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-rwxr-xr-xbin/genenetwork24
-rw-r--r--wqflask/wqflask/collect.py7
-rw-r--r--wqflask/wqflask/correlation/show_corr_results.py74
-rw-r--r--wqflask/wqflask/correlation_matrix/show_corr_matrix.py9
-rw-r--r--wqflask/wqflask/marker_regression/gemma_mapping.py22
-rw-r--r--wqflask/wqflask/marker_regression/marker_regression.py1
-rw-r--r--wqflask/wqflask/marker_regression/marker_regression_gn1.py2
-rw-r--r--wqflask/wqflask/marker_regression/qtlreaper_mapping.py17
-rw-r--r--wqflask/wqflask/static/dbdoc/TODO.md1
-rw-r--r--wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2.js130
-rw-r--r--wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2_sr.js137
-rw-r--r--wqflask/wqflask/static/new/javascript/get_covariates_from_collection.js5
-rw-r--r--wqflask/wqflask/static/new/javascript/show_trait.js3
-rw-r--r--wqflask/wqflask/templates/collections/list.html12
-rw-r--r--wqflask/wqflask/templates/corr_scatterplot.html176
-rw-r--r--wqflask/wqflask/templates/correlation_matrix.html3
-rw-r--r--wqflask/wqflask/templates/correlation_page.html28
-rw-r--r--wqflask/wqflask/templates/empty_collection.html15
-rw-r--r--wqflask/wqflask/templates/show_trait_calculate_correlations.html106
-rw-r--r--wqflask/wqflask/templates/show_trait_mapping_tools.html232
-rw-r--r--wqflask/wqflask/views.py4
21 files changed, 476 insertions, 512 deletions
diff --git a/bin/genenetwork2 b/bin/genenetwork2
index b9e0a02b..3f06e7f9 100755
--- a/bin/genenetwork2
+++ b/bin/genenetwork2
@@ -129,8 +129,8 @@ else
         export GEMMA_WRAPPER_COMMAND="$GN2_PROFILE/bin/gemma-wrapper"
     fi
     while IFS=":" read -ra PPATH; do
-	for PPart in "${PPATH[@]}"; do
-	    if [ ! -d $PPart ] ; then echo "PYTHONPATH not valid "$PYTHONPATH ; exit 1 ; fi
+	for PPART in "${PPATH[@]}"; do
+	    if [ ! -d $PPART ] ; then echo "$PPART in PYTHONPATH not valid $PYTHONPATH" ; exit 1 ; fi
 	done
     done <<< "$PYTHONPATH"
     if [ ! -d $R_LIBS_SITE ] ; then echo "R_LIBS_SITE not valid "$R_LIBS_SITE ; exit 1 ; fi
diff --git a/wqflask/wqflask/collect.py b/wqflask/wqflask/collect.py
index 2f6c3a96..0f72b29d 100644
--- a/wqflask/wqflask/collect.py
+++ b/wqflask/wqflask/collect.py
@@ -349,8 +349,11 @@ def delete_collection():
             db_session.delete(uc)
             db_session.commit()
     else:
-        collection_name = params['collection_name']
-        user_manager.AnonUser().delete_collection(collection_name)
+        if "collection_name" in params:
+            collection_name = params['collection_name']
+        else:
+            for this_collection in params['uc_id'].split(":"):
+                user_manager.AnonUser().delete_collection(this_collection)
 
     flash("We've deleted the collection: {}.".format(collection_name), "alert-info")
 
diff --git a/wqflask/wqflask/correlation/show_corr_results.py b/wqflask/wqflask/correlation/show_corr_results.py
index 3d1c0d17..9b048346 100644
--- a/wqflask/wqflask/correlation/show_corr_results.py
+++ b/wqflask/wqflask/correlation/show_corr_results.py
@@ -32,6 +32,7 @@ import pp
 import math
 import collections
 import resource
+import json
 
 import scipy
 
@@ -51,6 +52,7 @@ import utility.webqtlUtil #this is for parallel computing only.
 from wqflask.correlation import correlation_functions
 from utility.benchmark import Bench
 import utility.webqtlUtil
+from wqflask import user_manager
 
 from MySQLdb import escape_string as escape
 
@@ -248,7 +250,7 @@ class CorrelationResults(object):
                         else:
                             self.this_trait_vals.append("None")
                     num_overlap = len(self.this_trait_vals)
-
+                    logger.debug("DOING PARALLEL")
                     self.do_parallel_correlation(db_filename, num_overlap)
                 else:
                     for trait, values in self.target_dataset.trait_data.iteritems():
@@ -335,6 +337,7 @@ class CorrelationResults(object):
 
             #print("self.correlation_results: ", pf(self.correlation_results))
 
+        self.json_results = generate_corr_json(self.correlation_results, self.this_trait, self.dataset, self.target_dataset)
 
         #XZ, 09/18/2008: get all information about the user selected database.
         #target_db_name = fd.corr_dataset
@@ -1195,6 +1198,17 @@ class CorrelationResults(object):
             import math
             import reaper
 
+            def cmpOrder2(A,B):
+                try:
+                    if A[-1] < B[-1]:
+                        return -1
+                    elif A[-1] == B[-1]:
+                        return 0
+                    else:
+                        return 1
+                except:
+                    return 0
+
             def calCorrelation(dbdata,userdata,N):
                 X = []
                 Y = []
@@ -1420,3 +1434,61 @@ class CorrelationResults(object):
         # for one_result in results:
             # for one_traitinfo in one_result:
                 # allcorrelations.append( one_traitinfo )
+
+def generate_corr_json(corr_results, this_trait, dataset, target_dataset):
+    results_list = []
+    for i, trait in enumerate(corr_results):
+        results_dict = {}
+        results_dict['checkbox'] = "<INPUT TYPE='checkbox' NAME='searchResult' class='checkbox trait_checkbox' style='padding-right: 0px;' VALUE='" + user_manager.data_hmac('{}:{}'.format(trait.name, trait.dataset.name)) + "'>"
+        results_dict['index'] = i + 1
+        results_dict['trait_id'] = "<a href='/show_trait?trait_id="+str(trait.name)+"&dataset="+str(dataset.name)+"'>"+str(trait.name)+"</a>"
+        if target_dataset.type == "ProbeSet":
+            results_dict['symbol'] = trait.symbol
+            results_dict['description'] = trait.description_display
+            results_dict['location'] = trait.location_repr
+            results_dict['mean'] = float(trait.mean)
+            if trait.LRS_score_repr != "N/A":
+                results_dict['lrs_score'] = "%.1f" % float(trait.LRS_score_repr)
+            else:
+                results_dict['lrs_score'] = "N/A"
+            results_dict['lrs_location'] = trait.LRS_location_repr
+            if trait.additive != "":
+                results_dict['additive'] = "%0.3f" % float(trait.additive)
+            else:
+                results_dict['additive'] = "N/A"
+            results_dict['sample_r'] = "<a target='_blank' href='corr_scatter_plot?dataset_1=" + str(dataset.name) + "&dataset_2=" + str(trait.dataset.name) + "&trait_1=" + str(this_trait.name) + "&trait_2=" + str(trait.name) + "'>" + "%0.3f" % float(trait.sample_r) + "</a>"
+            results_dict['num_overlap'] = trait.num_overlap
+            results_dict['sample_p'] = "%0.3e" % float(trait.sample_p)
+            if trait.lit_corr == "" or trait.lit_corr == 0:
+                results_dict['lit_corr'] = "--"
+            else:
+                results_dict['lit_corr'] = "%0.3f" % float(trait.lit_corr)
+            if trait.tissue_corr == "" or trait.tissue_corr == 0:
+                results_dict['tissue_corr'] = "--"
+            else:
+                results_dict['tissue_corr'] = "%0.3f" % float(trait.tissue_corr)
+        elif target_dataset.type == "Publish":
+            results_dict['description'] = trait.description_display
+            results_dict['authors'] = trait.authors
+            if trait.pubmed_id:
+                results_dict['pubmed'] = "<a href='" + trait.pubmed_link + "'> " + trait.pubmed_text + "</a>"
+            else:
+                results_dict['pubmed'] = "N/A"
+            results_dict['lrs_score'] = trait.LRS_score_repr
+            results_dict['lrs_location'] = trait.LRS_location_repr
+            if trait.additive != "":
+                results_dict['additive'] = "%0.3f" % float(trait.additive)
+            else:
+                results_dict['additive'] = "N/A"
+            results_dict['sample_r'] = "<a target='_blank' href='corr_scatter_plot?dataset_1=" + str(dataset.name) + "&dataset_2=" + str(trait.dataset.name) + "&trait_1=" + str(this_trait.name) + "&trait_2=" + str(trait.name) + "'>" + "%0.3f" % trait.sample_r + "</a>"
+            results_dict['num_overlap'] = trait.num_overlap
+            results_dict['sample_p'] = "%0.3e" % float(trait.sample_p)
+        else:
+            results_dict['lrs_location'] = trait.LRS_location_repr
+            results_dict['sample_r'] = "<a target='_blank' href='corr_scatter_plot?dataset_1=" + str(dataset.name) + "&dataset_2=" + str(trait.dataset.name) + "&trait_1=" + str(this_trait.name) + "&trait_2=" + str(trait.name) + "'>" + "%0.3f" % float(trait.sample_r) + "</a>"
+            results_dict['num_overlap'] = trait.num_overlap
+            results_dict['sample_p'] = "%0.3e" % float(trait.sample_p)
+
+        results_list.append(results_dict)
+
+    return json.dumps(results_list)
diff --git a/wqflask/wqflask/correlation_matrix/show_corr_matrix.py b/wqflask/wqflask/correlation_matrix/show_corr_matrix.py
index b34beb7b..077386a3 100644
--- a/wqflask/wqflask/correlation_matrix/show_corr_matrix.py
+++ b/wqflask/wqflask/correlation_matrix/show_corr_matrix.py
@@ -173,9 +173,12 @@ class CorrelationMatrix(object):
             for sample in self.all_sample_list:
                 groups.append(1)
 
