transfer. This departure challenged the established norm for royal behavior and demonstrated the possibility of opting out of a predetermined role, albeit with significant consequences. The event served as a striking example of challenging predefined patterns of action.",8,9,8,3,8,9,7,8,1,3,7,1,9,2,8,8,8,8,3,7,8,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Abolitionist Practice Protocol,"This is referenced as a method of enacting change that focuses on dismantling systems of oppression and building alternative forms of social organization. It emphasizes creating practices rooted in self-determination and shared struggle. It's a protocol about creating alternatives and taking action in the present, working towards a future free from oppressive structures, and building resilience through reciprocal support.",8,7,8,9,9,9,3,2,3,1,1,8,9,8,6,9,6,7,9,8,8,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Access Check-in,"This is a protocol increasingly adopted in collaborative spaces to proactively identify and address participant needs beyond standard accommodations like ASL and captioning. It involves a dedicated portion of a meeting where participants are invited to share their needs and preferences, including fatigue levels or preferences for staying off-camera. This signals a commitment to inclusivity and prioritizes a participant-centered approach to engagement, and aims to foster a more comfortable and accessible environment.",3,7,8,9,8,9,2,3,8,7,2,8,8,5,5,9,3,5,8,3,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Access Intimacy Protocol,"This describes a spontaneous and often unarticulated feeling of connection and understanding between individuals related to access needs. It is characterized by an elusive comfort that arises when someone ""gets"" your specific access requirements, often transcending political or shared identity. The protocol is less about a structured process and more about recognizing and appreciating moments of intuitive, reciprocal understanding in the shared experience of disability. Experiencing this protocol can cultivate feelings of safety and validation.",9,9,9,8,9,9,8,9,8,2,1,8,9,9,8,9,7,7,9,8,9,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Access-Centered Practices,"In response to ableism within institutional settings during the COVID-19 pandemic, this protocol emphasizes inclusivity and accessibility for individuals with disabilities. It involves modifying communication methods, physical spaces, and programmatic elements to ensure participation for all. Beyond legal requirements, this process represents a move towards dismantling discriminatory practices and centering the experiences of disabled individuals. Ultimately, it highlights the importance of collective responsibility for creating equitable spaces.",3,7,3,9,9,9,3,2,2,3,7,7,8,8,7,9,2,5,8,6,9,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+ActivityPub Protocol,"ActivityPub is an open-source protocol designed for decentralized social networking, allowing users to interact across different platforms and maintain greater control over their data and online presence. It enables users to subscribe to content from any server, blocking unwanted users or entire servers, fostering a more customizable and community-driven social experience.  The system’s design aimed to address concerns about censorship and platform monopolies, offering users alternatives to centralized social media services. While adoption has faced challenges, it represents a shift towards more user-centric and interoperable online interactions.",1,3,8,8,8,7,1,1,2,2,7,5,9,9,7,9,7,3,4,3,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+African Futurist Escape,"This protocol leverages narratives like those of High John and Brerer Rabbit to offer a cartographic pathway towards freedom, utilizing escape as a coping mechanism and reinforcing the belief in the possibility of alternative existences.  It involves envisioning and temporarily inhabiting realms beyond the constraints of the present reality, offering solace and hope in times of hardship.  The protocol's efficacy lies in its ability to momentarily detach from oppressive conditions and inspire a sense of agency and possibility, ultimately contributing to a reimagining of future prospects.",3,9,9,8,9,9,9,2,5,1,1,3,9,7,7,9,7,8,5,7,8,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Afrofuturism,"The protocol of Afrofuturism provides an imaginative pathway to liberation by envisioning futures free from oppression and historical trauma. It employs narratives and artistic expressions that draw upon African and diasporic experiences to explore themes of technology, identity, and possibility. By creating alternate realities and alternative narratives, Afrofuturism offers solace, hope, and the inspiration to challenge constraints, and to navigate challenging times, demonstrating that other ways of being are possible. This process allows individuals to escape the limitations of the present and to envision a brighter, more equitable future.",8,9,8,9,9,9,8,3,3,1,5,3,9,8,8,9,7,7,9,8,8,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Airport Security Procedures,"These procedures represent a structured set of actions and guidelines aimed at enhancing safety and preventing threats within airport environments. The procedures encompass passenger screening, baggage inspections, and security personnel protocols. The actions are designed to mitigate risks and ensure compliance with aviation regulations. These actions influence the travel experience and shape security practices globally.",2,7,1,8,5,3,2,1,2,8,9,9,1,2,3,9,3,3,8,2,5,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Alusi Trance (African Futurism),"Inspired by Nnedi Okorafor's work, this protocol represents a spiritual departure from the physical body, facilitating communication with ancestral spirits and accessing knowledge of the wilderness – a timeless realm beyond the constraints of the present.  It's a temporary transcendence where individuals can connect with wisdom, healing, and guidance from previous generations. The process is deeply rooted in African spiritual traditions and offers a pathway to profound self-discovery and reconnection with cultural heritage.",9,9,9,9,8,9,8,9,9,2,2,8,9,8,8,9,4,7,9,9,6,9,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ancestral Spirit Possession,"This protocol signifies a spiritual interaction where the past enters the present through a form of spiritual intervention. It involves a temporary inhabitation or connection with the spirit of an ancestor, often manifesting as a trance state or ecstatic expression. The experience can offer guidance, healing, or knowledge of the future, providing a link to ancestral wisdom. Such encounters blur the boundaries between time and realms, offering a dynamic exchange between generations.",7,9,8,8,9,9,8,9,8,1,3,8,8,8,8,8,4,9,6,8,3,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Anishinaabeg Knowledge Sharing Protocols,"Traditional methods for sharing knowledge are rooted in the reciprocity and the mutual benefit of community relationships. Elders and knowledge-keepers pass down information, teachings, and skills to younger generations using storytelling, observation, and hands-on experiences.   These shared methods aim to build strong community bonds, respect ancestral knowledge, and ensure the transmission of cultural heritage. They promote intergenerational connection and foster a sense of continuity.",9,9,9,9,8,9,9,1,8,2,2,9,4,8,1,9,1,5,9,2,8,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Anishinaabeg Visiting Protocols,"Traditional Anishinaabeg protocols outline respectful ways to visit and engage with community members, emphasizing reciprocity and mutual benefit.  These protocols guide interactions, emphasizing a deep respect for the host’s space and perspective, which prioritizes building strong, lasting relationships. The protocols underscore a shared responsibility to uphold the community’s values and ensure that interactions are positive and enriching for all involved. They demonstrate a model of interaction that centers care, listening, and honoring ancestral knowledge.",4,8,9,8,4,9,9,1,6,2,3,8,3,8,5,8,1,3,9,7,9,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Annual Feasts,"Recurring celebrations marking significant events or seasons, annual feasts provide a framework for community gatherings and shared experiences. These scheduled events reinforce cultural values and offer opportunities for communal storytelling and artistic expression. The predictable nature of the feast fosters a sense of continuity and strengthens bonds between individuals and generations. Essentially, they structure shared time and reinforce collective identity.",7,9,9,8,4,9,1,1,2,3,4,8,7,4,7,9,3,2,8,1,7,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Arendt's Reporting Protocol,"Hannah Arendt's approach to reporting on the Eichmann trial involved meticulous reliance on available materials and a critical assessment of their reliability. She analyzed trial records, police interrogations, and press accounts, recognizing potential inaccuracies in the German translations. Arendt’s reporting also emphasized the limited and specific audience present at the trial, and her critique of the trial's framework and its handling of public spectacle. Her overall method aimed to provide an objective account of the proceedings while also critiquing its political and performative aspects.",8,6,3,1,3,9,7,1,9,2,1,1,9,1,3,9,2,6,2,2,5,4,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+ARPANET Protocols,"These are the initial protocols utilized by the ARPANET, representing a foundational set of rules for early network communication. They were instrumental in demonstrating the feasibility of packet switching and networked data transfer, laying the groundwork for the internet's architecture.  While superseded by more advanced protocols, the ARPANET protocols remain significant for their historical role in shaping modern networking concepts.  They embody the pioneering efforts to establish reliable data transmission over a distributed network.",3,3,2,9,1,1,8,9,2,8,2,2,1,8,9,3,6,1,2,3,6,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Arranged Marriage,"While not explicitly detailed, arranged marriage is implied as an alternative to modern dating protocols. In this traditional practice, families take the lead in selecting partners for their children, often based on social, economic, and familial compatibility.  The protocol bypasses individual choice and romantic attraction, prioritizing long-term stability and community cohesion.  It represents a stark contrast to the autonomous and often superficial nature of modern dating.",8,9,8,8,2,9,8,1,3,8,7,9,2,2,2,7,6,7,2,2,3,2,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Art Historical/Curatorial Validation Protocol,"Museum staff and scholars engage in a validation protocol, a reciprocal system through which art historians seek acknowledgement from curators and curators seek it from historians. A curator’s validation comes through public recognition for a successful exhibition, while a historian's comes from the credibility gained from published works. This often fosters competition and a subtle power dynamic between these critical figures in the art world.",9,9,3,2,3,9,6,3,4,7,3,7,8,8,7,8,7,7,3,6,3,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Artisanal Marketing Protocol,"This tactic is utilized when organizations attempt to add value to products or processes that are becoming anachronistic.  Rather than streamlining or phasing out older methods, these are rebranded as ‘artisanal’ to evoke a sense of craftsmanship, quality, and exclusivity.  The method allows for the preservation of legacy practices while capitalizing on consumer preferences for authenticity and unique experiences. It effectively masks a decline in productivity or relevance by attributing value to the historical context of production.",8,8,2,9,2,9,3,6,3,8,8,1,9,2,8,9,6,7,2,2,2,2,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Artistic Collaboration,"The Invisible Borders road trips exemplified a collaborative artistic model where photographers and writers worked together, fostering an environment of mutual learning and shared creative responsibility. This group dynamic encouraged open dialogue, diverse perspectives, and a collective exploration of artistic themes. The process underscored the importance of recognizing the perspectives of others and how collaboration can enrich the creative process.",2,9,8,9,9,9,3,2,4,3,1,8,9,8,8,9,2,2,9,7,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+ASL Provision Protocol,"This protocol outlines steps for providing sign language interpretation, aiming to ensure accessibility for Deaf and hard-of-hearing individuals. It recommends providing interpreters who share cultural or racial identities with the audience or artists, supplying scripts or written materials for pre-event preparation, and encouraging slower speech and pauses during events. The protocol also advises reserving visible seating and requesting introductions by name to facilitate communication effectively. Beyond these technicalities, the protocol encourages building relationships within the Deaf community to enhance its impact.",2,4,7,9,9,9,8,2,7,5,8,8,9,2,4,9,6,4,8,3,8,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Audience Recording Protocol,"Records of audiences with the emperor were integral to the Cabinet Office's procedures and were meticulously documented within the minute books. These records detailed the circumstances of the imperial review, including the nature of the presented material and any observations or reactions from the emperor. The meticulous logging of audience details served to create a traceable history of the decision-making process and demonstrated accountability within the system. This formalized the imperial involvement and ensured a consistent record of the reviewed materials.",1,3,1,1,1,9,9,1,9,8,7,1,1,1,3,8,2,1,2,2,2,3,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Authority Assertions via Linguistic Precision,"Speakers emphasize meticulous vocabulary and phraseology to assert intellectual authority and signal their mastery of the subject matter. This involves using precise terminology and avoiding ambiguity, even when simpler language might suffice. The deliberate use of complex language functions as a subtle form of signaling, indicating expertise and demanding respect from other participants. It also serves to create a sense of exclusivity and reinforce the speaker's position as a knowledgeable leader.",7,2,2,7,7,9,1,4,8,1,8,4,9,2,3,8,7,8,3,2,2,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Automobile Driver Warning Protocol,"Drivers often utilize standardized signals, such as turn signals, horn use, or hand gestures, to communicate intentions to other drivers and pedestrians. These signals serve as vital indicators of planned movements or potential hazards, helping to prevent accidents and maintain traffic flow. They are typically unstated but rely on a shared understanding of road safety norms and signaling conventions among drivers.  These protocols can sometimes fail due to limited visibility, distraction, or misinterpretation, leading to collisions.",9,8,1,6,3,8,2,8,1,8,6,8,1,9,7,9,4,2,7,1,9,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Autonomous Worlds (0xPARC framework),"0xPARC's concept of Autonomous Worlds envisions blockchain-based game environments with inherent properties of persistence and player-driven development. These worlds are characterized by spatial reasoning, territorialism, and a shared understanding of rulesets. Unlike traditional games, Autonomous Worlds strive for a degree of self-governance and continuous evolution based on player interactions. The framework emphasizes the potential for lasting digital experiences with embedded economic systems and opportunities for community creation.",3,8,8,7,9,8,3,1,2,3,2,7,9,8,8,8,7,7,7,8,7,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bamboo Sales (Village Artisan Example),"The traditional system of acquiring essential household items, such as bamboo for laundry, involved purchasing from specialized artisans within a village. These artisans possessed high levels of skill in their craft and provided a crucial service to the community, fostering a sense of interdependence. The system depended on personal relationships and a reciprocal exchange of goods and services, contrasting with modern retail models. It provided income for skilled artisans and ensured the availability of specific goods for villagers.",9,8,9,2,3,9,9,1,9,2,2,9,9,9,2,9,2,2,9,3,8,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+BankAmericard Distribution Protocol,"Bank of America employed a mass mailing strategy, sending unsolicited plastic cards to its Fresno customers in 1958, which served as a pivotal moment in credit card history. This 'shotgun' approach, distributing cards without prior solvency checks, demonstrated a willingness to experiment with new marketing tactics and significantly expand credit access.  The protocol, while innovative, also involved risks and generated debates around responsible lending practices.  It proved to be a highly effective means of rapid adoption and established a template for widespread credit card distribution.",9,9,1,9,1,9,9,2,1,9,9,7,8,1,9,3,5,2,2,8,8,8,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bartleby Protocol,"Bartleby protocols, inspired by Melville's short story, signify agency achievable through inaction and passive resistance. Individuals operating within these protocols find liberation by refusing to participate in established systems or processes. This form of agency rejects the prevailing norms, offering a unique mode of challenging authority and finding personal freedom. It challenges the assumption of continual engagement and demands a reconsideration of resistance strategies.",8,9,8,9,8,9,2,3,8,2,2,4,9,9,7,9,6,8,2,7,5,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Basel Program,"The Basel Program, adopted at the First World Zionist Congress, outlined the goals of establishing a homeland for the Jewish people in Palestine. The Protocols of the Elders of Zion exploited the existence of this program, falsely claiming it was part of a larger conspiracy to control the world. By associating the Basel Program with their fabricated document, the Protocols aimed to discredit the Zionist movement and portray it as a sinister plot. The distortion of this program demonstrates how real-world political initiatives can be twisted to serve ideological agendas.",1,8,2,8,6,9,8,1,2,9,8,1,9,2,9,5,3,1,2,7,2,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bell Pit Spacing,Early miners established a protocol of maintaining sufficient distance between bell pits to prevent the collapse of one pit from impacting the structural integrity of others. This was a pragmatic solution given the method of excavation and the inherent instability of bell pit structures. The distance helped minimize the risk of catastrophic failures and ensured miners could continue operations in nearby locations. This demonstrates an early understanding of risk mitigation in a hazardous environment.,7,8,8,8,3,3,2,2,7,2,2,8,8,8,3,9,4,1,4,1,9,7,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Benefit Application Procedures,"These formalized steps are required to process applications for social welfare programs, typically covering requirements for documentation, eligibility verification, and assessment of needs. They ensure equitable distribution of resources and promote transparency in the delivery of social services. These procedures aim to streamline access to vital support systems for those who qualify. This creates a consistent standard for providing support.",1,7,1,7,3,8,3,1,1,8,8,3,1,1,4,7,3,3,7,1,9,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bertillonage,"Bertillonage, a system developed by Alphonse Bertillon, mandated standardized photographic methods for identification and criminal record-keeping. This protocol involved taking multiple photographs of individuals, including full-face, profile, and distinctive features, alongside detailed measurements and biographical data. The intention was to create a permanent and unique record for each person, facilitating accurate identification and tracking, with a process intended to minimize errors and standardize data collection and storage. Ultimately, this system established a formalized, bureaucratic approach to criminal identification based on photographic documentation.",1,7,1,1,1,3,2,1,1,8,9,7,1,2,6,2,4,3,2,1,2,3,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bilderatlas Mnemosyne (Warburg’s Method),"Aby Warburg's *Bilderatlas Mnemosyne* establishes a unique protocol for art historical investigation through the creation of thematic panels comprised of disparate images. These panels utilize a process of *Orientierung*, assembling visuals based on recurring visual tropes and symbolic resemblances rather than chronological or geographical order. The practice aims to reveal hidden connections and unconscious patterns across time and cultures, fostering an unconventional understanding of collective memory. The system prioritized visual connections over traditional art historical analysis.",7,9,2,9,9,9,5,2,9,1,5,7,9,8,8,9,4,7,2,9,8,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Birth Registration (City Hall),"The formal act of registering a birth with local government ensures the legal recognition of an individual's existence and establishes crucial records for various administrative purposes. This protocol typically involves completing standardized forms, providing documentation, and receiving official certificates that verify the individual’s identity and birth details. Such records are vital for accessing services like education, healthcare, and citizenship and represent an essential component of modern governance.",1,3,1,8,2,7,2,1,9,9,9,8,1,1,6,7,1,2,9,1,7,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bitcoin Protocol,"Bitcoin relies on technical protocols, rather than corporate servers, to enable a new form of power and financial freedom. This system leverages cryptographic math within a blockchain, aiming to supplant the need for traditional national security forces. The idea is that this decentralized approach provides a pathway for power and resources to exit the current reigning system.  Ultimately, it aims to provide an alternative means of security and governance beyond the power of nation-states. The Bitcoin protocol is a decentralized system for issuing digital currency, aiming to replace the role of traditional financial institutions like banks and states. It utilizes blockchain technology to maintain a shared, verifiable ledger of transactions, enabling peer-to-peer exchange without central authority. Participants are incentivized to uphold the protocol through rewards in digital tokens, ensuring the integrity of the network and its shared data. This system's voluntary nature and potential for collective governance have sparked various attempts at applying similar structures to other domains. This foundational set of rules defines how the Bitcoin cryptocurrency operates, including transaction validation, block creation, and network consensus.  The protocol dictates the mathematical processes and governance mechanisms that ensure the security and integrity of the system.  It’s a decentralized system, meaning no single entity controls its operation, promoting resilience and user autonomy. The protocol’s design prioritizes transparency and immutability, creating a tamper-proof ledger of transactions.",2,2,9,9,3,2,1,1,1,1,2,4,9,9,3,5,4,2,1,3,7,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Black Feminist Protocols,"These protocols draw on the work of thinkers like Patricia Hill Collins and Donna Haraway, emphasizing the importance of standpoint epistemology and situated knowledge. They prioritize the experiences and perspectives of marginalized communities, particularly Black women, in understanding social and political issues, challenging traditional approaches to knowledge creation and power structures.  This often involves foregrounding lived experiences and recognizing how social location shapes understanding, moving beyond universalizing claims and recognizing the diversity within marginalized groups. Further, these protocols focus on fostering collective empowerment and challenging systemic inequalities through intersectional analysis and activism.",2,9,8,8,9,9,8,2,4,2,6,8,9,9,6,8,3,6,8,8,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Black Poethics,Denise Ferreira da Silva's philosophical framework highlights the ethical considerations arising from Black experiences and perspectives. It prioritizes a critical examination of power dynamics and challenges conventional notions of morality. This ethical lens encourages a reevaluation of social structures and their impact on marginalized communities. It’s a way to reimagine social relations and create ethical frameworks informed by Black experiences and knowledge.,9,9,9,8,8,9,9,1,1,2,5,2,9,8,7,9,7,7,8,8,9,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Black Time Belt,"The Black Time Belt is a creation of Robert Sember, designed to reclaim and reimagine the understanding of time from a Black perspective. It functions as a reorientation of temporal frameworks to challenge oppressive systems. The project serves as a way to create space and agency for Black individuals to define their own timelines and narratives. This initiative actively resists linear, Eurocentric notions of time.",2,8,7,9,9,9,9,1,8,1,5,2,9,9,7,9,5,8,7,8,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Blueprint Protocol,"This is a structured set of practices, including nutrition and fitness routines, designed to automate health-related decisions and reduce cognitive load. It aims to optimize various aspects of well-being through rigorous tracking and adherence to a predefined plan. Individuals following the protocol often report a sense of liberation from daily decision-making, though it requires significant commitment and may not be suitable for everyone. The overarching goal is to improve health outcomes by minimizing variability and promoting consistency.",1,3,3,7,3,3,2,2,9,1,1,8,9,2,6,8,7,7,2,1,3,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Borgesian Aleph Construction,"This protocol describes a deliberate attempt to recreate the universe within a contained system, mirroring the short story of Borges. Eve's plan is to meticulously reconstruct all data points and interactions associated with Zoe, aiming to achieve an exact replica of his existence. The process demands an immense computational infrastructure capable of simulating the entire world, highlighting a desire to achieve a state of complete understanding and potentially, a form of resurrection. The endeavor symbolizes an attempt to encompass all of reality within a single, comprehensible framework.",1,8,2,9,2,3,9,1,1,3,8,1,9,1,9,1,9,8,1,2,1,1,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Bristlemouth Protocol,"The Bristlemouth protocol is an emerging standard for underwater connectivity, designed to replace proprietary connectors and enable flexible configurations for oceanographic instrumentation. It involves a screw-based mechanism and face-seal O-rings to provide a secure and reliable connection in harsh underwater environments. The goal is to allow users to easily add and modify sensors to their monitoring systems, promoting adaptable solutions for diverse oceanographic research and resource management needs. This is intended to be an open standard, intended for broad adoption by the scientific community.",3,8,7,8,8,3,7,1,2,1,4,8,9,2,8,9,7,7,7,3,9,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Buddhist Monastery Protocols,"Historically, Buddhism spread across Asia through the establishment of interconnected monasteries, serving as centers for spiritual practice and cultural exchange. These monasteries formed networks of belonging, providing mutual support and fostering the transmission of knowledge. This early model of interconnected communities demonstrated a pathway for cultural influence without centralized control, sharing spiritual principles and customs across continents.  They represent a precedent for geographically dispersed communities sharing a common ethos.",5,9,6,2,8,9,7,2,2,2,2,3,9,8,5,7,1,3,8,6,8,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Building Codes,"These formalized procedures and regulations govern the design, construction, and maintenance of buildings, prioritizing safety, accessibility, and structural integrity. They dictate everything from material specifications and fire safety measures to zoning regulations and environmental sustainability. Adherence to building codes safeguards lives and promotes responsible development within a community. These create a high baseline of safety.",1,3,1,8,3,4,5,1,2,9,9,2,1,2,2,1,1,3,3,1,7,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+German Bureaucratic Prose,The text discusses the formalized writing styles prevalent in early modern German bureaucracy noting a deliberate use of ritualized gestures and distancing language. This style aimed to create a sense of authority and impartiality while performing administrative tasks. It involved careful adherence to pre-determined formats and a reliance on standardized phrases and sentence structures. The goal was to create a record of actions that was both comprehensive and seemingly objective embodying a specific form of institutional communication. Weber describes a modern form of organization where protocols are central to establishing a persona of objectivity and impersonality. These protocols involve formalized written procedures and documentation intended to replace personal rule with a system based on rational-legal administration. The aim is to create a consistent and predictable system,2,2,1,1,1,8,9,2,1,9,8,2,1,1,2,7,4,5,2,1,3,2,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Calendar Invite and Alarm System,"Modern individuals leverage digital calendars, automated alarms, and notification systems to maintain a structured schedule and track commitments. This system enables a degree of temporal coordination across a vast network and minimizes cognitive load associated with scheduling. It’s a complex web of automated reminders and digital synchronization, fostering predictability in a complex work and social life. The protocols reinforce a culture of punctuality and adherence to schedules, and provide a degree of control over one's use of time.",8,8,4,7,8,3,1,1,3,9,2,3,9,1,7,8,1,2,8,2,7,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Canary Use for Gas Detection,"Early miners employed canaries to detect afterdamp and stinkdamp, providing an early warning system for dangerous gas mixtures. Birds' physiological responses to these gases would be observed before humans would exhibit symptoms. This utilized the differing sensitivities of avian and human systems to alert miners to unseen threats.",1,6,8,9,2,7,2,8,3,6,9,9,2,4,8,8,4,3,4,1,5,9,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Canonical Bridge Protocols,"These protocols aim to establish trustless connections between different blockchain networks, allowing for the secure transfer of assets and data. They utilize cryptographic techniques and decentralized mechanisms to verify transactions and prevent fraud. The goal is to enable seamless interoperability between different blockchains and expand the possibilities for decentralized applications. The protocol emphasizes secure data and asset transfer between blockchains, and reducing the central points of failure.",7,9,8,9,7,1,1,2,1,1,2,5,9,9,5,9,5,7,2,7,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Capital Markets Opening and Closing Times Protocol,"Financial markets operate according to a structured schedule, with specific times for opening and closing, regulating the availability of trading. This protocol establishes boundaries for market activity, providing a framework for price discovery and order execution. Trading hours contribute to market stability and allow for orderly settlements, but trading outside these hours typically requires specific permissions and conditions.",2,7,1,7,1,9,2,1,1,9,4,2,1,1,3,8,3,1,7,1,5,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Carriage Dispute Protocol,"A specific example, the 'Carriage Dispute Protocol' of 1661, illustrates a historical instance where formalized etiquette became a source of conflict. It involved a disagreement between Spain and France concerning precedence in a procession, escalating to armed confrontation among followers. This event underscores how adherence to protocol could become a proxy for power struggles and contribute to violent outcomes.",2,4,1,2,1,9,9,9,1,9,8,7,1,1,8,1,9,9,1,8,1,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+CART (Communication Access Realtime Translation) Provision Protocol (Community Arts Org),“Offering CART (Communication Access Realtime Translation) is a higher level of real-time captioning service that provides more verbatim and immediate transcription during events. This protocol allows individuals who are Deaf or hard of hearing to access information with greater accuracy and immediacy,1,7,7,9,7,9,8,3,8,8,8,6,8,2,3,7,2,1,8,2,9,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Chancery Ceremonies,"The text describes 'chancery ceremonies' related to diplomatic protocol, which formerly involved extensive paperwork and structured processes for issuing documents, accrediting envoys, and formally communicating between states. This system, common in the 20th century, involved meticulous record-keeping and adherence to hierarchical rules, reflecting the importance of maintaining a rigid structure in diplomatic relations. These ceremonies were responsible for issuing documents, maintaining rank, and formal correspondence. It was a standardized method for managing the complexities of international communication.",2,3,1,2,1,9,3,3,2,9,8,3,2,1,3,7,1,2,8,1,2,2,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Child Discipline (Spanking/Grounding),"This protocol establishes methods for correcting behavior in children, often involving physical punishments or restrictions on freedom.  Such disciplinary actions are frequently passed down through generations without critical examination of their effectiveness or potential harm. This approach represents a structured way to maintain order and reinforce expectations within a family unit. While common, this disciplinary protocol may not align with contemporary understanding of child development and positive parenting techniques.",5,9,9,9,2,9,7,1,9,8,7,3,8,1,8,3,9,9,2,2,1,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Childbirth Protocols (Local Knowledge),"These represent community-based practices and beliefs surrounding childbirth, often passed down through generations of women. They differ from standardized medical protocols that might be imposed from outside, emphasizing the importance of cultural context and traditional knowledge. These practices value the lived experiences and wisdom of local midwives and mothers, acknowledging the profound cultural significance of birth. Defending these practices stands in opposition to solely globalized medical intervention.",8,9,9,8,9,9,9,1,8,3,2,9,8,9,4,3,7,7,9,7,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Choose Your Own Adventure Protocol,"This protocol dictates a non-linear narrative structure where readers actively shape the story’s progression through a series of decisions. The reader is presented with choices at key narrative points, and their selection dictates the subsequent storyline and eventual conclusion. This allows for multiple possible outcomes and provides a level of interactivity not typically found in traditional linear narratives, creating a personalized storytelling experience.",2,8,8,8,9,9,3,5,9,3,1,2,9,8,7,9,2,2,1,9,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Chronicles of Suffering (Thirty Years' War),"The unpublished accounts from individuals experiencing the Thirty Years' War documented the hardships and violence encountered during the conflict, often interweaving personal narratives with reflections on spiritual implications.  These narratives chronicled experiences of suffering, loss, and devastation, providing insights into the impact of war on individuals and communities, with personal reflections regarding the spiritual dimensions of this trauma. They serve as a less structured means of exploring the intersections between personal experiences and broader historical and spiritual contexts.",9,9,9,1,9,9,8,2,9,2,1,1,9,9,1,9,7,5,3,7,5,5,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Chronometer Usage Protocol,"The use of chronometers in naval navigation established a protocol for precise timekeeping and position calculation, essential for long-distance voyages and mapping. It involved correlating ship time with the reference time at Greenwich Observatory, allowing for accurate determination of longitude and enabling explorers to chart courses and establish locations. The protocol’s adoption facilitated expanded trade routes, naval power projection, and the extraction of resources from distant lands.  This standardized process served as a technical basis for the advancement of colonialism.",2,3,1,9,2,3,2,2,1,8,8,7,3,2,2,4,1,1,5,1,3,3,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Circular Movement Protocol,"The passage discusses a cultural difference concerning direction when moving in a circle, specifically referencing Anishinaabe and Haudenosaunee practices. Anishinaabe traditionally move clockwise, while Haudenosaunee move counterclockwise, and shared gatherings often involve playful recognition of this difference. This illustrates a method of fostering diplomacy and understanding through acknowledging and respecting differing customs, thereby promoting peace and shared values.",9,7,8,8,7,9,5,3,7,1,1,8,8,8,5,9,2,3,9,2,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+City-States,"A form of political organization where a city and its surrounding territory function as a unified, independent entity. These structures often exhibit a concentration of political and economic power within the urban center, fostering distinct cultural identities. Historically, they promoted innovation and trade, but also frequently engaged in competition and conflict with neighboring entities. The structure provides an alternative model of governance distinct from larger empires or nation-states.",1,9,3,5,7,9,4,1,7,1,7,1,9,2,7,8,5,3,6,7,4,5,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Clan Identification,"Sharing one's clan is a vital aspect of Anishinaabe introductions, signifying belonging within a complex kinship system. Clan affiliations dictate roles and responsibilities within the community and demonstrate interconnectedness.  It acknowledges the individual's position within a larger social and spiritual network, enriching understanding.  This practice ensures accurate placement within the complex network of relationships and responsibilities.",7,8,9,7,2,9,9,1,8,1,1,4,3,7,8,9,7,2,9,2,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Climate Treaties,"International agreements aimed at addressing climate change, involving commitments from various nations to reduce greenhouse gas emissions and adapt to the impacts of a changing climate. Protocols within these treaties often outline specific targets, reporting mechanisms, and financial contributions, designed to ensure accountability and progress towards shared goals. The adherence and effective implementation of these agreements depend on the political will of participating nations and the establishment of robust verification procedures. The development of these treaties mirrors evolving scientific understanding and growing awareness of the global impact of climate change.",2,8,3,8,8,9,2,2,1,2,4,2,8,4,7,8,4,7,7,6,8,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Cloud Data Capturing,"This approach to studying clouds involves detailed measurement and analysis of atmospheric conditions. It combines theoretical physics with observational data to understand cloud behavior and climate processes. The protocols involved encompass techniques for assessing temperature, humidity, and other factors. Furthermore, it’s suggested that these protocols could be adapted to achieve a deeper understanding of climate change by shifting from spatial to temperature-based coordination.",2,7,1,5,7,2,2,2,2,2,8,7,9,8,5,9,8,3,5,3,5,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Coal Dust Mitigation,"As coal production rates increased, a significant concern emerged regarding the saturation of mine air with flammable coal dust and hazardous silica. This posed explosion and respiratory illness risks.  Protocols for mitigating this involved ventilation improvements and efforts to suppress dust generation, though these were often insufficient to completely eliminate the problem.",1,8,2,7,3,3,3,1,1,8,8,7,1,2,7,8,7,3,7,1,7,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Code of Criminal Procedure Protocol,The Code of Criminal Procedure outlines specific guidelines for legal proceedings,1,3,1,1,1,9,9,1,1,8,8,5,1,1,3,2,2,1,6,1,8,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+College Enrollment,College enrollment functions as a protocol that dictates a structured path for young people involving academic pursuits and eventual career development. This protocol involves specific enrollment processes,1,3,3,8,7,7,2,2,1,7,8,2,8,2,4,8,6,2,6,4,6,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Column Chromatography,"Column chromatography is a technique used to separate mixtures of compounds based on their differing affinities for a stationary phase and a mobile phase. It's employed to isolate specific molecules from complex mixtures, relying on the interaction of components with a column packed with a material that selectively binds certain substances. This process, often used in scientific research, is crucial for purification and analysis. In the context of the text, it's adapted for DIY hormone extraction, replacing costly commercial supplies with accessible alternatives.",9,9,8,9,7,2,4,2,9,1,9,8,9,2,8,9,9,2,2,3,8,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Command and Control,"This framework in military strategy, emphasizes leadership and coordinating subordinates through a continuous cycle of commands and feedback. It involves transmitting instructions and then incorporating new information to adapt those instructions, fostering adaptability and effective execution. This model views acts of war as information technology feedback loops and highlights the importance of responsiveness and situational awareness. Effective command and control ensures synchronized actions and optimizes the impact of military operations.",3,8,2,9,9,7,2,2,1,1,8,3,1,4,5,9,1,3,3,4,2,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Commemorative Coin Protocol,"The commemorative coin's design reflects a performance of accessibility to the French monarchy under Louis XIV, portraying the king as approachable and open to subjects of all ranks. This visually communicated a specific protocol of royal interaction, contrasting with the idea of a distant or tyrannical ruler who isolates themselves from the populace. The coin’s imagery was designed to foster an impression of easy access, highlighting a public performance of the king’s supposed openness to petitioners and concerns. The protocol served as a form of propaganda, reinforcing the image of a benevolent and accessible monarch.",2,9,1,8,2,9,9,2,2,9,9,3,8,1,7,1,7,3,9,2,7,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Communal Altar Creation,"Within the context of the vigil, this protocol involves community members contributing compostable items like soil, water, seeds, clay, flowers, herbs, and fruit to form a collective altar. This act symbolizes interconnectedness and shared responsibility for environmental protection. The creation of the altar fosters a sense of unity and provides a focal point for remembrance and healing. Each element contributes to a shared symbol of mourning and commitment to safeguarding the environment.",2,8,9,9,8,9,2,9,1,1,1,9,9,7,8,9,4,7,8,7,9,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Communication Protocols (Cold War),"The text discusses communication protocols as essential tools in managing crises during the Cold War, examining how information flow and messaging are governed. These protocols dictated how information was transmitted, interpreted, and acted upon between opposing nations, establishing channels for negotiation and de-escalation. Deviations from these protocols, whether intentional or accidental, carried significant risks, potentially leading to misunderstandings and escalations. A focus on communication protocol serves to highlight the vital function of maintaining order in interactions amidst geopolitical competition.",3,9,2,1,2,8,9,2,1,8,9,3,1,1,3,2,9,3,3,2,2,3,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Community Land Acknowledgement Protocol (Gallery),“The gallery's practice of beginning meetings with a land acknowledgement,2,8,4,3,3,9,3,3,8,8,3,6,7,2,8,9,6,4,7,2,8,6,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Community Lore Protocols,"The text alludes to the existence of protocols inherent in community lore and storytelling, suggesting a structured means of transmitting cultural knowledge across generations. These protocols involve more than just retelling stories; they may include specific rules about who tells which stories, when they are told, and how they are adapted or modified over time. This pattern is about social cohesion and the passing down of heritage.",7,8,8,7,7,9,4,2,4,2,3,8,4,7,3,7,4,6,8,3,7,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Compost-Based Ritual Protocols,"The creation and utilization of compost during the environmental vigil demonstrate a method of returning resources to the earth. Community members contribute compostable materials like soil, water, seeds, and flowers. This composting process transforms organic waste into fertile soil. The resulting compost is then used to nurture a commemorative tree, symbolizing rebirth and renewal. The method aims to create a cyclical process of giving back to the environment.",1,8,9,7,8,8,3,2,4,2,4,9,9,6,8,8,2,2,7,3,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Conciliatory Chairman Intervention Protocol,"In moments of heightened tension or unproductive back-and-forth between participants, a neutral chairman will intervene to de-escalate the situation, redirect the conversation, and maintain order. This involves acknowledging the disagreement, briefly summarizing the current impasse, and then suggesting a path forward – often involving a time constraint or refocus on the immediate task. The intervention serves to facilitate progress and prevent the conversation from spiraling into unproductive conflict. The chairman’s actions demonstrate a commitment to impartiality and a desire to keep the meeting on track.",1,3,2,9,2,9,2,2,4,7,7,7,2,2,2,9,3,4,3,3,8,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Content Moderation Standards,"These guidelines outline how companies jointly manage content on social media platforms, defining what content is acceptable and what is not, and setting expectations for user behavior. These standards are frequently contested and evolve as platforms grapple with issues of free speech, misinformation, and harmful content. The collaborative nature of these standards demonstrates an attempt to establish norms beyond legal or governmental oversight.",3,7,5,8,8,9,3,3,2,7,3,3,8,8,7,9,7,8,8,6,5,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Cooking Practices,"This method of learning to cook focuses on direct observation and tactile engagement with ingredients and processes, rather than following written recipes. Children learn by watching and participating in the actions of experienced cooks, gaining a deep understanding of seasonality and local ingredients. These practices emphasize sensory awareness and building a relationship with food, reflecting a holistic approach to cooking that goes beyond simply following instructions. This embodied knowledge is passed down through generations, creating a living tradition of culinary expertise.",9,9,9,9,9,9,3,2,9,2,2,9,9,8,4,9,4,3,8,8,7,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Coordinated Universal Time (UTC),"UTC is a time standard based on astronomical observations and used globally for coordinating timekeeping, and is centered on England as a historical artifact. It provides a common reference point for time zones and communication systems, ensuring synchronization in various applications such as aviation, telecommunications, and scientific research. The standard ensures a consistency for setting clocks for trade and scientific institutions across the world.",1,1,1,9,3,2,1,1,1,1,9,2,1,2,8,9,1,1,4,1,9,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Coordinatizing Scientific Observation,"The shift from isolated observations to viewing data points – especially within phenomena like cloud formations – as a coordinated whole exemplifies a pattern of interaction that prioritizes understanding system-level behavior. This entails recognizing shared traits and incorporating aspects of collective processes into scientific analysis, rather than treating variables as independent entities.  