From 7323da54152dd70d867d6b7d7a57eeea21aa8eaa Mon Sep 17 00:00:00 2001 From: hallucigenia-sparsa Date: Sat, 8 Feb 2025 16:08:12 +0100 Subject: [PATCH 01/13] updated gui.md --- docs/tutorials/gui.md | 75 +++++++++++++++++++++++++++---------------- 1 file changed, 48 insertions(+), 27 deletions(-) diff --git a/docs/tutorials/gui.md b/docs/tutorials/gui.md index 7494a90..5d42e46 100644 --- a/docs/tutorials/gui.md +++ b/docs/tutorials/gui.md @@ -41,24 +41,42 @@ If the CellScanner window becomes too big for your screen, close the **Import Da Here, we are going to use default values as shown below. UMAP is run first to remove debris. Essentially, this is done by clustering events from blanks and monocultures and then removing events from monocultures that are too similar to events in blanks. -Next, a model (here a neural network) is trained on the filtered monocultures. +Next, a model (a neural network) is trained on the filtered monocultures. You can **launch the model training step by clicking on** the green **Train** button. -Optionally, you can apply gating to the mono-cultures. If you wish to do so, please open the **Run prediction** panel and click the *Apply line gating* checkbox. In this example, samples were treated with SYBR Green and propidium iodide. The latter is not membrane-permeable and is a red flurescent stain. Thus, it can enter cells only if their membrane is ruptured and cells stained red are therefore treated as dead. -In contrast, SYBR Green is a membrane-permeable green fluorescent stain that binds to DNA. Thus, any event that is not green does not contain DNA and should better not be counted as a cell. The thresholds have to be specified as a function of the intensity values for the corresponding channels in mono- and cocultures. Usually, the software accompanying your flow cytometer can visualise intensities in different channels as histograms and scatter plots, thereby helping you to select thresholds. Here, we will set the thresholds as follows: +![train model](../_static//Train_model_step.png) -- Staining inactive cells: FL2-H > 2000000 -- Staining all cells: FL1-A > 500000 +**Optionally**, you can apply gating to the monocultures, which is then carried out before UMAP. If you wish to do so, please click the *Apply line gating* checkbox. In this example, samples were treated with SYBR Green and propidium iodide. The latter is a red flurescent stain that cannot pass the cell membrane. Thus, it can enter cells only if their membrane is ruptured and cells stained red are therefore treated as dead. +In contrast, SYBR Green is a membrane-permeable green fluorescent stain that binds to DNA. Thus, any event that is not green does not contain DNA and should better not be counted as a cell. The thresholds have to be specified as a function of the intensity values for the corresponding channels across all monocultures. Usually, the software accompanying your flow cytometer can visualise intensities in different channels as histograms and scatter plots, thereby helping you to select thresholds. Here, we will set the thresholds as follows: +![train model](../_static//line_gating_setting.png) + +The plot below illustrates the gating carried out. PerCP and FITC refer to the red and green fluorescence channel, respectively (H and A stand for height and area of the fluorescence signal). All events above the red line and all events to the left of the green line will be treated as dead cells or debris respectively and removed. + +![line gating](../_static//line_gating.png) -![train