-            pca = self.calculate_pca(range(len(self.traits)), corr_eigen_value, corr_eigen_vectors)
-
-            self.loadings_array = self.process_loadings()
+            try:
+                self.pca_works = "True"
+                pca = self.calculate_pca(range(len(self.traits)), corr_eigen_value, corr_eigen_vectors)
+                self.loadings_array = self.process_loadings()
+            except:
+                self.pca_works = "False"
 
             self.js_data = dict(traits = [trait.name for trait in self.traits],
                                 groups = groups,
diff --git a/wqflask/wqflask/marker_regression/gemma_mapping.py b/wqflask/wqflask/marker_regression/gemma_mapping.py
index 68920130..7563eb2c 100644
--- a/wqflask/wqflask/marker_regression/gemma_mapping.py
+++ b/wqflask/wqflask/marker_regression/gemma_mapping.py
@@ -3,7 +3,7 @@ import os, math, string, random, json
 from base import webqtlConfig
 from base.trait import GeneralTrait
 from base.data_set import create_dataset
-from utility.tools import flat_files, GEMMA_COMMAND, GEMMA_WRAPPER_COMMAND, TEMPDIR, assert_bin, assert_file
+from utility.tools import flat_files, GEMMA_COMMAND, GEMMA_WRAPPER_COMMAND, TEMPDIR
 
 import utility.logger
 logger = utility.logger.getLogger(__name__ )
@@ -11,7 +11,6 @@ logger = utility.logger.getLogger(__name__ )
 def run_gemma(this_dataset, samples, vals, covariates, method, use_loco):
     """Generates p-values for each marker using GEMMA"""
 
-    assert_bin(GEMMA_COMMAND);
     if this_dataset.group.genofile != None:
         genofile_name = this_dataset.group.genofile[:-5]
     else:
@@ -193,7 +192,7 @@ def parse_gemma_output(genofile_name):
                 # if marker['chr'] != previous_chr:
                     # previous_chr = marker['chr']
                 marker['Mb'] = float(line.split("\t")[2]) / 1000000
-                marker['p_value'] = float(line.split("\t")[10])
+                marker['p_value'] = float(line.split("\t")[11])
                 if math.isnan(marker['p_value']) or (marker['p_value'] <= 0):
                     marker['lod_score'] = 0
                     #marker['lrs_value'] = 0
@@ -203,20 +202,15 @@ def parse_gemma_output(genofile_name):
                 marker_obs.append(marker)
 
                 included_markers.append(line.split("\t")[1])
-                p_values.append(float(line.split("\t")[10]))
+                p_values.append(float(line.split("\t")[11]))
 
     return marker_obs
 
 def parse_loco_output(this_dataset, gwa_output_filename):
 
     output_filelist = []
-    jsonfn = "{}/gn2/".format(TEMPDIR) + gwa_output_filename + ".json"
-    assert_file(jsonfn)
-    try:
-        with open(jsonfn) as data_file:
-            data = json.load(data_file)
-    except:
-        logger.error("Can not parse "+jsonfn)
+    with open("{}/gn2/".format(TEMPDIR) + gwa_output_filename + ".json") as data_file:
+       data = json.load(data_file)
 
     files = data['files']
     for file in files:
@@ -241,7 +235,7 @@ def parse_loco_output(this_dataset, gwa_output_filename):
                     else:
                         marker['chr'] = line.split("\t")[0]
                     marker['Mb'] = float(line.split("\t")[2]) / 1000000
-                    marker['p_value'] = float(line.split("\t")[10])
+                    marker['p_value'] = float(line.split("\t")[11])
                     if math.isnan(marker['p_value']) or (marker['p_value'] <= 0):
                         marker['lod_score'] = 0
                         #marker['lrs_value'] = 0
@@ -251,6 +245,6 @@ def parse_loco_output(this_dataset, gwa_output_filename):
                     marker_obs.append(marker)
 
                     included_markers.append(line.split("\t")[1])
-                    p_values.append(float(line.split("\t")[10]))
+                    p_values.append(float(line.split("\t")[11]))
 
-    return marker_obs
+    return marker_obs
\ No newline at end of file
diff --git a/wqflask/wqflask/marker_regression/marker_regression.py b/wqflask/wqflask/marker_regression/marker_regression.py
index c189fb96..3ec61e55 100644
--- a/wqflask/wqflask/marker_regression/marker_regression.py
+++ b/wqflask/wqflask/marker_regression/marker_regression.py
@@ -228,6 +228,7 @@ class MarkerRegression(object):
             results, self.json_data, self.perm_output, self.suggestive, self.significant, self.bootstrap_results = qtlreaper_mapping.gen_reaper_results(self.this_trait,
                                                                                                                                                         self.dataset,
                                                                                                                                                         self.samples,
+                                                                                                                                                        self.vals,
                                                                                                                                                         self.json_data,
                                                                                                                                                         self.num_perm,
                                                                                                                                                         self.bootCheck,
diff --git a/wqflask/wqflask/marker_regression/marker_regression_gn1.py b/wqflask/wqflask/marker_regression/marker_regression_gn1.py
index 211cf187..66884b0c 100644
--- a/wqflask/wqflask/marker_regression/marker_regression_gn1.py
+++ b/wqflask/wqflask/marker_regression/marker_regression_gn1.py
@@ -1204,6 +1204,8 @@ class MarkerRegression(object):
         else:
             if self.mapping_method == "gemma" or self.mapping_method == "gemma_bimbam":
                 string2 = 'Using GEMMA mapping method with no control for other QTLs.'
+                if self.covariates != "":
+                    string3 = 'Using following traits as covariates: ' + self.covariates
             elif self.mapping_method == "rqtl_plink" or self.mapping_method == "rqtl_geno":
                 string2 = 'Using R/qtl mapping method with no control for other QTLs.'
             elif self.mapping_method == "plink":
diff --git a/wqflask/wqflask/marker_regression/qtlreaper_mapping.py b/wqflask/wqflask/marker_regression/qtlreaper_mapping.py
index 50228b5e..6b58190f 100644
--- a/wqflask/wqflask/marker_regression/qtlreaper_mapping.py
+++ b/wqflask/wqflask/marker_regression/qtlreaper_mapping.py
@@ -1,17 +1,20 @@
-def gen_reaper_results(this_trait, dataset, samples_before, json_data, num_perm, bootCheck, num_bootstrap, do_control, control_marker, manhattan_plot):
+import utility.logger
+logger = utility.logger.getLogger(__name__ )
+
+def gen_reaper_results(this_trait, dataset, samples_before, trait_vals, json_data, num_perm, bootCheck, num_bootstrap, do_control, control_marker, manhattan_plot):
     genotype = dataset.group.read_genotype_file()
 
     if manhattan_plot != True:
         genotype = genotype.addinterval()
 
-    samples, values, variances, sample_aliases = this_trait.export_informative()
-
     trimmed_samples = []
     trimmed_values = []
-    for i in range(0, len(samples)):
-        if this_trait.data[samples[i]].name in samples_before:
-            trimmed_samples.append(samples[i])
-            trimmed_values.append(values[i])
+    for i in range(0, len(samples_before)):
+        try:
+            trimmed_values.append(float(trait_vals[i]))
+            trimmed_samples.append(samples_before[i])
+        except:
+            pass
 
     perm_output = []
     bootstrap_results = []
diff --git a/wqflask/wqflask/static/dbdoc/TODO.md b/wqflask/wqflask/static/dbdoc/TODO.md
new file mode 100644
index 00000000..c0a8bab7
--- /dev/null
+++ b/wqflask/wqflask/static/dbdoc/TODO.md
@@ -0,0 +1 @@
+TODO: Add all database documentation into this folder
diff --git a/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2.js b/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2.js
index 43ac6086..bf0a14e6 100644
--- a/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2.js
+++ b/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2.js
@@ -1,6 +1,7 @@
 var chart;
+var srchart;
 
-function drawg () {
+function drawg() {
     //
     chart = nv.models.scatterChart();
     //
@@ -27,11 +28,45 @@ function drawg () {
     chart.yAxis.tickFormat(d3.format(checkformat(yrange)));
     //
     chart.tooltip.contentGenerator(function (obj) {
-        // return '<b style="font-size: 18px">(' + obj.point.x + ', ' + obj.point.y + ')</b>';
-        return '<b style="font-size: 18px">' + obj.point.name + '</b>';
+        return tiptext(obj);
     });
 }
 
+function srdrawg() {
+    //
+    srchart = nv.models.scatterChart();
+    //
+    srchart.showLegend(false);
+    srchart.duration(300);
+    srchart.color(d3.scale.category10().range());
+    srchart.pointRange([0, 400]);
+    srchart.pointDomain([0, 10]);
+    //
+    srchart.xAxis.axisLabel(js_data.trait_1);
+    srchart.xAxis.axisLabelDistance(11);
+    srchart.yAxis.axisLabel(js_data.trait_2);
+    srchart.yAxis.axisLabelDistance(11);
+    //
+    xmin = d3.min(js_data.rdata[0]);
+    xmax = d3.max(js_data.rdata[0]);
+    xrange = xmax - xmin;
+    ymin = d3.min(js_data.rdata[1]);
+    ymax = d3.max(js_data.rdata[1]);
+    yrange = ymax - ymin;
+    srchart.xDomain([0, xmax + xrange/10]);
+    srchart.yDomain([0, ymax + yrange/10]);
+    srchart.xAxis.tickFormat(d3.format(checkformat(xrange)));
+    srchart.yAxis.tickFormat(d3.format(checkformat(yrange)));
+    //
+    srchart.tooltip.contentGenerator(function (obj) {
+        return tiptext(obj);
+    });
+}
+
+function tiptext(obj) {
+    return '<b style="font-size: 18px">' + obj.point.name + " (" + obj.point.x + ', ' + obj.point.y + ')</b>';
+}
+
 function getdata(size, shape) {
     var data = [];
     data.push({
@@ -50,6 +85,25 @@ function getdata(size, shape) {
     }
     return data;
 }
+
+function srgetdata(size, shape) {
+    var data = [];
+    data.push({
+            values: [],
+            slope: js_data.srslope,
+            intercept: js_data.srintercept
+        });
+    for (j = 0; j < js_data.rdata[0].length; j++) {
+        data[0].values.push({
+            x: js_data.rdata[0][j],
+            y: js_data.rdata[1][j],
+            name: js_data.indIDs[j],
+            size: size,
+            shape: shape
+        });
+    }
+    return data;
+}
     
 function checkformat(range) {
     cell = range / 10.0;
@@ -64,50 +118,47 @@ function checkformat(range) {
 
