From 04346b886ae507e422cb24db30d7616b99f34891 Mon Sep 17 00:00:00 2001
From: kohlhaasrebecca <rebecca.kohlhaas@outlook.com>
Date: Fri, 28 Jun 2024 17:47:35 +0200
Subject: [PATCH] Small cleanup

---
 docs/build/doctrees/beam.doctree              | Bin 16517 -> 16219 bytes
 docs/build/doctrees/borehole.doctree          | Bin 23340 -> 23070 bytes
 docs/build/doctrees/environment.pickle        | Bin 3086385 -> 3095212 bytes
 docs/build/doctrees/ishigami.doctree          | Bin 19705 -> 19345 bytes
 docs/build/doctrees/model_description.doctree | Bin 13603 -> 13912 bytes
 .../build/doctrees/packagedescription.doctree | Bin 11355 -> 10936 bytes
 .../doctrees/surrogate_description.doctree    | Bin 23776 -> 23453 bytes
 docs/build/doctrees/tutorial.doctree          | Bin 53829 -> 53798 bytes
 docs/build/html/_sources/beam.rst.txt         |   3 ---
 docs/build/html/_sources/borehole.rst.txt     |   2 --
 docs/build/html/_sources/ishigami.rst.txt     |   3 ---
 .../html/_sources/model_description.rst.txt   |   1 -
 .../html/_sources/packagedescription.rst.txt  |   3 ---
 .../_sources/surrogate_description.rst.txt    |   3 ---
 docs/build/html/_sources/tutorial.rst.txt     |  19 +++++-----------
 docs/build/html/beam.html                     |   4 ----
 docs/build/html/borehole.html                 |   4 ----
 docs/build/html/ishigami.html                 |   4 ----
 docs/build/html/model_description.html        |   8 +++----
 docs/build/html/packagedescription.html       |   4 ----
 docs/build/html/searchindex.js                |   2 +-
 docs/build/html/surrogate_description.html    |   4 ----
 docs/build/html/tutorial.html                 |  21 ++++++------------
 docs/source/beam.rst                          |   3 ---
 docs/source/borehole.rst                      |   2 --
 docs/source/ishigami.rst                      |   3 ---
 docs/source/model_description.rst             |   1 -
 docs/source/packagedescription.rst            |   3 ---
 docs/source/surrogate_description.rst         |   3 ---
 docs/source/tutorial.rst                      |  19 +++++-----------
 30 files changed, 24 insertions(+), 95 deletions(-)

diff --git a/docs/build/doctrees/beam.doctree b/docs/build/doctrees/beam.doctree
index 707231e2c83a7aa77322503546b5178c53fc8f74..c0ed275a3a2fcee42c764d1a99ffd21099a2fbd2 100644
GIT binary patch
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diff --git a/docs/build/doctrees/borehole.doctree b/docs/build/doctrees/borehole.doctree
index 752a0c9cec961b06262ac3ce9be740920e594b3d..5237760ad0f786ea1d5e35ee059cfcc43653ecd6 100644
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diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 0bc675e85c1cddd37d5d19dbc2739ab299bc672f..fd587c9ecea314cf03119fd2ccf9d19d2d446a7c 100644
GIT binary patch
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WvHvr?K80_U1-|klQ`mfK%l`v};|Edz

diff --git a/docs/build/doctrees/ishigami.doctree b/docs/build/doctrees/ishigami.doctree
index c8b9f2581da47b64d39e885da27a5aa807a455e3..84ebe3445fd1429e546ee221fd8b67616134f396 100644
GIT binary patch
delta 2949
zcma);Z%k8H7{)!Pw3L8UHm8*SfdXBrw1q;u*-eI&KLZPBGaVCyOiky_{leS^NjF^p
zGZ=|q^c0K+!=f|Uml+qb8H{Y2eRoS{G}+jQY<}H_vKSYW?LFt*L(hd#_JNXn&-1*$
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zJ=P+!;C7)0K%*h&$qoT^fp6$_79bX1>#F!Z;u^N<TWj@g;CP2pCsGxPQ86jmJt<X0
zhW4b~<G}?6GE^QiZ3k?=f!ueLij&PXNGE&8<Hr?T83Co6DaG058tB>PXwfwDD%w{;
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zkFljOc6+Q}aly|ub0~RSPG29?^VCE0t<J&BSDWa)f8e);y)3B5;7HhrRteP&kf&{b
wp}FaYyL<?Tvf*3;26%@i@%H+{>Qkn7`}*HGl1M2&`fE{@&0dz1<g@npzqwr(zyJUM