model](../_static//Train_model_step.png) Model training should be fast (within one minute). Model performance files will be stored in a sub-folder in your specified output folder (if you did not specify one, then in the CellScanner folder). The sub-folder name starts with `working_files` and ends with a time stamp. -It contains another folder called `model`, in which you will find a number of files encoding the trained neural network, a file called `model_statistics.csv` and two html files, which will open in your browser when clicked. +It contains another folder called `model`, in which you will find a number of files encoding the trained neural network, a file called `model_statistics.csv` and two html files, `umap_Before_filtering.html` and `umap_After_filtering.html`, which will open in your browser when clicked. The first shows a UMAP projection before and the second one after filtering. An event is filtered if its neighbors in the UMAP embedding do not have the same label (the number of neighbors considered is among CellScanner's parameters). -The `model_statistics.csv` file contains information about classification performance, including accuracy, precision, recall, F1 score and the confusion matrix. +The `model_statistics.csv` file contains information about classification performance, including accuracy, precision, recall, F1 score and the confusion matrix. + +This is the confusion matrix for our tutorial files: + +| Species | Blank | BT | RI | +| ----------- | ----------- | ------- | ----| +| Blank | 229 | 0 | 0 | +| BT | 0 | 567 | 0 | +| RI | 0 | 1 | 579 | + +The confusion matrix is computed by creating in-silico communities with known composition and feeding them to the trained model. It shows how well each species is separated from the other species and from debris (blank). Here, the model performed very well, with only one event that was misclassified. + +This good separation is also seen in the UMAP space plotted in `umap_After_filtering.html`: + +![umap](../_static//umap_after_filtering.png) + ## Run prediction We are now ready to apply the trained neural network on one or several cocultures. @@ -66,43 +84,46 @@ For this, we open the **Run Prediction** panel by clicking on it. As with monocultures, several coculture files can be selected and imported at once. If more than one coculture is selected, the trained neural network will be applied to each coculture in turn. Here, we are importing six replicates of the coculture (btriA-F). -**Optionally, the "uncertainty" thresholding can be enabled** by clicking the box next to + +Next, we specify three flow cytometer channels to be used in the visualization. Here, these are the forward scatter (FSC), side scatter (SSC) and green fluorescence (FITC) channel. + +**Optionally, the "uncertainty" thresholding can be enabled** by clicking the checkbox next to *"Apply filtering on the predictions based on their uncertainty scores"*. Events that cannot be easily assigned to one species have a high **uncertainty** (entropy). -CellScanner automatically computes an uncertainty threshold that maximizes model performance. -If uncertainty thresholding is enabled, events with uncertainty above this threshold will be filtered out. -Note that the threshold can be manually adjusted. -Next, we specify three flow cytometer channels to be used in the visualization. +CellScanner automatically computes an uncertainty threshold that maximizes model performance and displays it in the field next to the checkbox for uncertainty