 function chartupdate() {
     //
-    var axisxcolor = $("#axisxcolor").val();
-    $(".nvd3 .nv-axis.nv-x text").css("fill", axisxcolor);
+    var labelcolor = $("#labelcolor").val();
+    $(".nvd3 .nv-axis.nv-x text").css("fill", labelcolor);
+    $(".nvd3 .nv-axis.nv-y text").css("fill", labelcolor);
     //
-    var axisycolor = $("#axisycolor").val();
-    $(".nvd3 .nv-axis.nv-y text").css("fill", axisycolor);
+    var labelfont = $("#labelfont").val();
+    $(".nvd3 .nv-axis.nv-x text").css("font-size", labelfont);
+    $(".nvd3 .nv-axis.nv-y text").css("font-size", labelfont);
     //
-    var axisxfont = $("#axisxfont").val();
-    $(".nvd3 .nv-axis.nv-x text").css("font-size", axisxfont);
+    var numbercolor = $("#numbercolor").val();
+    $("g.tick text").css("fill", numbercolor);
     //
-    var axisyfont = $("#axisyfont").val();
-    $(".nvd3 .nv-axis.nv-y text").css("font-size", axisyfont);
+    var numberfont = $("#numberfont").val();
+    $("g.tick text").css("font-size", numberfont);
     //
-    var domainxcolor = $("#domainxcolor").val();
-    $(".nv-x .nv-axis g path.domain").css("stroke", domainxcolor);
-    //
-    var domainycolor = $("#domainycolor").val();
-    $(".nv-y .nv-axis g path.domain").css("stroke", domainycolor);
-    //
-    var domainxwidth = $("#domainxwidth").val();
-    $(".nv-x .nv-axis g path.domain").css("stroke-width", domainxwidth);
+    var axiscolor = $("#axiscolor").val();
+    $(".nv-x .nv-axis g path.domain").css("stroke", axiscolor);
+    $(".nv-y .nv-axis g path.domain").css("stroke", axiscolor);
     //
-    var domainywidth = $("#domainywidth").val();
-    $(".nv-y .nv-axis g path.domain").css("stroke-width", domainywidth);
+    var axiswidth = $("#axiswidth").val();
+    $(".nv-x .nv-axis g path.domain").css("stroke-width", axiswidth);
+    $(".nv-y .nv-axis g path.domain").css("stroke-width", axiswidth);
     //
-    var clinecolor = $("#clinecolor").val();
-    $("line.nv-regLine").css("stroke", clinecolor);
+    var linecolor = $("#linecolor").val();
+    $("line.nv-regLine").css("stroke", linecolor);
     //
-    var clinewidth = $("#clinewidth").val();
-    $("line.nv-regLine").css("stroke-width", clinewidth);
+    var linewidth = $("#linewidth").val();
+    $("line.nv-regLine").css("stroke-width", linewidth);
     //
-    var axiscolor = $("#axiscolor").val();
-    $(".tick").css("stroke", axiscolor);
-    //
-    var axiswidth = $("#axiswidth").val();
-    $("line.nv-regLine").css("stroke-width", axiswidth); 
+    var markcolor = $("#markcolor").val();
+    $(".nvd3 g path").css("fill", markcolor);
 }
 
 function chartupdatewh() {
     //
     var width = $("#width").val();
     $("#scatterplot2 svg").css("width", width);
+    $("#srscatterplot2 svg").css("width", width);
     //
     var height = $("#height").val();
     $("#scatterplot2 svg").css("height", height);
+    $("#srscatterplot2 svg").css("height", height);
     //
     window.dispatchEvent(new Event('resize'));
 }
@@ -118,7 +169,9 @@ function chartupdatedata() {
     var shape = $("#markshape").val();
     //
     d3.select('#scatterplot2 svg').datum(nv.log(getdata(size, shape))).call(chart);
+    d3.select('#srscatterplot2 svg').datum(nv.log(srgetdata(size, shape))).call(srchart);
     nv.utils.windowResize(chart.update);
+    nv.utils.windowResize(srchart.update);
 }
 
 function savesvg(svgEl, name) {
@@ -140,10 +193,14 @@ function saveassvg_pcs() {
     savesvg($("#svg_pcs")[0], "Pearson Correlation Scatterplot.svg");
 }
 
+function saveassvg_srcs() {
+    savesvg($("#svg_srcs")[0], "Spearman Rank Correlation Scatterplot.svg");
+}
+
 drawg();
-chartupdate();
-chartupdatewh();
-chartupdatedata();
+srdrawg();
+
+
 
 $(".chartupdate").change(function () {
     chartupdate();
@@ -156,3 +213,10 @@ $(".chartupdatewh").change(function () {
 $(".chartupdatedata").change(function () {
     chartupdatedata();
 });
+
+$(document).ready(function(){
+    //chartupdate();
+//chartupdatewh();
+chartupdatedata();
+//chartupdate();
+});
\ No newline at end of file
diff --git a/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2_sr.js b/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2_sr.js
deleted file mode 100644
index d0392dd7..00000000
--- a/wqflask/wqflask/static/new/javascript/draw_corr_scatterplot-2_sr.js
+++ /dev/null
@@ -1,137 +0,0 @@
-var srchart;
-
-function srdrawg () {
-    //
-    srchart = nv.models.scatterChart();
-    //
-    srchart.showLegend(false);
-    srchart.duration(300);
-    srchart.color(d3.scale.category10().range());
-    srchart.pointRange([0, 400]);
-    srchart.pointDomain([0, 10]);
-    //
-    srchart.xAxis.axisLabel(js_data.trait_1);
-    srchart.xAxis.axisLabelDistance(11);
-    srchart.yAxis.axisLabel(js_data.trait_2);
-    srchart.yAxis.axisLabelDistance(11);
-    //
-    xmin = d3.min(js_data.rdata[0]);
-    xmax = d3.max(js_data.rdata[0]);
-    xrange = xmax - xmin;
-    ymin = d3.min(js_data.rdata[1]);
-    ymax = d3.max(js_data.rdata[1]);
-    yrange = ymax - ymin;
-    srchart.xDomain([0, xmax + xrange/10]);
-    srchart.yDomain([0, ymax + yrange/10]);
-    srchart.xAxis.tickFormat(d3.format(srcheckformat(xrange)));
-    srchart.yAxis.tickFormat(d3.format(srcheckformat(yrange)));
-    //
-    srchart.tooltip.contentGenerator(function (obj) {
-        // return '<b style="font-size: 18px">(' + obj.point.x + ', ' + obj.point.y + ')</b>';
-        return '<b style="font-size: 18px">' + obj.point.name + '</b>';
-    });
-}
-
-function srgetdata(size, shape) {
-    var data = [];
-    data.push({
-            values: [],
-            slope: js_data.srslope,
-            intercept: js_data.srintercept
-        });
-    for (j = 0; j < js_data.rdata[0].length; j++) {
-        data[0].values.push({
-            x: js_data.rdata[0][j],
-            y: js_data.rdata[1][j],
-            name: js_data.indIDs[j],
-            size: size,
-            shape: shape
-        });
-    }
-    return data;
-}
-    
-function srcheckformat(range) {
-    cell = range / 10.0;
-    if (cell >= 1) {
-        return ",r";
-    } else {
-        cell = -Math.log(cell);
-        n = cell.toString().split(".")[0].length;
-        return ",.0" + n + "f";
-    }
-}
-
-function srchartupdate() {
-    //
-    var axisxcolor = $("#axisxcolor").val();
-    $(".nvd3 .nv-axis.nv-x text").css("fill", axisxcolor);
-    //
-    var axisycolor = $("#axisycolor").val();
-    $(".nvd3 .nv-axis.nv-y text").css("fill", axisycolor);
-    //
-    var axisxfont = $("#axisxfont").val();
-    $(".nvd3 .nv-axis.nv-x text").css("font-size", axisxfont);
-    //
-    var axisyfont = $("#axisyfont").val();
-    $(".nvd3 .nv-axis.nv-y text").css("font-size", axisyfont);
-    //
-    var domainxcolor = $("#domainxcolor").val();
-    $(".nv-x .nv-axis g path.domain").css("stroke", domainxcolor);
-    //
-    var domainycolor = $("#domainycolor").val();
-    $(".nv-y .nv-axis g path.domain").css("stroke", domainycolor);
-    //
-    var domainxwidth = $("#domainxwidth").val();
-    $(".nv-x .nv-axis g path.domain").css("stroke-width", domainxwidth);
-    //
-    var domainywidth = $("#domainywidth").val();
-    $(".nv-y .nv-axis g path.domain").css("stroke-width", domainywidth);
-    //
-    var clinecolor = $("#clinecolor").val();
-    $("line.nv-regLine").css("stroke", clinecolor);
-    //
-    var clinewidth = $("#clinewidth").val();
-    $("line.nv-regLine").css("stroke-width", clinewidth);
-}
-
-function srchartupdatewh() {
-    //
-    var width = $("#srwidth").val();
-    $("#srscatterplot2 svg").css("width", width);
-    //
-    var height = $("#srheight").val();
-    $("#srscatterplot2 svg").css("height", height);
-    //
-    window.dispatchEvent(new Event('resize'));
-}
-
-function srchartupdatedata() {
-    //
-    var size = $("#srmarksize").val();
-    var shape = $("#srmarkshape").val();
-    //
-    d3.select('#srscatterplot2 svg').datum(nv.log(srgetdata(size, shape))).call(srchart);
-    nv.utils.windowResize(srchart.update);
-}
-
-function saveassvg_srcs() {
-    savesvg($("#svg_srcs")[0], "Spearman Rank Correlation Scatterplot.svg");
-}
-
-srdrawg();
-srchartupdate();
-srchartupdatewh();
-srchartupdatedata();
-
-$(".srchartupdate").change(function () {
-    srchartupdate();
-});
-
-$(".srchartupdatewh").change(function () {
-    srchartupdatewh();
-});
-
-$(".srchartupdatedata").change(function () {
-    srchartupdatedata();
-});
diff --git a/wqflask/wqflask/static/new/javascript/get_covariates_from_collection.js b/wqflask/wqflask/static/new/javascript/get_covariates_from_collection.js
index 92e2b13b..f2e694d8 100644
--- a/wqflask/wqflask/static/new/javascript/get_covariates_from_collection.js
+++ b/wqflask/wqflask/static/new/javascript/get_covariates_from_collection.js
@@ -24,6 +24,7 @@ collection_click = function() {
 
 submit_click = function() {
   var covariates_string = "";
+  var covariates_display_string = "";
   $('#collections_holder').find('input[type=checkbox]:checked').each(function() {
     var this_dataset, this_trait;
     this_trait = $(this).parents('tr').find('.trait').text();
@@ -31,12 +32,15 @@ submit_click = function() {
     this_dataset = $(this).parents('tr').find('.dataset').text();
     console.log("this_dataset is:", this_dataset);
     covariates_string += this_trait + ":" + this_dataset + ","
+    covariates_display_string += this_trait + "\n"
   });
   // Trim the last comma
   covariates_string = covariates_string.substring(0, covariates_string.length - 1)
+  //covariates_display_string = covariates_display_string.substring(0, covariates_display_string.length - 2)
   console.log("COVARIATES:", covariates_string)
 