delta 3246
zcmcJSZA?>F9L7C`TZ$>ch!aX_xh(~x^o0Ty(TP@Ih@eB~;s-2H#)aD(R$NOX?!}ia
z+l1hpoEl>^Q@8BHvSsRs&c#KuPs@^JGZ@)SmL(=j%#yum7BUwTxBofko^tR7{jx75
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zksKUO$kCXr#N$J8`9&p>hzuwRxi6{6!$Wdh8HmH9=uiy0hSi}yBCYaO`GT@n-WeSn
zlzSDqKRTk&j+ins43<G9l2B4=Ryd{l7;BFzX+gAL0e!ag|K+}!V$-u~b%a=?W~erN
z)ao%hRI65l@L8ubFF<;%s+skw9@V}H=X&jUI6r_k;&-jyCAlEpkoFTrn+xB}e;)Oa
zZfy6Nq%x3%@y>#Q+yos?+W~))z1lFo?W$b78yao)q*|%*UhKBKj*fsmXmo=$MN7$@
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zbe#_5fq|yy5U+~Ff}&D%iweCU{Cy7bDgt7zPQ1cgB1E#aqD6S0BPjX6n}g3dOZco7
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zh|m)t4$G}*H?>!T{S^^2B4P#{7Ic{EYCtz3Vn!Z==_s?|R;LG@qxM>`e<os1i<o;(
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zmg9gsogNn(8{>|$Rzrx2@ZO3{)IdZ$IxhTgS&2zcr-Rz{&p|Kkds;r{$qhDqs=Uyk
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zo)aO*9s{}TE;Rheydm&j6CqRgL;hsKbs+prgiMJm7@-Y4M`maglN`D99I-?wYB4!K
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z?yX1lAPSmWpupuIgRXg_*TOV3m=8uz@0~Y#Mfhz?DN^uPfqK-7U-GAu*Ug5W-Hl%b
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z69=7Ho<tEY+X}KS5z<5;{B<4Y(=+LbZ-ECMo^}?(xoNKv)6RF)*-#5R>J~HsMFh>;
zpn`*}wt3@xl4%|hXTA3c;(Uouy%WF}#TB~1SBT#+u5syhkWPuKbU|Dt*plFV>Y>&P
zc`(!;tqQ^Up~oN$1Kt(ccSLsL=^DdRM!M;Dfp9SntxbpEju?U&<`P34Tit93GH*9{
ztBIFiH~dCDYjQ)Kp`D3(K-4M%{6-;V4*?XfX*3KnZv?zi5zsFJ-e96$5bYHK{RF_z
z<ry*^elDMc20fQ~!dNcmCahLWm`UGHOR+Ds4K+``1;1!w^5=E!2;H2lZ2Bc*&n2iy
zyGVYV@KI~U<mWtTPLg8Bvttpsx$oMcB*>*-BkEDA9Hpw!r0O8g$pEUExyc2Ay6JAM
z&A>H43zKIBWNdN<Xk+kV=q9ZhKOwAxIJJHT%}kE9dXQmb7Q9+tCS0Ji;I?hYrZ%~t
cX55$<O2%J+{|h|iQoKHk+`!@Pw6<;Ye-6K~>Hq)$

diff --git a/docs/build/doctrees/model_description.doctree b/docs/build/doctrees/model_description.doctree
index 451529d40f54e88799c0a5a32f1c3369e5eb3738..0e9325ae7d2b2dc814460fd4255f705942f3f2a6 100644
GIT binary patch
delta 1922
zcmb_dUuauZ7~e^9)1+w{+cmdM(xf+kw&uUH-2}^6>Fgfd(z%&Eh_3Atcjw8aNyd_(
za|Am<boDabzN?5ZHxWcpWN93g>E@dVQ}AJe3@n>W=7W%e4^ss7J2y>x)6_o?d$@;t
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zX4y~_k7cXpj3z?H;k~x!$Ug9z#>fHib~vGI8ZbOYT@)%^Zul!=hA&MqG7W!*ozQ6>
z6B5)-qtvs<f{^i2n({J<D=#W_O*jR4b2z+H1KNQgv)sO_QKO6+;T59?LYBMa1tbr5
z%`R^=WArj^JXt;1af6W8*rK(u$f(PZ>lC;X__l++S+{E#AA+$?pV38!OX*bg?atjg
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z@LuZKi_i)9!XE5NHq4N$WWxs44<0V^J<!3Mb&?Hgezy>$Q?fplJFbXy6Z$oXPiRtM
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zAu_7LjP^+_m{0qL$bJpR?bzRfDLVq>DTcAATvz~JcEP!gE~m!)<_aaj<_wV1noT~q
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z^RlTCxT)K=p;Jr~3gqRss369ljti^DQC<57y_UM(w3y1aXq{tevOfzi8yLW<2`T@d
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sTw=pK4kg)~OJ&94@uOma{SzgIIi;?jDp4<+VH;?NipHzs+u<bn8zokJ3jhEB

delta 1721
zcmb_cUu;ul6zAObhP8K4R$SM$YkSMOf9+lA7}LRn%5X60vM?Y~BFkvk#&4JX>DJbW
z1_KF1mozFnm&DD83G>g3G0dX8>5Ew+iAsV=7Y&M0pA7L2F~0cV`R;bhE!`sz{gQjm
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zygu0ba9Zx>E%9>ry7K@PtXOp)J|79(fAQ*Jyht`Wf>$E}lbMF-TBVub1jZD<FIA{X
zznGZJOr*0F@BC5P>;XKbczdfm8viZ@X>Vfc^xl)nbYk+P#x|32?mK%HKUX}Edw@r#
zn#U`gM`NmB<z+VD@MdR^m2;?gg+!07%tsG_s~C^Y3-E36$Jnoy{qGY_y~2-o__0Vw
mzF?b5Or~?EGc+MNUgelMJwKOcK_1~3Sgnqxr!Dpzh5rH9{}R{$