filtering. If uncertainty thresholding is enabled, events with uncertainty above this threshold will be filtered out. Note that the threshold can be manually adjusted. -We can also **optionally** use the line gating that we already appplied to the monocultures, which will prefilter fcs files before UMAP. In this example, FL1 and FL2 are the green and red channel, respectively, whereas H and A are height and area of the light signal. All events with FL2-H values above the threshold will be treated as dead cells and removed. All events with FL1-A values above the threshold will be counted as cells, so events below it will be removed as DNA-free debris. This implements a simple line gating as shown in the scatter plot below for one coculture. Of note, the same thresholds are applied to all mono- and cocultures and should therefore be carefully selected based on visual inspection of intensities in corresponding fcs files. -![line gating](../_static//line_gating.png) +Optionally, line gating can also be applied to the coculture. Here, we are going to use the same thresholds as for the monocultures. Clicking *"Predict"* will then launch the prediction step. ![train model](../_static//Run_prediction_step.png) The prediction should also happen within one minute. The output is stored in a folder called "Prediction" (followed by a time stamp) that is either located in the specified output folder or the CellScanner folder. -For each coculture, the following files are generated: +For each coculture, the following files are generated (file names start with coculture name): -- `prediction_counts.csv`, which contains the predicted counts for debris (blank), for each species, and also for the unknown events if uncertainty thresholding was enabled -- `raw_predictions.csv`, which is the fc file extended with prediction results (labels and, if enabled, uncertainties) -- `uncertainty_counts.csv`, which lists the number of uncertain events per label if uncertainty thresholding was enabled - `3D_coculture_predictions_species.html` plots events in a 3D plot spanned by the three selected flow cytometer channels and colors them by species - `3D_coculture_predictions_uncertainty.html` is the same with events colored by prediction uncertainty -- sub-folder `gated` provides more information and a plot on gating if stains were provided -- sub-folder `heterogeneity_results` quantifies and visualizes overall and species-specific heterogeneity +- `prediction_counts.csv`, which contains the predicted counts for debris (blank), for each species, and also for the unknown events if uncertainty thresholding was enabled +- `raw_predictions.csv`, which is the fcs file of the coculture extended with prediction results (labels and, if enabled, uncertainties) +- `uncertainty_counts.csv`, which lists the number of uncertain events per label if uncertainty thresholding was enabled + +In addition, two subfolders are created: + +- subfolder `gated` provides counts and a plot on gating if stains were provided for each coculture +- subfolder `heterogeneity_results` quantifies and visualizes overall and species-specific heterogeneity, also for each coculture -If more than one coculture file was provided, `merged_prediction_counts.csv` will list the counts for each coculture, and `merged_uncertainty_counts.csv` will list the number of uncertain events in each category for each coculture. +If more than one coculture file was provided, `merged_prediction_counts.csv` will list the counts for each coculture. Below is the result for the