   $("input[name=covariates]").val(covariates_string)
+  $(".selected_covariates").val(covariates_display_string)
 
   return $.colorbox.close();
 };
@@ -46,6 +50,7 @@ trait_click = function() {
   trait = $(this).parent().find('.trait').text();
   dataset = $(this).parent().find('.dataset').text();
   $("input[name=covariates]").val(trait + ":" + dataset)
+  $(".selected_covariates").text(trait)
   return $.colorbox.close();
 };
 
diff --git a/wqflask/wqflask/static/new/javascript/show_trait.js b/wqflask/wqflask/static/new/javascript/show_trait.js
index 099d8010..df10c060 100644
--- a/wqflask/wqflask/static/new/javascript/show_trait.js
+++ b/wqflask/wqflask/static/new/javascript/show_trait.js
@@ -88,7 +88,8 @@
       };
     })(this));
     $("#remove_covariates").click(function () {
-        $("input[name=covariates]").val("") 
+        $("input[name=covariates]").val("")
+        $(".selected_covariates").val("")
     });
     d3.select("#clear_compare_trait").on("click", (function(_this) {
       return function() {
diff --git a/wqflask/wqflask/templates/collections/list.html b/wqflask/wqflask/templates/collections/list.html
index ad72052e..e7f3229b 100644
--- a/wqflask/wqflask/templates/collections/list.html
+++ b/wqflask/wqflask/templates/collections/list.html
@@ -26,13 +26,13 @@
             {% endif %}
         </div>
         <div>
-          <form id="collections_form" action="/delete" method="post">
-            <input type="hidden" name="uc_id" id="uc_id" value="" />
-          </form>
+            <form id="collections_form" action="/delete" method="post">
+              <input type="hidden" name="uc_id" id="uc_id" value="" />
+            </form>
             <button class="btn btn-default" id="select_all"><span class="glyphicon glyphicon-ok"></span> Select All</button>
             <button class="btn btn-default" id="deselect_all"><span class="glyphicon glyphicon-remove"></span> Deselect All</button>
             <button class="btn btn-default" id="invert"><span class="glyphicon glyphicon-resize-vertical"></span> Invert</button>
-            <button class="btn btn-danger" id="remove_collections" data-url="/collections/delete">Remove Collections</button> 
+            <button class="btn btn-danger" id="remove_collections" data-url="/collections/delete">Remove Collections</button>
         </div>
         <br>
         <div id="collections_list" style="width:50%;">
@@ -51,7 +51,11 @@
             <tbody>
             {% for uc in collections %}
                 <tr class="collection_line">
+                    {% if g.user_session.user_ob %}
                     <td style="padding-left: 8px; padding-right: 0px; padding-top: 4px; align: center;"><INPUT TYPE="checkbox" NAME="collection" class="checkbox trait_checkbox" VALUE="{{ uc.id }}"></td>
+                    {% else %}
+                    <td style="padding-left: 8px; padding-right: 0px; padding-top: 4px; align: center;"><INPUT TYPE="checkbox" NAME="collection" class="checkbox trait_checkbox" VALUE="{{ uc.name }}"></td>
+                    {% endif %}
                     <td align="right">{{ loop.index }}
                     {% if g.user_session.user_ob %}
                     <td><a class="collection_name" href="{{ url_for('view_collection', uc_id=uc.id) }}">{{ uc.name }}</a></td>
diff --git a/wqflask/wqflask/templates/corr_scatterplot.html b/wqflask/wqflask/templates/corr_scatterplot.html
index fb2bd55c..bb509270 100644
--- a/wqflask/wqflask/templates/corr_scatterplot.html
+++ b/wqflask/wqflask/templates/corr_scatterplot.html
@@ -75,72 +75,16 @@
 

 <table class="table">

 	<tr>

-    

-        <td>Axis X Color</td>

-		<td><input class="chartupdate" id="axisxcolor" type="color" value="#000000"></td>

-        

-        <td>Axis X Font</td>

-		<td><input class="chartupdate" id="axisxfont" type="text" value="16" style="width: 44px;"> px</td>

-        

-        <td>Domain X Color</td>

-		<td><input class="chartupdate" id="domainxcolor" type="color" value="#000000"></td>

-        

-        <td>Domain X Width</td>

-		<td><input class="chartupdate" id="domainxwidth" type="text" value="2" style="width: 44px;"> px</td>

-        

-        <td>Correlation Line Color</td>

-		<td><input class="chartupdate" id="clinecolor" type="color" value="#000000"></td>

-        

-        <td>Axis Line Color</td>

-		<td><input class="chartupdate" id="axiscolor" type="color" value="#000000"></td>

-        

-	</tr>

-	<tr>

-    

-        <td>Axis Y Color</td>

-		<td><input class="chartupdate" id="axisycolor" type="color" value="#000000"></td>

-        

-        <td>Axis Y Font</td>

-		<td><input class="chartupdate" id="axisyfont" type="text" value="16" style="width: 44px;"> px</td>

-        

-        <td>Domain Y Color</td>

-		<td><input class="chartupdate" id="domainycolor" type="color" value="#000000"></td>

-        

-        <td>Domain Y Width</td>

-		<td><input class="chartupdate" id="domainywidth" type="text" value="2" style="width: 44px;"> px</td>

-        

-        <td>Correlation Line Width</td>

-		<td><input class="chartupdate" id="clinewidth" type="text" value="1" style="width: 44px;"> px</td>

-        

-        <td>Axis Line Width</td>

-		<td><input class="chartupdate" id="axiswidth" type="text" value="1" style="width: 44px;"> px</td>

-        

-	</tr>

+        <td style="vertical-align: middle;">Width <input class="chartupdatewh" id="width" type="text" value="1000" style="width: 44px; height: 22px;"> px</td>

+        <td style="vertical-align: middle;">Height <input class="chartupdatewh" id="height" type="text" value="800" style="width: 44px; height: 22px;"> px</td>

+    </tr>

 </table>

 

-<br>

-

-<ul class="nav nav-tabs">

-    <li class="active"><a href="#tp1" data-toggle="tab">Pearson</a></li>

-    <li>               <a href="#tp2" data-toggle="tab">Spearman Rank</a></li>

-</ul>

-

-<div class="tab-content">

-    <div class="tab-pane active" id="tp1">

-

-<br>

 <table class="table">

-	<tr>

-    

-        <td>Width</td>

-		<td><input class="chartupdatewh" id="width" type="text" value="1000" style="width: 44px;"> px</td>

-    

-        <td>Height</td>

-		<td><input class="chartupdatewh" id="height" type="text" value="800" style="width: 44px;"> px</td>

-        

-		<td>Size</td>

-		<td>

-            <select class="chartupdatedata" id="marksize" style="width: 100px;">

+    <tr>

+		<td style="vertical-align: middle;">Mark

+            <input class="chartupdate" id="markcolor" type="color" value="#8fbbda">

+            <select class="chartupdatedata" id="marksize" style="width: 44px; height: 22px;">

                 <option value="0">0</option>

                 <option value="1">1</option>

                 <option value="2">2</option>

@@ -152,12 +96,12 @@
                 <option value="8">8</option>

                 <option value="9">9</option>

                 <option value="10">10</option>

+                <option value="15">15</option>

+                <option value="20">20</option>

+                <option value="25">25</option>

+                <option value="30">30</option>

             </select>

-        </td>

-	

-		<td>Shape</td>

-		<td>

-            <select class="chartupdatedata" id="markshape" style="width: 100px;">

+            <select class="chartupdatedata" id="markshape" style="width: 100px; height: 22px;">

                 <option value="circle" selected>Circle</option>

                 <option value="cross">Cross</option>

                 <option value="triangle-up">Triangle-up</option>

@@ -166,23 +110,47 @@
                 <option value="square">Square</option>

             </select>

         </td>

-        

-	</tr>

+    </tr>

 </table>

 

-<div><a id="a_svg_pcs" href="#" onclick="javascript:saveassvg_pcs();" class="btn btn-primary">Save as SVG</a></div>

+<table class="table">    

+    <tr>

+        <td style="vertical-align: middle;">Label

+            <input class="chartupdate" id="labelcolor" type="color" value="#000000">

+            <input class="chartupdate" id="labelfont" type="text" value="16" style="width: 44px; height: 22px;"> px

+        </td>

+        <td style="vertical-align: middle;">Number

+            <input class="chartupdate" id="numbercolor" type="color" value="#000000">

+            <input class="chartupdate" id="numberfont" type="text" value="16" style="width: 44px; height: 22px;"> px

+        </td>

+        <td style="vertical-align: middle;">Axis

+            <input class="chartupdate" id="axiscolor" type="color" value="#000000">

+            <input class="chartupdate" id="axiswidth" type="text" value="2" style="width: 44px; height: 22px;"> px

+        </td>

+        <td style="vertical-align: middle;">Line

+            <input class="chartupdate" id="linecolor" type="color" value="#8fbbda">

+            <input class="chartupdate" id="linewidth" type="text" value="1" style="width: 44px; height: 22px;"> px

+        </td>

+    </tr>

+</table>

 

-<div style="width: 1000px; text-align: center;"><h2>Pearson Correlation Scatterplot</h2></div>

+<br>

 

-<div id="scatterplot2">

-	<svg id="svg_pcs" style="width: 1000px; height: 800px; margin-left: 10px;"></svg>

-</div>

+<ul class="nav nav-tabs">

+    <li class="active"><a href="#tp1" data-toggle="tab">Pearson</a></li>

+    <li>               <a href="#tp2" data-toggle="tab">Spearman Rank</a></li>

+</ul>

+

+<div class="tab-content">

+    <div class="tab-pane active" id="tp1">

 

 <br>

 