diff --git a/docs/build/doctrees/packagedescription.doctree b/docs/build/doctrees/packagedescription.doctree
index e9b12ec670327e1f573623e4e7df1d0e2c71de4e..d0d927b72bae6c2515e380a6dc4861dd9ac39d5f 100644
GIT binary patch
delta 628
zcmcZ|u_KhVfpzLyt&OawxF;v@9%j5Uc_O#g<OQr8j7pos`4kvAGCmiVW@u+Tn(W6b
zGkG5WPNt0SlVb$@nKJ%^RB~5mNN0R6P0A4KshYfxznZ&sO5>E;DH<Tr$%TSOjGB{|
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zo2w<3F)}U!8OvzAIYR0P6XOOj$8>YBY$_wm0ibD<KXNF@fQ;S;4u_1xh(PeR1ct)?
z$v@=&u$+UcWCg37{7_DGvyp-xBjX*gakiVME6OoS{RJw@`VS%)nScZ{h+qW~?32$c
z<qEt9SpadnJ<yMDfPNI79Ivd*@d_j%opE^bT`}>^3zapP8KX9zQhUN2Y5>x#3nDZ?
zger(o01>i4qO^xIFEKZ@q_QBj7!=uAAl02<m7QQ!ouwIyAaRfZ89ZR!8M;}ro0+vE
F7y<rXvYP+^

delta 994
zcmcJOO=uHA9L4kBWHBYtCM^jeNz)0jXfSP)Xk)8lR9c}_(ozi6gWxuqI9W_KW;cqW
zBpwtZ5iGNwdJ(*NQWin+Bo;w$f*-AV5d=>a1U>1&nQglwB0YI|J0I^i^Y*d(F#mo|
zY>BsK68FUyu4Y%qQB^doQ$2n~zpU>hV&{D9`1JTRnyhMdrPwIoB2twKMoI~31fzz^
z7Um_jTtFJGS5zcbi-;W|X=SCVB7*A}X$q><aZO^wl2SLZBG#nx8HN_ITBw(6Yi^}k
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zU2#2vRlWlQ#xpkpm+S_cO>K}}<Oegn7Gw|g_=EJrwoyS2&>4Tq;b8_k(S2Q%&C$#5
zG$g3Qa~8(vIZqn)Gt(fwEjq<v5|Z~)Z*MF(!Voq|^GBH2Ngqj&NUkw2XDITXfEjwx
zI}5WGm}K7EX5e_wF*r>ZdM2Q3fhh*!O+X{pdkvsvF=@tJ;*4`6CEe%S?UTD%SXP6a
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zB*1s;hC{};{s;v9g3TrexCFU`xkR`inuu1sPBvVB=Oe5hQJ{CDBZ6HpK1L_(pc*>{
zKH2k=+<%nIVJ-)`jB&{@X>_`(QUz-lYFOoerOe%J)7ds%?FNbRb$$SGn=~1eGsda-
G9Q*=Ai79>n

diff --git a/docs/build/doctrees/surrogate_description.doctree b/docs/build/doctrees/surrogate_description.doctree
index 5c0a080e4afd1ccce3e8e0a20643c10ca2225ded..7b7518d3e0d9631f3042c19d50f5ee96a0818653 100644
GIT binary patch
delta 209
zcmaE`lX32LM%D(_sgt5NvPO7M{^P_qd7aM+##NIOojn<2CNK0&W85*>G0>DTZt{C4
z>B*6PZj8skatWJX`GqktUI9xcfh8veHZeW|OQubZ4_d?c0W6mRmWvJUV*Ce|%i3%d
z@}G&(d9zXY6J|C^RtAPFvB@&g5|)A>CLfR}?cvNz%uOw+EJ!V$QaeQ>3#6zs>mehE
cWMu}CAhn&P8HylTvB|m7;*5NoTce{H0m7O_@&Et;

delta 512
zcmbQco$<j=M%D(_saIn*vPO8<XK?ngmnRnGW#*+%nLI_aaZ2qJjSSWv_mGTKg|yPV
z<dV$%JcZ(t#G;b;)V%b}yi|qq%$yvBoXqUhoJxhHRE3n(f}+&q#FEq$h0HvlmXgw<
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z8lX*+FAB<wXRQL+DV@c^45VZ-m@{NEbTZ`pCP#bkU_3lI(b<zResY{o8q-CvUdF`9
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diff --git a/docs/build/html/_sources/beam.rst.txt b/docs/build/html/_sources/beam.rst.txt
index f64f800e0..61db6729d 100644
--- a/docs/build/html/_sources/beam.rst.txt
+++ b/docs/build/html/_sources/beam.rst.txt
@@ -6,9 +6,6 @@ input file can be linked with the bayesvalidrox package.
 
 The surrogate is trained without active learning and no inference is performed, though reference data is available.
 