It underscores a holistic approach to scientific inquiry, emphasizing interconnectivity and shared characteristics rather than fragmented analysis.",8,8,8,8,8,3,2,1,3,1,7,3,8,8,7,9,7,6,7,7,9,9,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Corporate Contracts,"Formal agreements that govern the relationships between businesses and their stakeholders, including employees, suppliers, and customers. These contracts establish clear expectations, responsibilities, and liabilities, providing a framework for predictable and reliable business operations. By adhering to standardized legal principles, these contracts enable complex transactions and support economic growth. They represent a formalized structure essential to modern commerce.",1,7,1,7,2,9,1,1,1,8,9,3,8,1,2,9,1,2,7,3,6,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Corridor Design (Government Buildings),"The architectural protocol of using corridors in government buildings prioritized efficient internal passage and information flow. Corridors align doors and offices in relation to each other, creating standardized routes and streamlining movement.  This design element aimed to increase efficiency and potentially create more egalitarian social interactions, diminishing the importance of physical distance between rooms and offices.",5,8,2,8,1,2,3,1,1,8,5,3,2,8,7,9,4,2,7,3,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Council of Ministers Meetings,"Deliberations among the Council of Ministers played a critical role in preparing proposals for the emperor’s consideration, outlining regulatory projects, and forging a unified stance on matters of state.  These gatherings served as a space for discussion and negotiation, with the resulting proposal being presented to the emperor for ultimate approval or modification, showcasing the structured nature of imperial decision-making. The emphasis was on aligning ministerial positions to streamline the approval process.",2,8,2,7,6,9,4,2,3,9,7,6,1,2,2,8,2,1,8,2,3,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Cover Letter (Early Credit Agreements),"Merchants previously extended credit using handwritten notes known as 'cover letters,' where customers pledged to pay a specified amount by a set date. These letters functioned as informal IOU's, fostering trust between merchant and customer. They laid the groundwork for more standardized credit practices, as a formalized agreement.  This practice highlights an earlier iteration of credit management, before the advent of formalized credit systems and banking institutions. The acceptance of these cover letters created a nascent credit system based on trust and reputation within the community. This system gradually evolved into more formal credit agreements, ultimately laying the groundwork for modern credit card practices.",9,9,9,3,8,9,7,8,8,1,2,3,8,8,8,9,6,3,8,3,3,7,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+COVID-19 Mask Mandate Protocols,Mask mandates during the COVID-19 pandemic established a social protocol for protecting public health. These protocols dictated the consistent wearing of masks in public settings to mitigate the spread of the virus. Mask protocols raised questions regarding personal freedom and the collective responsibility to protect vulnerable populations. These protocols shifted social norms and altered routines across many segments of society.,1,7,1,9,7,9,2,8,1,8,8,8,2,2,4,7,4,8,3,7,8,3,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+COVID-19 Pandemic Protocols,"The COVID-19 pandemic prompted widespread adoption of protocols designed to mitigate the spread of the virus, resulting in a new normal characterized by significant change. These protocols included mask mandates, social distancing guidelines, and restrictions on gatherings, impacting social, economic, and political systems globally.  The effectiveness and longevity of these measures became points of contention, revealing underlying tensions related to individual liberties and collective responsibility. This resulted in a complicated interplay between public safety, freedom of choice, and the impact of these protocols on the societal fabric.",2,6,1,8,8,8,3,7,1,7,9,7,2,2,4,8,5,8,7,7,4,2,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+COVID-19 Regulations,"During the pandemic, specific protocols emerged to limit the spread of the virus and protect public health. These included measures such as social distancing, mandatory mask-wearing, and frequent handwashing, designed to minimize transmission through close contact. Initially disruptive, these regulations became ingrained in daily routines and underscored the adaptability of social norms in the face of crisis. The effectiveness and perceived intrusiveness of these protocols sparked debates about individual liberties and collective responsibility.",1,6,2,9,8,8,2,9,1,9,8,8,1,2,4,8,2,7,7,6,7,2,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Cowrie Bead Currency,"Throughout various cultures, cowrie shells have served as a form of currency, representing value beyond their intrinsic worth. This system of exchange facilitated trade and supported economic activity in regions distant from their origin. The recurring use of the shells established a predictable pattern of interaction, creating a stable and widely accepted medium of exchange. Furthermore, their dual role as both currency and symbolic objects highlights the complex interplay between economic and cultural values.",9,9,9,1,3,9,8,1,1,2,2,7,7,9,8,9,6,1,8,3,8,8,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Crash Protocol,"Following accidents, a 'crash protocol' emerges as a framework for response, investigation, and recovery efforts. This protocol defines roles, establishes communication channels, and outlines procedures for assessing damage, providing assistance, and restoring normalcy. It provides a structured approach to managing unexpected events, ensuring coordinated action and minimizing disruption. This protocol facilitates resilience and allows the rapid restoration of order after a crisis.",2,8,2,7,7,8,1,2,3,8,8,2,2,1,5,8,7,2,7,2,5,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+"""Open Publishing","""Open publishing describes the practice of making research outputs freely available online, often through pre-print servers or open-access journals. The text views open publishing as a double-edged sword, generating widespread information but also contributing to the challenge of managing a deluge of data and claims. It has ironically resulted in what the text calls a bench of untapped talent, as freely available research inspires new ideas but lacks a structured means for assessment. The speed of information transmission needs to be leveraged for science and collaboration.",2,8,8,8,8,9,1,2,1,1,2,2,9,8,9,9,5,5,5,8,9,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Criminological Discourse Protocols,"Criminological discourse protocols shaped how criminal events were described and recorded, aiming for an objective and detached representation of reality. They involved prioritizing a formal and impersonal style, mimicking a natural and civil order to ensure uniformity and consistency.  The protocols prioritized portraying the recorder as an impartial observer, striving for objectivity. Ultimately, the aim was to ensure reliable data for legal processes and societal understanding of crime.",3,6,1,1,2,9,3,1,3,8,7,1,1,1,3,7,6,7,3,2,3,2,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Crisis Communication Protocols (Cold War),"The text details crisis communication protocols utilized during the Cold War, emphasizing their role in managing tensions and preventing escalation. These protocols involved structured channels for transmitting information, procedures for verifying data, and guidelines for crafting diplomatic responses. By adhering to these protocols, nations sought to convey stability and reassure each other during periods of high alert, even when underlying disagreements persisted. Their effectiveness depended on maintaining trust and transparency between parties.",3,7,1,9,4,8,9,2,1,2,8,2,2,1,3,7,4,1,9,2,3,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+CRISPR,"CRISPR represents a rapidly developing protocol in the realm of genetic engineering, facilitating precise modification of DNA sequences. It involves a defined sequence of steps, utilizing specific enzymes and guide RNAs to target and alter genetic material. The precision and accessibility of this protocol have democratized genetic research, fostering innovation and enabling applications across diverse fields. This technology exemplifies how a formalized set of tools and procedures can enable complex, previously inaccessible manipulations.",1,3,4,9,9,3,1,1,9,3,8,8,9,3,8,9,1,3,5,3,8,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+CubeSat Protocol,"The CubeSat protocol establishes standardized dimensions and interfaces for small satellites, enabling interoperability and fostering innovation in space exploration. It dictates the physical structure, power requirements, and communication methods for these satellites, promoting modularity and reducing development costs. This standardization has been critical in democratizing access to space, allowing smaller organizations and educational institutions to participate in space-based research and development. The evolution of CubeSat technology highlights the power of shared specifications in driving technological advancements and enabling wider participation in a complex field.",1,3,4,9,3,3,3,1,3,5,7,6,9,5,9,9,1,1,3,2,9,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Currency Ledgers,"These represent the formalized systems that track and validate the movement of digital or physical currency, ensuring the integrity and authenticity of transactions. They often involve cryptographic techniques, distributed consensus mechanisms, and regulatory frameworks, which are essential for maintaining trust and security within the financial ecosystem.  These ledgers are fundamental for economic activity, providing a shared record of financial interactions and enabling seamless payments across borders.",2,9,5,9,2,3,2,1,1,4,5,1,5,8,3,9,3,3,3,3,8,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Dating Websites (Pre-App),"Prior to the rise of apps, dating websites like early OkCupid emphasized more detailed profiles and compatibility surveys. Users could create lengthy biographies, signal niche interests, and prioritize matching based on shared values and personality traits rather than solely physical attractiveness. This fostered a system where users searched based on deeper compatibility criteria and engaged in potentially longer interactions. The approach resulted in a more deliberate process designed for finding meaningful connections rather than rapid-fire matching.",6,8,3,9,7,8,3,1,2,3,3,5,9,4,4,8,4,3,8,3,6,7,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+De umbrias ideareum (Bruno’s Memory Seals),"Giordano Bruno’s *De umbrias ideareum*, or *On the Shadows of Ideas*, outlines a methodology for accessing and organizing profound insights through abstract diagrams and symbolic representations. Bruno employed a system of memory seals, intricate visual patterns designed to trigger associations and expand understanding. The protocol demands a deliberate process of contemplation and internalization of the symbolic language. This involved turning memory wheels and internalizing the relationships they conveyed.",8,8,3,9,3,4,4,2,9,1,2,4,8,2,2,9,7,7,2,7,3,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Decentralized Autonomous Organization (DAO) Governance Voting Protocol,"DAOs often use token-based voting to make collective decisions and allocate resources, enabling community participation in governance. This protocol establishes a system where token holders can propose and vote on proposals, such as funding initiatives or amending rules. The implementation relies on smart contracts and blockchain technology to ensure transparency and immutability, however, DAO governance protocols are vulnerable to hostile takeovers and treasury raids.",2,9,7,8,8,8,2,2,1,3,3,8,9,7,9,7,6,6,6,6,7,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Decision-Making Process in Case of Disagreement,"When ministerial conferences failed to reach a consensus, the emperor would often intervene to resolve the conflict, typically favoring the vote of the interior minister. This protocol demonstrated the emperor's role as a mediator and arbiter in situations where disagreements among ministers could not be resolved through standard negotiation procedures. The emperor often sought to bring a conflict to resolution.",3,9,1,3,2,9,9,2,7,1,7,1,1,2,8,3,7,2,3,1,3,3,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Decision-Making via Vote,"Proposed actions are evaluated through a formal vote among designated individuals. The vote tally determines the outcome, signifying a consensus-based decision-making process. This procedural mechanism ensures fairness and transparency in decision-making.",1,8,3,8,2,9,2,3,5,6,3,4,5,7,6,9,6,2,6,3,7,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Decision-Making within the Cabinet,"The process by which decisions were reached and implemented within the Imperial and Royal Cabinet Chancellery followed a structured pattern involving multiple layers of review and approvals.  Issues were discussed and debated, with outcomes meticulously documented in minutes. This formalized approach aimed to ensure consistency and accountability in governmental actions, showing a systematic method in official dealings.",1,7,1,2,2,9,9,1,7,8,7,3,1,2,2,5,2,2,4,1,7,3,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Deep Fake Generation Protocols,An emerging pattern of interaction around the manipulation of digital media using techniques like machine learning and cryptography. These protocols allow for the creation of fabricated images or videos that can be difficult to distinguish from reality. This shows a dangerous new application of existing technologies and implies an emerging need for new verification methods and patterns of interaction.,9,8,9,9,8,5,2,2,3,3,9,7,9,8,9,8,9,9,1,9,2,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Deep Listening,"Implicit in the value placed on experiencing and observing photographic practices is a notion of ‘deep listening’—engaging with subject matter with attentiveness and a willingness to absorb nuanced details. This approach goes beyond surface-level observation, encouraging a sense of empathy and a willingness to understand the perspectives and motivations driving artistic creation. In essence, deep listening is a form of engagement that transcends mere recognition and leads to a fuller appreciation of the creative process.",9,9,8,3,9,8,3,1,8,2,1,7,9,9,7,9,3,3,9,8,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Deliberative Analyses,"These are formal, structured approaches to dissecting events, challenging assumptions, and uncovering the ideological underpinnings of crises. They go beyond surface-level explanations, seeking to expose the power dynamics and social structures that contribute to problems. The text champions these analyses as a key tool for transforming crises, enabling a deeper understanding of root causes and fostering more effective solutions.",8,8,2,7,4,9,1,2,3,4,9,2,9,3,7,8,2,7,7,4,7,7,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Department Council Protocols,"As part of the University Act's reform, departmental councils were in place to facilitate conversations and debate amongst professors and institute members. However, as discussed, the University Act's reorganization undermined such council’s ability to make meaningful decisions as a centralized administration took over. Those in place experienced a disconnect between the councils and central decision-making processes.",4,8,2,6,3,9,8,6,6,8,8,2,3,3,8,9,8,6,7,3,7,2,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Detroit Techno Music Performance Protocols,"Detroit techno music performances often involve specific protocols established by Underground Resistance. These protocols frequently included the consistent wearing of bandanas, contributing to a distinctive and mysterious visual aesthetic. The bandanas serve as a symbolic representation of the collective identity and a connection to the roots of the musical genre. The consistent use of this symbol demonstrates a shared aesthetic and a demonstration of solidarity among performers.",8,7,8,6,3,8,9,2,2,9,3,8,4,7,7,3,4,3,8,1,6,6,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Diaries (Experimental Soul Studies),"These writings, rooted in a commitment to self-observation, served as a structured means of recording and analyzing one's thoughts, emotions, and behaviors. Focused on meticulous documentation of inner states, they aimed to identify patterns, gain self-understanding, and uncover hidden aspects of the self. These diaries represented a systematic approach to self-exploration, documenting the continuous, sometimes agonizing search for signs of spiritual well-being.",8,7,7,2,8,9,2,3,9,3,2,8,9,9,2,9,4,5,1,4,5,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Diaries (Puritan & Pietist),"These personal journals represented a pattern of self-reflection and documentation of religious experiences, primarily employed by Puritan and Pietist individuals.  They involved regularly recording one's thoughts, feelings, and interactions with the divine, often serving as a means of discerning God's will and identifying spiritual progress. The practice highlights a continual search for signs of divine grace and an unwavering commitment to self-examination, rather than a structured system of quantifiable goals. The diaries represent a less formalized method of spiritual documentation compared to the structured Sin Protocol.",5,9,9,2,8,9,9,3,9,3,2,8,9,9,3,9,6,3,2,7,7,7,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Difficulty Bomb (Ethereum),"The Difficulty Bomb was a feature initially incorporated into the Ethereum protocol that exponentially increased the difficulty of mining blocks using the Proof of Work system. Designed to force a transition to Proof of Stake, it made mining unsustainable over time, creating pressure for miners to upgrade their systems. Its implementation involved repeated postponements and adjustments, providing a unique opportunity to renegotiate mining rewards and explore protocol updates. The bomb's evolution highlights the complex interplay of technical considerations and community governance in blockchain development.",1,2,7,7,8,8,9,3,1,9,2,1,2,5,2,5,5,3,8,4,2,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Dinner Etiquette,"A set of codified behaviors governing dining practices, dictating everything from utensil usage and seating arrangements to conversation topics and pace of eating. Originating from aristocratic customs, it's evolved into a complex system designed to demonstrate refinement and social grace. While less rigidly enforced now, adherence to basic dinner etiquette remains a sign of consideration and respect for one's companions and the host. Variations exist across cultures, reflecting differences in traditions and values.",9,8,4,3,6,9,7,1,7,8,3,7,7,2,7,9,3,5,9,3,6,4,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Diplomatic Protocol,"The text frequently references diplomatic protocol, which it defines as the established rules and conventions governing interactions between diplomats and nations. These protocols dictate behaviors, addresses, and procedures to ensure smooth and formal engagements. Disruptions to these established patterns can reflect tension, or create opportunity for adaptation and learning within the system. Adherence to these guidelines is essential for maintaining decorum and facilitating international relations, yet protocols remain susceptible to shifts in political landscapes.",3,8,1,8,7,9,1,1,1,3,8,7,1,2,6,5,4,2,8,3,5,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Discernment of Spirits,"The Ignatian method for distinguishing between spiritual guidance and malicious influence was a crucial aspect of the Spiritual Exercises.  Practitioners would evaluate their thoughts and inclinations to determine whether they arose from genuine spiritual movement or the influence of an 'evil spirit,' requiring a continuous assessment of one's inner state.  This process extended beyond simple sin recording and served as a method for making decisions and evaluating one's intentions. It integrated with the Sin Protocol, providing context and guidance for interpreting the patterns identified.",3,8,3,8,8,9,8,1,9,8,2,3,8,7,2,9,4,3,3,1,3,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Disciplinary Procedure Protocol,"The service authority's disciplinary procedure outlines steps for addressing misconduct among officials, creating a structured process for investigating allegations and determining appropriate consequences. This protocol mandates the appointment of investigating commissioners who interview relevant parties and document their statements, ensuring a thorough examination of the issues.  Oral hearings require the creation of detailed minutes, providing a record of the proceedings that can be reviewed by the accused and their counsel. The regulations incorporate elements similar to criminal procedure, such as safeguards for due process and the right to review investigative files, ensuring fairness and transparency.",1,3,1,2,3,9,3,1,3,5,8,3,1,3,3,8,2,4,8,2,8,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Dispute Resolution Through Mediation,"Conflicts and disagreements are addressed through a formalized mediation process aimed at finding mutually acceptable solutions. Neutral parties facilitate discussions between disputing individuals or groups, encouraging dialogue and compromise. This approach prioritizes reconciliation and avoids resorting to adversarial legal proceedings, aiming to preserve relationships and promote harmony.",2,8,3,8,7,9,1,2,8,3,8,7,9,2,3,8,3,4,9,6,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Distributed Cooperatives (DisCOs),"Distributed Cooperative protocols aim to ground network sovereignty in principles of care and accountability, drawing inspiration from feminist economics. These social protocols go beyond technical solutions, establishing methods for tracking and recognizing care work alongside market-driven activities. The approach focuses on the pace of relationships and paying attention to unseen labor as a means of strengthening community resilience. This method emphasizes a community's ability to withstand external forces due to its robust and responsive social fabric.",7,9,9,7,9,9,4,1,3,2,4,8,8,8,4,9,3,8,9,8,9,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+DIY Hormone Detection,"A broader approach of adapting scientific methodologies for non-laboratory settings, specifically in hormone analysis.  This involves substituting costly reagents and equipment with readily available, less specialized materials, making the process more accessible to a wider range of individuals. This approach democratizes scientific processes, encouraging public engagement and critical examination of established research practices. It emphasizes resourcefulness and creative problem-solving to overcome limitations and achieve scientific objectives.",9,9,9,9,9,8,1,2,3,2,9,7,9,3,7,9,7,8,3,8,8,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+DNA Testing Kits,"DNA testing kits have emerged as a protocol for accessing genetic information, simplifying complex laboratory procedures and making them accessible to consumers. These kits typically involve a collection process, mail-in samples, and automated data analysis, providing individuals with insights into ancestry, health predispositions, and other genetic traits. The protocols employed reduce the required technical expertise and democratize genetic data access.",3,7,3,8,2,6,2,2,1,8,8,7,9,1,8,8,5,7,7,3,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+DNS,"The Domain Name System operates as a hierarchical directory that translates human-readable domain names into numerical IP addresses, allowing users to access online resources. It acts as a crucial intermediary in internet communication, essential for resolving addresses and connecting users to specific servers. While enhancing user experience, DNS also introduces a point of centralization and potential control, enabling traffic redirection, censorship, and data logging. The structure of DNS provides a framework for assigning and managing online identities and resources, with significant implications for internet governance.",1,3,2,9,7,4,1,1,1,8,8,1,1,7,8,8,5,2,7,2,9,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Doubloon Game Protocol,"This protocol involves a user-generated game played within TikTok, where participants accumulate imaginary coins (doubloons) following informal rules and conventions. It is entirely decentralized and reliant on participants tracking their progress through manual records, creating a shared illusion of a functioning economy. Participants invent local currencies and item exchanges as a form of participatory gameplay, and demonstrate an ability to create unique community rules. The 'rules' can shift as participants interpret and adjust their behaviour within the system.",8,9,9,9,9,9,7,9,3,1,1,9,9,8,9,9,3,8,8,9,8,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Drexciya's Sonic World Building,"Drexciya employed a distinctive sonic approach to construct a fictional underwater world populated by Black, transgender cyborgs, and their approach involved creating a mythology and history for the imagined society. This involved careful attention to rhythm, texture, and instrumentation—manipulating sounds to conjure a sense of submerged life and futuristic technology. Their albums acted as portals into their world, with each track contributing to the overarching narrative—a deliberate act of sonic world-building to explore themes of identity, alienation, and resilience.",9,9,9,8,8,9,9,2,9,1,1,5,9,3,5,9,4,6,5,8,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Drift Mine Slope Excavation,"The process of excavating drift mines, which involved digging near-horizontal slopes into hillsides, was an early method of coal extraction offering advantages in coal transport. The gradient made hauling coal easier and generally safer compared to vertical shaft methods with ladders. Though simple and initially shallow, drift mines highlighted challenges in navigating deeper formations and gas accumulation.",8,8,3,2,7,2,8,2,2,3,9,9,9,3,8,9,6,1,8,6,6,6,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Dust Suppression Efforts,"In addition to ventilation, direct efforts to suppress dust generation were implemented in coal mines. These attempts to reduce the amount of airborne dust aimed to minimize both explosion hazards and the incidence of respiratory illnesses among miners. These often included watering down areas and designing better mining tools.",3,7,2,8,7,2,2,4,2,9,8,8,1,1,2,9,3,2,5,2,9,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Early Fatality Reporting,"The initial records of workplace fatalities in the coal industry did not assign responsibility or accountability, portraying deaths as inevitable consequences of the industry. This perspective, devoid of analysis or corrective measures, reflected an early-stage understanding of risk and responsibility within the industry. It highlights the evolution toward a more proactive and safety-conscious approach.",9,9,3,1,1,9,8,8,1,1,9,1,9,1,9,3,9,3,3,1,2,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ecology Protocols (Local Knowledge),"Represent community-based practices and knowledge surrounding local ecosystems and natural resources. These practices are often intertwined with cultural beliefs and traditions, emphasizing the importance of maintaining a harmonious relationship with the environment. These protocols contrast with standardized scientific approaches that may overlook the nuances of local ecological systems and traditional management techniques. Upholding these methods protects ecosystems from a globally enforced system of disregard.",9,8,9,6,9,9,8,2,7,3,3,3,9,7,2,9,6,7,8,7,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Eichmann Trial Protocol,"The Jerusalem trial of Adolf Eichmann adhered to a specific procedural framework, initially aiming for a public spectacle intended to promote national reckoning with the Holocaust. Chief Prosecutor Gideon Hausner and Prime Minister David Ben-Gurion orchestrated the proceedings, which sparked controversy due to accusations of politicization and a focus on Jewish victimhood. The presiding judge, Moshe Landau, emphasized restraint and impartiality, advocating for the severing of ties with public attention and minimizing emotional expression. Ultimately, the trial aimed to meticulously outline events and methods, despite the controversial nature of its execution and the limited public engagement.",6,4,2,1,3,9,9,2,1,8,9,2,2,1,7,1,7,6,3,2,1,1,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+EIP (Ethereum Improvement Proposal),"These are proposals for improvements to the Ethereum network, following a standardized process for discussion, review, and implementation. It’s a formalized protocol for suggesting and implementing changes to the Ethereum blockchain, ensuring that all changes are carefully considered and widely accepted. Following the EIP process ensures consistency and avoids sudden, destabilizing changes.",2,3,4,8,8,7,3,1,3,2,8,2,8,8,5,9,2,2,7,2,7,6,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Election Reporting Conventions,"Historically, in North America, a convention arose among media organizations to avoid reporting election results or exit polls before a certain time. This practice stemmed from the need to prevent influencing voting in later time zones where information traveled more slowly. It ensured that voters on the west coast were not influenced by results from the east coast. While not a legally enforced rule, this convention acted as a form of institutional hardness regarding election integrity.",8,7,3,7,3,8,8,3,1,4,2,1,9,8,3,8,3,4,3,1,8,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Elevator Button Addressing,"The use of elevator buttons to represent floors is presented as an example of how digital abstractions mediate our understanding of physical space. These buttons create a symbolic representation of floors, similar to how website URLs don’t reflect server locations. This system allows for flexibility and arbitrary arrangement, enabling phenomena like omitting undesirable floor numbers, and creating an indirect relationship between the represented information and the reality of the building's physical structure.",7,8,2,8,8,7,2,1,2,7,7,7,9,1,8,9,8,2,6,1,5,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Email Services,"Email services, while theoretically open and accessible to all, have experienced a concentration of power over time, with a few dominant providers controlling a large share of the market. This has resulted in a decline in the decentralized nature of the early internet, as the complexities of running a server and maintaining compatibility have created barriers to entry for smaller players. The protocol itself remains relatively unchanged, but its practical implementation has become increasingly centralized and subject to the policies of a few large corporations, impacting user privacy and control. This illustrates how seemingly open protocols can evolve into systems with significant power imbalances.",2,2,3,9,2,9,2,1,2,8,8,2,9,2,8,4,6,6,7,3,3,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Embossing Protocol (BankAmericard),"The distribution of BankAmericard cards utilized a Databosser machine, an innovative technology that embossed customer data onto the plastic cards via pre-punched IBM cards. This automated process enabled rapid production of personalized cards at scale, supporting the mass mailing initiative. The machine's capability to efficiently transfer information from punched cards to physical cards proved crucial for the bank’s large-scale credit card program. This process represented a technological advancement in card personalization and distribution.",3,7,1,9,2,2,9,1,1,8,9,8,9,2,8,8,1,1,2,1,5,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ennoblement Protocols,"The process for conferring titles of nobility involved strict assessments and recommendations forwarded to the emperor, maintaining a delicate balance between recognizing merit and upholding the dignity of the honor. This protocol incorporated a level of due diligence to protect the nobility designation. These protections highlight the importance of upholding standards for these designations.",3,7,1,4,2,9,8,1,3,8,9,1,3,1,3,1,2,1,6,1,3,3,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Environmental Racism Protocols,"These protocols involve challenging the disproportionate placement of environmental hazards and pollution onto marginalized communities. They require shifts in policy and practice to ensure equitable access to clean air, water, and land, and to address the root causes of systemic inequality. Activists advocate for community participation in decision-making processes and legal challenges to polluting industries, demanding accountability for environmental harms and prioritizing the health and well-being of affected populations.",2,9,8,9,8,9,5,2,5,2,8,3,8,7,8,9,6,4,8,8,9,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Environmental Vigil Protocols,"The vigil for murdered environmentalists incorporates rituals and testimonies, creating a space for honoring their lives and raising awareness about environmental issues. These gatherings typically involve symbolic actions like sunset ceremonies, sharing personal accounts, and creating collective altars. The actions are designed to create a sense of community and solidarity. The actions highlight the sacrifices of environmental activists and call for systemic change to protect the planet.",2,8,9,9,7,9,4,8,7,3,2,8,9,3,7,9,2,4,8,4,9,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ethereum DAO Withdrawal Protocol,"This protocol governs the process by which participants can access funds from a DAO, ensuring secure and authorized transfers of digital assets. It traditionally involves smart contracts that execute transactions based on predefined conditions and voting mechanisms. The protocol’s implementation is a critical element of a DAO’s functionality, but vulnerabilities within the design can be exploited to create attack vectors and cause significant financial losses.",2,2,8,9,8,7,3,1,1,2,1,7,8,7,6,8,4,3,6,2,6,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ethereum Proof of Stake,"Ethereum transitioned from a Proof of Work mining system to a Proof of Stake consensus mechanism, where validators stake their ETH to participate in block creation and transaction validation. This shift aimed to improve energy efficiency and scalability, eliminating the need for resource-intensive mining operations. Participants in the Proof of Stake system are rewarded for their participation, incentivizing them to maintain the network's integrity and security. The transition involved significant technical and community coordination, marking a pivotal moment in Ethereum's evolution.",2,2,4,9,7,4,1,1,1,2,1,2,9,9,6,4,3,1,7,3,6,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ethereum Proof of Work,"Ethereum initially utilized a Proof of Work consensus mechanism, similar to Bitcoin, where miners competed to solve complex computational problems to validate transactions and add blocks to the blockchain. This system required substantial computing power and energy consumption, leading to concerns about its environmental impact. Successfully adding a block earned miners a reward in the form of newly minted ETH, incentivizing them to contribute to the network's security. The inherent competition of the system also created opportunities for forks and other protocol deviations.",1,3,8,9,2,3,3,1,1,1,2,4,9,9,3,8,8,2,2,5,2,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ethereum Protocol,"A decentralized platform for building and deploying smart contracts, utilizing a blockchain to facilitate secure and transparent transactions. The protocol establishes rules for validating transactions, maintaining the distributed ledger, and incentivizing network participation, enabling a wide range of decentralized applications. Its open-source nature encourages community development and innovation, fostering a vibrant ecosystem of developers and users. Its governance mechanisms and technical specifications continually evolve in response to user feedback and technological advancements.",2,6,9,9,8,3,1,1,1,3,1,8,9,9,7,9,1,3,1,7,7,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ethnographic Containment,"The concept of ethnographic containment highlights the tendency in Western thought to essentialize and marginalize non-Western knowledge systems, reducing them to representations of 'difference'. This process often involves interpreting Indigenous voices and practices through a colonial lens, limiting their value to ethnographic curiosities.  Resisting this approach requires recognizing the inherent worth and validity of these knowledge systems, allowing them to speak for themselves, rather than being filtered through a colonial perspective. The aim is to foster intellectual autonomy and challenge prevailing power dynamics.",9,9,9,9,9,9,3,5,2,1,5,2,9,9,3,9,7,8,7,8,9,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+European Hoff Ceremonial Protocol,"European Hoff Ceremonial prescribed detailed procedures for diplomatic receptions and interactions, reinforcing established hierarchies and expectations. It mandated specific titles, greetings, and formalities for high-ranking diplomats, ensuring a standardized display of respect. The protocol also covered aspects like the presentation of credentials and the exchange of gifts, establishing a formal code of diplomatic conduct. Adherence to the protocol demonstrated a country’s respect for the ruling court and its adherence to established diplomatic norms.",1,2,1,2,2,9,8,1,2,8,8,7,1,1,3,7,3,2,6,1,3,2,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Evidence-Based Debates,"Representing structured discussions grounded in research and data, this protocol prioritizes rigorous examination of complex issues, fostering collaborative problem-solving and informed decision-making.  The goal is to move beyond subjective opinions and ideological biases, relying on empirical evidence to guide action and evaluate outcomes. This approach is contrasted with reactive, emotionally driven responses, emphasizing rationality and data-driven solutions.",2,7,4,7,8,9,2,2,5,3,2,7,9,8,4,9,1,4,7,3,7,7,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Exit to Community Model,"This organizational model represents a shift away from traditional acquisition or public stock offerings, aiming to transfer ownership and control to the community of stakeholders involved. It prioritizes long-term sustainability and value creation for all participants, moving away from profit maximization as the sole driver. The model fosters a sense of shared responsibility and encourages collaborative decision-making. In essence, this represents a fundamental restructure of how organizations operate and distribute ownership.",5,9,8,9,9,9,2,1,2,1,7,3,9,8,3,9,5,7,9,8,8,7,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Extinction Rebellion Affinity Networks Protocols,"Extinction Rebellion’s affinity networks function according to protocols that build bridges between global movements and local communities, facilitating a transfer of knowledge and strategies. These networks, such as the XR Affinity All-Afrikan Network (XRAAN), the XR Affinity Network of Asia (XRANA), and the XR Affinity Network of South Abya Yala (XRRAAYS), operate based on mutual solidarity, rather than prescriptive instructions.  They aim to create space for established rebellions to share expertise and experiences, adapting global tactics to regional contexts while prioritizing local leadership and self-determination. The goal is to strengthen broader environmental justice movements by decentralizing power and promoting collaboration across geographical and cultural boundaries.",8,8,8,9,9,9,2,1,2,3,2,2,9,8,8,9,4,7,9,8,9,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Face-Restoring Protocol,"Following a perceived public humiliation or challenge to one's authority, individuals may engage in a protocol designed to reassert their credibility and reputation. This involves meticulously correcting past errors, presenting arguments with careful precision, and ultimately demonstrating competence in a specific domain. The strategy can include subtle signaling of composure and expertise, effectively mitigating the impact of the initial setback and regaining a position of respect. It serves as a demonstration of professionalism, resilience, and commitment to accuracy.",6,8,7,8,8,9,1,3,9,3,5,3,9,5,7,8,4,6,8,2,5,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Facebook Protocol,"This protocol governs the patterns of interaction and content sharing within the Facebook platform, influencing user behavior and the dissemination of information. It involves complex algorithms that prioritize content based on user engagement and relationships, creating echo chambers and filter bubbles.  The protocol shapes communication styles and expectations, promoting a constant stream of updates and visual storytelling.  Participants often follow implicit rules about posting frequency, tone, and content format to maintain relevance within the platform.",9,8,3,8,7,8,9,1,1,9,3,6,9,2,8,2,4,8,7,7,3,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Petition Submission,"""The process for individuals seeking imperial clemency or honors involved a multi-layered protocol; a petitioner would submit a request, which was then evaluated by authorities and presented to the emperor with a recommendation. This often involved a preliminary assessment, a formal lecture documenting the request, and potentially a prior selection process to prioritize submissions. The process aimed to ensure the emperor received vetted information and reflected a balance between individual pleas and bureaucratic oversight.",2,7,2,3,3,9,9,2,3,8,8,3,9,1,3,3,4,1,7,1,3,2,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Flag-Raising/Lowering Protocols,"These are formal guidelines regarding the display of a nation’s flag, detailing proper times, methods, and etiquette for raising and lowering the flag. They reinforce national identity and respect for national symbols, often emphasizing precision and adherence to tradition.",1,2,1,7,2,8,8,1,1,1,7,8,2,1,2,8,2,3,5,1,5,3,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Flint Arrowhead Manufacturing Protocols,"As described by Robert Fludd, the process of creating a flint arrowhead isn's simply about striking a piece of flint. Instead, it involves a set of practices which pass memory across generations. This implies a way of understanding that is not just about function, but also about how we interact and transmit knowledge.",8,8,8,8,7,9,7,1,7,1,2,8,8,7,9,9,3,7,9,8,8,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Flux Divergence,"This concept, used within atmospheric science, refers to the measure of how air or moisture is moving in a region. It's a mathematical process used to describe the movement of fluids and the distribution of heat in a given area. Analyzing flux divergence helps scientists understand weather patterns and climate processes. The text highlights that the practice of analyzing divergence can be metaphorically applied to broader social dynamics, echoing individual experience. This concept from cloud science is described as a way of measuring cloud properties and, metaphorically, understanding individual experiences and emotions. The text presents it as a protocol for understanding collective phenomena by analyzing the complex interplay of individual components.  