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commit 4ab0647e35fa4a9393c90a95ef2252721b2dd669
Author: Joel Bernstein <[email protected]>
AuthorDate: Wed Oct 16 10:03:31 2019 -0400

    SOLR-13105: The Visual Guide to Streaming Expressions and Math Expressions
---
 .../solr-ref-guide/src/computational-geometry.adoc |  8 ++++--
 solr/solr-ref-guide/src/curve-fitting.adoc         |  2 +-
 solr/solr-ref-guide/src/regression.adoc            | 13 +++++++---
 solr/solr-ref-guide/src/statistics.adoc            |  7 ++++++
 solr/solr-ref-guide/src/streaming-expressions.adoc | 29 ++++++++++++++++++++++
 solr/solr-ref-guide/src/vector-math.adoc           |  9 +++++++
 solr/solr-ref-guide/src/visualization.adoc         |  2 --
 7 files changed, 61 insertions(+), 9 deletions(-)

diff --git a/solr/solr-ref-guide/src/computational-geometry.adoc 
b/solr/solr-ref-guide/src/computational-geometry.adoc
index 50d7ac6..05740b7 100644
--- a/solr/solr-ref-guide/src/computational-geometry.adoc
+++ b/solr/solr-ref-guide/src/computational-geometry.adoc
@@ -19,6 +19,10 @@
 
 This section of the math expressions user guide covers computational geometry 
functions.
 
+<<Convex Hull, Convex Hull>> -
+<<Visualization, Visualization>> -
+<<Enclosing Disk, Enclosing Disk>>
+
 == Convex Hull
 
 A convex hull is the smallest convex set of points that encloses a data set. 
Math expressions has support for computing
@@ -32,8 +36,8 @@ set of 2D points. Border visualizations can be useful for 
understanding where da
 in relation to the border.
 
 In the examples below the `convexHull` function is used
-to visualize a border for a set of latitude and longitude points of rat 
sightings in the NYC311
-complaints database. An investigation of the border around the rat sightings 
can be done
+to visualize a boarder for a set of latitude and longitude points of rat 
sightings in the nyc311
+complaints database. An investigation of the boarder around the rat sightings 
can be done
 to better understand how rats may be entering or exiting the specific region.
 
 ==== Scatter Plot
diff --git a/solr/solr-ref-guide/src/curve-fitting.adoc 
b/solr/solr-ref-guide/src/curve-fitting.adoc
index 966e888..60f0990 100644
--- a/solr/solr-ref-guide/src/curve-fitting.adoc
+++ b/solr/solr-ref-guide/src/curve-fitting.adoc
@@ -23,7 +23,7 @@ These functions support constructing a curve through 
bivariate non-linear data.
 The `polyfit` function is a general purpose curve fitter used to model
 the non-linear relationship between two random variables.
 
-The `polyfit` function is passed x- and y-axes and fits a smooth curve to the 
data.
+The `polyfit` function is passed *x* and *y* axes and fits a smooth curve to 
the data.
 If only a single array is provided it is treated as the y-axis and a sequence 
is generated
 for the x-axis. A third parameter can be added that specifies the degree of 
the polynomial. If the degree is
 not provided a 3 degree polynomial is used by default. The higher
diff --git a/solr/solr-ref-guide/src/regression.adoc 
b/solr/solr-ref-guide/src/regression.adoc
index 4e3dcad..eb8b6e8 100644
--- a/solr/solr-ref-guide/src/regression.adoc
+++ b/solr/solr-ref-guide/src/regression.adoc
@@ -18,6 +18,11 @@
 
 The math expressions library supports simple and multivariate linear 
regression.
 
+<<Simple Linear Regression, Simple Linear Regression>> -
+<<Regression Plot, Regression Plot>> -
+<<Residual Plot, Residual Plot>> -
+<<Multivariate Linear Regression, Multivariate Linear Regression>>
+
 == Simple Linear Regression
 
 The `regress` function is used to build a linear regression model
@@ -131,7 +136,7 @@ let(a=random(logs, q="*:*", rows="5000", fl="filesize_d, 
response_d"),
 
 When this expression is sent to the `/stream` handler it responds with:
 
-[source,json]
+[source,text]
 ----
 {
   "result-set": {
@@ -192,7 +197,7 @@ let(a=random(logs, q="*:*", rows="500", fl="filesize_d, 
response_d"),
 
 When this expression is sent to the `/stream` handler it responds with:
 
-[source,json]
+[source,text]
 ----
 {
   "result-set": {
@@ -376,7 +381,7 @@ let(a=random(logs, q="*:*", rows="5000", fl="filesize_d, 
load_d, response_d"),
 
 When this expression is sent to the `/stream` handler it responds with:
 
-[source,json]
+[source,text]
 ----
 {
   "result-set": {
@@ -428,7 +433,7 @@ let(a=random(logs, q="*:*", rows="5000", fl="filesize_d, 
load_d, response_d"),
 
 When this expression is sent to the `/stream` handler it responds with:
 
-[source,json]
+[source,text]
 ----
 {
   "result-set": {
diff --git a/solr/solr-ref-guide/src/statistics.adoc 
b/solr/solr-ref-guide/src/statistics.adoc
index d391e4b..759d995 100644
--- a/solr/solr-ref-guide/src/statistics.adoc
+++ b/solr/solr-ref-guide/src/statistics.adoc
@@ -19,6 +19,13 @@
 This section of the user guide covers the core statistical functions
 available in math expressions.
 