-.. warning::
-   This example does not run through without issues at the moment.
-
 Model and Data
 ==============
 
diff --git a/docs/build/html/_sources/borehole.rst.txt b/docs/build/html/_sources/borehole.rst.txt
index fba221448..36cdfd325 100644
--- a/docs/build/html/_sources/borehole.rst.txt
+++ b/docs/build/html/_sources/borehole.rst.txt
@@ -30,8 +30,6 @@ You will see how to check the quality of your regression model and perform sensi
 no reference data given
 Surrogate with AL - OMP for regression and Space-filling sequential exploitaiton scheme (no data)
 
-.. warning::
-   Still some error with saving the sobol indices
 
 Model and Data
 ==============
diff --git a/docs/build/html/_sources/ishigami.rst.txt b/docs/build/html/_sources/ishigami.rst.txt
index 8bb5639db..8dfe217f3 100644
--- a/docs/build/html/_sources/ishigami.rst.txt
+++ b/docs/build/html/_sources/ishigami.rst.txt
@@ -29,9 +29,6 @@ sensitivity analysis via Sobol Indices.
 
 No reference data is given for this example, the surrogate is trained with BCS as the regression method and no active learning.
 
-.. warning::
-   Results in error messages due to regression method in 0.0.5 - will be fixed in next release
-
 Model and Data
 ==============
 
diff --git a/docs/build/html/_sources/model_description.rst.txt b/docs/build/html/_sources/model_description.rst.txt
index f08ea0cd2..bb719886b 100644
--- a/docs/build/html/_sources/model_description.rst.txt
+++ b/docs/build/html/_sources/model_description.rst.txt
@@ -6,7 +6,6 @@ Models
    .. container:: leftside
    
       BayesValidRox gives options to create interfaces for a variety of models with the class :any:`bayesvalidrox.pylink.pylink.PyLinkForwardModel`.
-	  
 	  Its main function is to run the model on given samples and to read in and contain MC references and observations.
 	  
 	  Models can be defined via python functions, shell commands or as general executables.
diff --git a/docs/build/html/_sources/packagedescription.rst.txt b/docs/build/html/_sources/packagedescription.rst.txt
index 30164f68c..f245959b8 100644
--- a/docs/build/html/_sources/packagedescription.rst.txt
+++ b/docs/build/html/_sources/packagedescription.rst.txt
@@ -31,9 +31,6 @@ The current master can be installed by cloning the repository.
 
 Overview
 ========
-.. note::
-   #TODO Introduced some of the used basic terms and notations here to prepare for the detailed descriptions of each part.
-
 This package is split into multiple aspects corresponding to its folder structure.
 
 
diff --git a/docs/build/html/_sources/surrogate_description.rst.txt b/docs/build/html/_sources/surrogate_description.rst.txt
index 1055fccb8..0d17b06ce 100644
--- a/docs/build/html/_sources/surrogate_description.rst.txt
+++ b/docs/build/html/_sources/surrogate_description.rst.txt
@@ -88,9 +88,6 @@ For this the sampling method should be set to 'user' and our samples given as ``
 Now we create an engine object with the model, experimental design and surrogate model.
 With the function ``start_engine`` the engine performs its preparations for training.
 
-.. warning::
-   The function start_engine will likely be deprecated in future releases.
-
 >>> Engine_ = Engine(MetaMod, Model, ExpDesign)
 >>> Engine_.start_engine()
 
diff --git a/docs/build/html/_sources/tutorial.rst.txt b/docs/build/html/_sources/tutorial.rst.txt
index 468c50adc..5ad40b9dd 100644
--- a/docs/build/html/_sources/tutorial.rst.txt
+++ b/docs/build/html/_sources/tutorial.rst.txt
@@ -140,7 +140,6 @@ The experimental design provides instructions on how to sample the input paramet
 Various sampling methods are available, and the samples can also be given by the user.
 
 >>> ExpDesign = ExpDesign(Inputs)
->>> ExpDesign.Method = 'normal'
 >>> ExpDesign.n_init_samples = 100
 >>> ExpDesign.sampling_method = 'latin_hypercube'
 
@@ -172,10 +171,6 @@ Sequential training
 -------------------
 The basic surrogate training that we just performed is done only on one static set of data.
 **bayesvalidrox** also provide the option of sequential training, also known as active learning, where additional samples to be trained on are chosen by the surrogate.
-This can be activated by setting the ``method`` of the experimental design as ``'sequential'``.
-
->>> ExpDesign.method = 'sequential'
-
 This will split the training into two parts.
 In the first part the training is performed as before, though the 
 size of this initial training set can a bit smaller.
@@ -183,7 +178,7 @@ size of this initial training set can a bit smaller.
 >>> ExpDesign.n_init_samples = 3*ndim
 >>> ExpDesign.sampling_method = 'latin_hypercube'
 
-The options for sequential training are listed at ...........
+The options for sequential training are listed in the dedicated page of the :any:`packagedescription`.
 New samples are set by exploration and exploitation.
 Exploration refers to samples that are randomly drawn from the prior input space, 
 while exploitation can use different metrics.
@@ -201,16 +196,14 @@ The tradeoff between the two helps to avoid overfitting, while keeping the faste
 >>> ExpDesign.n_cand_groups = 4
 
 
-Here we set the exploitaiton method to be Bayesian Active Learning .....cite......
-, which chooses the new samples based on the information gain with respect to some given data, here the model results described earlier.
+Here we set the exploitaiton method to be Bayesian Active Learning, which chooses the new samples based on the information gain with respect to some given data, here the model results described earlier.
 