-<div class="alert alert-info" style="width: 200px; margin-left: 80px;">

-    y = {{'%0.3f' % jsdata.slope}} * x + {{'%0.3f' % jsdata.intercept}}

-</div>

+<div><a id="a_svg_pcs" href="#" onclick="javascript:saveassvg_pcs();" class="btn btn-primary">Save as SVG</a></div>

+

+<div style="width: 1000px; text-align: center;"><h2>Pearson Correlation Scatterplot</h2></div>

+

+<div id="scatterplot2"><svg id="svg_pcs" style="width: 1000px; height: 800px; margin-left: 10px;"></svg></div>

 

 <br>

 

@@ -196,6 +164,13 @@
 		<tr><td>Intercept</td>	<td>{{'%0.3f' % jsdata.intercept}}</td></tr>

 		<tr><td>r value</td>	<td>{{'%0.3f' % jsdata.r_value}}</td></tr>

    		<tr><td>P value</td>	<td>{% if jsdata.p_value < 0.001 %}{{'%0.3e' % jsdata.p_value}}{% else %}{{'%0.3f' % jsdata.p_value}}{% endif %}</td></tr>

+        <tr>

+            <td style="text-align: left;" colspan="2">

+                Regression Line

+                <br>

+                y = {{'%0.3f' % jsdata.slope}} * x + {{'%0.3f' % jsdata.intercept}}

+            </td>

+        </tr>

 	</tbody>

 </table>

 

@@ -204,54 +179,12 @@
     <div class="tab-pane" id="tp2">

     

 <br>

-<table class="table">

-	<tr>

-    

-        <td>Width</td>

-		<td><input class="srchartupdatewh" id="srwidth" type="text" value="1000" style="width: 44px;"> px</td>

-    

-        <td>Height</td>

-		<td><input class="srchartupdatewh" id="srheight" type="text" value="800" style="width: 44px;"> px</td>

-        

-		<td>Size</td>

-		<td>

-            <select class="srchartupdatedata" id="srmarksize" style="width: 100px;">

-                <option value="0">0</option>

-                <option value="1">1</option>

-                <option value="2">2</option>

-                <option value="3">3</option>

-                <option value="4">4</option>

-                <option value="5" selected>5</option>

-                <option value="6">6</option>

-                <option value="7">7</option>

-                <option value="8">8</option>

-                <option value="9">9</option>

-                <option value="10">10</option>

-            </select>

-        </td>

-    

-		<td>Shape</td>

-		<td>

-            <select class="srchartupdatedata" id="srmarkshape" style="width: 100px;">

-                <option value="circle" selected>Circle</option>

-                <option value="cross">Cross</option>

-                <option value="triangle-up">Triangle-up</option>

-                <option value="triangle-down">Triangle-down</option>

-                <option value="diamond">Diamond</option>

-                <option value="square">Square</option>

-            </select>

-        </td>

-        

-	</tr>

-</table>

 

 <div><a id="a_svg_srcs" href="#" onclick="javascript:saveassvg_srcs();" class="btn btn-primary">Save as SVG</a></div>

 

 <div style="width: 1000px; text-align: center;"><h2>Spearman Rank Correlation Scatterplot</h2></div>

 

-<div id="srscatterplot2">

-	<svg id="svg_srcs" style="width: 1000px; height: 800px; margin-left: 10px;"></svg>

-</div>

+<div id="srscatterplot2"><svg id="svg_srcs" style="width: 1000px; height: 800px; margin-left: 10px;"></svg></div>

 

 <br>

 

@@ -287,5 +220,4 @@
     <script language="javascript" type="text/javascript" src="/static/new/javascript/colorbrewer.js"></script>

     <script language="javascript" type="text/javascript" src="/static/new/javascript/panelutil.js"></script>

     <script language="javascript" type="text/javascript" src="/static/new/javascript/draw_corr_scatterplot-2.js"></script>

-    <script language="javascript" type="text/javascript" src="/static/new/javascript/draw_corr_scatterplot-2_sr.js"></script>

 {% endblock %}

diff --git a/wqflask/wqflask/templates/correlation_matrix.html b/wqflask/wqflask/templates/correlation_matrix.html
index ab793d58..d27788a8 100644
--- a/wqflask/wqflask/templates/correlation_matrix.html
+++ b/wqflask/wqflask/templates/correlation_matrix.html
@@ -61,6 +61,7 @@
 <br>
 <button class="btn btn-default" id="short_labels">Short Labels</button>
 <button class="btn btn-default" id="long_labels">Long Labels</button>
+{% if pca_works == "True" %}
 <br>
 <br>
 <h2>Factor Loadings Plot</h2>
@@ -93,7 +94,7 @@
   </tbody>
 </table>
 </div>
-
+{% endif %}
 {% endblock %}
 
 {% block js %}
diff --git a/wqflask/wqflask/templates/correlation_page.html b/wqflask/wqflask/templates/correlation_page.html
index fa9e3585..fb4e19a1 100644
--- a/wqflask/wqflask/templates/correlation_page.html
+++ b/wqflask/wqflask/templates/correlation_page.html
@@ -1,8 +1,7 @@
 {% extends "base.html" %}
 {% block css %}
+    <link rel="stylesheet" type="text/css" href="/static/new/packages/tabulator/css/tabulator.css" />
     <link rel="stylesheet" type="text/css" href="/static/new/packages/DataTables/css/jquery.dataTables.css" />
-    <link rel="stylesheet" type="text/css" href="/static/packages/DT_bootstrap/DT_bootstrap.css" />
-    <link rel="stylesheet" type="text/css" href="/static/packages/TableTools/media/css/TableTools.css" />
     <link rel="stylesheet" type="text/css" href="/static/new/packages/DataTables/extensions/buttons.bootstrap.css" />
 {% endblock %}
 {% block content %}
@@ -63,15 +62,15 @@
         </div>
 
         <div style="width: {% if target_dataset.type == "ProbeSet" %}1600px{% elif target_dataset.type == "Publish" %}1400px{% else %}800px{% endif %};">
-            <table id="trait_table" class="display dataTable nowrap" style="float: left;">
+            <table id="trait_table" class="display dataTable nowrap" style="font-size: 12px; float: left;">
                 <thead>
                     <tr>
-                        <th style="width: 30px;"></th>
+                        <th></th>
                     {% for header in target_dataset.header_fields %}
                         {% if header == 'Year' %}
                         <th>{{header}}</th>
                         {% elif header == 'Max LRS' %}
-                        <th>Max LRS<a href="http://genenetwork.org//glossary.html#L" target="_blank"><sup style="color:#f00"> ?</sup></a></th>
+                        <th>Max LRS</th>
                         {% elif header == 'Max LRS Location' %}
                         <th>{{header}}</th>
                         {% elif header == 'Location' %}
@@ -79,7 +78,7 @@
                         {% elif header == 'Mean' %}
                         <th>{{header}}</th>
                         {% elif header == 'Additive Effect' %}
-                        <th>Additive Effect<a href="http://genenetwork.org//glossary.html#A" target="_blank"><sup style="color:#f00"> ?</sup></a></th>
+                        <th>Additive Effect</th>
                         {% elif header == 'Index' %}
                         <th>{{header}}</th>
                         {% elif header == 'N' %}
@@ -91,7 +90,7 @@
                     {% if target_dataset.type == "ProbeSet" %}
                         {% if corr_method == 'pearson' %}
                         <th>Sample r</th>
-                        <th>&nbsp;&nbsp;N</th>
+                        <th>N</th>
                         <th>Sample p(r)</th>
                         <th>Lit r</th>
                         <th>Tissue r</th>
@@ -129,8 +128,8 @@
                 <tbody>
                 {% for trait in correlation_results %}
                     <tr>
-                        <td style="padding-left: 8px; padding-right: 0px; padding-top: 4px; align: center;"><INPUT TYPE="checkbox" NAME="searchResult" class="checkbox trait_checkbox" style="padding-right: 0px;" VALUE="{{ data_hmac('{}:{}'.format(trait.name, trait.dataset.name)) }}"></td>
-                        <td align="right">{{ loop.index }}</td>
+                        <td><INPUT TYPE="checkbox" NAME="searchResult" class="checkbox trait_checkbox" style="padding-right: 0px;" VALUE="{{ data_hmac('{}:{}'.format(trait.name, trait.dataset.name)) }}"></td>
+                        <td style="padding-left: 8px; padding-right: 0px; padding-top: 4px; align: center;">{{ loop.index }}</td>
                         <td>
                             <a href="{{ url_for('show_trait_page',
                                     trait_id = trait.name,
@@ -191,13 +190,15 @@
 {% block js %}  
     <script type="text/javascript" src="/static/new/javascript/search_results.js"></script>
 
+    <script language="javascript" type="text/javascript" src="/static/new/js_external/jszip.min.js"></script>
+    <script language="javascript" type="text/javascript" src="/static/packages/underscore/underscore-min.js"></script>
+
     <script language="javascript" type="text/javascript" src="/static/new/packages/DataTables/js/jquery.dataTables.js"></script>
     <script language="javascript" type="text/javascript" src="https://cdn.datatables.net/buttons/1.0.0/js/dataTables.buttons.min.js"></script>
     <script language="javascript" type="text/javascript" src="https://cdn.datatables.net/buttons/1.0.0/js/buttons.html5.min.js"></script>
     <script language="javascript" type="text/javascript" src="https://cdn.datatables.net/buttons/1.0.0/js/buttons.bootstrap.min.js"></script>
-    <script language="javascript" type="text/javascript" src="/static/new/js_external/jszip.min.js"></script>
     <script language="javascript" type="text/javascript" src="/static/new/packages/DataTables/js/dataTables.naturalSort.js"></script>
-    <script language="javascript" type="text/javascript" src="/static/packages/underscore/underscore-min.js"></script>
+
     <script type="text/javascript" charset="utf-8">
         function getValue(x) {
             if (x.indexOf('input') >= 0) {
@@ -213,7 +214,8 @@
             }
             return parseFloat(x);
         }
-            
+
+
         jQuery.fn.dataTableExt.oSort['numeric-html-asc']  = function(a,b) {
             a = Math.abs(parseFloat($(a).text()));
             b = Math.abs(parseFloat($(b).text()));
@@ -263,6 +265,8 @@
 