+
+<<descriptive-statistics, Descriptive Statistics>> - <<Histograms and 
Frequency Tables, Histograms>> -
+<<Frequency Tables, Frequency Tables>> - <<Percentiles, Percentiles>> - 
<<Quantile Plots, Quantile Plots>> -
+<<Correlation and Covariance, Correlation and Covariance>> - <<Statistical 
Inference Tests, Inference Tests>> -
+<<Transformations, Transformations>> - <<Z-scores, Z-scores>>
+
+
 == Descriptive Statistics
 
 The `describe` function returns descriptive statistics for a
diff --git a/solr/solr-ref-guide/src/streaming-expressions.adoc 
b/solr/solr-ref-guide/src/streaming-expressions.adoc
index 1ce3638..20c29f9 100644
--- a/solr/solr-ref-guide/src/streaming-expressions.adoc
+++ b/solr/solr-ref-guide/src/streaming-expressions.adoc
@@ -30,6 +30,7 @@ At a high level there a four main capabilities that will be 
explored in the docu
 
 * *Visualizing* result sets, aggregations and statistical models of the data.
 
+>>>>>>> SOLR-13105: The Visual Guide to Streaming Expressions and Math 
Expressions
 
 == Stream Language Basics
 
@@ -91,10 +92,38 @@ Stream sources originate streams. There are rich set of 
searching, sampling and
 
 A full reference to all available source expressions is available in 
<<stream-source-reference.adoc#stream-source-reference,Stream Source 
Reference>>.
 
+== Elements of the Lanaguage
+
+=== Stream Sources
+
+Stream sources originate streams. There are rich set of searching, sampling 
and aggregation stream sources to choose from.
+
+A full reference to all available source expressions is available in 
<<stream-source-reference.adoc#stream-source-reference,Stream Source 
Reference>>.
+
+
+=== Stream Decorators
+
+=== Request Routing
+
+Streaming Expressions respect the 
<<distributed-requests.adoc#shards-preference-parameter,shards.preference 
parameter>> for any call to Solr.
+
+The value of `shards.preference` that is used to route requests is determined 
in the following order. The first option available is used.
+- Provided as a parameter in the streaming expression (e.g., `search(...., 
shards.preference="replica.type:PULL")`)
+- Provided in the URL Params of the streaming expression (e.g., 
`http://solr_url:8983/solr/stream?expr=....&shards.preference=replica.type:PULL`)
+- Set as a default in the Cluster properties.
+
+=== Adding Custom Expressions
+
+Creating your own custom expressions can be easily done by implementing the 
{solr-javadocs}/solrj/org/apache/solr/client/solrj/io/stream/expr/Expressible.html[Expressible]
 interface.   To add a custom expression to the
+list of known mappings for the `/stream` and `/graph` handlers, you just need 
to declare it as a plugin in `solrconfig.xml` via:
+>>>>>>> SOLR-13105: The Visual Guide to Streaming Expressions and Math 
Expressions
+
 
 === Stream Decorators
 
+<<<<<<< HEAD
 Stream decorators wrap stream sources and other stream decorators to transform 
a stream.
+>>>>>>> SOLR-13105: The Visual Guide to Streaming Expressions and Math 
Expressions
 
 A full reference to all available decorator expressions is available in 
<<stream-decorator-reference.adoc#stream-decorator-reference,Stream Decorator 
Reference>>.
 
diff --git a/solr/solr-ref-guide/src/vector-math.adoc 
b/solr/solr-ref-guide/src/vector-math.adoc
index 2c3ee66..5721c45 100644
--- a/solr/solr-ref-guide/src/vector-math.adoc
+++ b/solr/solr-ref-guide/src/vector-math.adoc
@@ -18,6 +18,15 @@
 
 This section covers vector math and vector manipulation functions.
 
+<<Arrays, Arrays>> -
+<<Visualization, Visualization>> -
+<<Array Operations, Array Operations>> -
+<<Getting Values By Index, valueAt>> -
+<<Sequences, Sequences>> -
+<<Vector Sorting, Sorting>> -
+<<Vector Summarizations and Norms, Summarization>> -
+<<Scalar Vector Math, Vector Math>>
+
 == Arrays
 
 Arrays can be created with the `array` function.
diff --git a/solr/solr-ref-guide/src/visualization.adoc 
b/solr/solr-ref-guide/src/visualization.adoc
index 1cc02ea..fe5c68c 100644
--- a/solr/solr-ref-guide/src/visualization.adoc
+++ b/solr/solr-ref-guide/src/visualization.adoc
@@ -142,5 +142,3 @@ image::images/math-expressions/noise-autocorrelation.png[]
 === Fourier Transform
 
 image::images/math-expressions/signal-fft.png[]
-
-

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