 In addition we need to set the information metric to use, here ``'DKL'`` is chosen.
 
 >>> ExpDesign.exploit_method = 'BayesActDesign'
 >>> ExpDesign.util_func = 'DKL'
 
-This active learning strategy also relies on the data uncertainty, so we set this to follow a Gaussian distribution around all values 
-with standard deviations that are as large as the values themselves.
+This active learning strategy also relies on the data uncertainty, so we set this to follow a Gaussian distribution around all values with standard deviations that are as large as the values themselves.
 
 >>> obsData = pd.DataFrame(Model.observations, columns=Model.Output.names)
 >>> DiscrepancyOpts = Discrepancy('')
@@ -277,11 +270,11 @@ Inverse parameter estimation can be done in **bayesvalidrox** with the class :an
 
 If we set ``emulator`` to be true the Bayesian Inference will be performed based on the emulator.
 Some posterior predictions will be plotted by setting ``plot_post_pred``.
-More options for Bayesian inference are listed at .....
+More options for Bayesian inference are listed at :any:`bayes_description`.
 
 .. note::
    Setting ``emulator = False`` means that the inference is based on actual model runs and not the surrogate.
-   However, there might still be some bugs here,
+   This can also be achieved by initializing the Engine without a surrogate object.
 
 >>> BayesOpts.emulator = True
 >>> BayesOpts.plot_post_pred = True
@@ -309,7 +302,7 @@ For this tutorial we assume the uncertainty of the data to be distributed accord
 >>> BayesOpts.measurement_error = obsData
 
 .. warning::
-   This option might be deprecated quite soon or not work at all?
+   This option will become deprecated.
 