         $(document).ready( function () {
             
+            var table_json = {{ json_results | safe }}
+
             $('#trait_table tr').click(function(event) {
                 if (event.target.type !== 'checkbox') {
                     $(':checkbox', this).trigger('click');
diff --git a/wqflask/wqflask/templates/empty_collection.html b/wqflask/wqflask/templates/empty_collection.html
new file mode 100644
index 00000000..d1b779ef
--- /dev/null
+++ b/wqflask/wqflask/templates/empty_collection.html
@@ -0,0 +1,15 @@
+{% extends "base.html" %}
+{% block title %}{{ tool }}{% endblock %}
+{% block content %}
+<!-- Start of body -->
+    {{ header("Error") }}
+
+    <div class="container">
+        <input type="hidden" name="uc_id" id="uc_id" value="{{ uc_id }}">
+        <p>You must select at least two traits to use the {{ tool }}.</p>
+    </div>
+
+
+<!-- End of body -->
+
+{% endblock %}
diff --git a/wqflask/wqflask/templates/show_trait_calculate_correlations.html b/wqflask/wqflask/templates/show_trait_calculate_correlations.html
index c5f815ce..ef233333 100644
--- a/wqflask/wqflask/templates/show_trait_calculate_correlations.html
+++ b/wqflask/wqflask/templates/show_trait_calculate_correlations.html
@@ -1,9 +1,10 @@
 <div>
+  <div class="col-xs-7">
     <div style="padding: 20px" class="form-horizontal">
         
         <div class="form-group">
-            <label for="corr_type" class="col-xs-1 control-label">Method</label>
-            <div class="col-xs-2 controls">
+            <label for="corr_type" class="col-xs-2 control-label">Method</label>
+            <div class="col-xs-3 controls">
                 <select name="corr_type" class="form-control">
                     <option value="sample">Sample r</option>
                     <option value="lit">Literature r</option>
@@ -13,8 +14,8 @@
         </div>
         
         <div class="form-group">
-            <label for="corr_dataset" class="col-xs-1 control-label">Database</label>
-            <div class="col-xs-6 controls">
+            <label for="corr_dataset" class="col-xs-2 control-label">Database</label>
+            <div class="col-xs-10 controls">
                 <select name="corr_dataset" class="form-control">
                     {% for tissue in corr_tools.dataset_menu %}
                         {% if tissue.tissue %}
@@ -37,8 +38,8 @@
         </div>
         
         <div class="form-group">
-            <label for="corr_return_results" class="col-xs-1 control-label">Return</label>
-            <div class="col-xs-2 controls">
+            <label for="corr_return_results" class="col-xs-2 control-label">Return</label>
+            <div class="col-xs-3 controls">
                 <select name="corr_return_results" class="form-control">
                     {% for return_result in corr_tools.return_results_menu %}
                         <option value="{{ return_result }}" 
@@ -53,8 +54,8 @@
         </div>
         
         <div class="form-group">
-            <label for="corr_samples_group" class="col-xs-1 control-label">Samples</label>
-            <div class="col-xs-2 controls">
+            <label for="corr_samples_group" class="col-xs-2 control-label">Samples</label>
+            <div class="col-xs-3 controls">
                 <select name="corr_samples_group" class="form-control">
                     {% for group, pretty_group in sample_group_types.items() %}
                         <option value="{{ group }}">{{ pretty_group }}</option>
@@ -64,8 +65,8 @@
         </div>
             
         <div id="corr_sample_method" class="form-group">
-            <label for="corr_sample_method" class="col-xs-1 control-label">Type</label>
-            <div class="col-xs-2 controls">
+            <label for="corr_sample_method" class="col-xs-2 control-label">Type</label>
+            <div class="col-xs-3 controls">
                 <select name="corr_sample_method" class="form-control">
                     <option value="pearson">Pearson</option>
                     <option value="spearman">Spearman Rank</option>
@@ -73,14 +74,14 @@
             </div>
         </div>
         <div class="form-group">
-            <label class="col-xs-1 control-label">Min Expr</label>
-            <div class="col-xs-2 controls">
+            <label class="col-xs-2 control-label">Min Expr</label>
+            <div class="col-xs-3 controls">
                 <input name="min_expr" value="" type="text" class="form-control" style="width: 50px;">
             </div>
         </div>
         <div class="form-group">
-            <label class="col-xs-1 control-label">Location</label>
-            <div class="col-xs-4 controls">
+            <label class="col-xs-2 control-label">Location</label>
+            <div class="col-xs-5 controls">
                 <span>
                 Chr: <input name="loc_chr" value="" type="text" class="form-control" style="width: 50px; display: inline;">&nbsp;&nbsp;&nbsp;
                 Mb: <input name="min_loc_mb" value="" type="text" class="form-control" style="width: 50px; display: inline;"> &nbsp;to&nbsp; <input name="max_loc_mb" value="" type="text" class="form-control" style="width: 50px; display: inline;">
@@ -89,8 +90,8 @@
             </div>
         </div>
         <div class="form-group">
-            <label class="col-xs-1 control-label">Range</label>
-            <div class="col-xs-4 controls">
+            <label class="col-xs-2 control-label">Range</label>
+            <div class="col-xs-5 controls">
                 <input name="p_range_lower" value="" type="hidden">
                 <input name="p_range_upper" value="" type="hidden">
                 <span style="display: inline;">
@@ -103,48 +104,45 @@
         </div>
         
         <div class="form-group">
-            <label for="corr_sample_method" class="col-xs-1 control-label"></label>
-            <div class="col-xs-4 controls">
+            <label for="corr_sample_method" class="col-xs-2 control-label"></label>
+            <div class="col-xs-3 controls">
                 <button class="btn corr_compute submit_special btn-success" data-url="/corr_compute" title="Compute Correlation">
                     <i class="icon-ok-circle icon-white"></i> Compute
                 </button>
             </div>
         </div>
-
-        <div class="form-group">
-            <label for="descriptions" class="col-xs-1 control-label"></label>
-            <div class="col-xs-6 controls">
-            <span id="sample_r_desc" class="correlation_desc fs12">
-                The <a href="http://genenetwork.org/correlationAnnotation.html#genetic_r">Sample Correlation</a>
-                is computed
-                between trait data and any
-                other traits in the sample database selected above. Use
-                <a href="http://www.genenetwork.org/glossary.html#Correlations">Spearman
-                Rank</a>
-                when the sample size is small (&lt;20) or when there are influential outliers.
-            </span>
-            <span id="lit_r_desc" style="display: none;" class="correlation_desc fs12">
-                The <a href="http://genenetwork.org/correlationAnnotation.html#literatureCorr">Literature Correlation</a>
-                (Lit r) between
-                this gene and all other genes is computed<br>
-                using the <a href="https://grits.eecs.utk.edu/sgo/sgo.html">
-                Semantic Gene Organizer</a>
-                and human, rat, and mouse data from PubMed.
-                Values are ranked by Lit r, but Sample r and Tissue r are also displayed.<br>
-                <a href="http://genenetwork.org/glossary.html#Literature">More on using Lit r</a>
-            </span>
-            <span id="tissue_r_desc" style="display: none;" class="correlation_desc fs12">
-                The <a href="http://genenetwork.org/webqtl/main.py?FormID=tissueCorrelation">Tissue Correlation</a>
-                (Tissue r)
-                estimates the similarity of expression of two genes
-                or transcripts across different cells, tissues, or organs
-                (<a href="http://genenetwork.org/correlationAnnotation.html#tissueCorr">glossary</a>).
-                Tissue correlations
-                are generated by analyzing expression in multiple samples usually taken from single cases.<br>
-                <strong>Pearson</strong> and <strong>Spearman Rank</strong> correlations have been
-                computed for all pairs of genes using data from mouse samples.<br>
-            </span>
-            </div>
-        </div>
     </div>
+  </div>
+  <div class="col-xs-5">
+    <span id="sample_r_desc" class="correlation_desc fs12">
+        The <a href="http://genenetwork.org/correlationAnnotation.html#genetic_r">Sample Correlation</a>
+        is computed
+        between trait data and any
+        other traits in the sample database selected above. Use
+        <a href="http://www.genenetwork.org/glossary.html#Correlations">Spearman
+        Rank</a>
+        when the sample size is small (&lt;20) or when there are influential outliers.
+    </span>
+    <span id="lit_r_desc" style="display: none;" class="correlation_desc fs12">
+        The <a href="http://genenetwork.org/correlationAnnotation.html#literatureCorr">Literature Correlation</a>
+        (Lit r) between
+        this gene and all other genes is computed<br>
+        using the <a href="https://grits.eecs.utk.edu/sgo/sgo.html">
+        Semantic Gene Organizer</a>
+        and human, rat, and mouse data from PubMed.
+        Values are ranked by Lit r, but Sample r and Tissue r are also displayed.<br>
+        <a href="http://genenetwork.org/glossary.html#Literature">More on using Lit r</a>
+    </span>
+    <span id="tissue_r_desc" style="display: none;" class="correlation_desc fs12">
+        The <a href="http://genenetwork.org/webqtl/main.py?FormID=tissueCorrelation">Tissue Correlation</a>
+        (Tissue r)
+        estimates the similarity of expression of two genes
+        or transcripts across different cells, tissues, or organs
+        (<a href="http://genenetwork.org/correlationAnnotation.html#tissueCorr">glossary</a>).
+        Tissue correlations
+        are generated by analyzing expression in multiple samples usually taken from single cases.<br>
+        <strong>Pearson</strong> and <strong>Spearman Rank</strong> correlations have been
+        computed for all pairs of genes using data from mouse samples.<br>
+    </span>
+  </div>
 </div>
\ No newline at end of file
diff --git a/wqflask/wqflask/templates/show_trait_mapping_tools.html b/wqflask/wqflask/templates/show_trait_mapping_tools.html
index dcec2b9e..03590c2c 100644
--- a/wqflask/wqflask/templates/show_trait_mapping_tools.html
+++ b/wqflask/wqflask/templates/show_trait_mapping_tools.html
@@ -1,6 +1,6 @@
 <div>
-    {% if (use_pylmm_rqtl and dataset.group.species != "human") or use_plink_gemma %}
-    <div class="col-xs-4">
+    {% if dataset.group.mapping_names|length > 0 %}
+    <div class="col-xs-5">
         <div class="tabbable"> <!-- Only required for left/right tabs -->
 