It symbolizes a pattern of interaction that transcends simple observation, necessitating a deeper understanding of underlying forces and shared characteristics. Viewing these interactions through 'flux divergence' can illuminate hidden patterns and reveal how seemingly chaotic elements contribute to larger systems.",8,9,3,2,9,2,3,1,2,3,5,2,9,9,5,9,7,8,5,7,8,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Food Localization Protocol,"This protocol emerged from global agricultural import disruptions, prompting cities to prioritize internal food production and reduce reliance on external supply chains. It emphasizes the conversion of urban spaces, including lawns and rooftops, into agricultural plots, with a focus on establishing a diverse range of crops to ensure nutritional needs are met. Distribution typically occurs through annual neighborhood festivals, fostering community engagement and collaborative decision-making about crops and resource allocation. This system aimed to decentralize food production, empowering residents and promoting self-sufficiency.",4,8,9,9,8,8,4,3,3,3,7,9,8,7,3,9,4,6,8,8,8,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Form-Based Interaction Protocol,"The interaction between officials and the emperor often utilized a formalized style, as seen in the use of forms and standardized reports. These forms guided the presentation of information and dictated the process of approval, creating a predictable and controlled flow of decisions.  This protocol promoted efficiency in handling large volumes of requests and maintained a consistent administrative structure, especially notable in contrast to the emperor's individual preferences.",2,2,1,3,1,8,2,1,3,9,7,1,1,1,2,5,3,1,2,1,3,7,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Fundamental Cause Investigations,"This specialized investigative protocol seeks to identify and examine the root social, economic, and environmental factors that drive health disparities and increase vulnerability to crises. It goes beyond treating symptoms and focuses on addressing underlying conditions like poverty, discrimination, and lack of access to resources. The protocol advocates for a holistic approach, recognizing that health is inextricably linked to social justice and equity.",2,8,3,8,8,8,2,2,2,2,8,2,9,8,7,9,6,3,8,7,9,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Funeral Rituals,"The discussion of digital mortality draws parallels to human funeral rituals, which serve to mark the end of a life and facilitate the transition of a community. These rituals often involve specific protocols for handling the deceased's belongings, acknowledging their contributions, and redistributing their roles.  The absence of a formalized protocol for digital 'death' can leave individuals feeling disconnected and hinder the collective grieving process. The example of Pam’s inability to delete answer phone messages underscores this need for closure.",9,8,8,8,8,9,3,4,8,8,8,3,8,1,9,8,7,7,8,2,8,9,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Gas Testing with Candle,"Miners developed a practice of using a candle held near the floor to detect the presence of chokedamp, a heavier-than-air gas. A dimming or extinguishing of the candle's flame indicated the presence of the dangerous gas. This simple but crucial technique allowed miners to identify potential hazards before they became critical, though it was a very rudimentary solution.",8,9,9,9,2,2,4,8,9,1,2,8,3,2,8,9,8,1,2,1,5,9,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Gestural Warning Protocol,"The text details an initial interaction where one driver attempts to warn the tricycle driver through gestures, likely hand signals, intending to prevent the accident. This protocol is intended to communicate urgency and potential danger, serving as a nonverbal attempt at avoidance.  It highlights the reliance on shared understanding and potential for misinterpretation in such brief exchanges. The failure of this protocol directly contributes to the collision.",8,9,9,8,8,9,8,9,9,8,2,9,9,2,8,8,9,6,6,7,5,3,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Goffman's Interactional System Protocol,"Drawing from Goffman's work, this protocol details interactions where individuals share a physical presence, creating a shared awareness and influencing behavior. It posits that spatial and social boundaries are flexible and contextual, allowing for a unique blend of intimacy and formality. This shared awareness impacts behaviors, challenging conventional distinctions between public and private, long-term and fleeting relationships, and shaping how people engage in shared experiences. It underscores the complexities of human interaction, transcending typical categories like home versus public, and familiar versus casual relationships.",9,9,8,2,9,9,2,2,9,1,1,8,9,9,8,9,8,5,7,8,9,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Gold Coinage,"Historically, the practice of stamping gold coins with the faces or symbols of rulers evolved as a standardized method of exchange and representation of authority. These coins facilitated trade and served as a visible declaration of the issuing sovereign’s power and legitimacy. The recurring image and standardized weight promoted trust and acceptance across territories, creating a predictable pattern of economic interaction. Consequently, the practice fostered the development of complex trade networks and the centralization of power.",8,8,1,9,2,8,1,1,1,1,8,9,2,1,3,9,1,2,9,3,7,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Gold Standard,"A monetary system in which a country's currency is directly linked to a fixed quantity of gold. This practice aimed to provide stability and predictability in international trade, as the value of currencies was tied to a tangible asset. While offering economic stability, it restricted monetary policy and ultimately proved unsustainable in the face of global economic shifts. However, the concept remains a significant historical precedent for currency management.",1,7,1,7,1,8,2,7,1,1,9,2,9,2,3,2,9,2,6,3,3,3,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Greenwich Mean Time,"This temporal system, historically tied to colonial power structures, serves as a foundational reference point for global timekeeping. The text critiques its imposition and inherent biases, suggesting it represents a 'broken system' linked to white supremacy and the legacy of colonization. It's presented as a metric that needs to be navigated, much like ancestors navigated by the stars to escape bondage. The conference and discussion aim to move beyond its constraints and explore alternative temporal frameworks. The establishment and global adoption of GMT involved a complex interplay of maritime navigation, railway coordination, and international agreements. Initially utilized by British mariners for longitudinal positioning, GMT subsequently became critical for railway scheduling and eventually was formalized as the prime meridian through international conferences. This pattern demonstrates how a technical system initially driven by a specific need can evolve into a universal standard shaping global coordination. The spread of GMT underscored the interconnectedness of different sectors and geographical regions.",8,9,1,8,3,9,1,1,2,2,8,1,8,1,7,9,7,6,6,3,7,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Grid-Based Urban Planning,"The adoption of grid-based urban planning in the 19th century signified a shift from static urban design towards dynamic, process-oriented cities. This approach facilitates the movement of people and goods through a structured network, fostering interaction and commerce. The consistent pattern allows for predictable routes and efficient resource allocation. The organization facilitates a continuous flow and active engagement within the urban setting. The implementation of a grid system for urban planning, as exemplified by the prevalence of the street grid, represents a coordinated approach to organizing urban space. This protocol relies on regular, perpendicular streets to create a structured layout that is easily navigable and facilitates a consistent distribution of resources. The grid structure allows for predictable development and the ability to map and comprehend the urban environment in a systemic, coordinate-based manner.",2,7,2,9,3,8,4,1,1,8,8,1,9,2,7,8,4,5,2,1,8,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Gynepunk,"A particular type of artistic practice and theoretical approach, which challenges traditional notions of gender, technology, and power. This perspective advocates for the democratization of scientific inquiry and often utilizes DIY techniques to reclaim agency over bodies and environments. Its presence in the collaboration shapes the ethos of Open Source Estrogen.",8,9,9,9,9,9,4,7,8,1,3,7,9,9,8,8,3,8,8,8,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Halal and Gluten-Free Food Options,"Offering Halal and gluten-free food options at events is a protocol to accommodate diverse dietary needs and religious observances. It demonstrates consideration for inclusivity and attempts to create an environment where all participants feel comfortable and respected. This practice attempts to mitigate the barriers to access related to potential food sensitivities. The community arts organization’s practice of providing Halal and gluten-free food options signals a commitment to dietary inclusivity and recognition of diverse religious and medical needs. This protocol moves beyond generic catering choices, demonstrating an awareness of specific dietary restrictions that can impact participation. By offering these options, the organization seeks to remove potential barriers and ensure that all individuals can comfortably engage in events, promoting a more welcoming and equitable environment.",2,7,7,9,7,9,3,3,3,3,1,7,9,2,3,9,6,2,9,2,8,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Handshake,"A common, often unconscious, protocol involving a brief physical greeting, typically involving a clasping of hands. It serves as a signal of acknowledgement, respect, or agreement between individuals, frequently preceding or accompanying verbal communication. The specific form and significance of a handshake can vary across cultures, indicating differences in social customs and etiquette. Historically, handshakes were used to demonstrate the absence of weapons, signifying peaceful intent. This common greeting involves a physical interaction between two individuals, signifying agreement, collaboration, or respect. Rooted in historical practices to demonstrate a lack of weaponry, it serves as a nonverbal indicator of positive intentions. In formal settings and professional interactions, it is used to establish rapport and reinforce social norms. While often taken for granted, handshakes serve to reduce suspicion and create a sense of shared understanding.",9,9,8,7,3,9,3,9,9,2,2,9,8,8,8,9,3,2,8,2,7,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Hats Protocol,"This organizational protocol focuses on streamlining workflow by delegating responsibilities and granting specific authorities to contributors. It functions as a 'role in a box,' establishing access levels, permissions, and incentives for individuals within a group. The Hats Protocol aims to reduce friction in onboarding and define relationships between people, data, and spaces, including access to accounts, decision-making power, and financial resources. It is currently designed for digital workspaces but could potentially extend into physical environments to manage access to buildings and equipment.",3,8,2,8,7,8,6,2,3,9,6,2,9,3,7,8,5,4,8,2,8,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+High-Frequency Trading Protocol,"This complex system outlines the automated trading methods used by specialized firms, focusing on rapid order execution and arbitrage opportunities. It utilizes advanced algorithms to analyze market data and react to price fluctuations within milliseconds, often impacting overall market stability. The protocol operates outside of traditional human intervention, leveraging computers to capitalize on minor discrepancies in real-time. The rapid pace of this protocol can contribute to unexpected market events, such as flash crashes.",8,9,2,9,9,2,2,2,2,9,9,2,9,9,9,1,2,7,1,8,1,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Hotline Communication Protocol,"The text explores a crisis communication system, detailing the 'Hotline Communication Protocol' involving direct lines between the US and USSR during the Cold War. This protocol structured correspondence between leaders, establishing a framework for handling critical situations. The digitized version further explores the protocol as a media construct enabling direct, real-time communication during periods of heightened tension.",3,8,1,9,3,7,9,1,9,5,8,3,1,1,3,5,2,2,4,3,3,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+House Addressing (Tax Collection/Conscription),"The introduction of house numbers for tax collection and military conscription marked a shift towards state transparency regarding private residences.  This protocol enabled governments to gain a new level of visibility into individual households and their organization. By assigning numerical identifiers to homes, the system created a standardized method for locating and managing populations and resources, transforming the understanding of private space.",1,9,2,9,2,8,2,1,1,9,9,2,1,1,9,7,2,2,2,2,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+House Style,"The writer initially resisted what they perceived as limitations imposed by 'house styles' in publications, seeking a distinctive voice that aligned with their literary sensibilities. This preference for originality led to a conscious separation between their poetic and critical writing, initially hindering their ability to engage with a broader range of critical forms. Later, they recognized this separation as a misunderstanding of how diverse and flexible critical expression can be.",8,8,8,2,4,9,4,9,9,3,9,3,9,8,4,9,8,7,5,4,7,7,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Human Rights,"Human Rights Protocols represent an attempt to establish universal standards of conduct for individuals and states, theoretically transcending national sovereignty and ensuring fundamental protections for all. These protocols aim to hold rulers, states, and individuals accountable to principles of justice, fairness, and dignity. However, the effectiveness of Human Rights Protocols has been challenged by the selective application and disregard by powerful nations, and the perception that they are often selectively enforced based on geopolitical interests, rendering them vulnerable to manipulation and undermining their legitimacy.",1,8,2,8,5,9,1,2,2,7,8,3,7,3,8,9,8,6,5,8,6,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Hundred Gradations Incense Seal Protocol,"The Hundred Gradations Incense Seal was a particularly elaborate incense clock design originating in the Song Dynasty, featuring a continuous, looping incense trail. As the incense burned, the trail either narrowed or widened, representing the progression of *yin* or *yang* hours respectively, and signaling different activities appropriate for the time. The protocol provided a personalized and aromatic method for tracking time, drawing a link between time intervals and changes in perception and aligning experience with guiding principles of Chinese philosophy. Users would light the end and let the incense dictate their schedule, subtly guiding daily routine.",8,8,8,7,3,9,8,9,9,1,2,9,9,2,8,9,7,2,5,2,3,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+HyperCard Protocol,"This protocol describes a system for creating interactive documents with hyperlinks and embedded content, allowing users to create non-linear presentations and applications. It allowed users to create their own hypertext experiences, incorporating text, images, and other elements to create personalized presentations and tools. This system promoted exploration and interactivity within a structured environment, offering a creative outlet for individuals to author their own content.",4,7,5,8,9,3,8,8,9,9,2,7,9,2,8,1,3,2,5,7,6,9,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Hypertext/Hypermedia Protocol,"This protocol describes the non-linear structure of information presentation, moving away from sequential reading towards a system of interconnected links and nodes. It allows users to navigate information in a customized way, drilling down into details and exploring tangential topics as desired, and represents a significant shift from traditional linear documents. While initially envisioned with greater interconnectedness, the World Wide Web’s implementation has often resulted in a more constrained version of this protocol. The broader concept, however, suggests a system where information is accessed and explored dynamically, reflecting a web of interconnected ideas rather than a fixed narrative.",5,9,3,9,8,4,1,2,1,1,7,7,9,9,8,9,4,2,2,7,8,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+I Ching Protocol,"The I Ching, or Book of Changes, presents a system of divination based on a set of hexagrams, each representing a specific situation and offering guidance through a series of responses. Users consult the I Ching by posing a question and receiving a response determined by tossing coins or yarrow stalks. It's a process of exploring different possibilities and interpreting responses to navigate life's challenges.",1,9,9,8,3,8,1,2,9,1,1,7,9,8,9,9,6,6,5,6,7,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Imperial Family Interactions,"Unstated protocols surrounding the interaction of the imperial family with advisors and officials, demonstrating a certain hierarchy and etiquette. While not explicitly detailed, it's implied that interactions were governed by formality and established routines. This framework likely controlled the flow of information and ensured respect for imperial authority, and were integral to maintaining the imperial image.",9,8,1,8,2,9,9,1,3,8,9,8,2,1,4,2,5,6,2,2,3,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Imperial Grace Awarding,"The emperor retained exclusive authority over awarding imperial graces, a privilege he jealously guarded despite pressures to delegate responsibilities. This protocol involved stringent vetting and evaluation procedures initiated by ministerial recommendations but subject to the emperor's final approval.  To maintain control, the emperor enforced a quota system, limiting the number of graces bestowed upon individuals each week.",1,6,1,6,1,8,9,1,8,2,9,1,2,2,2,1,7,2,3,2,1,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Imperial Mark Protocol,"In ancient Roman administration, the 'protocolon' initially signified a marked piece of papyrus affixed to a scroll to validate its authenticity. This established a process wherein documentation guaranteed legitimacy and tracked official communications. Over time, the 'protocol' evolved to signify formalized record-keeping of meetings and proceedings. It provided a framework for documenting decisions and ensuring accountability within institutions.",2,3,1,2,3,8,7,2,2,8,8,7,1,3,3,3,1,2,8,1,1,3,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Incense Clock Protocol,"Incense clocks, popular in China, used a maze-like incense trail to mark time, burning down in a carefully designed pattern. Different scents of incense could be placed at various points of the trail, adding a sensory element to the temporal experience. The protocol was culturally significant, aligning time with aesthetics and associating intervals with olfactory sensations, and often linked time with principles of yin and yang. It served as an accessible, inexpensive alternative to mechanical clocks and demonstrates a method of marking time that engages multiple senses.",8,9,9,8,7,8,9,9,8,2,2,9,9,2,9,9,7,2,1,2,6,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Information Campaign (Nationalist Commentators),"Government-controlled nationalist commentators introduce conflicting narratives and accusations, asserting that protesters are influenced by foreign agents, creating confusion and undermining the swarm's collective orientation. This tactic aims to discredit the protest, sow distrust among participants, and distract attention from the genuine grievances. It highlights the government's strategies for manipulating public perception and suppressing dissent through disinformation and propaganda. This tactic aims to fracture the unity of the swarm.",2,3,1,9,8,9,2,2,1,9,9,3,1,1,9,9,9,2,1,2,1,1,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Injection Protocol,"This encompasses guidelines for administering injections, including sanitation, dosage, injection site selection, and post-injection monitoring – primarily utilized in medical and harm reduction contexts. These practices minimize the risk of infection and adverse reactions and include steps to ensure the individual’s comfort and safety throughout the procedure. Training and adherence to best practices are crucial in injection protocols to avoid complications and maintain the individual's health. Specialized protocols are often adapted for populations experiencing homelessness, facing addiction, or lacking access to conventional healthcare.",2,8,2,7,6,4,3,1,9,9,7,8,5,2,3,9,3,2,9,1,9,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Insurance Claim Protocol,"Following the accident, the legal and administrative process of filing an insurance claim is enacted. This protocol involves the documentation of damages, assessment of responsibility, and negotiation between parties, with the involvement of authorities. It represents a formalized system for resolving disputes and providing compensation, reflecting a shift from immediate interaction to bureaucratic procedures.  The protocol is characterized by a detachment from the initial emotional impact of the event, emphasizing contractual obligations and legal frameworks.",1,3,1,2,3,8,3,1,4,9,9,2,2,2,4,7,3,2,2,2,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Intangible Cultural Heritage Department Protocols,"UNESCO’s department establishes guidelines and procedures for recognizing and protecting intangible cultural heritage, such as oral traditions, performing arts, and traditional crafts. These protocols involve documenting, preserving, and promoting cultural practices to ensure their transmission across generations.   The process involves establishing criteria for recognition and developing management plans to safeguard cultural expressions.  These protocols contribute to the broader effort to preserve cultural diversity and promote intercultural understanding.",1,6,2,8,8,9,2,1,1,8,8,3,9,1,5,8,3,6,7,2,9,5,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+International Law (as Protocol),"This isn’t rigid law in the sense of a domestic legal system, but a set of agreed-upon patterns and expectations that countries choose to follow. It relies on shared understandings and a degree of mutual respect, but its enforceability is often limited by the power dynamics between nations and the willingness of states to participate.",8,7,4,8,8,9,2,2,1,4,8,2,7,7,8,9,5,7,6,7,6,5,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+International Meridian Conference,"The International Meridian Conference of 1884 established Greenwich, England as the global prime meridian for calculating longitude and regulating time, aiming to standardize timekeeping across nations. It formalized a system where all time zones would be based on Greenwich Mean Time, effectively positioning Britain at the center of a global timekeeping system. Despite some initial resistance and slow adoption, the conference resulted in a unified approach to time measurement, though it also perpetuated notions of Western dominance. The process highlighted the complexities of international collaboration and the political undertones associated with establishing global standards.",1,2,1,9,2,8,1,1,1,3,7,1,8,1,8,1,3,2,9,3,4,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+International Organization for Standardization (ISO),"ISO is an international standards organization formed in 1946 to promote global trade and cooperation through the development of a wide range of standards. These standards cover aspects from quality management and environmental sustainability to information technology and energy efficiency. The organization’s mission is to establish common requirements and guidelines to ensure the quality, safety, and reliability of products, services, and systems across diverse industries, and is intended to reduce tensions in trade.",1,3,2,8,7,8,1,1,1,1,8,1,8,6,5,8,2,3,8,1,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Introduction Protocol,"This describes the practice of individuals introducing themselves by name, often coupled with a brief statement about their role or affiliation - useful in diverse professional, social, and artistic settings. This seemingly simple act promotes clarity, builds rapport, and establishes a sense of familiarity amongst participants, facilitating seamless communication and collaboration.  The protocol may also encompass an explanation of background or shared experiences to cultivate further understanding and solidify relationships. It's often adapted or shortened in casual settings, balancing formality and comfort.",8,8,5,8,7,9,1,2,5,2,2,8,8,8,5,9,1,1,8,2,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Islamic Dietary Laws,"Islamic dietary laws, or halal practices, prescribe specific guidelines for food preparation and consumption, often including restrictions on certain ingredients and methods of slaughter. These rules are intended to promote physical and spiritual purity, as well as communal cohesion.",1,2,3,8,1,8,9,1,1,7,3,5,1,1,3,8,2,2,7,1,2,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Islamic Memorization,"Within Islamic practice, the memorization of the Quran and the sayings of the Muhammad is held in exceptionally high regard, often surpassing the reliance on written texts. This emphasis on oral transmission reinforces the importance of individual piety and community cohesion. The process of memorization itself establishes a structured pattern of interaction between the individual and the religious tradition. Consequently, it preserves and transmits sacred knowledge across generations.",9,8,7,8,2,9,9,1,1,8,3,9,6,3,3,7,1,1,9,2,6,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Islamic Prayer Rituals,"Islamic prayer rituals follow a specific sequence of actions and recitations, involving posture, movement, and the recitation of verses from the Qur’an. These structured movements create a physical manifestation of spirituality and promote a sense of community through shared practice.",1,1,2,2,1,9,9,1,2,2,2,9,1,2,3,9,1,2,6,1,2,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Job Interview Protocol,"The author describes a common protocol in museum settings where candidates are assessed not just on their qualifications but on their ability to improvise a character and navigate unspoken cultural rules. This involves demonstrating awareness of relevant terminology, artistic trends, and intellectual discourse without a prepared script. The expectation is to subtly convey knowledge and adapt to a specific, cautious tone within the interview process.  The purpose is to determine the candidate's ability to function within the established, often conservative, norms of the organization.",8,8,4,8,8,9,9,1,9,7,8,9,1,2,7,5,9,7,4,7,3,2,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Keeping in Touch (Return Visits),"This protocol, a gesture of reciprocity, emphasizes maintaining relationships with collaborators beyond the duration of a project. It involves physically returning to the project location to share results and further build connections. This practice recognizes the importance of sustained engagement and demonstrates a genuine interest in the well-being of the community. It fosters trust and ensures that the impact of the project extends beyond the initial engagement period.",7,7,8,8,7,9,4,3,9,1,1,8,9,3,4,8,3,2,9,3,9,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Kleros Dispute Resolution Protocol,"This protocol offers a decentralized system for resolving disputes within decentralized applications (dApps) and other blockchain-based platforms. It utilizes a jury of token holders to assess claims and reach verdicts, fostering transparency and impartiality in conflict resolution.  The goal is to create an alternative to traditional legal systems, leveraging blockchain technology to offer a more accessible and efficient resolution process.",3,7,7,8,9,8,2,1,2,2,3,7,9,9,4,9,3,6,2,7,7,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Knotted Cord Alarm Protocol,"This low-tech alarm system, used by sentries in China, involved a cord made of punk (decayed wood) with knots tied at specific intervals. The sentry would wedge the cord between their toes and light it before going to sleep; the burning of the cord would serve as a wake-up call. The protocol was a simple and effective solution for ensuring alertness in a critical role, and it demonstrated an ingenious use of readily available materials for a vital function. Its simplicity highlighted the resourcefulness of individuals facing practical needs in challenging conditions.",2,8,9,9,2,3,8,8,9,2,5,9,7,5,8,9,6,2,2,1,8,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Kraftwerk's Aesthetic Minimalism,"The influential electronic music group Kraftwerk embraced an aesthetic of stark minimalism in both their music and visual presentation, employing repetitive rhythms, synthesized sounds, and geometric imagery. Their music focused on precision, mechanical processes, and the exploration of human interaction with technology. This minimalist approach extended to their stage performances and album artwork, intentionally stripping away any extraneous elements to create a distinctively futuristic and detached aesthetic.",8,8,2,1,2,3,9,1,8,1,2,3,9,1,3,7,8,2,5,2,3,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Language Regulation,"Protocols were likely in place regarding the management and promotion of specific languages within the Habsburg Monarchy, particularly concerning the interplay between German and Czech, and reflected political and cultural power dynamics. These practices involved deliberate choices about the use of language in public institutions, education, and communication to shape national identity. Language-based policies functioned as a vehicle to both promote unity and assert dominance. ",2,9,1,2,3,9,9,3,1,8,8,1,1,1,7,2,7,8,2,6,2,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Layer 2 Scaling Solutions,"These are protocols built on top of the Ethereum blockchain to increase transaction throughput and reduce costs.  They handle transactions off-chain and periodically submit the results to the main Ethereum chain, improving scalability without sacrificing security. Solutions like rollups and sidechains fall under this broader category, each with its own approach to off-chain processing and data commitment. These provide alternative methods for processing data and transacting, utilizing Ethereum as a settlement layer.",2,8,8,9,8,2,1,1,1,9,5,3,9,7,4,9,2,2,4,2,8,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+League of Nations,"The League of Nations represents a historical protocol aimed at establishing international cooperation and preventing future wars. It operated under a set of formalized rules, procedures for diplomacy, and mechanisms for resolving disputes among member states. Though ambitious in its goals, the League ultimately failed to address escalating tensions and ultimately dissolved, providing a case study in the limitations of international protocols during times of significant geopolitical stress. Its failure highlights the vulnerabilities that can impact even well-intentioned frameworks for governance.",1,8,1,8,6,9,1,5,1,9,8,1,9,2,8,7,9,3,7,4,5,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Legal Protocol (General),"The repeated discussion of the Eichmann trial showcases a broader legal protocol, encompassing rules of evidence, courtroom procedures, and judicial processes. These interactions dictate the roles of lawyers, judges, witnesses, and defendants within a framework designed to determine guilt or innocence. The formality and structure of a legal protocol intend to guarantee fairness and impartiality, shaping the conduct and expectations of all involved parties. Though subject to interpretation, these protocols guide the process of delivering justice and ensuring accountability.",2,7,1,7,5,9,3,1,2,8,9,2,1,2,3,8,3,2,8,2,8,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Lemon Balm Protocol,"This protocol, presented by Asia Dorsey, leverages the sensory and emotional grounding properties of lemon balm to foster liberation and reclaim narratives lost through temporal disequilibria and ancestral debility. Participants engage with the herb through various sensory experiences like aromatherapy, ingestion and external application. The protocol encourages individuals to connect with their bodies and access memories, fostering emotional resilience and ancestral healing. Participants ultimately engage with strategies to manage personal trauma and move forward. Herbalist Asia Dorsey proposed a method for emotional and sensory grounding rooted in the reclamation of Black narratives lost through temporal disequilibria. This practice involves the use of lemon balm to anchor oneself in the present moment, creating a buffer against the stressors of generational trauma and systemic oppression. It's a form of self-care and ancestral connection designed to promote healing and resilience within the Black community.  This protocol encourages reclaiming agency and fostering a sense of stability in a world marked by historical injustices.",4,8,9,8,8,9,9,2,7,2,1,9,9,2,8,8,6,7,2,7,7,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Lenin's Revolutionary Organization Protocol,"This protocol outlines a strategy for revolutionary action emphasizing constant observation and readiness to exploit opportunities. It involves dedicated revolutionaries inserting themselves into observed systems to identify vulnerabilities and act decisively. This approach prioritizes immediate action and aims to surpass traditional methods by leveraging suddenness and seizing control when possibilities arise. The protocol encourages revolutionary professionals to maintain a covert presence, waiting for moments to strike, while simultaneously meticulously documenting observations and strategic opportunities. This system prioritizes energetic decision-making over structured processes and aims to disrupt established norms.",3,8,9,8,8,9,1,3,6,2,9,8,8,6,9,8,7,8,2,8,2,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Lift and Transfer Protocol,"This is a formalized procedure often used in health and social care settings to assist individuals with mobility challenges. It dictates how one or more people can safely move someone, often between surfaces like a chair and a bed. The protocol typically focuses on the biomechanics to ensure safety for all involved but conventionally addresses only the person lifting, rather than both individuals involved. Its unidirectional nature overlooks the reciprocal dynamics inherent in supportive movement and caregiving.",2,6,2,2,3,2,2,2,9,7,8,8,1,2,3,8,6,5,7,2,3,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Lift and Transfer Protocol,"This refers to a formalized procedure used in health and social care settings, dictating how one or more people safely assist another person to move, often between locations like a chair and a bed. Typically, such procedures are taught with a focus on biomechanics for safety and involve distinct roles for the individuals involved. The protocol often overlooks the individual preferences of the person being moved, presenting a standardized approach rather than a personalized interaction. Critiques of this protocol center on its tendency to treat a person as a body requiring movement rather than a unique individual with their own agency and needs.",2,2,1,8,2,3,2,1,9,8,8,7,1,2,8,4,6,4,3,2,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Lingua Franca,"A lingua franca is a shared system of communication, typically a simplified version of a language, used by people with different native tongues to facilitate interaction. It operates as a bridge between diverse groups, allowing for trade, diplomacy, or shared understanding. While it might not be the preferred language for all involved, it provides a common ground for basic communication and interaction. This concept is referenced as analogous to the function of Internet protocols – establishing a common base for machines to talk.",9,9,8,9,8,8,1,3,2,1,5,5,8,8,9,9,4,1,5,6,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Linux Kernel Production,"This represents the collaborative process through which the Linux kernel, a foundational component of many operating systems, is developed and maintained. It involves numerous developers contributing code, undergoing peer review, and following specific guidelines for integration. It's a distributed software development protocol characterized by openness, modularity, and continuous improvement. The established patterns and conventions are key to its continual development.",3,5,7,8,8,7,1,1,1,2,6,2,9,3,4,9,2,3,8,7,7,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Listening Protocols,"As practiced in shared struggles, these protocols emphasize deep respect and active engagement when hearing another person’s perspective. This approach emphasizes the need for empathetic understanding to foster meaningful connection and collaboration.  These methods suggest that effective communication requires attentiveness, vulnerability, and a willingness to challenge one's own assumptions. It prioritizes the building of trust and mutual respect within communities.",7,8,8,8,8,9,2,2,4,1,5,7,9,8,7,9,4,3,9,7,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Literary Genre Conventions (General),"The discussion of literary conventions points to a broader protocol guiding creative writing. These conventions shape character development, plot structure, and thematic exploration across different genres. Authors often rely on established patterns to create familiarity and appeal to readers, while also subverting or innovating within these boundaries. These conventions provide a framework for storytelling, influencing both writer and audience expectations.",7,9,5,7,8,9,2,1,1,5,2,2,9,2,9,9,7,5,7,3,5,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Longitude Determination Protocols,"Prior to the 18th century, sailors relied on methods like hourglasses and knotted ropes to estimate time and distance, leading to significant navigational inaccuracies and shipwrecks. The search for a reliable longitude measurement spurred intense scientific and inventive efforts across nations, with substantial rewards offered to those who could devise a solution. The creation of observatories and the development of marine chronometers represented major shifts, enabling more accurate mapping, exploration, and the assertion of imperial power. The resolution of the longitude problem ultimately facilitated colonization and significantly improved global navigation.",9,8,2,9,2,5,2,7,1,2,5,8,9,8,8,9,5,1,3,4,5,9,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Manifest Destiny,"This ideology, linked to landscape painting and the expansion of colonial land claims, represents a pattern of interaction justified by the belief in a divine right to possess and control territory. It served as a rationale for displacing indigenous populations and asserting dominance over vast regions. The text suggests this protocol informed the perceived ownership of land extending into the sky, demonstrating how ideologies can shape perceptions of space and ownership. Critically examining such protocols reveals the inherent power dynamics embedded within ostensibly neutral landscapes.",3,9,1,8,3,9,9,8,1,1,8,2,2,1,9,1,9,9,1,3,1,1,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Mapping & Charting Protocols,"Historically, meticulous mapping and charting were crucial for exploration, trade, and military operations, reflecting a desire to understand and control territory.  Protocols involved surveying land, measuring distances, and creating accurate depictions of coastlines and terrain.  These protocols often combined scientific measurement with artistic representation and were vital for navigation and resource management. Over time, mapping technologies evolved, incorporating aerial photography, satellite imagery, and digital systems, but the core objective of accurately representing the world remained constant.",3,3,1,7,7,3,2,1,2,8,7,7,2,7,7,9,2,4,7,2,5,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Marginal Note Usage,"Cabinet officials utilized marginal notes within the minute books to document actions and interactions that extended beyond the formally documented events.  These annotations provided valuable context regarding informal actors and decisions, offering a more comprehensive understanding of the decision-making processes. The use of this system demonstrated a degree of complexity beyond the presented facts.",9,8,3,1,7,8,8,2,8,7,1,4,8,3,7,8,7,6,6,7,7,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Marronage,"Marronage represents a strategy of resistance and self-liberation, primarily exemplified by enslaved people creating independent communities beyond the reach of their enslavers. It encompasses both physical escape and the development of autonomous social structures, cultural practices, and systems of mutual support. This protocol involved constant vigilance and adaptability, as maroon communities faced the ongoing threat of re-enslavement, necessitating a continuous cycle of evasion and rebuilding.  The spirit of marronage extends beyond physical freedom, signifying a persistent desire for self-determination and autonomy in all aspects of life.",9,9,9,2,9,9,8,2,3,1,1,8,9,9,3,9,3,3,9,8,9,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Mass Surveillance Protocols,"Modern communication networks, often managed by corporations or governments, rely on protocols that enable the monitoring of user activity.  These protocols, built into software and infrastructure, allow for the collection and analysis of vast amounts of data.  While intended to enhance security or efficiency, they raise significant concerns about privacy and potential misuse of information. This has eroded the assumption of privacy traditionally afforded by limitations in surveillance technology.",8,9,3,2,2,7,1,1,1,8,9,3,1,2,8,6,6,8,1,4,2,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Means Without Ends,"This refers to a protocol that prioritizes ethical and access-centered practices in the face of institutional limitations. It’s a process that recognizes the need for adaptation and improvisation to respond to systemic challenges, often benefiting those marginalized by traditional structures.  