 **Option II:** Set discrepancy distributions all at once
 
diff --git a/docs/build/html/beam.html b/docs/build/html/beam.html
index 0e46e422f..6c82f54b9 100644
--- a/docs/build/html/beam.html
+++ b/docs/build/html/beam.html
@@ -341,10 +341,6 @@
 illustrates how a model with an executable and an
 input file can be linked with the bayesvalidrox package.</p>
 <p>The surrogate is trained without active learning and no inference is performed, though reference data is available.</p>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>This example does not run through without issues at the moment.</p>
-</div>
 <section id="model-and-data">
 <h2>Model and Data<a class="headerlink" href="#model-and-data" title="Link to this heading">¶</a></h2>
 <div class="table-wrapper colwidths-given docutils container" id="id1">
diff --git a/docs/build/html/borehole.html b/docs/build/html/borehole.html
index 459a2f5ee..eafbe8618 100644
--- a/docs/build/html/borehole.html
+++ b/docs/build/html/borehole.html
@@ -364,10 +364,6 @@ General Public License for more details.</p>
 </div></blockquote>
 <p>no reference data given
 Surrogate with AL - OMP for regression and Space-filling sequential exploitaiton scheme (no data)</p>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>Still some error with saving the sobol indices</p>
-</div>
 <section id="model-and-data">
 <h2>Model and Data<a class="headerlink" href="#model-and-data" title="Link to this heading">¶</a></h2>
 <div class="table-wrapper colwidths-given docutils container" id="id1">
diff --git a/docs/build/html/ishigami.html b/docs/build/html/ishigami.html
index 56739d967..06d5b7d8c 100644
--- a/docs/build/html/ishigami.html
+++ b/docs/build/html/ishigami.html
@@ -366,10 +366,6 @@ General Public License for more details.</p>
 </dl>
 </div></blockquote>
 <p>No reference data is given for this example, the surrogate is trained with BCS as the regression method and no active learning.</p>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>Results in error messages due to regression method in 0.0.5 - will be fixed in next release</p>
-</div>
 <section id="model-and-data">
 <h2>Model and Data<a class="headerlink" href="#model-and-data" title="Link to this heading">¶</a></h2>
 <div class="table-wrapper colwidths-given docutils container" id="id1">
diff --git a/docs/build/html/model_description.html b/docs/build/html/model_description.html
index d7460501b..2dbaeed95 100644
--- a/docs/build/html/model_description.html
+++ b/docs/build/html/model_description.html
@@ -339,12 +339,12 @@
 <h1>Models<a class="headerlink" href="#models" title="Link to this heading">¶</a></h1>
 <div class="twocol docutils container">
 <div class="leftside docutils container">
-<p>BayesValidRox gives options to create interfaces for a variety of models with the class <a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html#bayesvalidrox.pylink.pylink.PyLinkForwardModel" title="bayesvalidrox.pylink.pylink.PyLinkForwardModel"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.pylink.pylink.PyLinkForwardModel</span></code></a>.</p>
-<blockquote>
-<div><p>Its main function is to run the model on given samples and to read in and contain MC references and observations.</p>
+<dl>
+<dt>BayesValidRox gives options to create interfaces for a variety of models with the class <a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html#bayesvalidrox.pylink.pylink.PyLinkForwardModel" title="bayesvalidrox.pylink.pylink.PyLinkForwardModel"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.pylink.pylink.PyLinkForwardModel</span></code></a>.</dt><dd><p>Its main function is to run the model on given samples and to read in and contain MC references and observations.</p>
 <p>Models can be defined via python functions, shell commands or as general executables.
 This allows for the use of BayesValidRox with a broad range of models and easy extension to models that are defined with e.g. UM-Bridge.</p>
-</div></blockquote>
+</dd>
+</dl>
 </div>
 <div class="rightside docutils container">
 <a class="reference internal image-reference" href="_images/model.png"><img alt="UML diagram for the bayesvalidrox class :any:`bayesvalidrox.pylink.pylink.PyLinkForwardModel`." src="_images/model.png" style="width: 150px;" /></a>
diff --git a/docs/build/html/packagedescription.html b/docs/build/html/packagedescription.html
index 66819e77f..c76923ed2 100644
--- a/docs/build/html/packagedescription.html
+++ b/docs/build/html/packagedescription.html
@@ -360,10 +360,6 @@ pip<span class="w"> </span>install<span class="w"> </span>.
 </div>
 <section id="overview">
 <h3>Overview<a class="headerlink" href="#overview" title="Link to this heading">¶</a></h3>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>#TODO Introduced some of the used basic terms and notations here to prepare for the detailed descriptions of each part.</p>
-</div>
 <p>This package is split into multiple aspects corresponding to its folder structure.</p>
 <a class="reference internal image-reference" href="_images/folder_structure.png"><img alt="Folder structure of **bayesvalidrox**" src="_images/folder_structure.png" style="width: 600px;" /></a>
 <p>The folder <code class="docutils literal notranslate"><span class="pre">surrogate_models</span></code> contains all the functions and classes that are necessary in order to create and train the surrogate model.
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index cd3af9ca8..3aaa01c41 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/docs/build/html/surrogate_description.html b/docs/build/html/surrogate_description.html
index 5067bcefc..c48db82a4 100644
--- a/docs/build/html/surrogate_description.html
+++ b/docs/build/html/surrogate_description.html
@@ -408,10 +408,6 @@ For this the sampling method should be set to ‘user’ and our samples given a
 </div>
 <p>Now we create an engine object with the model, experimental design and surrogate model.
 With the function <code class="docutils literal notranslate"><span class="pre">start_engine</span></code> the engine performs its preparations for training.</p>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>The function start_engine will likely be deprecated in future releases.</p>
-</div>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Engine_</span> <span class="o">=</span> <span class="n">Engine</span><span class="p">(</span><span class="n">MetaMod</span><span class="p">,</span> <span class="n">Model</span><span class="p">,</span> <span class="n">ExpDesign</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">Engine_</span><span class="o">.</span><span class="n">start_engine</span><span class="p">()</span>
 </pre></div>
diff --git a/docs/build/html/tutorial.html b/docs/build/html/tutorial.html
index 083bf46bb..820f6d348 100644
--- a/docs/build/html/tutorial.html
+++ b/docs/build/html/tutorial.html
@@ -467,7 +467,6 @@ A value of 1 results in standard truncation of the expansion, while smaller valu
 <p>The experimental design provides instructions on how to sample the input parameter space for training and evaluating the surrogate.
 Various sampling methods are available, and the samples can also be given by the user.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span> <span class="o">=</span> <span class="n">ExpDesign</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">Method</span> <span class="o">=</span> <span class="s1">&#39;normal&#39;</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">n_init_samples</span> <span class="o">=</span> <span class="mi">100</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">sampling_method</span> <span class="o">=</span> <span class="s1">&#39;latin_hypercube&#39;</span>
 </pre></div>
@@ -501,18 +500,14 @@ This can be easily read in to avoid retraining the surrogate.</p>
 <h2>Sequential training<a class="headerlink" href="#sequential-training" title="Link to this heading">¶</a></h2>
 <p>The basic surrogate training that we just performed is done only on one static set of data.
 <strong>bayesvalidrox</strong> also provide the option of sequential training, also known as active learning, where additional samples to be trained on are chosen by the surrogate.
-This can be activated by setting the <code class="docutils literal notranslate"><span class="pre">method</span></code> of the experimental design as <code class="docutils literal notranslate"><span class="pre">'sequential'</span></code>.</p>
-<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;sequential&#39;</span>
-</pre></div>
-</div>
-<p>This will split the training into two parts.
+This will split the training into two parts.
 In the first part the training is performed as before, though the
 size of this initial training set can a bit smaller.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">n_init_samples</span> <span class="o">=</span> <span class="mi">3</span><span class="o">*</span><span class="n">ndim</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">sampling_method</span> <span class="o">=</span> <span class="s1">&#39;latin_hypercube&#39;</span>
 </pre></div>
 </div>
-<p>The options for sequential training are listed at ………..
+<p>The options for sequential training are listed in the dedicated page of the <a class="reference internal" href="packagedescription.html"><span class="doc">USER GUIDE</span></a>.
 New samples are set by exploration and exploitation.
 Exploration refers to samples that are randomly drawn from the prior input space,
 while exploitation can use different metrics.
@@ -529,15 +524,13 @@ The tradeoff between the two helps to avoid overfitting, while keeping the faste
 <span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">n_cand_groups</span> <span class="o">=</span> <span class="mi">4</span>
 </pre></div>
 </div>
-<p>Here we set the exploitaiton method to be Bayesian Active Learning …..cite……
-, which chooses the new samples based on the information gain with respect to some given data, here the model results described earlier.</p>
+<p>Here we set the exploitaiton method to be Bayesian Active Learning, which chooses the new samples based on the information gain with respect to some given data, here the model results described earlier.</p>
 <p>In addition we need to set the information metric to use, here <code class="docutils literal notranslate"><span class="pre">'DKL'</span></code> is chosen.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">exploit_method</span> <span class="o">=</span> <span class="s1">&#39;BayesActDesign&#39;</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">util_func</span> <span class="o">=</span> <span class="s1">&#39;DKL&#39;</span>
 </pre></div>
 </div>
-<p>This active learning strategy also relies on the data uncertainty, so we set this to follow a Gaussian distribution around all values
-with standard deviations that are as large as the values themselves.</p>
+<p>This active learning strategy also relies on the data uncertainty, so we set this to follow a Gaussian distribution around all values with standard deviations that are as large as the values themselves.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">obsData</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">Model</span><span class="o">.</span><span class="n">observations</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">Model</span><span class="o">.</span><span class="n">Output</span><span class="o">.</span><span class="n">names</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">DiscrepancyOpts</span> <span class="o">=</span> <span class="n">Discrepancy</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">DiscrepancyOpts</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="s1">&#39;Gaussian&#39;</span>
@@ -603,11 +596,11 @@ The method <code class="docutils literal notranslate"><span class="pre">sobolInd
 </div>
 <p>If we set <code class="docutils literal notranslate"><span class="pre">emulator</span></code> to be true the Bayesian Inference will be performed based on the emulator.
 Some posterior predictions will be plotted by setting <code class="docutils literal notranslate"><span class="pre">plot_post_pred</span></code>.
-More options for Bayesian inference are listed at …..</p>
+More options for Bayesian inference are listed at <a class="reference internal" href="bayes_description.html"><span class="doc">Bayesian inference and multi-model comparison</span></a>.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p>Setting <code class="docutils literal notranslate"><span class="pre">emulator</span> <span class="pre">=</span> <span class="pre">False</span></code> means that the inference is based on actual model runs and not the surrogate.
-However, there might still be some bugs here,</p>
+This can also be achieved by initializing the Engine without a surrogate object.</p>
 </div>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">BayesOpts</span><span class="o">.</span><span class="n">emulator</span> <span class="o">=</span> <span class="kc">True</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">BayesOpts</span><span class="o">.</span><span class="n">plot_post_pred</span> <span class="o">=</span> <span class="kc">True</span>
@@ -637,7 +630,7 @@ For this tutorial we assume the uncertainty of the data to be distributed accord
 </div>
 <div class="admonition warning">
 <p class="admonition-title">Warning</p>
-<p>This option might be deprecated quite soon or not work at all?</p>
+<p>This option will become deprecated.</p>
 </div>
 <p><strong>Option II:</strong> Set discrepancy distributions all at once</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">DiscrepancyOpts</span> <span class="o">=</span> <span class="n">Discrepancy</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
diff --git a/docs/source/beam.rst b/docs/source/beam.rst
index f64f800e0..61db6729d 100644
--- a/docs/source/beam.rst
+++ b/docs/source/beam.rst
@@ -6,9 +6,6 @@ input file can be linked with the bayesvalidrox package.
 