             <ul class="nav nav-pills">
@@ -38,11 +38,11 @@
                 {# if use_pylmm_rqtl and not use_plink_gemma and dataset.group.species != "human" #}
                 {% if dataset.group.mapping_id == "1" %}
                 <div class="tab-pane active" id="gemma">
-                    <div style="padding-top: 10px;" class="form-horizontal">
+                    <div style="padding-top: 20px;" class="form-horizontal">
                         {% if genofiles and genofiles|length>0 %}
                         <div class="mapping_method_fields form-group">
-                            <label for="genofiles" class="col-xs-3 control-label">Genotypes</label>
-                            <div style="margin-left: 20px;" class="col-xs-8 controls">
+                            <label for="genofiles" style="text-align: right;" class="col-xs-3 control-label">Genotypes</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                                 <select id="genofile_gemma" class="form-control">
                                     {% for item in genofiles %}
                                     <option value="{{item['location']}}:{{item['title']}}">{{item['title']}}</option>
@@ -52,50 +52,72 @@
                         </div>
                         {% endif %}
                         <div class="mapping_method_fields form-group">
-                            <label for="maf_gemma" class="col-xs-5 control-label">Minor allele threshold</label>
-                            <div style="margin-left: 20px;" class="col-xs-3 controls">
+                            <label for="maf_gemma" style="text-align: right;" class="col-xs-3 control-label">MAF</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                                 <input name="maf_gemma" value="0.01" type="text" class="form-control">
                             </div>
                         </div>
                         <div class="mapping_method_fields form-group">
-                            <label class="col-xs-4 control-label">Use LOCO</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
+                            <label style="text-align: right;" class="col-xs-3 control-label">Use LOCO</label>
+                            <div style="margin-left:20px;" class="col-xs-6 controls">
                                 <label class="radio-inline">
-                                    <input type="radio" name="use_loco" value="True">
+                                    <input type="radio" name="use_loco" value="True" checked="">
                                     Yes
                                 </label>
                                 <label class="radio-inline">
-                                    <input type="radio" name="use_loco" value="False" checked="">
+                                    <input type="radio" name="use_loco" value="False">
                                     No
                                </label>
                             </div>
                         </div>
+                    <!--
                     </div>
                     <div style="padding-top: 5px; padding-bottom: 5px; padding-left: 20px;" class="form-horizontal">
+                    -->
                         <div class="mapping_method_fields form-group">
-                            <button type="button" id="select_covariates" class="btn btn-default">
-                                Select Covariates
-                            </button>
-                            <button type="button" id="remove_covariates" class="btn btn-default">
-                                Remove Covariates
+                            <label style="text-align: right;" class="col-xs-3 control-label">Covariates</label>
+                            <div style="margin-left:20px;" class="col-xs-7">
+                              {% if g.user_session.user_ob and (g.user_session.user_ob.display_num_collections() == "") %}
+                              No collections available. Please add traits to a collection to use them as covariates.
+                              {% elif g.cookie_session.display_num_collections() == "" %}
+                              No collections available. Please add traits to a collection to use them as covariates.
+                              {% else %}
+                              <div style="margin-bottom: 10px;" class="btn-group" role="group">
+                                <button type="button" id="select_covariates" class="btn btn-default">Select</button>
+                                <button type="button" id="remove_covariates" class="btn btn-default">Remove</button>
+                              </div>
+                              <textarea rows="3" cols="20" readonly placeholder="No covariates selected" style="overflow-y: scroll; resize: none;" class="selected_covariates"></textarea>
+                              {% endif %}
+                            </div>
+                        </div>
+                        <div class="mapping_method_fields form-group">
+                          <label class="col-xs-3 control-label"></label>
+                          <div style="margin-left:20px;" class="col-xs-6">
+                            <button id="gemma_bimbam_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Marker Regression">
+                                Compute
                             </button>
+                          </div>
                         </div>
                     </div>
-
+<!--
                     <div class="form-group">
                         <div class="col-xs-4 controls">
+                            <label class="col-xs-2 control-label"></label>
+                            <div class="col-xs-4">
                             <button id="gemma_bimbam_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Marker Regression">
                                 Compute
                             </button>
+                            </div>
                         </div>
                     </div>
+-->
                 </div>
                 <div class="tab-pane" id="interval_mapping">
                     <div style="margin-top: 20px" class="form-horizontal">
                         {% if genofiles and genofiles|length>0 %}
                         <div class="mapping_method_fields form-group">
-                            <label for="genofiles" class="col-xs-3 control-label">Genotypes</label>
-                            <div style="margin-left: 20px;" class="col-xs-8 controls">
+                            <label style="text-align: right;" for="genofiles" class="col-xs-3 control-label">Genotypes</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                                 <select id="genofile_reaper" class="form-control">
                                     {% for item in genofiles %}
                                     <option value="{{item['location']}}:{{item['title']}}">{{item['title']}}</option>
@@ -105,20 +127,20 @@
                         </div>
                         {% endif %}
                         <div class="mapping_method_fields form-group">
-                            <label for="mapping_permutations" class="col-xs-3 control-label">Permutations</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
+                            <label style="text-align: right;" for="mapping_permutations" class="col-xs-3 control-label">Permutations</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                                 <input name="num_perm_reaper" value="2000" type="text" class="form-control">
                             </div>
                         </div>
                         <div class="mapping_method_fields form-group">
-                            <label for="mapping_bootstraps" class="col-xs-3 control-label">Bootstraps</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
+                            <label style="text-align: right;" for="mapping_bootstraps" class="col-xs-3 control-label">Bootstraps</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                                 <input name="num_bootstrap" value="2000" type="text" class="form-control">
                             </div>
                         </div>
                         <div class="mapping_method_fields form-group">
-                            <label for="control_for" class="col-xs-3 control-label">Control&nbsp;for</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
+                            <label style="text-align: right;" for="control_for" class="col-xs-3 control-label">Control&nbsp;for</label>
+                            <div style="margin-left:20px;" class="col-xs-6 controls">
                                 {% if dataset.type == 'ProbeSet' and this_trait.locus_chr != "" %}
                                 <input name="control_reaper" value="{{ nearest_marker }}" type="text" style="width: 160px;" class="form-control" />
                                 {% else %}
@@ -162,8 +184,8 @@
 
 
                         <div class="mapping_method_fields form-group">
-                            <label style="text-align:left;" class="col-xs-3 control-label">Marker<br>Regression</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
+                            <label style="text-align: right;" class="col-xs-3 control-label">Marker<br>Regression</label>
+                            <div style="margin-left:20px;" class="col-xs-6 controls">
                                 <label class="radio-inline">
                                     <input type="radio" name="manhattan_plot_reaper" value="True">
                                     Yes
@@ -174,11 +196,12 @@
                                </label>
                             </div>
                         </div>
-                        <div class="form-group">
-                            <div style="padding-left:15px;" class="controls">
-                                <button id="interval_mapping_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Interval Mapping">
-                                    <i class="icon-ok-circle icon-white"></i> Compute
-                                </button>
+                        <div class="mapping_method_fields form-group">
+                            <label class="col-xs-3 control-label"></label>
+                            <div style="margin-left:20px;" class="col-xs-6">
+                              <button id="interval_mapping_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Interval Mapping">
+                                  Compute
+                              </button>
                             </div>
                         </div>
                         <!--<div id="alert_placeholder"></div>-->
@@ -189,8 +212,8 @@
                     <div style="margin-top: 20px" class="form-horizontal">
                         {% if genofiles and genofiles|length>0 %}
                         <div class="mapping_method_fields form-group">
-                            <label for="genofiles" class="col-xs-3 control-label">Genotypes</label>
-                            <div style="margin-left: 20px;" class="col-xs-8 controls">
+                            <label style="text-align:right;" for="genofiles" class="col-xs-3 control-label">Genotypes</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                                 <select id="genofile_rqtl_geno" class="form-control">
                                     {% for item in genofiles %}
                                     <option value="{{item['location']}}:{{item['title']}}">{{item['title']}}</option>
@@ -200,17 +223,14 @@
                         </div>
                         {% endif %}
                         <div class="mapping_method_fields form-group">
-                            <label for="mapping_permutations" class="col-xs-3 control-label">Permutations</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
-                                <input name="num_perm_rqtl_geno" value="" type="text" class="form-control">
+                            <label style="text-align:right;" for="mapping_permutations" class="col-xs-3 control-label">Permutations</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
+                                <input name="num_perm_rqtl_geno" value="2000" type="text" class="form-control">
                             </div>
                         </div>
-                        <div id="permutations_alert" class="alert alert-error alert-warning" style="display:none;">
-                            Please be aware that permutations can take a very long time (~20 minutes for 500 permutations)
-                        </div>
                         <div class="mapping_method_fields form-group">
-                            <label for="control_for" class="col-xs-3 control-label">Control&nbsp;for</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
+                            <label style="text-align:right;" for="control_for" class="col-xs-3 control-label">Control&nbsp;for</label>
+                            <div style="margin-left:20px;" class="col-xs-6 controls">
                                 {% if dataset.type == 'ProbeSet' and this_trait.locus_chr != "" %}
                                 <input name="control_rqtl_geno" value="{{ nearest_marker }}" type="text" style="width: 160px;" class="form-control" />
                                 {% else %}
@@ -228,8 +248,8 @@
                         </div>
 
                         <div class="mapping_method_fields form-group">
-                            <label for="mapmethod_rqtl_geno" style="text-align:left;" class="col-xs-3 control-label">Method</label>
-                            <div class="col-xs-4 controls">
+                            <label style="text-align:right;" for="mapmethod_rqtl_geno" class="col-xs-3 control-label">Method</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                               <select name="mapmethod_rqtl_geno" class="form-control">
                                 <option value="em">em</option>
                                 <option value="imp">imp</option>
@@ -243,8 +263,8 @@
                         </div>
 
                         <div class="mapping_method_fields form-group">
-                            <label for="mapmodel_rqtl_geno" style="text-align:left;" class="col-xs-3 control-label">Model</label>
-                            <div class="col-xs-4 controls">
+                            <label style="text-align:right;" for="mapmodel_rqtl_geno" class="col-xs-3 control-label">Model</label>
+                            <div style="margin-left:20px;" class="col-xs-4 controls">
                               <select name="mapmodel_rqtl_geno" class="form-control">
                                 <option value="normal">normal</option>
                                 <!--<option value="binary">binary</option>
@@ -269,8 +289,8 @@
                         </div>
                         -->
                         <div class="mapping_method_fields form-group">
-                            <label style="text-align:left;" class="col-xs-12 control-label">Manhattan Plot</label>
-                            <div class="col-xs-12 controls">
+                            <label style="text-align:right;" class="col-xs-3 control-label">Marker<br>Regression</label>
+                            <div style="margin-left:20px;" class="col-xs-6 controls">
                                 <label class="radio-inline">
                                     <input type="radio" name="manhattan_plot_rqtl" value="True">
                                     Yes
@@ -282,11 +302,12 @@
                             </div>
                         </div>
 