This approach is a method of circumventing and redirecting existing institutional barriers to achieve equitable outcomes. It relies on creativity, resourcefulness, and a commitment to social justice.",7,8,9,9,9,9,4,6,8,2,5,7,8,7,7,8,4,7,7,8,9,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Mecanno Kit,"Mecanno kits, popular in the late 19th and early 20th centuries, functioned as a protocol for disseminating basic principles of mechanical engineering and design. Through their interlocking parts and accompanying instruction manuals, kits taught users how to construct machines and structures while implicitly conveying engineering conventions and design standards. These kits helped demystify mechanical principles and encourage hands-on experimentation, demonstrating how a structured set of components can effectively communicate technical knowledge. This fostered a cultural understanding of design and problem-solving.",3,3,7,8,2,6,2,2,9,3,2,8,9,2,9,9,3,2,5,3,8,9,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Meeting Protocol (Museum),"The initial museum interaction demonstrates a hierarchical protocol where a curator’s assistant sends an email with brief notice, offering limited meeting times and implying a lack of flexibility for the invitee. This protocol prioritizes the museum's schedule and may convey a sense of urgency without acknowledging potential access barriers or individual circumstances. The implicit expectation of compliance, even with inconvenient scheduling, highlights a power dynamic where the museum dictates terms rather than collaborating on accessible arrangements. The subsequent cancellation and rescheduling further reinforces this pattern of prioritizing the museum's operational needs over the invitee's ability to engage.",7,2,1,1,1,9,9,5,9,9,7,2,2,1,9,2,9,8,3,2,1,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Meeting Scheduling,"The initial email exchanges regarding meeting scheduling exemplify a protocol wherein organizers offer limited time slots, often inflexible to accommodate individual needs, particularly those with chronic health conditions and scheduled treatments like dialysis. This rigid structure prioritizes the convenience of the organization over the accessibility for potential collaborators, creating an imbalance of power and a sense of obligation. The subsequent cancellation and rescheduling also contributes to this protocol, signaling a lack of consideration for the collaborator's time and circumstances, while providing a vague explanation.",9,3,2,1,2,9,4,8,8,9,8,2,2,2,8,1,9,8,2,1,2,2,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Memetic Culture,"This cultural pattern involves the rapid replication and dissemination of information, often in the form of memes. It's characterized by a drive to imitate and share content, which can lead to a sense of commodification and a loss of individual expression. Participants feel compelled to follow trends and participate in shared experiences, often resulting in passive consumption and a lack of originality. While influential, it can limit deeper engagement and critical thinking.",8,9,9,1,2,9,1,7,1,2,1,1,8,8,9,9,9,6,2,3,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Memorization Palaces,"Are a cognitive strategy for enhancing memory through the use of familiar locations as mental frameworks for organizing and retrieving information. Individuals associate items to be remembered with specific places within the imagined location, creating a structured mental map. As information is encountered or learned, it is “placed” within this palace, which then facilitates recall. This system transforms ordinary spaces into powerful mnemonic aids. The Method of Loci, or Memory Palace, is a mnemonic technique involving the mental construction of a familiar space, such as a house, where items to be remembered are placed in specific locations. By systematically navigating this mental space, individuals can retrieve the associated information in a structured manner. The protocol emphasizes spatial organization and visualization, transforming abstract concepts into memorable and easily accessible anchors. This technique is particularly effective for remembering lists and sequences. This ancient mnemonic technique, originating with Simonides, involves associating information with specific locations within a familiar space. It allows for structured recall by mentally traversing the 'memory palace' and retrieving information linked to each designated spot. The technique transformed memory from a passive function to an active, procedural process, proving crucial for orators and scholars alike. This demonstrates an early form of protocolization, systematically encoding and retrieving information.",1,8,7,8,7,8,1,1,9,1,1,3,9,2,5,9,3,2,1,2,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Memory Wheels,"Giordano Bruno and others employed memory wheels, intricate diagrams with concentric circles, to organize thoughts and concepts, often associating astronomical and human narratives. These wheels enabled a systematic exploration of relationships between ideas by rotating the circles, triggering novel combinations and fostering deeper contemplation. The technique aimed to restructure consciousness and facilitate a more profound understanding of complex systems. This practice was intended to both aid recall and reshape the user's perception of the world.",2,8,7,8,7,8,3,5,9,1,1,4,9,2,9,9,7,6,5,7,8,7,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+MEV (Maximal Extractable Value),"This refers to the profit that can be extracted by strategically ordering transactions on a blockchain. MEV actors use sophisticated techniques to reorder transactions in a block to maximize their gains, which can sometimes be at the expense of other users. It represents a complex area of blockchain economics with both potential benefits and risks for the network's overall health and fairness. It's a protocol of sorts in how transaction ordering and profit extraction are managed.",9,8,8,8,9,7,2,5,2,2,1,3,9,7,8,9,8,6,1,8,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+MFA Seminar Protocols,"These protocols encompass the structured environment and guidance offered within a graduate-level art criticism program. It involves both formal instruction and mentorship from established critics, fostering a community of scholars and writers. This environment supports rigorous engagement with critical theory, historical context, and diverse forms of artistic expression. The protocols guide students in developing both their critical thinking and writing abilities.",2,7,3,9,6,9,8,2,8,8,8,6,2,3,4,9,2,7,8,5,7,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Michi Saagiig Clan Introduction,"In the Michi Saagiig tradition, individuals announce their clan *before* their name, reflecting a specific order in introductions. This positioning highlights the emphasis on communal identity and affiliation within the larger kinship system. The tradition sets a precedence for the introduction that clarifies individual relationship to the community.",9,2,9,5,2,9,9,2,5,1,2,7,2,9,2,9,1,2,7,1,9,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Military Drill Techniques,"Around 1600, these developed within armies to ensure automatic obedience and coordinated movement. These techniques aimed to standardize actions and responses, reducing reliance on individual judgment in combat situations. They served as a foundation for modern military discipline, laying the groundwork for hierarchical structures and standardized procedures. The goal was to create a workforce that could reliably execute commands, even under duress.",2,8,2,9,1,8,2,1,1,7,9,9,1,1,2,9,1,3,2,1,1,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Military Protocols,"Formalized systems of behavior and procedures governing interactions between military personnel, including saluting, formations, and communication protocols. These protocols are intended to maintain order, discipline, and respect within the armed forces, ensuring efficient operations and demonstrating professionalism. Variations exist between different branches and countries, reflecting unique historical traditions and organizational structures. Their adherence signifies commitment to service and respect for military hierarchy.",1,2,1,7,2,8,7,1,2,8,9,8,1,2,2,3,2,2,6,2,4,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Milking Apparatus,"Used by Aliens in Green within the Xenopolitics #1 performance, the milking apparatus represents a modified extraction method, using syringes and custom-built equipment to manipulate and extract hormone samples from participants. This apparatus serves as a symbol of bodily manipulation and vulnerability, contributing to the overall thematic exploration of alienation and geopolitical power dynamics. The design and application highlight the performative and symbolic aspects of scientific processes, pushing boundaries and provoking reflection on the boundaries of consent.",8,8,8,9,2,8,9,8,9,9,9,9,7,2,9,8,9,9,8,8,2,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ministerial Conferences,"When policies or regulatory projects were under consideration, deliberations occurred within ministerial conferences where consensus-building was the primary objective. These conferences functioned as forums for discussion and negotiation among ministers, with the goal of formulating a unified proposal to present to the emperor for final decision.  Disagreements within these conferences often resulted in the emperor intervening to facilitate a resolution, revealing the complexities of consensus-building in the Habsburg Monarchy.",8,7,1,8,8,9,8,3,2,7,8,2,1,6,4,9,3,3,7,7,4,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Minute Book Recording Protocol,The meticulous record-keeping within the Cabinet Chancellery followed a standardized process,3,6,2,1,2,7,8,1,8,9,7,6,1,1,2,5,1,1,5,1,5,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Minute-Taking Protocol,"This pattern refers to the systematic recording of meetings, discussions, and decisions made within a group or organization.  It involves designated individuals capturing key points, actions, and assigned responsibilities, creating a traceable record of proceedings.  The resulting minutes serve to inform absent members, document accountability, and provide a reference point for future actions, facilitating a structured and transparent decision-making process.  The formalization of this process enhances clarity and minimizes ambiguity. The practice of 'taking minutes' during meetings establishes a protocol that subtly reinforces hierarchies and power dynamics. The individual tasked with recording minutes often occupies a position of relative obscurity, embodying a subordinate role within the group. This protocol demonstrates a deliberate strategy that prioritizes the secure recording of outcomes while minimizing the participation of the recorder. This protocol demonstrates how a seemingly neutral activity subtly embodies and reinforces institutional power structures.",1,7,2,1,3,8,2,1,8,7,7,3,2,1,6,7,2,3,7,3,7,4,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Minutes of Council of Ministers,"The process of recording and disseminating decisions made by the Austrian Council of Ministers involved meticulous documentation and distribution, reflecting a formalized system of governance. Detailed minutes were kept, serving as an official record of discussions and outcomes. These records were crucial for accountability and provided a historical trace of the decision-making process. The records were later analyzed to understand imperial governance practices, revealing insights into the workings of the Austrian state.",1,3,1,1,1,9,4,1,5,7,8,1,1,1,3,8,2,1,2,2,2,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Model 500's Detroit Techno Identity,"Model 500 emerged as a key figure in the Detroit techno scene, drawing inspiration from Kraftwerk and employing sparse, evocative soundscapes that reflected the industrial landscape of the city. The project utilized minimalist instrumentation, looped samples, and a focus on hypnotic rhythms to create a sense of melancholy and longing. This project effectively articulated the sonic identity of Detroit techno, utilizing a cold and futuristic aesthetic to portray the city’s unique cultural and industrial character.",9,7,8,1,2,3,9,2,9,1,5,3,9,2,7,5,2,3,5,2,5,5,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Mundaneum Protocol,"The Mundaneum represents a historical attempt at organizing all the world's knowledge into a searchable, interconnected database. It envisioned a vast collection of documents and information linked together, allowing researchers and users to explore a comprehensive overview of human knowledge. Although it did not achieve its original scope, it foreshadowed the development of the World Wide Web and the concept of hyperlinked information networks.",3,9,1,2,3,3,1,3,1,4,8,1,9,2,9,9,9,3,5,4,7,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Music Genre Protocols,"Specific genres of music, and the communities that form around them, function similarly to social networks with their own unwritten rules and shared values. These protocols dictate stylistic conventions, lyrical themes, and performance practices, creating a sense of belonging and shared identity. This creates patterns of interaction and communal expression.",9,9,9,2,8,9,8,2,1,2,3,8,9,8,7,8,7,7,9,7,5,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Mutual Aid Swarm Protocol,"This protocol involves a decentralized, community-driven effort to provide assistance during a crisis, often leveraging social media and online databases to coordinate efforts. It emphasizes direct action and resource sharing, bypassing traditional aid channels and empowering affected communities. The protocol relies on the rapid mobilization of volunteers and the efficient logistics of distributing supplies, facilitated by networks of trust and shared purpose. Successful execution depends on clear communication, adaptable strategies, and the willingness of participants to take initiative.",8,8,9,9,9,9,1,3,2,1,3,7,9,9,8,9,4,6,8,8,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Mutual Exchange Practices,"Early American settlers often engaged in a system of mutual exchange, where goods and services were directly traded without relying heavily on currency.  Individuals would cover each other's needs through these direct exchanges, like a tailor working for a farmer and vice versa.  The balances of these transactions were recorded in writing at the end of the year, creating a de facto ledger of obligations. This form of interaction was particularly common in rural areas and periods of currency scarcity, demonstrating a localized and collaborative approach to economic activity.",8,9,9,7,8,9,4,2,8,1,2,9,9,8,4,9,4,2,8,2,8,7,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Myal Protocols,"As articulated by Sylvia Wynter, 'Myal' protocols are described as foundational cultural and spiritual practices within Black communities, serving as spaces for collective expression, resistance, and knowledge transmission. These protocols often blend African spiritual traditions with elements of Christianity, creating unique forms of communal ritual and storytelling. They provide frameworks for interpreting historical trauma, envisioning alternative futures, and building solidarity among Black people in the face of oppression. The protocols demonstrate a powerful means of reclaiming cultural agency and resisting colonial dominance.",9,8,9,9,8,9,9,1,7,1,2,8,7,8,4,9,3,7,9,7,8,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+NAGPRA,"The Native American Graves Protection and Repatriation Act establishes protocols for federally recognized tribes to reclaim ancestral remains and cultural items from institutions and federal agencies. This legal framework mandates consultation with tribes, inventorying collections, and repatriation processes, aiming to redress historical injustices and preserve cultural heritage. NAGPRA acknowledges the inherent rights of tribes to control their own cultural resources and ensure respectful treatment of the deceased. These protocols prioritize Indigenous sovereignty and the ethical stewardship of sacred materials.",1,3,2,9,7,9,9,1,1,7,8,2,1,2,3,9,2,3,8,2,8,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Naming Protocols (Land Acknowledgements & Introductions),"A formalized way to introduce oneself in collaborative spaces involves stating one’s name, pronouns, and the precolonial name of the land on which the meeting is taking place. This protocol aims to acknowledge the history of displacement and the ongoing relationship between Indigenous peoples and the land. While intended to be respectful and a gesture of solidarity, it also carries the potential for performativity if not accompanied by genuine action and commitment to decolonization.",3,7,5,3,4,9,5,2,8,3,8,8,9,4,7,9,4,7,7,3,8,6,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Narrative Blogging Protocols,"This involves documenting an experience—such as a road trip—through daily blog posts, creating a record of travels, encounters, and reflections.  The content is less about exhaustive details and more about conveying mood, meaning, and the journey's overall impact. It relies on storytelling and observation, creating a sense of presence for the reader. The process also cultivates a personal creative language.",3,8,9,3,9,9,1,7,9,1,9,8,9,9,8,9,3,7,5,7,7,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Navigational Protocols,"Historical navigational protocols involved complex calculations using celestial bodies and instruments like quadrants to determine a ship's position. These practices combined astronomical knowledge with practical skills, representing a deep understanding of the natural world. Over time, advancements in technology led to more automated systems, but the underlying principle of accurately determining location and course has remained consistent. These protocols were critical to exploration and trade, supporting long-distance sea voyages.",2,8,2,9,7,1,2,2,1,1,9,8,1,2,2,9,2,1,7,2,8,7,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Neighborhood Food Distribution Festival Protocol,"This annual event serves as the primary means of distributing locally grown food within urban neighborhoods. The festival combines food distribution with community engagement activities like art, music, and storytelling. Additionally, the event acts as a forum for assessing the effectiveness of implemented protocols and identifying necessary adjustments for the upcoming year, which helps to continuously improve the network.",3,8,7,7,8,8,5,7,3,8,3,8,9,7,6,9,7,5,8,6,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Network Nations Protocols,"Network nations represent a counter-vision to network states, focusing on complementing existing institutions rather than disrupting them. These protocols emphasize polycentric and democratic governance, moving away from a single founder. The core concept involves infrastructure serving as territory, emphasizing shared digital spaces and belonging that transcends geographical boundaries. This approach focuses on decentralized, collaborative decision-making rather than hierarchical structures.",3,9,8,8,8,8,2,1,1,3,3,7,9,9,8,9,7,7,7,8,9,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Network State Founder Protocols,"The idea of a network state proposes a single, central figure analogous to a tech company’s celebrity CEO, responsible for the initial vision and direction of the state.  This founder would likely drive early development and attract followers. It envisions a leadership structure heavily influenced by the dynamics of startup culture.",1,8,3,8,7,9,8,6,1,8,8,1,7,1,7,2,8,8,7,7,3,3,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+New York Garment Worker Strike Protocols,"Following a wave of garment-worker strikes in New York City, the Protocols of Peace of 1910 established six-day work-weeks and basic safety requirements. These protocols, resulting from worker-led negotiations, represented an effort to regulate working conditions and improve worker rights within the garment industry.",3,8,8,8,7,9,7,2,2,7,7,2,2,9,5,8,4,7,7,3,8,7,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Nishnaabeg Storytelling Traditions,"Leanne Betasamosake Simpson emphasizes the importance of traditional Nishnaabeg storytelling as a means of preserving cultural knowledge and connection. Stories serve as vehicles for transmitting history, values, and teachings across generations. This method actively cultivates community resilience and ensures the continued relevance of cultural practices in contemporary society. Oral traditions carry vital information and solidify intergenerational bonds.",9,8,9,8,8,9,9,3,7,1,2,9,7,7,3,9,1,3,9,3,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+NLS Protocol,"Engelbart's NLS (oN-Line System) was a pioneering system for interactive computing, offering features like hypertext, collaborative editing, and graphical user interfaces.  It demonstrated the potential of interactive computing for enhancing productivity, communication, and knowledge creation. This system provided a platform for exploring new ways of interacting with computers and sharing information, influencing subsequent developments in computing.",9,8,2,8,8,5,7,9,8,2,5,8,9,2,9,1,4,1,5,8,8,9,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Noon-day Gun Protocol,"This practice, observed in places like Cape Town, involved firing a cannon at noon to signal the time and allow others to synchronize their less accurate timekeeping devices. The protocol relied on the cannon's predictable blast to serve as a shared time reference, distributing a standardized temporal marker across a community. It highlights a method of temporal coordination before widespread use of accurate timepieces and facilitated commerce and social order. The reliance on the gun also underscored a form of centralized control and authority in disseminating timekeeping information.",2,3,3,8,1,9,9,8,3,9,8,9,8,1,6,8,2,3,2,1,7,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+NSU Trial Protocol,"The proceedings related to the National Socialist Underground (NSU) in Germany followed a stringent legal framework, with a particular focus on maintaining order and impartiality within the courtroom. The courtroom itself was designed to create a 'freeze-dried world,' emphasizing a sterile and detached atmosphere to prevent emotional displays or sensationalism. The German Code of Criminal Procedure prioritized the principle of immediacy, which, coupled with limited video or audio recording, resulted in minimal formal transcripts and a reliance on informal notes. This procedural design aimed for transparency but ultimately created a gap in public documentation. The NSU trial is specifically referenced, establishing a detailed protocol for evidence-taking, witness testimony, and legal proceedings. It emphasizes the methodical and structured manner in which the case was presented and examined in court. The text suggests this protocol demonstrates the complexity of uncovering truth and delivering justice within a high-profile criminal investigation. The protocol's framework governs interactions between legal teams, witnesses, and the court, shaping the pace and direction of the trial.",3,8,1,2,1,8,9,5,2,7,9,2,1,1,6,2,7,7,3,2,2,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Nuclear Protocols,"These critical patterns govern the development, deployment, and use of nuclear weapons, including arms control treaties, inspection procedures, and military directives. They are vital for preventing catastrophic misfires and maintaining a fragile balance of power among nations. These protocols also include internal directives within militaries outlining command structures and decision-making processes. The presence of these protocols underscores the immense responsibility and the potential consequences of nuclear technology.",3,3,1,3,2,8,4,1,1,5,8,2,2,2,5,7,3,8,3,2,2,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Oblique Messaging/Editing (Content Circulation Protocol),"To circumvent censorship, protesters share information through coded messages, edits, and re-imports, demonstrating creative strategies for distributing content that circumvents government restrictions. This protocol involves utilizing ambiguous language, symbolic representations, and altered versions of content to evade detection while conveying critical messages. By constantly adapting to censorship techniques, this method helps maintain the fluidity of information and prevents the swarm from becoming an easily targeted entity.  This demonstrates a resilience and adaptability within the communication network.",7,9,9,9,9,8,2,2,2,1,8,4,9,8,7,9,4,8,3,7,7,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Observational Documentation Protocol (Secret Services),"This protocol refers to the practice of meticulous record-keeping by secret services, documenting observations and actions. The process involves a constant recording of interactions, creating a data-rich environment for analysis and decision-making. It emphasizes detail and accuracy in capturing events, and aims to expose potential ‘underlife’ of those observed.  This style of documenting serves to reveal strategic implications and potential vulnerabilities within the observed systems.",2,3,1,2,2,8,8,1,8,8,8,7,1,3,3,8,7,2,1,2,2,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Observational Science Protocols,"The protocols surrounding observational science involve rigorous documentation and validation processes to ensure the accuracy and reliability of scientific findings. This includes detailed recording of data, peer review of methodology, and replication of experiments to confirm results. Observational science protocols prioritize objectivity and consistency, aiming to minimize bias and ensure that scientific conclusions are based on verifiable evidence. The standards are designed to be transparent and open to scrutiny.",3,2,2,1,3,2,1,1,5,2,4,1,3,8,2,9,1,2,9,2,5,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Occupying Vacancy Protocol,"Ujijji Davis Williams, a landscape architect, researched the grassroots activation of vacant land and structures in Detroit as a form of community resilience. This protocol involved reclaiming abandoned spaces and transforming them into sites of artistic expression and communal activity. It highlighted the potential for creative interventions to address urban decay and promote social cohesion.",9,7,9,8,9,9,6,7,7,3,3,9,9,9,8,8,2,4,8,8,8,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Offering Alternative Respect Tokens,"The text introduces the practice of offering alternative tokens of respect when unable to fulfill traditional rituals. The hunter's offering of a baloney sandwich exemplifies this flexibility, highlighting the importance of maintaining a spirit of acknowledgment and gratitude, regardless of specific ceremonial elements. This showcases how cultural practices can adapt while preserving core values.",1,9,8,9,9,9,1,8,9,4,5,2,9,8,7,9,3,8,7,3,8,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Office Request Protocol,"The text implies a peculiar desire for authority and intervention, representing a ‘request for authority’ that goes beyond a typical interaction. This protocol isn't a formal request, but an implicit expectation that intervention will occur, driven by a longing for order and resolution. It suggests a desire for bureaucracy not as a constraint but as a provider of structure and a pathway to closure.  This illustrates a complex relationship where authority is sought not just for its power, but for the comfort it provides.",8,9,3,8,7,9,7,3,9,7,9,1,8,1,7,7,8,7,7,4,5,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Office Space Survey Protocol,"This protocol, exemplified in a case study involving an office space survey, meticulously documents the physical layout of a workspace. It includes detailed measurements, dimensions, and spatial relationships, often accompanied by drawings, plans, and scale numbers to create a comprehensive representation of the environment. The goal is to provide a clear and accurate record of the workspace, which may be required for legal or administrative purposes, such as resolving property disputes or assessing workplace safety. Careful adherence to standardized regulations ensures that the survey is reliable and provides a complete and faithful view of the office.",1,1,2,2,1,2,3,1,9,2,8,9,3,1,1,9,2,2,3,1,5,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+OODA Loop,"This is a cyclical process, initially developed for military strategy, that emphasizes rapid decision-making in dynamic environments. It comprises four stages: Observe, Orient, Decide, and Act, representing a continuous loop of assessment and response. The core principle is to complete this loop faster than an adversary, gaining a competitive advantage through adaptability and swift action. Engineers now apply this model to assess the autonomy of technical systems, measuring their capacity to cycle through these stages efficiently and effectively.",2,7,3,8,9,3,3,2,6,1,8,2,9,8,8,9,4,1,5,7,5,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Open Source Estrogen,"Open Source Estrogen is a collaborative project focused on developing accessible and openly documented methods for studying hormones and their presence in various environments. Initiated through a residency at Medialab Prado, it integrates DIY techniques and public knowledge sharing to democratize scientific inquiry. The initiative fosters community involvement and challenges conventional approaches to hormone research, prioritizing accessible techniques and shared knowledge. This artistic initiative and collaborative project aimed to make knowledge about hormonal contamination accessible and actionable through DIY methods. The project team developed protocols for hormone extraction and detection, sharing them openly for broader adoption and adaptation. The overall goal was to challenge established scientific practices and empower individuals to engage with environmental and health issues directly. It involved experimentation, documentation, and sharing techniques related to hormone analysis and manipulation.",1,8,9,9,9,8,3,2,4,2,1,8,9,8,9,9,6,7,8,7,9,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Open Source Protocols,"This refers to protocols created through community-driven development and accessible for modification and distribution. This allows for diverse contributions and evolutionary adaptation as users contribute to improvements and innovations. It is characterized by transparency and collaborative participation, promoting wider adoption and increased adaptability. It often entails a relinquishing of individual authority and recognizing the power of collective innovation.",1,8,9,8,9,9,2,2,2,2,7,1,9,9,9,9,3,3,8,8,9,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Oral Communication Preferences,"A protocol wherein individuals express their preference for oral communication, particularly through voice memos, can signify a desire to move beyond traditional text-based communication. This can be driven by accessibility needs, such as reliance on text-to-speech technology, or a desire for a more informal and personal connection. It signals a flexibility in communication methods and a willingness to adapt to individual needs. Communication via voice memo and transcription signals a deliberate attempt to prioritize and honor different communication styles, particularly those rooted in oral traditions. This protocol recognizes that written communication is not universally accessible or preferred, and demonstrates a willingness to adapt to diverse needs. By offering a transcript alongside the voice memo, the organization strives to provide an inclusive option for individuals who may have difficulty with audio or prefer written text. This commitment to flexible communication represents a more equitable approach compared to standard email conventions.",1,8,4,8,8,8,2,3,2,2,6,6,9,8,5,9,2,3,8,3,8,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Pagamento (Payback),"Rooted in Indigenous cultures, Pagamento represents the principle of reciprocity and balance in energy exchange. It necessitates an offering or action in return for what is received, whether material or service, to maintain the flow and integrity of natural cycles. This protocol addresses the imbalance caused by extraction or benefit and seeks to restore harmony through returning something of value. This act acknowledges our interdependence with the environment and aims to address systemic imbalances. Derived from Afro-Brazilian traditions, outlines a framework for returning what has been taken and restoring balance in the universe.  It dictates the reciprocal exchange of energy—offering something back after receiving something, whether tangible or an act of service. The process aims to maintain the flow of natural law, prevent accumulation, and avert sickness and imbalance. Through this return, life cycles are restored and natural harmony is reestablished.",7,8,9,8,8,9,5,4,3,1,3,7,7,7,7,9,5,7,7,3,7,3,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Pale Fire Protocol,"Nabokov’s *Pale Fire* utilizes a complex and fragmented narrative structure, employing extensive footnotes and digressions to create a non-linear and multifaceted storytelling experience. The novel actively blurs the lines between narrative, commentary, and interpretation, creating an intricate and intellectually stimulating text. This structure, though literary, parallels hypertext's branching, associational architecture, presenting a web of interconnected texts.",8,9,2,9,8,9,7,1,8,1,2,1,9,8,9,8,9,7,3,7,8,4,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Paris Agreement,"This international accord represents a framework for addressing climate change, establishing goals for reducing global warming and mitigating its effects. It involves commitments from various nations to reduce greenhouse gas emissions and transition to sustainable practices, requiring coordinated efforts and international cooperation. The agreement’s ambition to limit warming to 1.5 degrees Celsius reflects an urgent response to the escalating climate crisis, promoting global environmental stewardship. Achieving the goals requires sustained effort and ongoing adjustments, underscoring the complexity of addressing such a systemic challenge.",2,8,3,9,8,9,1,1,1,9,2,1,3,3,8,9,8,4,7,6,8,3,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Participatory Guarantee Systems (PGS),"PGS represent an alternative to industrial agricultural certification, developed as a grassroots effort to promote local food systems. These systems involve producers defining standards themselves, based on what is reasonable for their community and valued by consumers. They often depend on mutual trust and local knowledge, rather than bureaucratic enforcement, and are adaptable to the specific needs of a region. PGS demonstrates a path toward establishing standards that remain rooted in community values and accessible to small-scale producers.",7,8,9,9,9,8,6,2,8,1,1,6,9,9,7,8,4,8,9,7,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Patriotic Protocols,"These are routines and symbols that reinforce a sense of national identity, including national anthems, flags, shared stories of origin and triumph, and established guidelines for public spaces and displays of deference. These rituals and customs reinforce a nation's identity and foster a sense of collective belonging among its citizens. They range from displaying national symbols and reciting patriotic songs to celebrating historical events and honoring national heroes. The intent is to evoke feelings of pride and loyalty, strengthening the shared narrative and inspiring collective action. These create a sense of unity within a society.",2,7,2,7,3,9,9,2,1,7,7,8,5,2,5,8,4,7,7,1,3,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Pedestrian Traffic Rules Protocol,"As mentioned in the text, even seemingly mundane protocols like pedestrian traffic rules, are subject to observation and analysis.  These seemingly trivial rules of interaction become sites of scrutiny and potential manipulation. It shows how even routine social behaviors can be understood and potentially influenced within a broader system of control. Observing these rules reveals nuanced power dynamics and the subtle structures that govern human interaction.",7,8,3,2,2,9,2,1,1,8,4,7,1,7,7,9,7,3,7,4,7,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Performance of Transparency,"During times of crisis or in situations involving sensitive matters, institutions are expected to demonstrate a commitment to transparency and acknowledge the limitations of their knowledge. This involves openly admitting what they don't know, being willing to re-evaluate established procedures, and actively seeking input from external experts. Such practices cultivate trust and legitimacy, fostering a culture of accountability within the organization.",1,8,5,8,9,9,2,1,3,4,6,2,9,8,8,9,3,4,9,2,9,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Petition Submission and Review,"A defined process exists for individuals or groups to formally present requests or grievances. These petitions are carefully examined by designated officials, who assess their validity and merit. The outcome of the review, whether granting the request or denying it, is formally communicated to the petitioner, ensuring a degree of transparency and responsiveness to external concerns.",3,7,2,8,2,9,2,1,8,9,8,5,9,2,5,8,3,5,3,3,8,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Petitioning for Privileges,"A formal process existed for individuals or businesses seeking exclusive privileges from the Ministry of Commerce, requiring submission of requests and subsequent evaluation by officials.  These petitions were reviewed against predefined criteria, ensuring a degree of standardization in the approval process. This demonstrated an attempt to channel and manage requests for special considerations.",3,3,1,7,1,9,8,2,1,8,8,3,9,1,5,9,6,6,2,2,3,4,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Philanthropic Foundation Advocacy Protocol,"Philanthropic foundations, particularly in America, operate under a protocol where they advocate for the arts in economic terms rather than solely focusing on their cultural or aesthetic value. This approach emphasizes the financial impact of the arts on the economy, such as job creation and tourism. The goal is to secure funding and support from policymakers and the public, even if it means downplaying potentially challenging or critical artistic expressions.",3,9,1,8,7,9,7,2,1,8,3,3,9,2,8,3,7,8,2,3,3,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Photographic Standardization,"Early photographic practices involved establishing precise, repeatable methods for recording images, often emphasizing metric accuracy and reducing contingency. This involved carefully controlling spatial relationships between bodies, light sources, and recording equipment to ensure consistency and comparability across different images. The goal was to minimize subjective interpretation and maximize the reliability of the recorded data, creating a system that resembled a process of repeated, calculable data acquisition. This standardization extended to various techniques, including silhouette creation and formal portraiture, fundamentally shaping the development of photography.",3,1,2,3,1,1,2,2,2,2,8,8,9,1,2,8,8,6,2,1,3,7,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Physiognomic Interpretation,"Lavater’s system of physiognomic interpretation established a protocol for assessing character based on facial features, creating a network of image circulation focused on standardized interpretation. This involved analyzing facial attributes to infer personality traits and moral qualities, often incorporating engraved illustrations to disseminate interpretations widely. While subjective, the process promoted the belief that facial features could be reliably linked to inherent character, influencing perceptions and shaping social interactions. The protocol involved a combination of observation, interpretation, and dissemination of findings, creating a framework for understanding and judging individuals.",2,9,3,8,2,8,7,9,1,2,8,6,9,1,9,2,9,9,2,2,1,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Pickup Basketball/Soccer Games,"Neighborhood pickup games of basketball and soccer embody a vernacular protocol that prioritizes participation and community cohesion over strict adherence to formal rules. Players rely on a shared understanding of fairness and context to resolve disputes, foregoing formal enforcement mechanisms and fostering a sense of responsibility. The ability to adapt rules and approaches based on the specific environment and player dynamics ensures that the games remain accessible and enjoyable for all involved.  This approach prioritizes the continuity of the game above all else, and builds a sense of camaraderie among players of varying levels.",8,9,9,9,9,9,2,3,8,2,1,9,9,8,9,9,2,2,8,8,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Piece Wage System,"The implementation of a piece wage system, where miners were paid based on the amount of coal produced, incentivized increased productivity.  This system, while boosting output, often led miners to prioritize speed over safety. It resulted in compromised safety practices, driven by the need to maximize earnings within a competitive labor market.",1,2,2,9,3,9,2,2,2,8,9,3,2,7,9,2,7,7,2,4,2,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Pipe Ceremony Protocol,"The passage alludes to protocols surrounding Pipe Ceremonies, including the established custom of passing the pipe in a specific direction. Acknowledgment of variations in this practice, such as the contrast between Anishinaabe and Haudenosaunee directions, fosters diplomatic understanding. These protocols serve as an opportunity to build goodwill and demonstrate respect for differing cultural norms.",8,7,9,2,7,9,7,2,3,5,2,8,7,2,7,9,3,2,9,2,9,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Planting Tree Protocols,The act of planting a native shadbush tree during the environmental vigil represents a symbolic act of hope and remembrance. The planting involves preparing the soil,7,9,8,9,6,8,9,1,8,1,2,9,9,2,8,6,7,2,7,2,9,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Police Intervention Protocol,"When authorities are summoned to the scene, a distinct protocol of intervention is initiated. This involves the officer taking charge of the situation, documenting the event, and ensuring compliance with legal regulations. It includes methods of gathering information, making observations, and potentially issuing warnings or citations. The protocol aims to establish order and resolve the incident through official channels and authoritative action.",1,8,1,1,4,9,2,1,8,9,9,5,1,1,5,8,7,3,2,2,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Police-led Information-Gathering Network,"President Xi Jinping's administration employs this network to collect data and track individuals involved in potential dissent, using big data analysis and high-tech policing techniques. It aims to identify and monitor individuals expressing dissenting views online, connecting their digital identities to their real-world personas. The network serves as a tool for preemptively suppressing potential collective action and discouraging participation in protests by linking online activity to real-world consequences. It's a crucial element in the government’s efforts to maintain social order and control information flow.",9,8,1,9,8,9,9,1,1,9,8,1,1,2,8,1,2,8,1,1,1,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Political Discourse Protocol,"The text references the language and actions of politicians and public figures, suggesting a ‘protocol’ of political discourse. This interaction typically encompasses carefully crafted statements, strategic messaging, and calculated responses to public opinion. This protocol often aims to influence perceptions, maintain power, or advance a particular agenda. While seemingly spontaneous, political dialogue often follows established patterns of engagement and calculated maneuvers.",9,9,2,9,8,9,2,2,2,3,5,8,4,3,9,8,3,6,3,3,2,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Political Protocols (Arendt & Schmitt),"Drawing on the theories of Arendt and Schmitt, the text explores political protocols as the patterns of engagement that define the space for public debate and collective action. These protocols are the unspoken rules that govern how citizens interact with one another, including forms of expression, power dynamics, and access to decision-making. Examining protocols within the political sphere highlights the interplay between established norms and the potential for disruption and transformation, as seen in the fluctuating interactions between Arendt’s concepts of citizen participation and Schmitt’s concept of political adversaries.",8,9,5,3,7,9,2,3,3,5,4,1,8,7,8,8,7,8,5,7,5,4,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Political Thriller/Police Movie Protocol,"The text draws parallels between contemporary literary works, specifically novels within the political thriller and police genre, and the observed protocols. This narrative model often features specific interactions between investigators, suspects, and informants, typically guided by a quest for truth and justice. These protocols frequently involve secrecy, deception, and tension, often reliant on established formulas of plot progression and character archetype. The genre utilizes patterned interactions to create suspense and drive narrative arcs, mirroring—or critiquing—real-world investigative practices.",7,7,5,2,7,9,7,3,9,8,3,1,9,3,8,7,8,3,3,3,3,5,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Pop-up Village Protocols,"Pop-up villages are temporary, localized gatherings that occur for a month at a time, connecting people and fostering community. These events, often initiated by figures like Vitalik Buterin, serve as a demonstration of decentralized network principles, linking local experiences with global connections. Through shared activities and rituals, they provide a platform for building relationships and exploring alternative modes of governance. They are both ephemeral and ritualized, highlighting the potential of temporary networks.",9,9,7,9,9,9,3,9,7,2,1,8,9,8,8,8,6,7,9,8,9,9,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Prime Meridian Unconference,"This event, organized by Black Quantum Futurism, aims to challenge conventional temporal and spatial understandings. It functions as a space for critical dialogue and experimental approaches to timekeeping, moving beyond the limitations of Western models. The core objective is to consider alternative frameworks—and to reimagine human relationships to Earth and temporality—using creative and theoretical engagement. This provides a platform to explore new strategies for navigating and creating temporal landscapes. The Unconference was a forum dedicated to exploring connections between science, architecture, and the physics of cloud formations, prompting reflection on concepts of deep time and potential climate implications. Attendees shared insights from disparate fields, engaging in dialogues that aimed to broaden understanding of interconnected phenomena. It provided a platform for collaborative thinking and the generation of innovative perspectives on complex issues related to the Earth and its atmosphere. The discussions aimed to challenge conventional wisdom and foster a more holistic approach to planetary understanding.",7,9,8,9,9,9,8,9,2,2,2,2,9,9,8,9,7,9,8,9,9,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Proactive Suggestion Protocol,"When facing a challenging proposal or a lack of concrete alternatives, individuals may strategically avoid making direct suggestions, preferring to observe and analyze the situation before committing to a specific course of action. This approach emphasizes caution and calculated risk avoidance, allowing for a more informed decision-making process. It reflects a deliberate effort to maintain flexibility and avoid premature commitments, while simultaneously positioning oneself as a thoughtful and measured contributor. The avoidance of suggestion itself can be a communicative maneuver.",8,8,7,8,9,9,2,3,9,2,1,2,9,9,7,9,7,8,3,3,5,3,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Profile Photo Change (Symbolic Participation Protocol),"Individuals participate in the protest by simply changing their profile photos to a uniform color like white, offering a low-risk method to publicly demonstrate solidarity and defiance against government control. This simple act creates a cascade of similar changes, signaling shared values and fostering a sense of collective action without explicit engagement in political discourse. It highlights the power of symbolic action and the ease with which individuals can contribute to a larger movement, even with limited resources or risk tolerance. This protocol rapidly expands the size and visibility of the protest.",2,3,9,9,8,9,2,5,1,3,1,1,9,9,5,9,7,7,2,4,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Proof of Stake Consensus,"This protocol provides an alternative to Proof of Work for securing the Ethereum blockchain, selecting validators based on the amount of cryptocurrency they stake. Participants 'stake' their Ether to become validators, and are rewarded for accurately validating transactions and producing new blocks. Validators are penalized for dishonest behavior, and the system aims to be more energy-efficient than Proof of Work. It relies on a distributed network of validators to secure the chain.",1,8,2,7,7,3,1,1,2,3,2,3,9,8,4,9,3,2,7,3,4,6,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Proof of Work Consensus,"This protocol governs how transactions are validated and new blocks are added to the Ethereum blockchain. It relies on computational effort to secure the network, requiring miners to solve complex mathematical problems to earn the right to add blocks. This process incentivizes honest behavior and prevents malicious actors from manipulating the blockchain. It was the initial consensus mechanism for Ethereum but has since transitioned to Proof of Stake.",1,2,3,8,2,2,2,1,1,1,1,6,9,9,7,1,8,3,2,4,1,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol Analysis (Ericsson & Simon),"This methodology, developed by Ericsson and Simon, centers on collecting and analyzing verbal reports of cognitive processes during task completion. Participants are instructed to think aloud as they solve problems, providing a chronological record of their thought processes. Researchers then compare these verbal reports against pre-established task analyses to understand the sequence of steps involved in successful problem-solving. The approach aims to provide a detailed understanding of cognitive strategies and expertise, utilizing both the participant's experience and a priori knowledge of optimal solutions.",1,2,2,1,2,9,3,2,8,7,8,1,9,2,7,9,7,4,7,4,4,2,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol Departure in Creative Writing,"The author intentionally breaks established protocols surrounding gender and sexuality within her creative writing to expand societal understanding and representation. The aim is not to disregard respect but to challenge restrictive norms and create space for diverse experiences.  