 The surrogate is trained without active learning and no inference is performed, though reference data is available.
 
-.. warning::
-   This example does not run through without issues at the moment.
-
 Model and Data
 ==============
 
diff --git a/docs/source/borehole.rst b/docs/source/borehole.rst
index fba221448..36cdfd325 100644
--- a/docs/source/borehole.rst
+++ b/docs/source/borehole.rst
@@ -30,8 +30,6 @@ You will see how to check the quality of your regression model and perform sensi
 no reference data given
 Surrogate with AL - OMP for regression and Space-filling sequential exploitaiton scheme (no data)
 
-.. warning::
-   Still some error with saving the sobol indices
 
 Model and Data
 ==============
diff --git a/docs/source/ishigami.rst b/docs/source/ishigami.rst
index 8bb5639db..8dfe217f3 100644
--- a/docs/source/ishigami.rst
+++ b/docs/source/ishigami.rst
@@ -29,9 +29,6 @@ sensitivity analysis via Sobol Indices.
 
 No reference data is given for this example, the surrogate is trained with BCS as the regression method and no active learning.
 
-.. warning::
-   Results in error messages due to regression method in 0.0.5 - will be fixed in next release
-
 Model and Data
 ==============
 
diff --git a/docs/source/model_description.rst b/docs/source/model_description.rst
index f08ea0cd2..bb719886b 100644
--- a/docs/source/model_description.rst
+++ b/docs/source/model_description.rst
@@ -6,7 +6,6 @@ Models
    .. container:: leftside
    
       BayesValidRox gives options to create interfaces for a variety of models with the class :any:`bayesvalidrox.pylink.pylink.PyLinkForwardModel`.
-	  
 	  Its main function is to run the model on given samples and to read in and contain MC references and observations.
 	  
