docs: Consistent Ixa capitalization

[RobertJacobsonCDC]

Normalized the capitalization of Ixa across project files. The word Ixa is now capitalized in prose. It remains lowercase in contexts where convention dictates lowercase, like when it refers to the name of a Rust crate or module.

[github-actions]

Benchmark Results

Hyperfine

Command	Mean [ms]	Min [ms]	Max [ms]	Relative
large_sir::baseline	3.0 ± 0.0	2.9	3.0	1.00
large_sir::entities	6.7 ± 0.1	6.5	7.2	2.26 ± 0.05

Criterion

Regressions (slower)

Group	Bench	Param	Change	CI Lower	CI Upper
sample_entity	sample_entity_whole_population	10000	34.698%	33.735%	35.690%
sample_entity	sample_entity_whole_population	1000	33.127%	31.242%	34.497%
sample_entity	sample_entity_whole_population	100000	33.011%	32.301%	33.676%
sample_entity	sample_entity_single_property_indexed	10000	16.767%	16.214%	17.274%
indexing	query_people_count_single_indexed_property_entities		16.129%	13.358%	19.122%
sampling	count_and_sampling_single_known_length_entities		15.555%	11.807%	19.520%
sample_entity	sample_entity_single_property_indexed	100000	13.733%	13.160%	14.291%
sample_entity	sample_entity_single_property_indexed	1000	8.324%	7.742%	9.072%
sampling	sampling_single_unindexed_concrete_plus_derived_entities		5.154%	4.329%	5.943%
large_dataset	bench_match_entity		4.875%	4.612%	5.266%
indexing	with_query_results_multiple_individually_indexed_properties_enti		4.737%	4.004%	5.434%
indexing	query_people_multiple_individually_indexed_properties_entities		4.486%	3.746%	5.045%
sample_entity	sample_entity_multi_property_indexed	10000	3.535%	2.934%	4.146%
sample_entity	sample_entity_multi_property_indexed	1000	3.525%	2.830%	4.178%
sampling	sampling_single_known_length_entities		3.479%	2.092%	4.993%
counts	multi_property_indexed_entities		3.212%	2.809%	3.673%
counts	single_property_unindexed_entities		3.149%	1.019%	5.442%

Improvements (faster)

Group	Bench	Param	Change	CI Lower	CI Upper
large_dataset	bench_query_population_property_entities		-21.452%	-22.345%	-20.465%
sample_entity	sample_entity_single_property_unindexed	10000	-20.186%	-21.060%	-19.216%
counts	reindex_after_adding_more_entities		-5.947%	-6.824%	-5.073%
sample_entity	sample_entity_single_property_unindexed	1000	-3.858%	-6.007%	-1.766%
counts	index_after_adding_entities		-2.327%	-2.542%	-2.121%
sample_entity	sample_entity_multi_property_indexed	100000	-1.834%	-2.390%	-1.277%
algorithm_benches	algorithm_sampling_multiple_known_length		-1.621%	-2.171%	-1.084%

Unchanged / inconclusive (CI crosses 0%)

Group	Bench	Param	Change	CI Lower	CI Upper
large_dataset	bench_filter_indexed_entity		-2.434%	-10.980%	6.160%
counts	multi_property_unindexed_entities		2.373%	-0.142%	5.198%
counts	concrete_plus_derived_unindexed_entities		1.984%	0.057%	4.089%
examples	example-basic-infection		-1.629%	-3.596%	-0.438%
large_dataset	bench_query_population_derived_property_entities		-1.585%	-2.383%	-0.883%
large_dataset	bench_query_population_multi_indexed_entities		-1.332%	-1.712%	-0.928%
indexing	query_people_count_multiple_individually_indexed_properties_enti		1.102%	0.947%	1.262%
large_dataset	bench_query_population_multi_unindexed_entities		0.960%	0.153%	2.005%
algorithm_benches	algorithm_sampling_single_known_length		-0.725%	-1.327%	-0.270%
sampling	sampling_multiple_l_reservoir_entities		0.601%	0.428%	0.815%
large_dataset	bench_filter_unindexed_entity		0.519%	-2.787%	3.988%
indexing	with_query_results_single_indexed_property_entities		-0.458%	-0.734%	-0.175%
counts	single_property_indexed_entities		-0.426%	-1.188%	0.239%
algorithm_benches	algorithm_sampling_multiple_l_reservoir		0.410%	0.020%	0.839%
sampling	sampling_multiple_known_length_entities		-0.387%	-0.628%	-0.155%
indexing	query_people_count_indexed_multi-property_entities		-0.316%	-0.886%	0.236%
sample_entity	sample_entity_single_property_unindexed	100000	0.267%	-0.024%	0.590%
sampling	sampling_single_l_reservoir_entities		-0.266%	-0.791%	0.144%
sampling	sampling_multiple_unindexed_entities		0.167%	0.106%	0.220%
indexing	with_query_results_indexed_multi-property_entities		-0.087%	-0.539%	0.371%
sampling	count_and_sampling_single_unindexed_concrete_plus_derived_entiti		-0.085%	-0.255%	0.077%
indexing	query_people_single_indexed_property_entities		0.077%	-0.411%	0.363%
sampling	sampling_single_unindexed_entities		0.054%	0.004%	0.125%
indexing	query_people_indexed_multi-property_entities		-0.044%	-0.444%	0.358%
examples	example-births-deaths		0.037%	-0.276%	0.393%
algorithm_benches	algorithm_sampling_single_rand_reservoir		0.012%	-0.188%	0.249%
large_dataset	bench_query_population_indexed_property_entities		-0.010%	-0.521%	0.341%
algorithm_benches	algorithm_sampling_single_l_reservoir		-0.003%	-0.164%	0.121%