By incorporating queer characters and narratives, the author strives to reflect the realities of marginalized individuals within Anishinaabe communities.  It's a deliberate act to promote inclusivity and dismantle traditional barriers.",1,8,9,8,9,9,7,2,4,2,1,2,9,2,7,9,2,7,8,8,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol for Academic Science,"This pattern describes the established methods and processes guiding scientific research and publication. It includes peer review, statistical analysis, and citation practices, often involving methods developed in the early 20th century. While designed to ensure rigor and validity, it can lead to inertia and resistance to innovation, with a tendency to reproduce existing frameworks. This creates challenges in progressing beyond established paradigms and replicating results effectively.",2,7,1,3,3,7,2,1,2,3,7,2,1,2,5,7,6,5,8,3,3,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol for COVID Masking,"During the COVID-19 pandemic, masking became a contentious public health measure involving guidelines for wearing face coverings. The protocol dictated when and how to wear masks, aiming to reduce the transmission of the virus, which balanced individual freedoms against collective safety. Disagreements surrounding its necessity and effectiveness led to ongoing debates and challenges in achieving widespread adherence.",1,7,2,9,8,8,2,9,2,7,7,7,3,2,8,8,7,9,5,7,6,3,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol for Dance Collaboration,"This partnership emphasizes a dynamic balance of invitation, acceptance, and rejection in collaborative dance creation. It involves allowing space for others to initiate movement and decisions, while also asserting individual agency and perspectives. Decisions are made through an ongoing process of negotiation and compromise, accepting new forms while rejecting unworkable approaches, creating a constantly evolving creative ecosystem.",9,7,9,9,9,9,3,7,7,1,2,9,9,9,8,9,3,8,7,9,8,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol for Evaluating Clock Protocols,"The evaluation involves reflecting on and assessing the influence of existing timekeeping protocols, questioning their impact on human experience and alignment with natural rhythms. This analysis includes contemplating the ways that timekeeping systems shape perception, behavior, and relationships with the environment. It may promote an assessment of alternatives and a shift towards approaches that are more in harmony with personal well-being and ecological sustainability.",6,9,8,8,8,9,2,3,7,2,2,3,9,8,8,9,8,7,6,8,9,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol for Good Death,"The work of Sarah Friend addresses the practices surrounding death and remembrance and the actions taken to ensure that the process is not simply lost or forgotten. She explores how organizations might seal resources and artifacts into 'dumb storage,' preventing re-creation or learning from past efforts. The protocol suggests a desire to preserve the *potential* of recreating what has been archived, rather than allowing the collective learning that can be generated by a transparent account of those processes.",2,9,2,7,1,9,5,1,2,3,8,3,9,2,2,1,7,8,2,2,2,2,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Handwashing,"This established practice, once resisted, is now a standard for hygiene and disease prevention. It involves a series of actions intended to remove contaminants from hands, reducing the spread of infection. Originally a challenge to existing norms, it is now a globally recognized and routinely performed action promoting public health and safety. Its evolution highlights how practices once considered inconvenient or unnecessary can transform into essential components of everyday life.",2,2,7,9,2,9,1,1,9,7,4,9,7,8,3,9,1,2,6,1,9,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Medical System (US),"The U.S. medical system is characterized by a complex web of interactions among patients, providers, and payers, often feeling 'broken yet functional.' Its structure includes procedures for billing, diagnosis, and treatment, many of which are inefficient and lead to high costs. While providing necessary healthcare services, the system faces criticism for its complexity, administrative burdens, and inequalities in access, contributing to a sense of frustration and inadequacy.",8,8,2,1,3,8,9,1,1,9,9,1,7,3,7,8,7,7,4,8,2,2,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol of Kinship,"The protocol of kinship, prevalent in numerous cultures, signifies a system of interaction based on mutual obligation, loyalty, and reciprocal care among individuals connected by blood, marriage, or shared ancestry. It transcends formal legal structures, creating a web of obligations and expectations that shapes behavior and guides decision-making.  Acting in accordance with kinship involves prioritizing the well-being of family members and community, fostering cooperation and resilience against external threats, and maintaining continuity across generations.",8,9,9,9,7,9,4,2,3,4,3,5,3,7,8,7,4,4,9,3,5,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol of Operational Closure,"A means for organizations to create a form of 'operational closure,' in which recorded processes become a substitute for direct observation and interaction. Through formalized documentation, an organization can establish a record of its actions and present a self-image distinct from its actual operations. This form of closure can create a sense of self-sufficiency and allow the organization to project an image of consistent action, regardless of internal variations.",2,8,2,9,2,8,2,2,2,1,9,2,9,2,8,9,9,8,2,4,3,2,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol of Reclamation,"A process of reclaiming one’s identity and heritage after experiencing trauma and oppression. It involves engaging with the history of slavery, honoring the resilience of ancestors, and embracing one’s full cultural heritage. This protocol challenges internalized shame and empowers individuals to build a strong sense of self, founded on the understanding and appreciation of one’s lineage. The goal is to break cycles of oppression and build a more equitable future for future generations.",8,8,9,9,9,9,7,3,9,2,2,1,9,8,7,8,7,8,8,7,9,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Time Zones,"The implementation of standardized time zones represented a protocol for organizing global communication and transportation systems. This system aimed to harmonize timekeeping across different regions, facilitating smoother interactions and promoting economic integration. Although presented as a practical measure, the protocol also had political implications, cementing Western influence and establishing a hierarchical global order. The widespread adoption of standardized time zones reflects the influence of British imperial power.",3,2,1,8,2,8,1,1,1,7,7,1,4,2,8,2,3,2,6,3,5,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol of Targeted Killing,"This involves a complex sequence of steps used to identify, locate, and eliminate individuals deemed threats, often employing pattern-of-life analysis and algorithmic targeting. It combines intelligence gathering, surveillance, and ultimately, the deployment of lethal force, frequently relying on automated systems for target recognition. The procedure necessitates navigating legal frameworks and ethical considerations to minimize collateral damage and adhere to international laws. This protocol's implementation is often shrouded in secrecy and subject to ongoing debate regarding accountability and transparency.",9,8,2,9,6,8,7,2,3,8,9,3,1,3,8,8,9,9,,7,2,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol of the Elders of Zion,"This fabricated document embodies a dangerous form of protocol, mimicking the structure of official minutes to propagate anti-Judaism and incite hatred. Disguised as a genuine record, it leverages procedural form to lend credibility to its false accusations and manipulate public opinion. The success of the 'Protocol' demonstrates how deceptive patterns, even when exposed as forgeries, can be instrumental in shaping narratives and fostering prejudice. It serves as a cautionary tale about the power of procedural mimicry and its potential for malicious purposes.",2,9,3,9,1,9,9,1,1,9,8,,9,1,9,,,1,2,1,1,1,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Protocol of Tjukurpa (Dreamtime Instructions),"Tjukurpa protocols, integral to Australian Aboriginal cultural continuity, are deeply embedded in narratives that explain the creation and subsequent governance of the land. These protocols are not simply stories but serve as fundamental guidance for ethical and respectful interaction with the environment and the ancestral spirits. Through adherence to these sacred instructions, individuals maintain harmony with the land, reinforce kinship networks, and ensure the ongoing strength of their cultural identity. Performing these protocols is a form of living prayer and cultural maintenance.",9,8,9,9,3,9,9,1,3,1,7,9,1,7,2,2,1,3,8,3,2,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Public Amateurism,"This concept describes a mode of learning and creation that operates outside formal institutions, embracing experimentation, failure, and shared knowledge. It involves adapting techniques and materials, often in unconventional ways, and prioritizing accessibility and community involvement. This approach underscores a challenge to conventional scientific methods and emphasizes a collaborative spirit that is critical to the DIY protocols described.",8,9,9,9,9,9,2,8,5,1,2,9,9,9,9,9,6,8,8,8,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Public Enemy’s Political Activism,"Public Enemy utilized their music as a platform for social and political commentary, challenging mainstream narratives and advocating for Black empowerment. Their lyrics were characterized by confrontational language, sampling techniques, and a willingness to address controversial topics, provoking discussion and mobilizing audiences. Their music aimed to raise awareness of systemic inequalities and inspire resistance, employing a distinctly aggressive and provocative style.",3,8,8,8,1,9,9,3,1,1,5,8,9,2,9,9,5,2,5,7,8,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Public Health Behavioral Guidelines,"These guidelines represent standard practices implemented during health crises, typically encompassing recommendations for preventative behaviors like mask-wearing, social distancing, and vaccination. They function as disciplinary protocols, aiming to control the spread of disease and maintain order through established procedures and expert advice. However, the text highlights the potential for these guidelines to become overly rigid or reinforce existing inequalities if not critically examined, especially when they fail to account for the lived experiences of marginalized communities. A key aim is to move beyond superficial adherence and address the underlying systemic factors contributing to vulnerability.",1,4,2,9,7,8,3,3,1,8,7,8,3,1,7,7,5,7,7,4,7,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Publishing Protocols,"The Vera List Center and Amherst College Press considered the procedures for making knowledge available, analyzing the traditional constraints of the printed book and actively seeking alternative methods. This includes a broader understanding of how accessible knowledge can be, thinking beyond physical availability and considering societal aspects of access. They recognize the imperative to move beyond established conventions, ensuring research and learning are equitable and inclusive for a diverse audience. The use of Fulcrum, an open-source publishing platform, supports these ambitions.",8,9,4,9,8,9,3,1,2,9,8,2,9,8,8,9,2,6,4,7,9,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Quadratic Voting,"Quadratic voting is a novel voting mechanism that allows participants to express the intensity of their preferences, as opposed to simply indicating a binary choice. It's structured so that the cost of voting increases quadratically, discouraging vote-buying and amplifying the voices of those with genuinely strong preferences. This demonstrates a method of allocating attention and resources.",1,8,5,8,7,8,2,8,6,2,6,3,9,9,5,9,3,7,6,3,6,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Quilting Practices,"Quilting serves as a powerful vernacular protocol among women in the Western United States, demonstrating resilience, creativity, and community bonding. These quilts, often crafted with limited resources, involved the exchange of fabrics, patterns, and skills among neighbors, creating a network of support and friendship. As a non-commercial activity, the quilts often lacked signatures, underscoring the shared practice and collective spirit of the community, ensuring the preservation of their cultural and creative traditions. This tradition allowed for a tangible record of shared experiences and strengthened bonds across generations.",9,9,9,1,9,9,8,1,3,1,1,9,9,9,7,8,2,1,9,7,8,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+QWERTY Keyboard Protocol,"The layout of the QWERTY keyboard represents a historical standard for typing, and is seemingly arbitrary given other possible designs. Its widespread adoption stems from its early design to prevent typewriters from jamming, despite less efficient typing. The protocol's persistence, despite its acknowledged inefficiency, demonstrates the power of entrenched standards and the challenges of introducing change even when a more optimal alternative exists.",8,9,2,1,1,8,1,1,1,2,8,9,7,2,8,3,8,1,2,2,4,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Racist Protocols,"These are patterns of interaction and belief systems that define differences as lines of division for accessing resources, and often rely on scripts of attention that perpetuate prejudice. They exist both in official speech and vernacular practices, blending formal structures with unspoken assumptions. These protocols define differences and establish hierarchies, often relying on scripts of attention and demographic questionnaires to demarcate lines of access to resources. They operate through patterns of speech and behavior, blending official brutality with vernacular expression. These discriminatory protocols serve to maintain power structures and reinforce inequalities, creating divisions based on perceived differences. They are often embedded within cultural norms and institutional practices, requiring constant vigilance to dismantle.",8,9,4,1,2,9,1,1,1,9,8,1,1,2,9,2,9,9,1,1,1,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Relationship-Building in Deaf Community,"This is an implicit protocol centered around creating supportive relationships with members of the Deaf community, particularly in relation to sign language interpretation. It involves more than simply providing translation services; it emphasizes cultural understanding, empathy, and a commitment to creating accessible environments. Establishing this type of protocol moves beyond technical proficiency and requires a sustained effort to foster connection and respect.",9,8,7,9,9,9,9,1,8,4,1,8,8,8,3,9,5,4,9,7,9,9,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Participatory Studies (Seed Oils),"These are envisioned studies leveraging public interest and readily available monitoring devices to investigate the potential effects of dietary changes like eliminating seed oils.  They would involve participants across varied diets, locations, and levels of expertise, with data collected and analyzed collaboratively. The goal would be to move beyond industry agenda, build consensus, and leverage the public's direct experiences with health interventions, moving beyond traditional, controlled clinical trials.",9,8,9,9,9,8,1,3,3,1,5,8,9,8,5,9,6,7,8,7,9,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+ResearchHub Model,"This refers to a specific online platform that attempts to incentivize scientific research through a combination of cryptocurrency and peer review. The text critiques ResearchHub as an example of how trust-minimized, financially incentivized systems can inadvertently attract mercenary behavior and compromise data integrity. This demonstrates a cautionary lesson about the potential pitfalls of decentralizing scientific processes without adequate safeguards against manipulation.",3,8,7,7,9,8,9,1,1,8,7,7,9,7,9,2,9,7,2,8,4,3,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+LK-99 Replication Craze,"This event refers to the rapid, global effort to replicate the findings of Korean researchers regarding a potential room-temperature superconductor. The speed and openness of this process fostered understanding, even though the results were ultimately deemed invalid. It underscores the power of networked, participatory science for rapidly disseminating information and facilitating collaborative investigation.
+""Decentralized Science (DeSci)",8,8,9,8,9,9,3,4,2,1,2,1,9,9,8,9,3,8,2,9,8,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Clinical Trial Design,"This represents established methods for evaluating the efficacy and safety of medical interventions, often involving controlled groups, randomization, and standardized protocols. The text suggests adapting these methods to incorporate self-experimentation data from online communities. This approach could enhance the rigor and relevance of health research, particularly for under-researched areas.",2,4,6,8,6,6,3,2,6,8,8,1,9,7,7,9,5,7,7,7,8,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Peer Review,"This is a process used in academic publishing, where experts in a field evaluate the quality and validity of research before it is published. The text suggests traditional peer review can be a barrier to new theories and that protocols need to extend to online communities and incorporate outside perspectives.",3,7,3,7,7,8,3,2,7,6,8,1,1,3,6,6,7,3,6,6,7,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Dating Apps,"The modern dating app experience, as exemplified by platforms like OkCupid and others, revolves around swipe-based interactions and profile presentations designed for rapid assessment. Users create brief profiles, often incorporating standardized phrases and photos, and then quickly evaluate potential matches based on limited information. This system prioritizes ease of use and large user bases, but frequently leads to superficial connections and discourages in-depth compatibility assessments. Consequently, the protocol fosters a culture of brief interactions, limited commitment, and a 'boring mood' that inhibits meaningful relationship formation.",9,8,2,9,3,9,1,3,1,7,2,9,9,8,9,7,9,6,2,2,3,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Reporting Conventions for Election Integrity,"Some jurisdictions, like Canada, utilize legal mechanisms to regulate the release of election results and exit polls. These laws restrict media outlets from reporting results before a specified time, preventing influencing voters in later time zones. This legal framework directly enhances election integrity by preventing premature information dissemination. The use of law, rather than a mere convention, strengthens the protocol's effectiveness.",1,1,1,9,2,9,7,1,1,7,9,2,1,1,2,7,6,4,2,2,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Reporting of Financial Status,"The practice of detailing one’s yearly earnings, liabilities, and activities was a common custom among individuals seeking to assess their economic standing, revealing their moral and financial condition. Diaries and personal records often served as platforms for this introspection, reflecting a need to demonstrate success or to explain periods of difficulty. The act of writing about one's financial status reinforced both self-awareness and community accountability.",9,8,8,3,8,8,3,3,8,1,3,6,8,8,7,9,7,2,5,2,5,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Reykjavik Protocol,"The Reykjavik Protocol represents a recent effort by industry leaders to establish a more rigorous system for verifying carbon dioxide removal (CDR) impacts. Recognizing the need for transparent and reliable metrics, this protocol outlines procedures for measuring and reporting the effects of various CDR techniques. The intention is to build trust and accountability within the emerging carbon removal sector. The collective effort highlights the critical role of standardized protocols in underpinning new industries and ensuring their long-term sustainability.",2,5,2,1,3,2,2,2,1,2,6,3,9,3,6,7,4,7,9,2,7,7,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+RFC Process,"The Request for Comments (RFC) process, originating with Steve Crocker's initial document, embodies a collaborative and open standard-setting approach for the Internet. It emphasizes inclusivity, allowing anyone to contribute and propose changes while maintaining a spirit of humility and informality. This process prioritizes consensus and practical implementation, relying on 'rough consensus and running code' rather than hierarchical decision-making. The RFC system serves as a foundational element of Internet governance and exemplifies a different model for generating guidelines and norms.",4,9,9,8,9,7,1,1,1,5,2,6,9,9,8,9,2,3,6,8,9,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Rhetorical Canons,"These are the principles and procedures that guided ancient orators, providing a framework for crafting and delivering persuasive speeches. They encompassed elements like invention (developing arguments), arrangement (organizing material), style (choosing language), memory (recalling the speech), and delivery (presenting it effectively). They demonstrate the importance of formalized routines in conveying information and influencing audiences. This pattern of interaction was seen as a structure for excellence.",1,7,2,8,4,9,2,1,9,1,1,3,9,3,7,9,3,2,6,2,7,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Rhizomatic Urban Farm Expansion Protocol,"This protocol guides the horizontal expansion of urban farm cooperatives, promoting a decentralized and interconnected network rather than a hierarchical structure.  Each farm site is managed locally, fostering autonomy and adaptability, with consistent communication maintained between sites. This expansion model ensures resilience and avoids single points of failure, as new farms can emerge independently and integrate with the existing network.",4,8,9,8,9,8,3,1,2,2,6,5,9,9,7,9,2,6,6,9,9,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Rhymes and Syllabic Rhythm,"These are structural elements employed in poetry and spoken language to enhance memorability and create a pleasing auditory effect. Rhymes create predictable connections between words, making the text easier to recall and understand. Syllabic rhythm provides a measured cadence, contributing to the overall aesthetic appeal and impact of the piece. Their use provides a memorable and structured system of interaction.",1,9,7,7,8,9,3,1,2,2,1,7,9,1,9,9,7,2,1,2,5,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Robert Musil’s Protocol of Critical Assessment,"The mention of Robert Musil suggests a structured approach to evaluating art, science, and social phenomena. Musil's method seems to involve detailed observation, intellectual rigor, and a willingness to challenge conventional wisdom. This ‘protocol’ seeks to uncover hidden assumptions, contradictions, and complexities, going beyond superficial understanding. It champions a critical and nuanced perspective, resisting easy categorization or simplistic interpretations.",8,8,4,7,9,9,2,1,9,1,1,2,9,8,7,8,3,7,4,8,8,3,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Roman Senate Advisory Decree,"The Protocols intentionally invoke the term 'Senatus Consultum', a traditional Roman decree issued by the Senate, to lend an air of authority and formality to their own fabricated documents. By associating their protocols with this historic and respected form of communication, the Protocols aim to convince readers of their veracity and suggest a formal, deliberate process behind the alleged conspiracy. This strategy effectively uses historical legitimacy to bolster a fraudulent narrative.",1,9,2,9,2,9,9,9,2,9,5,1,8,5,9,8,2,7,2,2,2,2,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Royal Access Protocol,"During the reign of Louis XIV, access to the king was a highly regulated process governed by a protocol designed to maintain royal authority and manage the flow of requests. Petitioners faced numerous layers of bureaucracy and intermediaries, and gaining a personal audience was a rare and coveted privilege. The protocol dictated the order of precedence and formalized the system of patronage, controlling access to the king’s favor and influence. The performance of open access was largely symbolic, while actual interactions were tightly controlled.",3,3,1,2,2,9,9,1,1,9,9,2,2,1,1,1,9,4,1,4,1,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Royal Protocols,"Upon birth, individuals like King Edward VIII are automatically inducted into complex systems of interaction governing behavior, inheritance, and societal role. These protocols dictate succession, religious affiliation, and expectations for personal conduct, often shaping individual identity and restricting autonomy. The King's experience highlights the tension between individual desire and the constraints imposed by established patterns of societal interaction. Abdication represents a radical departure from these expectations, resulting in a significant upheaval of personal and public standing.",5,9,1,2,2,9,9,1,2,8,9,2,1,1,2,2,6,7,2,2,1,1,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Rust Programming Language Principles,"Guiding principles within the Rust programming language, particularly emphasizing stability without stagnation. These principles dictate how the language evolves, striving to maintain backward compatibility while incorporating new features and improvements. This approach aims to provide developers with a predictable and reliable programming environment, fostering confidence and reducing the risk of breaking existing codebases. It contrasts with other languages that frequently undergo disruptive changes, prioritizing long-term maintainability.",1,8,7,7,4,2,1,1,1,3,6,2,9,2,2,9,3,3,9,1,8,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sacrament of Eucharist,"This central ritual of Catholic worship involves the consecration of bread and wine, which are believed to become the body and blood of Jesus Christ, offering participants a communion with God.  Participants partake in this act of remembering and re-enacting Christ's sacrifice, furthering the purpose of receiving divine grace. The formal structure of the ceremony and the prescribed actions reflect a well-defined and repeated pattern within Catholic traditions.",2,2,1,9,2,9,2,1,1,9,9,8,8,1,1,1,1,2,9,1,2,3,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sacrament of Reconciliation,"Within Christian traditions, particularly Catholicism, this ritual, also known as confession, provides a structured framework for individuals seeking forgiveness and spiritual renewal. It involves a confession of sins to a priest, who offers guidance and absolution. The formalized nature of the ritual establishes a pattern of interaction between the individual and the church, fostering a sense of community and promoting moral accountability. This structured process serves to reinforce shared values and facilitate personal transformation. This religious protocol offers a structured path to repentance and forgiveness within a community of faith, allowing individuals to seek absolution for transgressions. It typically involves confession to a spiritual leader, acknowledgment of wrongdoing, and a commitment to change. The ritual provides a framework for personal accountability and fosters reconciliation between the individual and God, as well as the broader religious community. This provides a formal structure that helps people change their behavior in line with a defined set of values.",1,3,2,8,2,9,9,1,8,9,8,7,2,2,3,8,2,3,8,2,3,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Plantationocence,"This protocol involves confronting and engaging with the historical trauma of slavery and its ongoing legacies. It entails a deliberate process of revisiting the plantation as a site of shame and a place of ancestral strength, actively reclaiming and honoring the experiences, decisions, and ingenuity of enslaved individuals. It necessitates confronting the complexities of survival choices made under duress, rather than judging them, and ultimately, integrating this understanding into one's sense of self and lineage. This process aims to break cycles of shame and open pathways for future generations to flourish, built on a foundation of reclaimed heritage.",3,9,9,9,9,9,8,3,9,2,5,7,9,6,7,9,3,9,7,8,9,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sangoma Healing Practices,"Sangomas, highly respected healers in some African cultures, employ a complex set of rituals and practices to mend spiritual and temporal disequilibria. Central to their protocol is the ability to enter a trance state – a temporary departure from their physical body – to petition ancestral spirits for reconciliation and knowledge.  This involves identifying and rectifying past wrongs and imbalances impacting the patient's well-being, often through divination, healing ceremonies, and making amends.  The process is deeply rooted in a fluid understanding of time, where the past directly influences the present, and healing necessitates connecting with and influencing past events. Sangomas engage in rituals that involve dissociating from the present to enter a ‘wilderness,’ a timeless realm inhabited by spirits. This state allows them to seek forgiveness, guidance, and knowledge from ancestral figures. The practice demonstrates a belief in the interconnectedness of past, present, and future. This journey allows the Sangoma to petition for reconciliation and illumination, bringing back vital insights for healing and guidance.",9,9,9,9,9,9,9,9,8,3,1,9,8,2,7,8,5,9,8,8,3,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Scent-Free Attendance,"Organizations are increasingly implementing scent-free policies for events and spaces to accommodate individuals with chemical sensitivities or allergies.  This protocol requires attendees to refrain from wearing scented products, such as perfumes or lotions, which can trigger adverse reactions in sensitive individuals. The policy reflects a commitment to inclusivity and demonstrates consideration for a wider range of accessibility needs. The community arts organization's requirement for scent-free attendance signifies a recognition of the impact of fragrances on individuals with sensitivities or disabilities, particularly those with chemical sensitivities. This protocol actively reduces environmental triggers that can impact health and well-being, promoting a more inclusive and comfortable atmosphere for all participants. By clearly communicating this requirement upfront, the organization seeks to avoid potential discomfort or exclusion for those affected by fragrances, creating a more accessible and equitable space.”,
+Scientific Knowledge Production,""These established procedures govern the process of creating and validating scientific findings, including hypothesis formation, data collection, peer review, and publication. Designed to ensure rigor, objectivity, and transparency, these protocols facilitate the advancement of knowledge and foster collaboration among researchers. The establishment of standardized methods and evaluation criteria aims to minimize bias and enhance the reliability of scientific conclusions. As scientific fields broadened geographically, rules for expertise were established.",2,3,4,8,3,8,2,2,1,9,7,3,,1,3,9,3,2,5,1,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Script Provision Protocol,"This describes the practice of providing written materials or scripts to individuals tasked with interpretation or narration, particularly within performance or translation settings.  Providing these materials aids in thorough preparation and ensures a clear and accurate representation of the original content, facilitating better comprehension for the audience. It also enables the interpreter or narrator to anticipate potential challenges and plan accordingly, contributing to a higher-quality performance.  Beyond merely providing text, the protocol might include explanations of context or cultural nuances.",1,7,3,9,7,9,2,1,9,8,8,7,7,2,5,9,3,2,7,2,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Seating Arrangements Protocol,"The description of state dinners includes a 'Seating Arrangements Protocol,' wherein a structured plan determines the positioning of participants based on rank and status. The objective is to visually reinforce hierarchical relationships and facilitate appropriate interaction among dignitaries. This pattern of interaction involves detailed planning and adherence to a pre-determined order.",2,1,1,8,1,9,8,1,2,1,9,6,1,1,1,1,2,2,2,1,3,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Secular Lunar Calendar,"This alternative calendar system utilizes the cycles of the moon to track time, presenting a distinct rhythm and measurement compared to conventional solar calendars. It offers a method for marking significant dates and events that is independent of established religious or governmental frameworks.  Employing a secular lunar calendar can provide a flexible and non-denominational approach to timekeeping, serving as a backup system in cases where a primary calendar might encounter inconsistencies or inaccuracies.",8,9,9,4,7,7,3,2,2,1,9,2,9,8,8,9,7,2,3,1,9,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sellers Screw Thread Protocol,"William Sellers built upon Whitworth's design by incorporating a formula to simplify the manufacturing process, enabling broader adoption across different machine shops. His modified screw thread design was more easily mass-produced, aligning with commercial considerations and making it a preferred choice in the United States. The adaptation highlighted the importance of balancing technical precision with practical feasibility. The adoption demonstrated a willingness to adapt initial protocols to improve accessibility and economic viability.",2,8,3,9,7,3,6,1,2,3,5,2,8,8,8,9,1,3,3,2,9,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Semantic Web Protocol,"This protocol attempts to enhance the structure and meaning of information on the World Wide Web, striving to create a more organized and machine-readable framework. It aims to add semantic information to web content, enabling computers to understand the relationships between different pieces of data and facilitating more intelligent data processing. While the initial implementation struggled to gain widespread adoption, the goal remains to create a web where data is not just presented but also understood by machines.",2,7,3,8,8,2,1,1,2,5,3,1,9,8,8,9,8,4,3,6,8,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Senatus Consultum,"The Protocols borrow the term 'senatus consultum,' a form of Roman senate advisory decree, to describe their own 'protocols.' This term suggests a deliberate, formal decision-making process within a secret group of elders. By invoking the authority of this historical concept, the Protocols attempt to imbue their fabricated document with a veneer of legitimacy and importance. The intentional use of Latin terminology adds to the perceived weight and authenticity of the fraudulent information presented.",9,9,2,9,2,9,9,3,9,8,9,1,9,1,8,2,8,8,2,2,1,2,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Seven Ancestor Teachings,"The text refers to the Kookum Dibajimowin, a set of seven teachings guiding behavior and interaction within the community. These teachings are not rigid rules, but embodied practices passed down through storytelling and demonstrated by elders, shaping individual character and community values. This practice relies on interpersonal demonstration and adaptation rather than strict adherence to prescribed elements. The Seven Ancestor Teachings are not rigid protocols but rather a network of practices intended to cultivate a communal kindness and embody ethical behavior. They encompass concepts like humility, respect, courage, honesty, wisdom, and love, enacted through storytelling and mentorship. These teachings emphasize interdependency and reciprocal responsibility, promoting harmony within the community and with the natural world. Elders demonstrate these teachings through their actions, guiding younger generations to internalize these values.",9,9,9,9,9,9,9,1,6,2,3,9,9,7,7,9,5,4,8,8,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Shadbush Tree Planting,"As part of the vigil and 'La Siembra' action, community members collectively planted a native shadbush tree in a community garden, symbolizing a permanent site of remembrance.  The tree is nurtured by previously contributed soil, creating a cycle of death and rebirth, a tangible connection to the past and hope for the future. Planting a tree is a long-term commitment to environmental stewardship and acknowledges the importance of nature's role in healing and restoration. It is an act of paying back for the life taken and the work being done.",1,9,9,7,7,8,7,1,7,2,1,9,9,7,3,9,4,3,8,4,9,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Shipping Container Protocol,"The use of standardized shipping containers represents a system for global trade and logistics, creating a modular approach to cargo management. These containers, typically 20 or 40 feet in length, enable efficient loading, unloading, and transport across various modes of transportation. Their uniform dimensions facilitate interoperability among ships, trains, and trucks, streamlining the movement of goods worldwide, and providing the basis for other secondary uses like housing or studios.",1,2,2,9,3,3,1,1,1,7,8,6,2,9,7,9,1,1,8,1,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Shorthand Transcription,"The text acknowledges the use of shorthand transcription as a method for recording public discourse. This technique involved a skilled transcriber rapidly capturing spoken words, typically in a condensed form. Shorthand was employed to generate an authentic record of proceedings, transforming ephemeral speech into a permanent artifact. It served to formalize and preserve public conversations, adding a layer of legitimacy to democratic processes.",3,9,1,1,8,8,1,2,2,9,8,9,8,1,4,9,6,3,7,2,8,8,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sign Language Interpretation Protocol,"This protocol dictates guidelines for supporting effective communication through sign language interpretation, extending beyond basic interpretation techniques. It includes considerations like selecting interpreters who share cultural or racial identities with the artists and audience, providing written materials in advance, and requesting speakers to adjust their pace and clarity. The protocol goes beyond merely providing translation; it emphasizes creating accessible environments and incorporating relationship-building with the Deaf community.",1,7,5,9,8,9,4,1,8,7,9,7,8,8,3,9,2,5,9,3,9,9,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+SILENT/LISTEN Protocol,"This is an artistic and community engagement protocol developed by Ultra-red, designed to foster dialogue and critical reflection during times of crisis, particularly drawing parallels with the AIDS crisis and later the COVID crisis. It involves bringing diverse groups together for slow, deliberative conversations, prioritizing active listening and challenging predetermined narratives. The protocol emphasizes the importance of confronting social inequalities and acknowledging the limitations of established knowledge, allowing for the emergence of new understandings and collective action. Ultimately, the aim is to deconstruct power dynamics and uncover the fundamental social factors that shape health emergencies.",2,8,9,8,9,9,3,3,7,2,1,8,9,9,8,9,5,8,8,8,8,8,5,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Silhouette Creation,"Lavater championed silhouette creation as a visual medium, advocating for it due to its simplicity and ability to convey essential information. This protocol involved reducing a person’s face to a profile line, bypassing detailed artistic representation and prioritizing what Lavater considered a “purest” form of visual record. Although lacking nuanced detail, the silhouette was valued for its clarity and its adherence to a standardized approach, emphasizing efficiency and the reduction of subjective interpretation.",2,3,3,1,1,8,1,3,8,2,1,8,9,2,3,9,8,5,3,2,5,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Silicon Valley Exit,"This refers to the cultural and economic ritual in the technology industry when a startup successfully achieves a significant event, such as a merger or IPO, that allows founders and investors to realize financial gains. The metaphor extends to the broader phenomenon of how Silicon Valley's values and practices have increasingly shaped global innovation and entrepreneurship. It encapsulates the industry's drive towards rapid growth, disruption, and transformative change, often characterized by a relentless pursuit of financial reward and influence.",9,9,2,2,7,8,7,2,2,2,2,1,9,3,8,9,8,3,7,4,2,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Silicon Valley Model,"The Silicon Valley model refers to a specific approach to innovation and entrepreneurship characterized by rapid experimentation, iterative development, and a culture of risk-taking. It emphasizes lean startups, agile methodologies, and a focus on disrupting existing markets. This model serves as a common framework for launching new businesses and scaling them quickly.",7,6,8,9,9,8,4,2,7,1,2,3,9,3,9,8,3,6,8,8,4,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Simplan Credit Card System,"Simplan represented an early example of an oil company credit system utilizing plastic cards in the mid-1950s, though the system ultimately failed.  