 	  Models can be defined via python functions, shell commands or as general executables.
diff --git a/docs/source/packagedescription.rst b/docs/source/packagedescription.rst
index 30164f68c..f245959b8 100644
--- a/docs/source/packagedescription.rst
+++ b/docs/source/packagedescription.rst
@@ -31,9 +31,6 @@ The current master can be installed by cloning the repository.
 
 Overview
 ========
-.. note::
-   #TODO Introduced some of the used basic terms and notations here to prepare for the detailed descriptions of each part.
-
 This package is split into multiple aspects corresponding to its folder structure.
 
 
diff --git a/docs/source/surrogate_description.rst b/docs/source/surrogate_description.rst
index 1055fccb8..0d17b06ce 100644
--- a/docs/source/surrogate_description.rst
+++ b/docs/source/surrogate_description.rst
@@ -88,9 +88,6 @@ For this the sampling method should be set to 'user' and our samples given as ``
 Now we create an engine object with the model, experimental design and surrogate model.
 With the function ``start_engine`` the engine performs its preparations for training.
 
-.. warning::
-   The function start_engine will likely be deprecated in future releases.
-
 >>> Engine_ = Engine(MetaMod, Model, ExpDesign)
 >>> Engine_.start_engine()
 
diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst
index 468c50adc..5ad40b9dd 100644
--- a/docs/source/tutorial.rst
+++ b/docs/source/tutorial.rst
@@ -140,7 +140,6 @@ The experimental design provides instructions on how to sample the input paramet
 Various sampling methods are available, and the samples can also be given by the user.
 
 >>> ExpDesign = ExpDesign(Inputs)
->>> ExpDesign.Method = 'normal'
 >>> ExpDesign.n_init_samples = 100
 >>> ExpDesign.sampling_method = 'latin_hypercube'
 
@@ -172,10 +171,6 @@ Sequential training
 -------------------
 The basic surrogate training that we just performed is done only on one static set of data.
 **bayesvalidrox** also provide the option of sequential training, also known as active learning, where additional samples to be trained on are chosen by the surrogate.
-This can be activated by setting the ``method`` of the experimental design as ``'sequential'``.
-
->>> ExpDesign.method = 'sequential'
-
 This will split the training into two parts.
 In the first part the training is performed as before, though the 
 size of this initial training set can a bit smaller.
@@ -183,7 +178,7 @@ size of this initial training set can a bit smaller.
 >>> ExpDesign.n_init_samples = 3*ndim
 >>> ExpDesign.sampling_method = 'latin_hypercube'
 
-The options for sequential training are listed at ...........
+The options for sequential training are listed in the dedicated page of the :any:`packagedescription`.
 New samples are set by exploration and exploitation.
 Exploration refers to samples that are randomly drawn from the prior input space, 
 while exploitation can use different metrics.
@@ -201,16 +196,14 @@ The tradeoff between the two helps to avoid overfitting, while keeping the faste
 >>> ExpDesign.n_cand_groups = 4
 
 
-Here we set the exploitaiton method to be Bayesian Active Learning .....cite......
-, which chooses the new samples based on the information gain with respect to some given data, here the model results described earlier.
+Here we set the exploitaiton method to be Bayesian Active Learning, which chooses the new samples based on the information gain with respect to some given data, here the model results described earlier.
 
 In addition we need to set the information metric to use, here ``'DKL'`` is chosen.
 
 >>> ExpDesign.exploit_method = 'BayesActDesign'
 >>> ExpDesign.util_func = 'DKL'
 
-This active learning strategy also relies on the data uncertainty, so we set this to follow a Gaussian distribution around all values 
-with standard deviations that are as large as the values themselves.
+This active learning strategy also relies on the data uncertainty, so we set this to follow a Gaussian distribution around all values with standard deviations that are as large as the values themselves.
 
 >>> obsData = pd.DataFrame(Model.observations, columns=Model.Output.names)
 >>> DiscrepancyOpts = Discrepancy('')
@@ -277,11 +270,11 @@ Inverse parameter estimation can be done in **bayesvalidrox** with the class :an
 
 If we set ``emulator`` to be true the Bayesian Inference will be performed based on the emulator.
 Some posterior predictions will be plotted by setting ``plot_post_pred``.
-More options for Bayesian inference are listed at .....
+More options for Bayesian inference are listed at :any:`bayes_description`.
 
 .. note::
    Setting ``emulator = False`` means that the inference is based on actual model runs and not the surrogate.
-   However, there might still be some bugs here,
+   This can also be achieved by initializing the Engine without a surrogate object.
 
 >>> BayesOpts.emulator = True
 >>> BayesOpts.plot_post_pred = True
@@ -309,7 +302,7 @@ For this tutorial we assume the uncertainty of the data to be distributed accord
 >>> BayesOpts.measurement_error = obsData
 
 .. warning::
-   This option might be deprecated quite soon or not work at all?
+   This option will become deprecated.
 
 **Option II:** Set discrepancy distributions all at once
 
-- 
GitLab