-                        <div class="form-group">
-                            <div style="padding-left:15px;" class="controls">
-                                <button id="rqtl_geno_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Marker Regression">
-                                    <i class="icon-ok-circle icon-white"></i> Compute
-                                </button>
+                        <div class="mapping_method_fields form-group">
+                            <label class="col-xs-3 control-label"></label>
+                            <div style="margin-left:20px;" class="col-xs-6">
+                              <button id="rqtl_geno_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Interval Mapping">
+                                  Compute
+                              </button>
                             </div>
                         </div>
                     </div>
@@ -295,8 +316,8 @@
                     <div style="margin-top: 20px" class="form-horizontal">
                         {% if genofiles and genofiles|length>0 %}
                         <div class="mapping_method_fields form-group">
-                            <label for="genofiles" class="col-xs-3 control-label">Genotypes</label>
-                            <div style="margin-left: 20px;" class="col-xs-8 controls">
+                            <label style="text-align:right;" class="col-xs-3 control-label">Genotypes</label>
+                            <div style="margin-left: 20px;" class="col-xs-4 controls">
                                 <select id="genofile_pylmm" class="form-control">
                                     {% for item in genofiles %}
                                     <option value="{{item['location']}}:{{item['title']}}">{{item['title']}}</option>
@@ -305,44 +326,12 @@
                             </div>
                         </div>
                         {% endif %}
-<!--
                         <div class="mapping_method_fields form-group">
-                            <label for="control_for" class="col-xs-3 control-label">Control&nbsp;for</label>
-                            <div style="margin-left: 20px;" class="col-xs-4 controls">
-                                {% if dataset.type == 'ProbeSet' and this_trait.locus_chr != "" %}
-                                <input name="control_pylmm" value="{{ nearest_marker }}" type="text" />
-                                {% else %}
-                                <input name="control_pylmm" value="" type="text" />
-                                {% endif %}
-                                <label class="radio-inline">
-                                    <input type="radio" name="do_control_pylmm" value="true">
-                                    Yes
-                                </label>
-                                <label class="radio-inline">
-                                    <input type="radio" name="do_control_pylmm" value="false" checked="">
-                                    No
-                                </label>
-                            </div>
-                        </div>
-                        <div class="mapping_method_fields form-group">
-                            <label style="text-align:left;" class="col-xs-12 control-label">Manhattan Plot</label>
-                            <div class="col-xs-12 controls">
-                                <label class="radio-inline">
-                                    <input type="radio" name="manhattan_plot_pylmm" value="True">
-                                    Yes
-                                </label>
-                                <label class="radio-inline">
-                                    <input type="radio" name="manhattan_plot_pylmm" value="False" checked="">
-                                    No
-                               </label>
-                            </div>
-                        </div>
--->
-                        <div class="form-group">
-                            <div style="padding-left:15px;" class="controls">
-                                <button id="pylmm_compute" class="btn submit_special btn-success" title="Compute Marker Regression">
-                                    <i class="icon-ok-circle icon-white"></i> Compute
-                                </button>
+                            <label class="col-xs-3 control-label"></label>
+                            <div style="margin-left:20px;" class="col-xs-6">
+                              <button id="pylmm_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Interval Mapping">
+                                  Compute
+                              </button>
                             </div>
                         </div>
                     </div>
@@ -354,8 +343,8 @@
                     <div style="padding-top: 10px;" class="form-horizontal">
                         {% if genofiles and genofiles|length>0 %}
                         <div class="mapping_method_fields form-group">
-                            <label for="genofiles" class="col-xs-3 control-label">Genotypes</label>
-                            <div style="margin-left: 20px;" class="col-xs-8 controls">
+                            <label style="text-align:right;" class="col-xs-3 control-label">Genotypes</label>
+                            <div style="margin-left: 20px;" class="col-xs-4 controls">
                                 <select id="genofile_gemma" class="form-control">
                                     {% for item in genofiles %}
                                     <option value="{{item['location']}}:{{item['title']}}">{{item['title']}}</option>
@@ -365,29 +354,34 @@
                         </div>
                         {% endif %}
                         <div class="mapping_method_fields form-group">
-                            <label for="maf_gemma" class="col-xs-5 control-label">Minor allele threshold</label>
-                            <div style="margin-left: 20px;" class="col-xs-3 controls">
+                            <label style="text-align:right;" class="col-xs-3 control-label">MAF</label>
+                            <div style="margin-left: 20px;" class="col-xs-4 controls">
                                 <input name="maf_gemma" value="0.01" type="text" class="form-control">
                             </div>
                         </div>
-                    </div>
-
-                    <div style="padding-top: 5px; padding-bottom: 5px; padding-left: 20px;" class="form-horizontal">
                         <div class="mapping_method_fields form-group">
-                            <button type="button" id="select_covariates" class="btn btn-default">
-                                Select Covariates
-                            </button>
-                            <button type="button" id="remove_covariates" class="btn btn-default">
-                                Remove Covariates
-                            </button>
+                            <label style="text-align: right;" class="col-xs-3 control-label">Covariates</label>
+                            <div style="margin-left:20px;" class="col-xs-7">
+                              {% if g.user_session.user_ob and (g.user_session.user_ob.display_num_collections() == "") %}
+                              No collections available. Please add traits to a collection to use them as covariates.
+                              {% elif g.cookie_session.display_num_collections() == "" %}
+                              No collections available. Please add traits to a collection to use them as covariates.
+                              {% else %}
+                              <div style="margin-bottom: 10px;" class="btn-group" role="group">
+                                <button type="button" id="select_covariates" class="btn btn-default">Select</button>
+                                <button type="button" id="remove_covariates" class="btn btn-default">Remove</button>
+                              </div>
+                              <textarea rows="3" cols="20" readonly placeholder="No covariates selected" style="overflow-y: scroll; resize: none;" class="selected_covariates"></textarea>
+                              {% endif %}
+                            </div>
                         </div>
-                    </div>
-
-                    <div class="form-group">
-                        <div class="col-xs-4 controls">
+                        <div class="mapping_method_fields form-group">
+                          <label class="col-xs-3 control-label"></label>
+                          <div style="margin-left:20px;" class="col-xs-6">
                             <button id="gemma_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Marker Regression">
                                 Compute
                             </button>
+                          </div>
                         </div>
                     </div>
                 </div>
@@ -395,16 +389,16 @@
                 <div class="tab-pane" id="plink">
                     <div style="padding: 20px" class="form-horizontal">
                         <div class="mapping_method_fields form-group">
-                            <label for="maf_plink" class="col-xs-3 control-label">Minor allele threshold</label>
-                            <div style="margin-left: 20px;" class="col-xs-3 controls">
+                            <label style="text-align: right;" class="col-xs-3 control-label">MAF</label>
+                            <div style="margin-left: 20px;" class="col-xs-4 controls">
                                 <input name="maf_plink" value="0.01" type="text" class="form-control">
                             </div>
                         </div>
                     </div>
 
                     <div class="form-group">
-                        <label for="plink_compute" class="col-xs-1 control-label"></label>
-                        <div style="margin-left:20px;" class="col-xs-4 controls">
+                        <label style="text-align: right;" class="col-xs-3 control-label"></label>
+                        <div style="margin-left:20px;" class="col-xs-6 controls">
                             <button id="plink_compute" class="btn submit_special btn-success" data-url="/marker_regression" title="Compute Marker Regression">
                                 Compute
                             </button>
@@ -416,25 +410,29 @@
             </div>
         </div>
     </div>
-    <div class="col-xs-6">
+    <div class="col-xs-5">
         {% if dataset.group.mapping_id == "1" %}
         <dl>
+             <dt>GEMMA</dt>
+             <dd>GEMMA is software implementing the Genome-wide Efficient Mixed Model Association algorithm for a standard linear mixed model for genome-wide association studies (GWAS).</dd>
              <dt>Interval Mapping</dt>
              <dd>Interval mapping is a process in which the statistical significance of a hypothetical QTL is evaluated at regular points across a chromosome, even in the absence of explicit genotype data at those points.</dd>
-             <dt>pyLMM</dt>
-             <dd>pyLMM is a fast and lightweight linear mixed-model (LMM) solver for use in genome-wide association studies (GWAS).</dd>
              <dt>R/qtl</dt>
              <dd>R/qtl is an extensible, interactive environment for mapping quantitative trait loci (QTL) in experimental crosses.</dd>
+             <dt>pyLMM</dt>
+             <dd>pyLMM is a fast and lightweight linear mixed-model (LMM) solver for use in genome-wide association studies (GWAS).</dd>
         </dl>
         {% else %}
         <dl>
+            {% if mapping_method == "GEMMA" %}
             <dt>GEMMA</dt>
             <dd>
                 GEMMA is software implementing the Genome-wide Efficient Mixed Model Association algorithm for a standard linear mixed model for genome-wide association studies (GWAS).<br>
-                Note: There currently exists an issue where GEMMA can't be run on traits from the same group simultaneously. If you receive an error, please wait a few minutes and try again.
             </dd>
+            {% elif mapping_method == "PLINK" %}
             <dt>PLINK</dt>
             <dd>PLINK is a free, open-source whole genome association analysis toolset.</dd>
+            {% endif %}
         </dl>
         {% endif %}
     </div>
diff --git a/wqflask/wqflask/views.py b/wqflask/wqflask/views.py
index 8476b6c5..3ebef046 100644
--- a/wqflask/wqflask/views.py
+++ b/wqflask/wqflask/views.py
@@ -582,7 +582,7 @@ def marker_regression_page():
         'control_marker',
         'control_marker_db',
         'do_control',
-        'genofile',
+        'genofile_string',
         'pair_scan',
         'startMb',
         'endMb',
@@ -743,7 +743,7 @@ def corr_matrix_page():
 
     start_vars = request.form
     traits = [trait.strip() for trait in start_vars['trait_list'].split(',')]
-    if traits[0] != "":
+    if len(traits) > 1:
         template_vars = show_corr_matrix.CorrelationMatrix(start_vars)
         template_vars.js_data = json.dumps(template_vars.js_data,
                                            default=json_default_handler,