Like many credit card initiatives of the era, Simplan aimed to offer convenient payment options at gas stations and affiliated businesses. Its failure highlights the challenges in creating a sustainable credit network, particularly concerning adoption and financial viability. The short-lived experiment contributed to the ongoing experimentation and evolution of credit card technology and business models.",9,9,2,1,2,8,9,9,9,9,8,9,6,1,8,1,9,1,8,3,2,6,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sin Protocol (Ignatian),"This structured practice, central to the Spiritual Exercises, involved individuals recording their sins using points and lines to visually represent their progress. The goal was to identify patterns of sin, track improvement, and ultimately reach a state where the protocol became unnecessary, signifying complete spiritual purification. The practice was intertwined with discernment of spirits, requiring individuals to determine whether thoughts originated from internal spiritual movement or external influences. Importantly, the protocol also served as a pathway to future decision-making and action related to one’s spiritual journey.",2,9,2,8,8,9,8,7,9,7,1,7,7,3,4,9,3,2,2,6,6,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Six-Day Work Week,"Following the garment-worker strikes in New York, a six-day workweek was established as a standardized measure of working time. It was a response to worker demands for improved conditions and set a framework for employee well-being.",2,8,3,8,3,9,8,1,3,8,8,2,1,3,4,8,7,7,3,3,8,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Social Entrepreneurship,Social entrepreneurship combines the principles of business innovation with a focus on addressing social or environmental challenges. It involves creating ventures that generate both financial returns and positive social impact. This approach demonstrates the integration of a business with a broader purpose.,1,7,7,9,8,9,2,2,5,2,3,3,9,3,8,9,7,6,8,8,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Socratic Method,"The Socratic Method, employed by the ancient Greek philosopher Socrates, involves a process of questioning and critical examination to stimulate thought and expose underlying assumptions. Rather than imparting knowledge directly, Socrates guides individuals towards understanding through a series of probing questions and logical arguments.",9,8,7,9,9,8,2,2,8,1,2,2,8,8,9,9,2,2,6,6,8,7,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Songlines,"Songlines, integral to many Indigenous Australian cultures, are pathways or routes across the landscape encoded in song and storytelling. These songs contain intricate details of geography, history, and social customs, acting as a navigational system and a repository of cultural knowledge. Following a songline involves adhering to specific protocols regarding interaction with the land and the beings associated with it. By internalizing and performing these songs, individuals reinforce connections to the land and pass on vital information across time.",9,8,9,9,6,9,9,1,3,2,2,9,3,7,7,8,2,3,9,3,3,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sonic Engineering Protocols,"Modern societal practices dictate the intentional creation and manipulation of sound to influence behavior and regulate social interactions. Through ringing bells, emitting whistles, and blaring alarms, society aims to establish frameworks and maintain control over public order and individual conduct. These protocols exemplify how sounds have been intentionally crafted and implemented to elicit specific responses. They demonstrate how sounds can function as tools of communication and influence. These sounds serve as coded signals that trigger specific responses and enforce protocols governing movement and interaction. Examining the intentional crafting of these sounds reveals the subtle ways that societal norms and regulations are enforced through acoustic manipulation, and illustrates how sound is used to control human behavior.",7,9,2,8,2,8,2,3,1,9,3,8,1,2,8,8,8,3,2,2,3,4,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Spam/Dilution Tactics (Content Disruption Protocol),"Government actors flood social media platforms with irrelevant or provocative content to overwhelm politically sensitive posts, making them difficult to locate and diminishing the swarm’s ability to focus. This strategy aims to disrupt the flow of information and undermine the protests' organizational cohesion by diluting content and diverting attention. It represents a deliberate effort to obscure the protest’s core message and reduce its visibility within the online sphere. This serves as a form of digital sabotage designed to diminish the efficacy of the swarm’s communication efforts.",9,8,1,9,9,8,1,8,1,9,9,7,1,1,9,9,8,7,1,2,1,1,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Staking Protocols,"Used in Proof-of-Stake systems, staking protocols define how participants lock up cryptocurrency to become validators and earn rewards. The protocol dictates the minimum staking amounts, the eligibility requirements, and the consequences of malicious behavior. It's a core mechanism for ensuring the security and operation of blockchains that utilize Proof-of-Stake. These protocols create incentivization structures for participation.",1,8,3,8,8,3,3,2,1,2,1,3,8,8,6,6,2,3,7,4,5,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+State-Sponsored Interference Protocol,"This describes a deliberate strategy utilizing social media platforms to manipulate public opinion, often employed by governments or political entities. It involves creating fake accounts and disseminating disinformation campaigns to influence voter behavior or shape narratives. This protocol bypasses traditional media channels, using automated tools and paid operatives to amplify specific messages. The success relies on remaining undetected, creating an illusion of organic content, and exploiting existing vulnerabilities in platform algorithms.",9,8,1,9,9,8,8,3,1,9,9,7,9,2,9,8,3,8,1,7,1,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Stenography Protocols,"These historical practices involved professional typing and record keeping, once commonplace in various industries.  Technological advancements, specifically the rise of personal computers and widespread typing skills, led to the obsolescence of these specialized roles. These methods were replaced with more universal skills, mirroring a broader shift away from specialized tasks and toward more general-purpose abilities.  The abandonment of these practices illustrates the adaptability of workflows in response to technological progress.",9,8,5,2,2,8,2,8,4,7,9,9,9,2,9,1,9,1,5,2,3,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Stereographic Exchange,"Oliver Wendell Holmes proposed a system for exchanging stereographic images, envisioning a network resembling public lending libraries. This protocol involved collecting, preserving, and making available metrically precise images of various objects, especially buildings, to allow for comparison and study. This process emphasized an economic model where images circulated and accumulated value, comparable to a ""general circulation of banknotes,"" and promoting an efficient exchange system of standardized data for widespread educational and research purposes.",8,8,3,9,7,7,2,1,1,3,8,7,9,8,7,6,7,7,7,3,8,9,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Stock Exchange Trading Halt Protocol,"When extraordinary market events occur, stock exchanges possess the authority to temporarily suspend trading activity in specific stocks or across the entire market. This intervention aims to prevent panic-driven selling and allow for a period of cooler reflection and information gathering. The protocol’s implementation requires careful judgment to avoid triggering unintended consequences, such as exacerbating volatility when trading resumes. The halt protocol's existence serves as a safety valve, designed to maintain market stability and investor confidence.",2,8,2,9,7,8,2,2,3,5,7,1,1,1,4,9,3,3,8,3,5,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Submission of Exclusive Privileges,"A formalized protocol existed within the Ministry of Commerce for granting exclusive privileges, which involved a structured process. This framework ensured that requests were reviewed according to established criteria and procedures. The granting of privileges was then officially documented and communicated through formal publications, like the Reichsgesetzblatt. The structure aimed to standardize the process and provide transparency in decisions.",1,3,1,3,3,8,8,1,3,9,9,1,8,1,3,5,3,2,3,1,2,2,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Succession Protocols,"These systems outline the order and procedures for inheriting titles, land, and power within a monarchy or other hierarchical structure. They dictate which individuals are eligible to assume leadership positions and the steps they must follow to do so. Succession protocols often involve intricate rules regarding lineage, gender, and religious affiliation. The King's abdication was a direct consequence of clashing with these established patterns of inheritance and societal role.",3,2,1,8,1,9,4,1,1,9,8,2,1,1,3,2,7,6,6,2,2,1,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Sustos Retrieval,"This protocol addresses a spiritual condition, often experienced as anxiety, depression, or PTSD, resulting from trauma or self-betrayal, where parts of the soul detach from the body. It requires a journey of re-integration, involving repeated cycles of confronting the source of the trauma and reclaiming the lost aspects of the self.  Each cycle collapses time, concentrating spiritual power and ultimately leading to a more resilient and whole being. The process necessitates a commitment to healing and a willingness to face painful memories and emotions. This protocol addresses the phenomenon of soul loss, often experienced as anxiety, depression, or PTSD following a significant trauma or spiritual breach. It involves a journey of spiritual reconnection and retrieval of scattered soul fragments, often guided by traditional healers or spiritual practitioners. The process entails confronting the root causes of the loss, acknowledging pain and regret, and reintegrating the lost elements to restore wholeness. The retrieval of lost soul fragments strengthens one's sense of self and cultivates resilience, leading to a more complete and vibrant existence.",8,8,9,9,8,9,3,3,9,3,1,2,8,1,7,9,8,9,8,9,5,9,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Swiping,"This protocol is central to the modern dating app experience.  Users quickly assess potential matches based on limited information with a swipe gesture, signifying interest or rejection. The practice facilitates rapid-fire assessments of potential partners but often leads to superficial connections and diminishes the quality of interactions.  It is incentivized by platforms prioritizing engagement and large user bases over meaningful connection.",1,9,3,9,2,9,2,2,2,8,1,8,8,8,9,7,9,2,2,2,4,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Systematic Experimental Self-Observation,"Ach's method involved a structured process where a test subject describes their experience following an external stimulus, while an experimenter takes notes and guides the observation. The aim was to eliminate arbitrariness and uncontrollable aspects of the test subject's experience, making the observations more objective.  Both the test subject and the experimenter engage in a constant exchange of ideas to ensure clarity and completeness of the recorded experience. This technique sought to provide a more rigorous and standardized approach to introspection, though it retained the challenges of subjective experience.",1,6,2,1,6,8,3,5,9,7,7,7,9,3,8,9,6,6,4,3,5,3,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+SZ Journalists' Note-Taking Protocol,"The four Süddeutsche Zeitung (SZ) journalists established a structured protocol for documenting the NSU trial, which involved consistently attending the proceedings and producing extensive handwritten or typed notes. The resulting 1,000-page book served as a surrogate for the absence of formal transcripts, effectively reconstructing a comprehensive record of the events. This practice underscored a commitment to openness and transparency, allowing readers to form independent judgements, and addressed a notable deficit in the availability of official documentation.",7,3,6,1,3,9,3,1,9,2,2,9,9,8,3,8,2,3,7,2,9,8,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Tarot Card Interpretation,"The practice of Tarot card interpretation represents a dynamic vernacular protocol characterized by continuous evolution, remixing, and the participation of diverse practitioners. Its robust nature stems from its open-source approach, with individuals freely adapting and reinterpreting card meanings, creating a constant flow of new perspectives. This iterative process expands the collective understanding of the Tarot, as each deck and reading contributes to a larger network of interconnected meanings. The intangible nature of magic further shields it from rigid categorization, ensuring its ongoing adaptability and vibrancy.",9,9,9,9,9,9,3,2,2,1,1,7,9,8,9,9,2,9,7,8,9,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+TCP/IP,"This protocol suite, foundational to the internet's architecture, governs how data is transmitted between computers across networks. It establishes a standardized framework for packet delivery, addressing, and error checking, enabling communication regardless of underlying hardware or software. The suite's decentralized nature initially fostered a democratic online environment, but its structure also allows for centralized control and monitoring through domain name systems. The open nature of the initial TCP/IP protocols facilitated widespread adoption and innovation, although later developments have introduced complexities and vulnerabilities.",1,2,3,9,6,2,1,1,1,3,3,7,1,8,8,9,1,2,5,2,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Teaching Protocol (Paulo Freire),"Inspired by Paulo Freire’s pedagogical approach, this protocol emphasizes the role of a facilitator to articulate and transform the desires of others. It requires a discipline of silence, recognizing that listening is essential for enabling collective growth. Rather than imposing knowledge, this method prioritizes establishing a space where individuals can articulate their own perspectives, promoting a transformation of collective desires.",8,8,9,9,9,9,3,2,8,2,3,8,8,7,7,9,5,6,9,9,8,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Technical-Political Distinction Protocol,"Participants repeatedly attempt to frame discussions as solely 'technical' to avoid engaging with potentially contentious political or legal considerations, often dismissing certain topics as belonging to the 'political' realm. This involves a conscious effort to compartmentalize issues, focusing on technical details while sidelining broader implications and responsibilities. The repeated invocation of this dichotomy reveals an underlying tension between technical expertise and political accountability, reflecting differing perspectives on the boundaries of acceptable discussion. Such a division often serves to limit the scope of discussion and shield decisions from wider scrutiny.",8,9,1,8,7,9,2,2,2,1,3,3,9,8,9,7,8,7,1,2,2,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Territory Acknowledgement,Acknowledging the territory of others at gatherings is a political act demonstrating respect for sovereignty and self-determination. It is a way of recognizing the original inhabitants and their ongoing connection to the land.  This public affirmation reinforces the importance of Indigenous rights and acknowledges colonial displacement.  It serves as a reminder of history and a commitment to reconciliation.,3,8,8,7,7,9,7,9,8,8,5,3,9,7,8,8,7,6,8,3,9,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Theocracies,"Refer to forms of government where religious leaders hold power and influence over governance, integrating religious law and principles into political decision-making. These systems typically emphasize adherence to religious doctrines and practices, shaping social norms and legal frameworks. While some find theocracy to offer spiritual guidance, others raise concerns about potential limitations on individual freedoms and secular governance.",2,2,2,1,3,9,1,1,1,1,8,1,9,1,5,9,5,3,7,2,2,5,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Think Aloud Protocol,"This protocol requires participants to vocalize their thoughts and reasoning as they perform a task. The intention is to capture the mental processes occurring during performance, rather than explaining behavior after the fact. Standardized instructions are often provided, encouraging participants to speak freely as they would if thinking to themselves. This approach is frequently combined with protocol analysis to gain a detailed record of cognitive strategies and decision-making.",2,7,2,2,8,9,2,1,8,2,9,4,9,2,7,9,3,3,7,3,5,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Threshold Forgetting Protocols,"This describes a pattern of user behavior in digitally monetized environments, where intentional disengagement and distraction are designed to hinder focused attention and memory retention. The protocols embedded within these systems actively steer users away from their original goals, through carefully placed advertisements, notifications, and algorithmic recommendations. This highlights the opposite of clear protocolization – a purposeful disruption of cognitive focus.",9,8,2,9,2,7,1,1,2,9,1,9,9,1,9,7,9,7,1,3,2,1,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Time Distribution via Gun Time,"When adopting a standardized time through a central source, like a noon-day gun, those adhering to the schedule were obligated to spread the distributed timing to other locations. Those travelling would be expected to spread the agreed upon timing among disparate locations and communities. This demonstrates how timekeeping is not only about tracking time, but also about communicating and coordinating across distances. Furthermore, time becomes a medium of cultural and social influence, extending the authority of the central time source.",4,8,6,9,3,8,7,8,2,8,3,9,1,3,9,3,4,2,8,2,8,7,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Time Zone Standardization,"The implementation of internationally agreed-upon time zones represents a structured approach to coordinating schedules across vast distances, simplifying global communication and travel. It fundamentally altered the human experience of time, creating artificial divisions to manage complex systems. While promoting efficiency, standardization also reflects a historical context of colonial influence and the imposition of Western norms. This protocol is continuously evolving with the proliferation of digital technologies and the need for more granular coordination.",1,1,2,8,4,9,1,1,1,5,9,2,3,2,7,7,3,6,2,2,8,7,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Timekeeping for Activities (Yin/Yang Hours),"This protocol linked specific hours of the day with distinct activities, assigning *yin* hours for introspection and rest, and *yang* hours for more active tasks. Individuals following this protocol would adjust their routines and engage in activities suitable for the perceived character of the hour. It promoted a mindful approach to the day, aligning activities with underlying principles of harmony and balance. The framework emphasized a holistic understanding of time, encompassing both inner and outer rhythms.",3,8,8,8,6,8,4,1,8,1,2,7,9,3,8,9,6,8,1,2,8,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Tjukurpa (Dreaming Stories),"Rooted in Australian Aboriginal culture, Tjukurpa represents foundational narratives that encode the creation of the land, laws, and customs. These narratives are far more than just storytelling, as they function as guides to behavior and ensure cultural continuity through generations. The protocols within Tjukurpa dictate appropriate interactions with the environment and relationships with others, establishing a living connection to the ancestral past. They serve as profound markers of identity, kinship, and spiritual responsibility.",9,9,9,9,5,9,9,1,1,2,3,8,2,7,3,6,1,3,8,5,2,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Tobacco Offering Protocol,"The text references a traditional protocol involving a tobacco offering as a gesture of gratitude and reciprocity. In the scenario described, when a hunter forgets to bring tobacco, an alternative offering of food is presented as an acceptable substitute. This demonstrates a flexible approach to cultural practices, where the underlying intention of respect and acknowledgment remains paramount, even when specific elements are unavailable.",3,6,8,8,8,9,8,3,9,7,2,7,7,8,4,8,5,4,8,2,9,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Totalitarian Hospitalization Protocol,"This concept describes a society where all activities are subjected to an organizing intention, resulting in a form of institutionalized control. Interactions are observed and documented, blurring the lines between public and private spheres and undermining traditional social distinctions. This system fosters a culture of constant observation and documentation, accepting impersonal interactions as a normal aspect of daily life. The overall effect creates a sense of pervasive surveillance, where even intimate settings are framed within an organizational intent, and individuals internalize the expectation of scrutiny.",8,8,1,1,1,9,4,1,1,9,8,8,1,2,9,1,9,8,1,2,1,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Toyota Killswitch Protocol,"This protocol, practiced at Toyota, empowers workers to halt production if issues arise, fostering a high-trust environment where concerns are addressed promptly. It encourages open communication and demonstrates a commitment to quality and employee well-being. The protocol's effectiveness hinges on the worker's ability to identify and voice concerns, and management's willingness to act upon them. Ultimately, it aims to prevent larger problems by proactively resolving issues at the point of origin.",3,8,6,9,9,9,7,1,7,2,8,9,9,8,4,9,2,6,9,4,9,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Traffic Signals,"Traffic signals are a ubiquitous example of a protocol governing the movement of vehicles and pedestrians to ensure order and prevent collisions. The sequence and timing of the lights, along with associated signage and driver expectations, create a predictable system for navigating roads and intersections. Adherence to this protocol minimizes chaos and facilitates efficient flow, demonstrating how a shared understanding of rules and actions enables complex interactions. These regulations, although seemingly simple, are essential for safely managing a high volume of individuals.",3,3,2,9,3,7,2,1,2,9,8,8,1,1,3,8,2,1,7,1,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Translation Correction Protocol,"When an interpreter introduces an error, the speaker takes the opportunity to painstakingly clarify the original meaning, often revisiting prior statements and providing detailed explanations. This ensures accuracy and demonstrates a commitment to precise communication, potentially stemming from a desire to maintain authority or prevent misinterpretations. The process can be time-consuming, highlighting the challenges inherent in multilingual interactions and the importance of accurate conveyance of ideas. The speaker uses it to demonstrate that they’ve picked up on the translation error and to make sure everyone understood their original meaning.",2,4,3,8,7,8,3,2,8,3,2,5,9,1,2,9,3,2,8,2,7,3,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Tribal Council Research Permit,"This protocol, utilized when working with the Nez Perce Tribe, involves submitting a research proposal to the Tribal Council for approval. The process ensures the research aligns with tribal values and priorities and acknowledges the tribe's authority over their land and resources. It demonstrates respect for indigenous sovereignty and facilitates collaborative research practices, leading to a finalized, accessible video product. This system emphasizes accountability and ongoing dialogue during the research process.",2,8,3,8,8,9,9,1,8,9,9,7,1,2,2,9,2,3,9,4,9,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Tribal Protocols of the Cultural Resources Program,"This system outlines specific guidelines for conducting research within tribal lands and involves submitting permit requests to the Department of Natural Resources. The process underscores respect for tribal sovereignty and cultural heritage and necessitates adherence to established procedures. It ensures collaboration between researchers and tribal members, fostering transparency and accountability throughout the project lifecycle. This protocol promotes responsible research practices that align with tribal values and priorities.",2,4,3,8,3,9,9,1,3,3,8,7,1,3,2,7,2,5,9,2,8,4,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Truth and Reparations Commission Protocols,"These protocols focus on establishing formal institutions designed to investigate historical injustices, acknowledge harm, and propose remedies. They involve structured processes for gathering testimonies, analyzing evidence, and making recommendations for reparations, including financial compensation, symbolic gestures, and policy changes. While they represent a commitment to accountability and healing, the design and implementation of these protocols require careful consideration to ensure fairness, inclusivity, and effectiveness in addressing complex historical grievances. The call for a Truth and Reparatory Justice Commission signifies a formal process of acknowledging and addressing historical injustices, particularly those linked to colonialism and slavery. Such a commission would likely involve investigating past harms, documenting experiences, and making recommendations for restorative action. This structure represents a commitment to transparency, accountability, and a willingness to confront uncomfortable truths. The goal is not simply to assign blame but to facilitate healing and create a foundation for a more just and equitable future.",3,7,2,3,7,9,3,2,1,8,7,3,7,3,7,8,4,7,8,7,8,5,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+TSA Airport Security,"This protocol represents a system of security measures implemented at airports. It involves a series of interactions and procedures designed to identify and prevent potential threats, involving numerous intrusive checks and interactions for travelers. The protocol is often perceived as inefficient and burdensome, highlighting the potential for security measures to become oppressive. It serves as an example of how a design choice can create a harmful consequence.",2,8,1,8,4,9,8,1,2,9,9,9,1,2,7,1,8,6,7,2,2,2,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Ultimate Frisbee Gameplay,"Ultimate Frisbee showcases a self-regulating protocol centered on player-driven interpretations of rules and conflict resolution. Instead of external referees, players are entrusted to call fouls and resolve disputes, fostering a sense of responsibility and accountability within the game. This system relies on a shared understanding of the rules and a commitment to maintaining fair play, often resulting in players' willingness to accept calls or stand down even when they disagree. The cultural component of ultimate necessitates sensitivity to local environments and nuances, as what is acceptable in one context might be inappropriate in another, highlighting the importance of community norms.",8,9,9,8,9,9,3,8,8,1,1,9,9,9,8,9,2,7,8,7,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Underground Resistance's Bandana Protocol,Underground Resistance established a distinct performance protocol requiring members to consistently wear bandanas. This act created a unifying visual identity for the collective and established a consistent aesthetic. The bandanas served as a symbol of shared identity and a connection to the underground culture surrounding Detroit techno. This performance act has become an inseparable part of the group's image and influence.,4,7,8,8,1,9,9,1,8,1,3,9,1,2,7,9,3,1,7,1,4,8,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Uniform Resource Locator (URL) Protocol,"The URL protocol establishes a standard method for identifying and locating resources on the internet, utilizing a structured string to pinpoint the location of a specific file or service. This system provides a consistent way to address and retrieve information, allowing resources to be linked from anywhere, facilitating a global network of accessible data. The string's structure and the ability to readily share and reference URLs have been instrumental in the expansion of the internet. While their structure descends from file names, URLs' wide usage has promoted global information access.",1,2,2,8,2,3,1,6,1,2,2,2,2,9,9,9,1,1,5,1,9,9,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Uninsurable Protocol,"A 'uninsurable protocol' describes the framework for identifying and responding to events that fall outside the scope of standard insurance coverage. This involves assessing the inherent risk, evaluating potential liabilities, and developing strategies for managing the consequences. This protocol is characterized by its flexibility and need to adapt to situations that defy predictability. These types of events require specialized expertise and creative solutions.",8,8,4,8,9,7,4,7,2,2,7,2,9,7,6,9,7,8,6,9,6,9,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Unionized Worker Right to Strike,"This protocol grants unionized workers the ability to cease work as a means of negotiating for improved working conditions or contract terms. It serves as a powerful bargaining tool, compelling employers to address grievances and engage in good-faith negotiations. The strike protocol balances worker rights with potential disruption to business operations and the economy, typically requiring legal frameworks and collective bargaining processes. Its existence relies on legal protections and the potential for significant economic impact.",1,8,1,9,8,9,8,1,1,2,8,7,9,2,4,9,3,3,7,2,8,8,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Urban Rewilding Protocol,"This protocol governs the allocation of a specific portion of urban land, approximately 35%, for the cultivation of food and the preservation of native pollinating plants. The goal is to support local biodiversity, attract pollinators, naturally control pests, and enrich soil health.  The exact distribution of crops versus pollinator plants is determined locally, allowing for adaptation to specific community preferences and environmental conditions. This approach seeks to integrate ecological restoration with urban agriculture.",2,7,9,9,7,6,4,2,1,8,8,5,2,6,7,8,4,7,7,6,9,7,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Urine-Hormone-Extraction-Action,"This protocol outlines a DIY method for extracting hormonal molecules from urine samples, serving as a cost-effective alternative to expensive laboratory techniques. It utilizes readily available materials like cigarette filters and silica gel, substituting for commercial C18 cartridges and utilizing a modified glass column for separation. The process involves conditioning the column, loading the sample, and eluting with methanol, culminating in the evaporation of the solvent and leaving behind concentrated hormones. The approach prioritizes accessible knowledge and material adaptation, challenging conventional scientific methods and fostering public amateurism. This protocol, developed through DIY methods, aims to isolate hormones from urine samples using readily available materials like cigarette filters and silica gel as substitutes for expensive laboratory equipment. The process involves conditioning a column with methanol and water, loading the urine sample, eluting with methanol, and finally evaporating the solvent to obtain a concentrated hormone residue. This approach emphasizes open-source biology and public amateurism, demonstrating the possibility of bypassing traditional scientific infrastructure. The method is integral to the broader investigation of molecular invisibility and the potential for re-interpreting notions of toxicity and alienation.",3,7,9,9,9,9,4,3,9,1,9,8,9,9,9,9,7,7,2,8,8,7,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+USB-C Connector Protocol,"The USB-C connector standard aims to provide a universal interface for charging and data transfer across various devices, presenting an aesthetically uniform design. However, the protocol’s uniformity can be deceptive, as different ports and cables can have varying capabilities and performance levels. Users can often be misled by the standard's appearance, leading to inconsistent experiences and hidden incompatibilities between devices.",2,3,2,8,4,2,3,2,1,7,7,6,7,2,8,9,5,3,4,3,7,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Vibe Culture,"Emerging as a counterpoint to memetic culture, this pattern emphasizes experiential engagement and individual perception. It prioritizes a subjective sense of feeling and atmosphere rather than replicating existing trends or content. Participants actively seek to curate their experiences and protect their minds from commodified content, valuing authenticity and individual expression. This approach fosters a more nuanced and thoughtful approach to online interaction and cultural participation.",8,8,9,8,9,9,3,3,8,1,2,9,9,8,3,9,3,7,2,9,8,7,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Victorian Room Design (Enclosure),"The shift towards enclosed rooms in Victorian homes represented a change in architectural norms, departing from earlier models that embraced openness. This protocol involved creating distinct, private spaces within residences, offering a contrast to the fluid, interconnected rooms found in earlier Italian Renaissance designs. The emphasis on enclosure brought about a change in how interiors were experienced and used, prioritizing individual retreat and customized settings.",6,9,3,1,1,9,6,1,8,3,3,2,9,1,1,5,5,3,3,2,4,6,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Video Game Tournament Disqualification Protocol,"To maintain fairness and integrity in video game competitions, tournament organizers reserve the right to disqualify players for rule violations or behaviors deemed unsportsmanlike. This protocol acts as a deterrent against cheating, collusion, and other forms of unfair play. Enforcement relies on the judgment of tournament directors, requiring careful consideration of complex situations and potential for subjective interpretations. The protocol protects the core values of competition, skill, and ethical conduct.",3,8,2,2,3,8,7,1,2,9,8,1,2,1,7,9,5,6,7,8,4,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Vienna Convention (Diplomatic Law),"This international treaty sets out essential guidelines pertaining to embassies and diplomatic relations, providing a foundational framework for how nations interact. It acts as a starting point for diplomatic niceties and procedures, defining rights and responsibilities to ensure predictable and respectful engagement between countries, though adherence isn’s always guaranteed.",2,4,1,7,2,8,1,1,1,3,9,1,7,2,4,9,5,1,9,2,7,5,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Vigil for Murdered Environmentalists,"This is a ceremonial practice undertaken to honor and remember those who have lost their lives defending the environment. It provides a space for testimonies from activists, the creation of a collective altar, and a shared mourning process. The event aims to amplify the voices of those defending the planet and raise awareness about the dangers faced by environmentalists. This action seeks to inspire continued action and solidarity amongst those working towards environmental justice.",1,6,9,8,9,9,3,1,4,2,1,8,9,3,7,9,6,3,8,3,8,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Vogue'ology,"This initiative, developed by and for members of New York City's House and Ballroom community, serves as a popular and political education program. It's intended to cultivate knowledge and understanding within the community and offers a unique space for learning and shared experience. The initiative seeks to empower individuals through accessible education and community building. Vogue'ology utilizes the unique cultural practices of the House and Ballroom scene as a basis for learning and mentorship. Involves incorporating the perspectives and experiences of New York City's House and Ballroom community into artistic and social activism. It prioritizes listening to marginalized voices, acknowledging unique challenges (such as housing precarity and discriminatory policing), and recognizing a disproportionate impact of crises within a specific, vulnerable population. The method of engagement emphasizes the specific challenges of the community.",2,8,9,9,9,9,9,2,8,1,2,9,9,8,6,9,3,4,9,8,9,9,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+VPN Usage (Circumvention Protocol),"Protesters utilize Virtual Private Networks to bypass government censorship and access blocked information and platforms, essential for maintaining communication and disseminating information outside of controlled channels. This protocol enables access to alternative social media and news sources, circumventing the government's restrictions on internet access.  While the government attempts to block VPNs, the ongoing efforts to circumvent these blocks reveal the importance of decentralized communication networks. The constant adaptation and evolution of this protocol showcase the resilience of the swarm in maintaining its communication channels.",2,9,9,9,9,8,1,4,3,3,5,6,9,8,7,9,3,2,4,3,8,9,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Wampum Belt Bead Code,"Wampum belts, traditionally crafted by Indigenous peoples, utilize bead arrangements to encode stories and transmit knowledge across generations. The specific placement and colors of the beads represent concepts and events, forming a visual language that serves as a durable memory aid and a means of recording agreements and histories. These intricate beaded belts, crafted by various Indigenous cultures, served as a sophisticated form of record-keeping and communication. Beyond mere decoration, the beads encoded historical narratives, treaty agreements, and ceremonial instructions. The patterns and arrangements of the beads carried specific meanings, ensuring the accurate transmission of vital information across generations. Consequently, wampum belts demonstrate a complex system of patterned interaction essential for preserving cultural memory and facilitating diplomacy.",9,8,9,7,2,9,9,1,8,1,4,8,9,2,7,9,8,6,3,2,3,8,3,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Web Protocols,"The World Wide Web operates through numerous protocols enabling data transfer and user interface. These protocols continuously evolve to create more robust, decentralized web infrastructure, often prioritizing user access. From Web1 to Web3, the protocols consistently attempt to improve user experience and incorporate new technological innovations. The need for care-based internet protocols to guide user interaction is currently becoming an essential component of web design. These protocols govern the structure and function of the internet, from the earliest iterations to current developments such as Web3. These protocols dictate how data is transmitted, accessed, and interpreted, profoundly shaping online interactions and experiences. However, Web protocols often fail to adequately address the needs for care and compassion, requiring a deliberate infusion of those principles into future iterations. She calls for intentional shifts in development to prioritize empathetic and equitable design.",6,9,8,9,7,4,3,2,1,5,3,2,1,7,7,9,7,7,7,6,8,8,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Westphalian System,"Refers to the system of sovereign nation-states that emerged from the treaties of Westphalia in 1648, and has influenced geopolitical organization since. This system posits that each state has exclusive authority within its defined territory. It established a framework where rulers could act independent of external religious or imperial oversight. This arrangement promoted a sense of national identity and shaped international relations for centuries. This refers to the 17th-century system of nation-states, emphasizing sovereignty and territorial boundaries, which traditionally dominates international relations. The text argues that this system is increasingly inadequate for addressing global crises that transcend national borders. The framework prioritized distinct national jurisdictions and legal frameworks, which is now being challenged by interconnected issues like climate change and digital governance. The shift towards protocol-based approaches indicates a move away from this established model of governance.",7,9,1,1,4,9,1,2,1,1,8,1,1,7,7,1,9,7,2,2,1,2,7,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+White Cube Presentation Protocol,"Museums utilize a presentation protocol centered around the 'white cube,' an intentionally neutral space designed to isolate artworks from external influences and foster focused contemplation. This environment aims to elevate the art and establish a distinct realm of aesthetic experience. Though intellectually important, it establishes barriers to accessibility and potentially isolates the institution from the realities of the wider world.",8,8,1,8,1,8,2,2,1,2,8,3,9,1,2,3,7,7,3,2,3,3,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Whitworth Screw Thread Protocol,"Joseph Whitworth's approach to standardizing screw threads in the 19th century exemplifies an early pattern of technical collaboration. Faced with inconsistencies among manufacturers, he meticulously collected and analyzed existing screws, ultimately proposing a unified design. This involved presenting his findings to a professional engineering society and advocating for widespread adoption by industry peers. The resulting standard significantly improved manufacturing efficiency and interoperability, serving as a model for future standardization efforts.",1,8,3,9,2,3,3,1,2,3,7,2,9,3,4,2,1,2,8,2,8,8,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Windrush Generation Protocols,"The protocols surrounding the Windrush Generation involved the assumption of automatic British subject status upon arrival from Caribbean nations between 1948 and 1973.  These individuals were initially invited to fill labor shortages and were expected to have full rights as British citizens.  However, later policies created a situation where some Windrush arrivals were wrongly detained, deported, and denied legal rights, disrupting established expectations of belonging and citizenship within British society. The scandal exposed a fundamental breakdown in procedural fairness and the vulnerability of a historically marginalized community. Following the Windrush scandal, protocols were established for remediation aimed at addressing the injustices faced by affected individuals.  These included procedures for verifying citizenship, providing legal aid, and offering compensation for wrongful detentions and deportations. The protocols were intended to correct the systemic errors that led to the scandal and ensure that affected individuals received the support and recognition they were entitled to. However, the implementation of these protocols has often been criticized for being slow, bureaucratic, and inadequate, highlighting the challenges of repairing deep-rooted institutional failures.",3,8,2,8,5,9,9,2,2,9,9,2,1,3,8,8,8,8,7,3,6,3,6,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Witness Interaction Protocol,"Following an accident, witnesses typically engage in discussions, sharing their accounts of what transpired. This protocol involves individuals offering their perspectives, potentially aiding in the reconstruction of events and determining responsibility. These interactions can be emotionally charged and require careful navigation to ensure accuracy and fairness, as differing narratives may emerge. It is an informal process relying on recollection and personal interpretation, forming a collective understanding of the accident.",9,9,9,2,9,9,3,9,7,1,1,3,9,9,9,9,7,9,6,8,5,6,8,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+World Zionist Congress,"The text references the World Zionist Congress, a pivotal event in the Zionist movement, where Theodor Herzl publicly declared his mission and the Basel Program was adopted. This gathering aimed to establish a legally secured homeland in Palestine and served as a backdrop for the Protocols' fabrication, falsely suggesting a hidden agenda linked to this congress. The congress itself was a legitimate political event, but its association with the Protocols distorted its purpose and fueled antisemitic narratives. It symbolizes the manipulation of real-world events to support fictional conspiracy theories.",1,9,1,1,6,9,7,1,1,8,5,1,9,2,9,5,9,2,2,1,1,1,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Würzburg Psychology's Experimenter-Guided Observation,"Early 'Würzburg psychology' relied on an experimenter guiding the subject's observations to enhance objectivity. This involved a clear division of labor, where the test subject focused solely on experiencing and describing while the experimenter recorded observations. The experimenter structured the questioning and ensured a complete description of the experience, attempting to minimize the influence of subjective bias. This technique marked a departure from earlier self-observation methods.",3,4,2,1,2,9,2,2,9,7,8,2,7,1,4,7,3,7,3,1,6,4,2,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Xanadu Protocol,"Nelson's Xanadu project aimed to create a comprehensive hypertext system that would provide robust linking, versioning, and copyright management features. It aimed to offer a sophisticated framework for connecting documents and managing intellectual property rights, providing a more integrated and well-structured hypertext environment. While never fully realized, the vision influenced the development of hypertext technologies and copyright management systems.",4,9,8,8,7,3,2,2,2,2,8,1,9,2,7,3,9,2,5,7,6,7,1,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+Xenopolitics #1: Petro-bodies and Geopolitics of Hormones,"This participatory performance, created by Aliens in Green, utilizes a ‘crisis of the body’ to explore themes of alienation, vulnerability, and geopolitical power dynamics related to hormones.  Participants, referred to as ‘abductees,’ undergo a structured performance involving bodily manipulation and hormonal extraction, intended to create a shared experience of otherness.  The performance aims to deconstruct notions of normalcy and challenge the viewer’s perspective on environmental and political issues, pushing them toward a questioning of established power structures and environmental practices. It incorporated modified milking apparatuses for hormone extraction as key performance elements.",2,8,4,9,2,8,8,9,8,5,8,9,3,2,8,1,9,8,2,8,3,1,9,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision
+YES-HER Yeast Biosensors,"These biosensors are an early stage technology employed for detecting the presence of endocrine-disrupting compounds, specifically leveraging modified yeast cells. They are instrumental in informing the broader project of Open Source Estrogen and contribute to the development of accessible methods for analyzing hormone presence in various environments. The Biosensors are foundational for the broader context of accessible hormone detection and extraction that informs later developments.",7,9,8,8,9,2,4,3,8,2,8,8,9,8,7,9,7,8,7,8,8,8,4,1.4.0,GPT-OSS,A careful ethnographer and outsider aspiring to achieve a neutral stance and a high degree of precision