[cdc-as81]

LGTM

[github-actions]

Benchmark Results

Hyperfine

Command	Mean [ms]	Min [ms]	Max [ms]	Relative
large_sir::baseline	2.8 ± 0.1	2.8	3.0	1.00
large_sir::entities	7.1 ± 0.2	6.9	8.0	2.49 ± 0.07

Criterion

Regressions (slower)

Group	Bench	Param	Change	CI Lower	CI Upper
indexing	query_people_count_single_indexed_property_entities		93.715%	88.161%	97.981%
counts	single_property_unindexed_entities		29.444%	27.902%	30.941%
counts	concrete_plus_derived_unindexed_entities		23.384%	20.686%	25.833%
counts	multi_property_unindexed_entities		20.374%	19.368%	21.257%
large_dataset	bench_filter_indexed_entity		18.046%	8.118%	28.310%
algorithm_benches	algorithm_sampling_single_known_length		7.951%	6.159%	9.850%
large_dataset	bench_query_population_multi_indexed_entities		4.879%	4.242%	5.518%
indexing	query_people_multiple_individually_indexed_properties_entities		3.981%	3.254%	4.715%
algorithm_benches	algorithm_sampling_multiple_l_reservoir		2.404%	1.736%	3.063%
sampling	count_and_sampling_single_known_length_entities		2.027%	1.195%	2.788%
sample_entity	sample_entity_single_property_indexed	10000	1.989%	1.324%	2.687%
counts	multi_property_indexed_entities		1.903%	1.439%	2.384%

Improvements (faster)

Group	Bench	Param	Change	CI Lower	CI Upper
indexing	query_people_single_indexed_property_entities		-12.166%	-14.175%	-10.082%
indexing	query_people_count_indexed_multi-property_entities		-9.257%	-10.537%	-7.984%
large_dataset	bench_query_population_indexed_property_entities		-5.047%	-5.834%	-4.126%
sample_entity	sample_entity_single_property_unindexed	1000	-4.816%	-7.865%	-1.639%
sample_entity	sample_entity_multi_property_indexed	100000	-3.898%	-4.687%	-3.029%
sample_entity	sample_entity_whole_population	10000	-3.884%	-4.650%	-3.247%
sample_entity	sample_entity_whole_population	100000	-3.750%	-4.932%	-2.701%
counts	index_after_adding_entities		-3.348%	-3.530%	-3.140%
sample_entity	sample_entity_whole_population	1000	-3.206%	-3.956%	-2.545%
counts	reindex_after_adding_more_entities		-2.744%	-2.943%	-2.554%
sample_entity	sample_entity_multi_property_indexed	10000	-2.706%	-3.143%	-2.220%
indexing	with_query_results_single_indexed_property_entities		-2.524%	-3.282%	-1.928%
sample_entity	sample_entity_multi_property_indexed	1000	-2.169%	-2.645%	-1.688%
examples	example-basic-infection		-1.891%	-2.410%	-1.420%
indexing	query_people_count_multiple_individually_indexed_properties_enti		-1.667%	-2.102%	-1.255%
large_dataset	bench_query_population_multi_unindexed_entities		-1.510%	-2.000%	-1.196%

Unchanged / inconclusive (CI crosses 0%)

Group	Bench	Param	Change	CI Lower	CI Upper
large_dataset	bench_filter_unindexed_entity		4.574%	0.118%	8.883%
large_dataset	bench_query_population_derived_property_entities		-1.763%	-2.876%	-0.670%
sampling	sampling_multiple_known_length_entities		-1.244%	-2.376%	-0.295%
sampling	sampling_single_unindexed_entities		-1.231%	-1.780%	-0.672%
sampling	sampling_single_l_reservoir_entities		-1.178%	-2.102%	-0.345%
algorithm_benches	algorithm_sampling_multiple_known_length		1.140%	0.220%	2.162%
examples	example-births-deaths		1.124%	0.812%	1.403%
sampling	sampling_multiple_unindexed_entities		1.077%	0.748%	1.478%
large_dataset	bench_match_entity		-0.821%	-1.574%	-0.015%
indexing	with_query_results_indexed_multi-property_entities		-0.792%	-1.237%	-0.371%
sampling	count_and_sampling_single_unindexed_concrete_plus_derived_entiti		-0.744%	-0.936%	-0.606%
algorithm_benches	algorithm_sampling_single_rand_reservoir		-0.659%	-1.299%	-0.109%
sampling	sampling_multiple_l_reservoir_entities		-0.653%	-0.829%	-0.505%
sampling	sampling_single_unindexed_concrete_plus_derived_entities		-0.642%	-0.903%	-0.375%
sample_entity	sample_entity_single_property_unindexed	10000	-0.604%	-4.261%	2.837%
sampling	sampling_single_known_length_entities		0.553%	0.002%	1.026%
sample_entity	sample_entity_single_property_indexed	100000	0.550%	0.140%	1.007%
algorithm_benches	algorithm_sampling_single_l_reservoir		0.546%	0.229%	0.959%
sample_entity	sample_entity_single_property_indexed	1000	-0.385%	-0.907%	0.146%
sample_entity	sample_entity_single_property_unindexed	100000	0.341%	-0.287%	0.988%
counts	single_property_indexed_entities		-0.261%	-0.867%	0.292%
indexing	with_query_results_multiple_individually_indexed_properties_enti		0.181%	-0.345%	0.577%
indexing	query_people_indexed_multi-property_entities		-0.115%	-0.464%	0.331%
large_dataset	bench_query_population_property_entities		-0.088%	-0.740%	0.546%

Not Compared (no baseline yet)

Group	Bench	Reason
(none)