analysis/img/README.md

@@ -0,0 +1,24 @@
+# img/
+
+Published summary charts for the README's analysis narrative (stable link
+targets, dataset-independent). These are *copies* — each run's full set of
+plots lives in `data/<run>/analysis/plots/`.
+
+| File | Chart | Source run |
+|---|---|---|
+| `protocol_averages.png` | Per-protocol average gradient values, ascending | synthetic_1.2.6 |
+| `gradient_averages.png` | Per-gradient averages, gaps separate the three sets | synthetic_1.2.6 |
+| `averages_histogram.png` | Distribution of protocol averages | synthetic_1.2.6 |
+
+Regenerate these from any run:
+
+```bash
+python3 scripts/univariate_analysis.py data/synthetic_1.2.6/readings.csv --img
+```
+
+(`--img` with no argument publishes to this directory; `--img <dir>` targets
+another one. The corresponding summary statistics are written to the run's
+`analysis/reports/univariate_summary.txt`.)
+
+Last refreshed: 2026-10-02, from `data/synthetic_1.2.6/` via
+`scripts/univariate_analysis.py` (`bicorder v1.2.6`).

analysis/scripts/bicorder_classifier.py

@@ -30,34 +30,7 @@ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
 import json
 from pathlib import Path
 
-# Path to bicorder.json (relative to this script)
+from bicorder_common import COLUMN_RENAMES as _COLUMN_RENAMES, find_training_csv, load_bicorder_dimensions
-_BICORDER_JSON = Path(__file__).parent.parent.parent / 'bicorder.json'
-
-# Historical column renames: maps old CSV column names → current bicorder.json names.
-# Add an entry here whenever gradient terms are renamed in bicorder.json.
-_COLUMN_RENAMES = {
-    'Design_elite_vs_vernacular': 'Design_formal_vs_vernacular',
-    'Design_institutional_vs_vernacular': 'Design_formal_vs_vernacular',
-    'Entanglement_exclusive_vs_non-exclusive': 'Entanglement_monopolistic_vs_pluralistic',
-    'Experience_sufficient_vs_insufficient': 'Experience_sufficient_vs_limited',
-    'Experience_Kafka_vs_Whitehead': 'Experience_restraining_vs_liberating',
-}
-
-
-def _load_bicorder_dimensions(bicorder_path=_BICORDER_JSON):
-    """Read DIMENSIONS and KEY_DIMENSIONS from bicorder.json."""
-    with open(bicorder_path) as f:
-        data = json.load(f)
-    dimensions = []
-    key_dimensions = []
-    for category in data['diagnostic']:
-        set_name = category['set_name']
-        for gradient in category['gradients']:
-            dim_name = f"{set_name}_{gradient['term_left']}_vs_{gradient['term_right']}"
-            dimensions.append(dim_name)
-            if gradient.get('shortform', False):
-                key_dimensions.append(dim_name)
-    return dimensions, key_dimensions
 
 
 class BicorderClassifier:
@@ -71,19 +44,32 @@ class BicorderClassifier:
         2: "Institutional/Bureaucratic"
     }
 
-    def __init__(self, diagnostic_csv='data/synthetic_1.2.6/readings.csv',
+    def __init__(self, diagnostic_csv=None,
                  model_path=None):
-        """Initialize classifier with pre-computed model data."""
+        """Initialize classifier with pre-computed model data.
+
+        If diagnostic_csv is None, the most recent synthetic readings.csv is
+        selected automatically (see bicorder_common.find_training_csv).
+        """
+        if diagnostic_csv is None:
+            diagnostic_csv = find_training_csv()
+            if diagnostic_csv is None:
+                raise FileNotFoundError(
+                    "No training CSV found under data/*/readings.csv — "
+                    "pass diagnostic_csv explicitly."
+                )
+            print(f"No training CSV specified; using {diagnostic_csv}")
         if model_path is None:
             model_path = str(Path(diagnostic_csv).parent / 'analysis' / 'data')
-        self._diagnostic_csv = diagnostic_csv
+        self._diagnostic_csv = str(diagnostic_csv)
         self.model_path = Path(model_path)
         self.scaler = StandardScaler()
         self.lda = None
         self.cluster_centroids = None
 
-        # Derive dimension lists from bicorder.json
+        # Derive dimension lists (and version) from bicorder.json
-        self.DIMENSIONS, self.KEY_DIMENSIONS = _load_bicorder_dimensions()
+        self.DIMENSIONS, self.KEY_DIMENSIONS, self.bicorder_version = (
+            load_bicorder_dimensions())
 
         # Load training data to fit scaler and LDA
         self._load_model()
@@ -92,7 +78,13 @@ class BicorderClassifier:
         """Load and fit the classification model from analysis results."""
         # Load the original data and cluster assignments
         df = pd.read_csv(self._diagnostic_csv)
-        clusters = pd.read_csv(self.model_path / 'kmeans_clusters.csv')
+        clusters_path = self.model_path / 'kmeans_clusters.csv'
+        if not clusters_path.exists():
+            raise FileNotFoundError(
+                f"No clustering results for training data: {clusters_path} not found. "
+                f"Run `python3 scripts/multivariate_analysis.py {self._diagnostic_csv}` "
+                f"first to generate cluster assignments.")
+        clusters = pd.read_csv(clusters_path)
 
         # Rename old column names to match current bicorder.json
         df = df.rename(columns=_COLUMN_RENAMES)
@@ -283,6 +275,8 @@ class BicorderClassifier:
     def save_model(self, output_path='bicorder_classifier_model.json'):
         """Save model parameters for use without scikit-learn."""
         model_data = {
+            'bicorder_version': self.bicorder_version,
+            'trained_on': self._diagnostic_csv,
             'dimensions': self.DIMENSIONS,
             'key_dimensions': self.KEY_DIMENSIONS,
             'cluster_names': self.CLUSTER_NAMES,

analysis/scripts/bicorder_common.py

@@ -0,0 +1,161 @@
+#!/usr/bin/env python3
+"""
+Shared bicorder-version helpers used by the analysis scripts.
+
+Single source of truth for:
+  - historical gradient column renames (old CSV/JSON names → current bicorder.json names)
+  - reading the bicorder version recorded in a readings.csv
+  - locating a training CSV matching a target bicorder version
+  - loading gradient definitions from bicorder.json
+
+Whenever gradients are renamed in ../bicorder.json, update COLUMN_RENAMES
+here — scripts that read older readings data import from this module rather
+than keeping their own copies of the map.
+"""
+
+import csv
+import json
+import re
+from pathlib import Path
+
+# analysis/ directory (this file lives in analysis/scripts/)
+_ANALYSIS_DIR = Path(__file__).resolve().parent.parent
+
+# Shared protocol inputs / run directories
+DATA_DIR = _ANALYSIS_DIR / 'data'
+
+# Repository-root bicorder.json (the current gradient definitions)
+_BICORDER_JSON = _ANALYSIS_DIR.parent / 'bicorder.json'
+
+# Historical column renames: old CSV column names → current bicorder.json names.
+# Add an entry here whenever gradient terms are renamed in bicorder.json.
+COLUMN_RENAMES = {
+    'Design_elite_vs_vernacular': 'Design_formal_vs_vernacular',
+    'Design_institutional_vs_vernacular': 'Design_formal_vs_vernacular',
+    'Entanglement_exclusive_vs_non-exclusive': 'Entanglement_monopolistic_vs_pluralistic',
+    'Experience_sufficient_vs_insufficient': 'Experience_sufficient_vs_limited',
+    'Experience_Kafka_vs_Whitehead': 'Experience_restraining_vs_liberating',
+}
+
+# Dimension column prefixes, in bicorder.json set order
+DIMENSION_PREFIXES = ('Design_', 'Entanglement_', 'Experience_')
+
+
+def apply_renames(df_or_columns):
+    """Canonicalize old column names to the current bicorder.json terminology.
+
+    Works on a pandas DataFrame (returns a renamed copy) or on any iterable of
+    column names (returns a mapped list).
+    """
+    if hasattr(df_or_columns, 'rename'):  # pandas DataFrame
+        return df_or_columns.rename(columns=COLUMN_RENAMES)
+    return [COLUMN_RENAMES.get(c, c) for c in df_or_columns]
+
+
+def dimension_columns(columns):
+    """Filter an iterable of column names down to the diagnostic gradient columns."""
+    return [c for c in columns if c.startswith(DIMENSION_PREFIXES)]
+
+
+def load_bicorder_dimensions(bicorder_path=None):
+    """Read DIMENSIONS, KEY_DIMENSIONS, and version from bicorder.json.
+
+    Returns (dimensions, key_dimensions, version) where dimension names follow
+    the CSV convention `Set_left_vs_right`.
+    """
+    with open(bicorder_path or _BICORDER_JSON) as f:
+        data = json.load(f)
+    dimensions = []
+    key_dimensions = []
+    for category in data['diagnostic']:
+        set_name = category['set_name']
+        for gradient in category['gradients']:
+            dim_name = f"{set_name}_{gradient['term_left']}_vs_{gradient['term_right']}"
+            dimensions.append(dim_name)
+            if gradient.get('shortform', False):
+                key_dimensions.append(dim_name)
+    return dimensions, key_dimensions, data.get('version', '')
+
+
+def version_key(version):
+    """Sort key for dotted version strings like '1.4.0'. Unknown formats sort lowest."""
+    try:
+        return tuple(int(part) for part in str(version).split('.'))
+    except ValueError:
+        return (0,)
+
+
+# Run-directory naming convention: data/<type>_<version>/ with a dotted version
+# (e.g. synthetic_1.4.0). Dates like manual_20260320 don't match (no dots).
+_DIR_VERSION = re.compile(r'.*_(?P<version>\d+(?:\.\d+)+)$')
+
+
+def dir_version(dir_path):
+    """Version inferred from a run-directory name (data/<type>_<version> convention)."""
+    name = Path(dir_path).name
+    match = _DIR_VERSION.match(name)
+    return match.group('version') if match else ''
+
+
+def csv_version(csv_path):
+    """Bicorder version associated with a readings.csv, or ''.
+
+    Prefers the version recorded in the file (bicorder_version / version column,
+    via read_csv_version); falls back to the run-directory naming convention
+    (data/<type>_<version>/) so legacy runs like synthetic_1.2.6 still resolve.
+    """
+    path = Path(csv_path)
+    return read_csv_version(path) or dir_version(path.parent)
+
+
+def read_csv_version(csv_path):
+    """Return the bicorder version recorded in a readings.csv, or ''.
+
+    Prefers the `bicorder_version` provenance column (synthetic runs); falls
+    back to the per-reading `version` column (manual runs, via json_to_csv).
+    Uses the most common value so mixed-version datasets still resolve.
+    """
+    with open(csv_path, newline='', encoding='utf-8-sig') as f:
+        reader = csv.DictReader(f)
+        if not reader.fieldnames:
+            return ''
+        for col in ('bicorder_version', 'version'):
+            if col in reader.fieldnames:
+                counts = {}
+                for row in reader:
+                    value = (row.get(col) or '').strip()
+                    if value:
+                        counts[value] = counts.get(value, 0) + 1
+                if counts:
+                    return max(counts, key=counts.get)
+    return ''
+
+
+def find_training_csv(version=None, data_dir=None, exclude=None):
+    """Locate a synthetic readings.csv suitable for classifier training.
+
+    Scans data/*/readings.csv (whatever their directories are named — run
+    directories just need to be self-describing via a version column or a
+    data/<type>_<version>/ name) and prefers:
+      1. a file whose version matches `version` (when given), excluding
+         `exclude` (the input file itself, to avoid circular training when
+         classifying a synthetic run against itself)
+      2. failing that, the most recent version recorded in the data directory
+
+    Returns a Path, or None if no candidate exists.
+    """
+    data_dir = Path(data_dir) if data_dir else DATA_DIR
+    candidates = []
+    for path in sorted(data_dir.glob('*/readings.csv')):
+        path = path.resolve()
+        if exclude and path == Path(exclude).resolve():
+            continue
+        candidates.append((path, csv_version(path)))
+    if not candidates:
+        return None
+    if version:
+        matches = [path for path, ver in candidates if ver == version]
+        if matches:
+            return matches[0]
+    best = max(candidates, key=lambda item: version_key(item[1]) if item[1] else (0,))
+    return best[0]

analysis/scripts/classify_readings.py

@@ -2,14 +2,18 @@
 """
 Apply the BicorderClassifier to all readings in a CSV and save results.
 
-Uses the synthetic-trained LDA model by default. Missing dimensions are
+Training data is selected automatically by version: the input CSV's recorded
+`bicorder_version` (or `version`) is matched against the runs under data/ so
+the classifier trains on a same-version synthetic run whenever one exists
+(see bicorder_common.find_training_csv). Older-format columns are renamed to
+the current bicorder terminology automatically. Missing dimensions are
 filled with the neutral value (5), so shortform readings can still be
 classified — though with lower confidence.
 
 Usage:
   python3 scripts/classify_readings.py data/manual_20260320/readings.csv
   python3 scripts/classify_readings.py data/manual_20260320/readings.csv \\
-      --training data/synthetic_1.2.6/readings.csv \\
+      --training data/synthetic_1.4.0/readings.csv \\
       --output data/manual_20260320/analysis/classifications.csv
 """
 
@@ -20,6 +24,7 @@ from pathlib import Path
 import pandas as pd
 
 from bicorder_classifier import BicorderClassifier
+from bicorder_common import csv_version, find_training_csv, apply_renames
 
 
 def main():
@@ -28,9 +33,10 @@ def main():
     )
     parser.add_argument('input_csv', help='Readings CSV to classify')
     parser.add_argument(
-        '--training',
+        '--training', default=None,
-        default='data/synthetic_1.2.6/readings.csv',
+        help='Training CSV for classifier (default: auto-selected to match '
-        help='Training CSV for classifier (default: synthetic_1.2.6)'
+             "the input's recorded bicorder_version; falls back to the most "
+             'recent synthetic run)'
     )
     parser.add_argument(
         '--output', default=None,
@@ -39,16 +45,46 @@ def main():
     args = parser.parse_args()
 
     input_path = Path(args.input_csv)
+    input_version = csv_version(input_path)
+
+    # Auto-select training data matching the input's recorded bicorder version
+    if args.training:
+        training_path = Path(args.training)
+    else:
+        training_path = find_training_csv(version=input_version, exclude=input_path)
+        if training_path is None:
+            raise SystemExit("No training CSV found under data/*/readings.csv — "
+                             "pass --training explicitly.")
+        training_version = csv_version(training_path)
+        if input_version and training_version == input_version:
+            note = f"matching v{input_version}"
+        elif training_version:
+            note = (f"fell back to v{training_version} "
+                    f"(no other v{input_version} run under data/ to avoid circular training)")
+        else:
+            note = "(input records no version; most recent run selected)"
+        print(f"Auto-selected training data: {training_path} ({note})")
+
+    # Warn when training data comes from a different bicorder version
+    # (older column names are auto-renamed via bicorder_common)
+    training_version = csv_version(training_path)
+    if input_version and training_version and input_version != training_version:
+        print(f"Warning: training data is bicorder v{training_version} "
+              f"but input is v{input_version}; renamed columns are aligned "
+              f"automatically, but compare versions (especially gradient "
+              f"orderings) when interpreting results.")
+
     output_path = (
         Path(args.output) if args.output
         else input_path.parent / 'analysis' / 'classifications.csv'
     )
     output_path.parent.mkdir(parents=True, exist_ok=True)
 
-    print(f"Loading classifier (training: {args.training})...")
+    print(f"Loading classifier (training: {training_path})...")
-    classifier = BicorderClassifier(diagnostic_csv=args.training)
+    classifier = BicorderClassifier(diagnostic_csv=training_path)
 
     df = pd.read_csv(input_path)
+    df = apply_renames(df)  # canonicalize old gradient column names
     print(f"Classifying {len(df)} readings from {input_path}...")
 
     rows = []

analysis/scripts/compare_analyses.py

@@ -2,13 +2,42 @@
 """
 Compare multiple analysis CSV files to determine which most closely resembles a reference file.
 Uses Euclidean distance, correlation, and RMSE metrics.
+
+Readings files are canonicalized to the current bicorder terminology (history of
+renames in bicorder_common.py), and comparison runs on the gradient columns
+shared by all files — so any versions can be compared, and renamed gradients
+remain comparable across version boundaries.
+
+Usage:
+  # Legacy audit: manual review vs. the three model test runs (as in README)
+  python3 scripts/compare_analyses.py
+
+  # Explicit: reference file first, then any number of comparison files
+  python3 scripts/compare_analyses.py \
+      data/synthetic_1.2.6/readings.csv data/synthetic_1.4.0/readings.csv
 """
 
+import argparse
+import sys
 import pandas as pd
 import numpy as np
 from scipy.stats import pearsonr
 from pathlib import Path
 
+from bicorder_common import apply_renames, csv_version
+
+
+def load_canonical(path):
+    """Load a readings CSV, canonicalize columns, and coerce gradient values to numeric."""
+    df = pd.read_csv(path, quotechar='"', escapechar='\\', engine='python')
+    df = apply_renames(df)
+    numeric_cols = [col for col in df.columns if
+                    col.startswith(('Design_', 'Entanglement_', 'Experience_'))]
+    for col in numeric_cols:
+        df[col] = pd.to_numeric(df[col], errors='coerce')
+    return df, numeric_cols
+
+
 def calculate_euclidean_distance(df1, df2, numeric_cols):
     """Calculate Euclidean distance between two dataframes."""
     distances = []
@@ -45,18 +74,23 @@ def calculate_correlation(df1, df2, numeric_cols):
 def compare_analyses(reference_file, comparison_files):
     """Compare multiple analysis files to a reference file."""
 
-    # Read reference file
+    # Read and canonicalize reference file
     print(f"Reading reference file: {reference_file}")
-    ref_df = pd.read_csv(reference_file, quotechar='"', escapechar='\\', engine='python')
+    ref_version = csv_version(reference_file)
-    # Get numeric columns (all the rating dimensions)
+    if ref_version:
-    numeric_cols = [col for col in ref_df.columns if
+        print(f"  bicorder version recorded: v{ref_version}")
-                   col.startswith(('Design_', 'Entanglement_', 'Experience_'))]
+    ref_df, ref_numeric = load_canonical(reference_file)
 
-    # Convert numeric columns to numeric type, coercing errors to NaN
+    # Repeated Descriptor entries (kept as control cases in the datasets) would
-    for col in numeric_cols:
+    # multiply rows in the Descriptor-based merge; keep first occurrence like
-        ref_df[col] = pd.to_numeric(ref_df[col], errors='coerce')
+    # the classifier does.
+    if 'Descriptor' in ref_df.columns:
+        before = len(ref_df)
+        ref_df = ref_df.drop_duplicates(subset='Descriptor', keep='first')
+        if len(ref_df) < before:
+            print(f"  Deduplicated reference: {before} → {len(ref_df)} rows (kept first of repeated Descriptor)")
 
-    print(f"\nFound {len(numeric_cols)} numeric dimensions to compare")
+    print(f"\nFound {len(ref_numeric)} numeric dimensions in reference file")
     print(f"Comparing {len(ref_df)} protocols\n")
     print("="*80)
 
@@ -66,12 +100,23 @@ def compare_analyses(reference_file, comparison_files):
         print(f"\nComparing: {Path(comp_file).name}")
         print("-"*80)
 
-        # Read comparison file
+        # Read and canonicalize comparison file
-        comp_df = pd.read_csv(comp_file, quotechar='"', escapechar='\\', engine='python')
+        comp_version = csv_version(comp_file)
+        if comp_version:
+            print(f"  bicorder version recorded: v{comp_version}")
+        comp_df, comp_numeric = load_canonical(comp_file)
+        if 'Descriptor' in comp_df.columns:
+            before = len(comp_df)
+            comp_df = comp_df.drop_duplicates(subset='Descriptor', keep='first')
+            if len(comp_df) < before:
+                print(f"  Deduplicated comparison: {before} → {len(comp_df)} rows (kept first of repeated Descriptor)")
 
-        # Convert numeric columns to numeric type, coercing errors to NaN
+        # Restrict to columns shared by both files (post-rename): enables
-        for col in numeric_cols:
+        # comparing across bicorder versions when gradients were renamed
-            comp_df[col] = pd.to_numeric(comp_df[col], errors='coerce')
+        numeric_cols = [col for col in ref_numeric if col in comp_numeric]
+        missing = [col for col in ref_numeric if col not in comp_numeric]
+        if missing:
+            print(f"  Note: {len(missing)} gradient(s) absent here are excluded: {', '.join(missing)}")
 
         # Ensure same protocols in same order (match by Descriptor)
         if 'Descriptor' in ref_df.columns and 'Descriptor' in comp_df.columns:
@@ -155,32 +200,58 @@ def compare_analyses(reference_file, comparison_files):
 
     return results
 
-if __name__ == "__main__":
+def main(argv=None):
-    # Define file paths
+    """CLI entry point.
-    reference_file = "data/synthetic_1.2.6/readings_manual.csv"
+
-    comparison_files = [
+    With no arguments, falls back to the legacy audit: the 1.2.6 manual review
+    against the three model test runs (as described in README.md).
+    """
+    legacy_reference = "data/synthetic_1.2.6/readings_manual.csv"
+    legacy_comparisons = [
         "data/synthetic_1.2.6/readings_gemma3-12b.csv",
         "data/synthetic_1.2.6/readings_gpt-oss.csv",
-        "data/synthetic_1.2.6/readings_mistral.csv"
+        "data/synthetic_1.2.6/readings_mistral.csv",
     ]
 
+    if argv is None:
+        argv = sys.argv[1:]
+    if argv:
+        parser = argparse.ArgumentParser(
+            description='Compare readings CSVs to a reference (Euclidean distance, RMSE, correlation)',
+            epilog="""Example (cross-version):
+  python3 scripts/compare_analyses.py \\
+      data/synthetic_1.4.0/readings.csv data/synthetic_1.2.6/readings.csv
+""",
+        )
+        parser.add_argument('reference', help='Reference readings CSV')
+        parser.add_argument('comparisons', nargs='+', help='Comparison readings CSVs')
+        args = parser.parse_args(argv)
+        reference_file, comparison_files = args.reference, args.comparisons
+    else:
+        reference_file, comparison_files = legacy_reference, legacy_comparisons
+
     # Check if files exist
     if not Path(reference_file).exists():
         print(f"Error: Reference file '{reference_file}' not found")
-        exit(1)
+        sys.exit(1)
 
+    existing = [file for file in comparison_files if Path(file).exists()]
     for file in comparison_files:
         if not Path(file).exists():
             print(f"Warning: Comparison file '{file}' not found, skipping...")
-            comparison_files.remove(file)
 
-    if not comparison_files:
+    if not existing:
         print("Error: No comparison files found")
-        exit(1)
+        sys.exit(1)
 
     # Run comparison
-    results = compare_analyses(reference_file, comparison_files)
+    results = compare_analyses(reference_file, existing)
 
     print("\n" + "="*80)
     print("Analysis complete!")
     print("="*80)
+    return results
+
+
+if __name__ == "__main__":
+    main()

analysis/scripts/export_model_for_js.py

@@ -1,12 +1,13 @@
 #!/usr/bin/env python3
 """
-Export the cluster classification model to JSON for use in JavaScript.
+Export the cluster classification model to JSON.
+
+Research-only export: the bicorder-app integration was removed in bicorder
+v1.3.0, so nothing in the app reads this model anymore.
 
 Reads dimension names directly from bicorder.json so the model always
-stays in sync with the current bicorder structure.
+stays in sync with the current bicorder structure. Column renames and the
-
+version record live in bicorder_common.py (shared by all analysis scripts).
-When gradients are renamed in bicorder.json, add the old→new mapping to
-COLUMN_RENAMES so the training CSV columns are correctly aligned.
 
 Usage:
   python3 scripts/export_model_for_js.py data/synthetic_1.2.6/readings.csv
@@ -22,37 +23,7 @@ import numpy as np
 from sklearn.preprocessing import StandardScaler
 from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
 
-# Path to bicorder.json (relative to this script)
+from bicorder_common import COLUMN_RENAMES, csv_version, load_bicorder_dimensions
-BICORDER_JSON = Path(__file__).parent.parent.parent / 'bicorder.json'
-
-# Historical column renames: maps old CSV column names → current bicorder.json names.
-# Add an entry here whenever gradient terms are renamed in bicorder.json.
-COLUMN_RENAMES = {
-    'Design_elite_vs_vernacular': 'Design_formal_vs_vernacular',
-    'Design_institutional_vs_vernacular': 'Design_formal_vs_vernacular',
-    'Entanglement_exclusive_vs_non-exclusive': 'Entanglement_monopolistic_vs_pluralistic',
-    'Experience_sufficient_vs_insufficient': 'Experience_sufficient_vs_limited',
-    'Experience_Kafka_vs_Whitehead': 'Experience_restraining_vs_liberating',
-}
-
-
-def load_bicorder_dimensions(bicorder_path):
-    """Read DIMENSIONS and KEY_DIMENSIONS from bicorder.json."""
-    with open(bicorder_path) as f:
-        data = json.load(f)
-
-    dimensions = []
-    key_dimensions = []
-
-    for category in data['diagnostic']:
-        set_name = category['set_name']
-        for gradient in category['gradients']:
-            dim_name = f"{set_name}_{gradient['term_left']}_vs_{gradient['term_right']}"
-            dimensions.append(dim_name)
-            if gradient.get('shortform', False):
-                key_dimensions.append(dim_name)
-
-    return dimensions, key_dimensions, data['version']
 
 
 def main():
@@ -74,14 +45,28 @@ Example usage:
     analysis_dir = dataset_dir / 'analysis'
 
     # Derive dimensions and version from bicorder.json
-    DIMENSIONS, KEY_DIMENSIONS, BICORDER_VERSION = load_bicorder_dimensions(BICORDER_JSON)
+    DIMENSIONS, KEY_DIMENSIONS, BICORDER_VERSION = load_bicorder_dimensions()
 
     print(f"Loaded bicorder.json v{BICORDER_VERSION}")
     print(f"Dimensions: {len(DIMENSIONS)}, key dimensions: {len(KEY_DIMENSIONS)}")
 
     # Load data
     df = pd.read_csv(args.input_csv)
-    clusters = pd.read_csv(analysis_dir / 'data' / 'kmeans_clusters.csv')
+    clusters_path = analysis_dir / 'data' / 'kmeans_clusters.csv'
+    if not clusters_path.exists():
+        raise FileNotFoundError(
+            f"No clustering results for {args.input_csv}: {clusters_path} not found. "
+            f"Run `python3 scripts/multivariate_analysis.py {args.input_csv}` first "
+            f"to generate cluster assignments.")
+    clusters = pd.read_csv(clusters_path)
+
+    # Flag a version mismatch between the training data and current bicorder.json
+    # (column renames keep the data aligned, but the clustering itself was done
+    # against the recorded version's gradient structure)
+    recorded_version = csv_version(args.input_csv)
+    if recorded_version and recorded_version != BICORDER_VERSION:
+        print(f"Note: training data records bicorder v{recorded_version}; "
+              f"current bicorder.json is v{BICORDER_VERSION} (columns auto-renamed)")
 
     # Rename old column names to match current bicorder.json
     df = df.rename(columns=COLUMN_RENAMES)

analysis/scripts/sync_readings.sh

@@ -7,7 +7,11 @@
 #   scripts/sync_readings.sh data/manual_20260320
 #   scripts/sync_readings.sh data/manual_20260320 --no-analysis
 #   scripts/sync_readings.sh data/manual_20260320 --min-coverage 0.8
-#   scripts/sync_readings.sh data/manual_20260320 --training data/synthetic_1.2.6/readings.csv
+#   scripts/sync_readings.sh data/manual_20260320 --training data/synthetic_1.4.0/readings.csv
+#
+# By default the classifier training CSV is auto-selected to match the synced
+# dataset's recorded bicorder version (see scripts/bicorder_common.py); --training
+# overrides that.
 #
 # .sync_source format:
 #   REMOTE_URL=https://git.example.org/user/repo
@@ -18,7 +22,7 @@ set -euo pipefail
 DATASET_DIR="${1:?Usage: $0 <dataset_dir> [--no-analysis] [--min-coverage N]}"
 RUN_ANALYSIS=true
 MIN_COVERAGE=0.8
-TRAINING_CSV="data/synthetic_1.2.6/readings.csv"
+TRAINING_CSV=""  # empty → let classify_readings.py auto-match the dataset's bicorder version
 
 shift || true
 while [[ $# -gt 0 ]]; do
@@ -96,11 +100,18 @@ if [[ "$RUN_ANALYSIS" == true ]]; then
   echo "Generating LDA visualization..."
   "$PYTHON" scripts/lda_visualization.py "$DATASET_DIR/readings.csv"
 
+  if [[ -n "$TRAINING_CSV" ]]; then
     echo ""
     echo "Classifying readings (training: $TRAINING_CSV)..."
     "$PYTHON" scripts/classify_readings.py \
       "$DATASET_DIR/readings.csv" \
       --training "$TRAINING_CSV"
+  else
+    echo ""
+    echo "Classifying readings (training auto-matched by bicorder version)..."
+    "$PYTHON" scripts/classify_readings.py \
+      "$DATASET_DIR/readings.csv"
+  fi
 fi
 
 echo ""

analysis/scripts/univariate_analysis.py

@@ -0,0 +1,225 @@
+#!/usr/bin/env python3
+"""
+Univariate analysis of bicorder readings: per-protocol and per-gradient averages.
+
+Reproduces the ad-hoc averages workflow described in README.md for any
+readings CSV, version-agnostic: gradient columns are discovered from the file
+itself (canonicalized via bicorder_common.COLUMN_RENAMES), so every run
+directory can be analyzed with the same command.
+
+Outputs (default <dataset_dir>/analysis/):
+  plots/protocol_averages.png  — protocol averages, ascending
+  plots/gradient_averages.png  — gradient averages with gaps between the three sets
+  plots/averages_histogram.png — distribution of protocol averages
+  data/protocol_averages.csv   — per-protocol mean over all gradients
+  data/gradient_averages.csv   — per-gradient mean/median/coverage
+  reports/univariate_summary.txt — printed summary
+
+With --img, also publishes the three summary PNGs to an image directory
+(analysis/img/ by default — the charts the README links from img/).
+
+Usage:
+  python3 scripts/univariate_analysis.py data/synthetic_1.4.0/readings.csv
+  python3 scripts/univariate_analysis.py data/synthetic_1.4.0/readings.csv --output data/synthetic_1.4.0/analysis
+  python3 scripts/univariate_analysis.py data/synthetic_1.4.0/readings.csv --img   # also refresh img/
+"""
+
+import argparse
+import shutil
+import sys
+from pathlib import Path
+import warnings
+warnings.filterwarnings('ignore')
+
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+
+from bicorder_common import apply_renames, csv_version, dimension_columns
+
+MIDPOINT = 5  # all gradients run 1 (hard) .. 9 (soft)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description='Univariate analysis of Protocol Bicorder readings',
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog="""
+Examples:
+  python3 scripts/univariate_analysis.py data/synthetic_1.4.0/readings.csv
+  python3 scripts/univariate_analysis.py data/synthetic_1.2.6/readings.csv --output data/synthetic_1.2.6/analysis
+        """,
+    )
+    parser.add_argument('csv_file', help='Readings CSV (e.g. data/synthetic_1.4.0/readings.csv)')
+    parser.add_argument('--output', '-o', default=None,
+                        help='Output directory (default: <dataset_dir>/analysis)')
+    parser.add_argument('--img', nargs='?', const='img', default=None,
+                        help='Publish the three summary PNGs to an image directory in addition '
+                             'to the run analysis outputs (default with --img: img/ at the '
+                             "analysis root — the charts the README links from img/)")
+    args = parser.parse_args()
+
+    if not Path(args.csv_file).exists():
+        print(f"Error: File not found: {args.csv_file}")
+        sys.exit(1)
+
+    dataset_dir = Path(args.csv_file).parent
+    output_dir = Path(args.output) if args.output else dataset_dir / 'analysis'
+    (output_dir / 'plots').mkdir(parents=True, exist_ok=True)
+    (output_dir / 'data').mkdir(parents=True, exist_ok=True)
+    (output_dir / 'reports').mkdir(parents=True, exist_ok=True)
+
+    version = csv_version(args.csv_file)
+    print("=" * 80)
+    print("PROTOCOL BICORDER - UNIVARIATE ANALYSIS"
+          + (f" (bicorder v{version})" if version else ""))
+    print(f"Source: {args.csv_file}")
+    print("=" * 80)
+
+    df = pd.read_csv(args.csv_file)
+    df = apply_renames(df)
+
+    # Identify gradient columns, grouped by set in bicorder.json order
+    all_dims = dimension_columns(df.columns.tolist())
+    groups = [[c for c in all_dims if c.startswith(prefix)]
+              for prefix in ('Design_', 'Entanglement_', 'Experience_')]
+    dimension_cols = [c for g in groups for c in g]
+
+    if not dimension_cols:
+        print("Error: no gradient columns found")
+        sys.exit(1)
+
+    values = df[dimension_cols].apply(pd.to_numeric, errors='coerce')
+
+    # --- Per-protocol averages ---
+    protocol = pd.DataFrame({
+        'Descriptor': df.get('Descriptor', pd.Series(range(len(df)))),
+        'average': values.mean(axis=1),
+        'n_gradients_scored': values.notna().sum(axis=1),
+    }).dropna(subset=['average']).sort_values('average').reset_index(drop=True)
+    protocol.to_csv(output_dir / 'data' / 'protocol_averages.csv', index=False)
+    print(f"\nSaved: {output_dir / 'data' / 'protocol_averages.csv'}")
+
+    # --- Per-gradient averages ---
+    gradient = pd.DataFrame({
+        'gradient': dimension_cols,
+        'set': [c.split('_', 1)[0] for c in dimension_cols],
+        'mean': [values[c].mean() for c in dimension_cols],
+        'median': [values[c].median() for c in dimension_cols],
+        'coverage': [values[c].notna().mean() for c in dimension_cols],
+    }).sort_values('mean', ascending=False)
+    gradient.to_csv(output_dir / 'data' / 'gradient_averages.csv', index=False)
+    print(f"Saved: {output_dir / 'data' / 'gradient_averages.csv'}")
+
+    # --- Summary statistics on protocol averages ---
+    avg = protocol['average']
+    mean, median, std = avg.mean(), avg.median(), avg.std()
+    pearson_skew = 3 * (mean - median) / std if std else float('nan')
+    moment_skew = avg.skew()  # bias-corrected Fisher moment skewness
+
+    lines = []
+    lines.append(f"Readings analyzed: {len(protocol)} protocols x {len(dimension_cols)} gradients")
+    if version:
+        lines.append(f"Bicorder version: {version}")
+    lines.append("")
+    lines.append("Protocol averages:")
+    for label, value in [('mean', mean), ('median', median), ('std', std),
+                         ('min', avg.min()), ('max', avg.max())]:
+        lines.append(f"  {label:8s} = {value:.3f}")
+    lines.append(f"  midpoint = {MIDPOINT}")
+    lines.append(f"  deviation from midpoint = {mean - MIDPOINT:+.3f} "
+                 f"(normalized over half-range 4: {(mean - MIDPOINT) / 4:+.3f})")
+    lines.append(f"  Pearson skew (3*(mean-median)/std) = {pearson_skew:+.3f}")
+    lines.append(f"  Fisher moment skew = {moment_skew:+.3f}")
+    lines.append("")
+    lines.append("Gradient averages (all sets):")
+    for _, row in gradient.iterrows():
+        lines.append(f"  {row['gradient'][:60]:60s} mean={row['mean']:.2f}  coverage={row['coverage']:.0%}")
+    lines.append("")
+    lines.append(f"Extremes: highest = {gradient.iloc[0]['gradient']} ({gradient.iloc[0]['mean']:.2f}); "
+                 f"lowest = {gradient.iloc[-1]['gradient']} ({gradient.iloc[-1]['mean']:.2f})")
+
+    summary_text = "\n".join(lines)
+    report_path = output_dir / 'reports' / 'univariate_summary.txt'
+    report_path.write_text(summary_text + "\n")
+    print(f"\nSaved: {report_path}\n")
+    print(summary_text)
+
+    # --- Plots ---
+    # Protocol averages, ascending (cf. img/protocol_averages.png)
+    fig, ax = plt.subplots(figsize=(12, 8))
+    ax.plot(range(len(protocol)), protocol['average'], linewidth=1.2)
+    ax.axhline(MIDPOINT, color='gray', linestyle='--', linewidth=1, label=f'midpoint ({MIDPOINT})')
+    ax.set_title('Protocol averages (ascending order)' + (f' — bicorder v{version}' if version else ''))
+    ax.set_xlabel('Protocol (ranked by average)')
+    ax.set_ylabel('Average gradient value')
+    ax.set_ylim(0, 10)
+    ax.legend()
+    plt.tight_layout()
+    path = output_dir / 'plots' / 'protocol_averages.png'
+    plt.savefig(path, dpi=300, bbox_inches='tight')
+    plt.close()
+    print(f"\nSaved: {path}")
+
+    # Histogram (cf. img/averages_histogram.png)
+    fig, ax = plt.subplots(figsize=(10, 6))
+    ax.hist(avg, bins=40, color='#4C72B0', edgecolor='white')
+    ax.axvline(MIDPOINT, color='gray', linestyle='--', linewidth=1, label=f'midpoint ({MIDPOINT})')
+    ax.axvline(mean, color='#C44E52', linewidth=1, label=f'mean ({mean:.2f})')
+    ax.set_title('Distribution of protocol averages')
+    ax.set_xlabel('Average gradient value')
+    ax.set_ylabel('Number of protocols')
+    ax.legend()
+    plt.tight_layout()
+    path = output_dir / 'plots' / 'averages_histogram.png'
+    plt.savefig(path, dpi=300, bbox_inches='tight')
+    plt.close()
+    print(f"Saved: {path}")
+
+    # Gradient averages, sorted within each set, with visual gaps between sets
+    # (cf. img/gradient_averages.png)
+    palette = {'Design': '#4C72B0', 'Entanglement': '#55A868', 'Experience': '#C44E52'}
+    ordered_cols = [c for g in groups
+                    for c in sorted(g, key=lambda cv: values[cv].mean(), reverse=True)]
+    means = [values[c].mean() for c in ordered_cols]
+    colors = [palette[c.split('_', 1)[0]] for c in ordered_cols]
+    x_pos, pos = [], 0.0
+    for gi, group in enumerate(groups):
+        group_sorted = sorted(group, key=lambda cv: values[cv].mean(), reverse=True)
+        if gi > 0:
+            pos += 1.5  # visual gap between gradient sets
+        x_pos.extend(pos + i for i in range(len(group_sorted)))
+        pos += len(group_sorted)
+    fig, ax = plt.subplots(figsize=(14, 6))
+    ax.bar(x_pos, means, color=colors)
+    ax.axhline(MIDPOINT, color='gray', linestyle='--', linewidth=1, label=f'midpoint ({MIDPOINT})')
+    ax.set_title('Gradient averages (gaps separate the three gradient sets)'
+                 + (f' — bicorder v{version}' if version else ''))
+    ax.set_xticks(x_pos)
+    ax.set_xticklabels([c.replace('_vs_', '\nvs\n') for c in ordered_cols], fontsize=7)
+    ax.set_ylabel('Average value')
+    ax.set_ylim(0, 10)
+    ax.legend()
+    plt.tight_layout()
+    path = output_dir / 'plots' / 'gradient_averages.png'
+    plt.savefig(path, dpi=300, bbox_inches='tight')
+    plt.close()
+    print(f"Saved: {path}")
+
+    # Optionally publish the summary charts for docs (the README links img/…)
+    if args.img:
+        img_dir = Path(args.img)
+        if not img_dir.is_absolute():
+            img_dir = Path(__file__).resolve().parent.parent / img_dir
+        img_dir.mkdir(parents=True, exist_ok=True)
+        published = []
+        for name in ('protocol_averages.png', 'averages_histogram.png', 'gradient_averages.png'):
+            shutil.copy2(output_dir / 'plots' / name, img_dir / name)
+            published.append(str(img_dir / name))
+        print(f"Published charts → {', '.join(published)}")
+
+    print("\nDone.")
+
+
+if __name__ == '__main__':
+    main()