six coculture replicates: | Species | Coculure 1 | Coculture 2 | Coculture 3 | Coculture 4 | Coculture 5 | Coculture 6 | | ----------- | ----------- | ------- | ----| -----| ---- | ------ | -| BT | 140116 | 158746 | 140214 | 142779 | 154802 | 144496 -| RI | 80022 | 40105 | 89645 | 75130 | 94461 | 90365 | -| Blank | 664 | 705 | 677 | 594| 817 | 687 | -| Unknown | 29 | 39 | 38 | 45 | 246 | 127 | +| BT | 144620 | 165580 | 146087 | 147948 | 133500 | 139105 | +| RI | 70883 | 29756 | 79420 | 65690 | 86624 | 82162 | +| Blank | 755 | 804 | 767 | 682 | 1563 | 892 | +| Unknown | 4573 | 3455 | 4300 | 4228 | 28639 | 13516 | -At 50 hours, the coculture is dominated by *Bacteroides thetaiotaomicron* according to CellScanner. +At 50 hours, the coculture is dominated by *Bacteroides thetaiotaomicron* according to CellScanner. Note that we computed viable cell counts since we filtered out dead cells using the propidium iodide stain. +![cell counts](../_static//cell_count_plot.png) From 467210698fdff5955644bcad171feb457e16596d Mon Sep 17 00:00:00 2001 From: hallucigenia-sparsa Date: Sat, 8 Feb 2025 16:11:32 +0100 Subject: [PATCH 02/13] added line gating setting img --- docs/_static/line_gating_setting.png | Bin 0 -> 69635 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/_static/line_gating_setting.png diff --git a/docs/_static/line_gating_setting.png b/docs/_static/line_gating_setting.png new file mode 100644 index 0000000000000000000000000000000000000000..c065e077af2fde36fb0f3f9acc9dd528480ce078 GIT binary patch literal 69635 zcmeFZbyU=QxHk$YEg-G5qJ(rygCIzEg9u0sFf>RDD5!v-bc1vZ-Q5UCNY~Ka(#`#j z=bZOFcdc`m-23l+_g-u7apsrbc%Dx@kDrwlrE##xu#k|DaAaOdsv;p_$RZ&j7hs@) zZ$gUgiI9-)DOyTMD9cDl&?r0Dnps+#A|bu{9I1t_O*lc)pr-ohE{3F-?3%*;Faj}I z43@*MG|wJk-j@x=6mS2^S}>=JkI&3hgY{z^8J~P3mnq2Dl_dx@GSb=JV5__K(R_}T|GMP?N4U?@a|C??*RH&8Lf>{u7<&`^LVq4Pjt!2JboJ0_sIB_nWIbI#FqidNKpuF zn4?iI65+z<{knHE_o?ZZ&;ul_G3+y+ust*Wne|+aBLC3$NP?*yweIexBbox@F8_r< zPsQ%cPMlB=TD6Yldw=>*OPU``f>uZ>%Q6}TxKHrm*V-z z_7OsSBA!3#VGQx)JX^GCZH$h^@3rZ^f4G}{So}p^$8I|8roi*eZfCs9nu863VaWJX z5kq4H%Y%6iuLIAq`CO7faiQqzD-lNH=cK6&?5`pP6-i_W7Bz$l=vgp6slkJ$WDbl2 zF8?5@y#Dl^&;Pmj>j$EqwnoSa3D3OhBz5nHr+gtS?4A#7&t7Og@x^FD^?i>@RAl;o zod*4rpnJUgd}J>DgFWASZ;|os9vBDgzM|Ut)?^~YfYK=O1ZDr*1qzzS%ar^3$x_9# zib5?pUvX(1vz2nbV<(9v;I)WT)oI>)CL{Iu6-wwM+G}Y^&+)tLfkNXES2s!2W{vC= zKPB&Re3{4BIW$r-zRwZ%K=vNpvQrGioV4l(Rs|&@Vzj*#DSMp z!V3D# zne^$I%cJLBlD7Ym62U>_^QCu9kY|f~T1q{l{JKUYSDQ;}qnC31p|HqF-UjwOzh@c! zF^kK6!N9~8);BP1!Z$|rMP~Vwf|+f!Tswc}g2|~^pzKNd*<9{@o^B=GvfYUriS7v^ zx#w7trC1Scw5~Ny74iv@22Bf1#1d@_GIzf&YO^Y`LXjB8s7F?}HMZtz{Me@&?Sgzz zn^xPJnwoyI>5pR~9eXq>wR~esz#(U4fgmM_K34vTr9n|3bbl_|A9q&7tEwUP4tY!{ zwjKIR6ZKtR_WL*lVpuU)Y5f5Q`eS)jn?h)(hK z??yK}+oAU*LH8&QeaGhR_|ZK15Ws%ltL<*F=k7RHNRiN3s#!MpEgU#gZ`JF>!dlN_!H9c}U)=)ocO#TLxOJ#BBtJ@bk3njl4J z`KThRdD^6-LG`VlpWiW`$F)NXT=-mtln*kBdK-e~vwy0d28*{O#uxT|(ix+L#x=9`!w9rH4M=d7AXZg@79W zLgvYLk*=gAi7#}2WKh!y2GItggP4QFs(kA#Iw96CTppo^t921La8&!%1$icTe!Psh z^!*`Ioc>Pb2jh!wYcRtuve?T68S(qRxi8Bz&y@+Y`G;Q)%R=rPF(0uWMaIR&#l~gn z=ErHMYwXWPGAL`{5AneMozw*K-E>sd|h*sYG~WoSe}V4G`3T}OQ@-?*;BN`;+}c1 z#jg?$9Fu}zw=_P@enX{nt=vkj-I^H>uPE;@?}BT{72TBwT9t32cz(0Ie=nLjj(g`u z@DUZ$13iJ`rg6i2DiVUN&s+HertVGQT!aLNya-O0A`ez1KO*A_xe9R%?gJMUjOg__prKA%}816p?_?-&JUg9iPxnbE9#CFZkcY? zZt-r(A3wiLZ`TiU4>DwCjI!>r?m3EDWuDd6(R-@LQVuC`H-nk?ma>)RA= zHBvKi?2WSMspu_-zx9~FEq5&KsmQCSeH%JiI~BCeH{tq~Hu!*o{-GAvPNsj&ozB#O z)R}o-+98gX;_>3HKke^={^Trbg^KcBmxjlyB@MY`3HD9)8TGaIvGn=Wj8|jm=Nc3! zq$pq{6}@?J@FBY3xZv?vZ$ahs1L!xX9DH(Gq}rpZXPSK4Lx@>uP?*2b&G>h=uhb~sYC7|dPjwoQs(6Ravk9b?+N0GdgFpB*-K7(ZgaW5`02Ij#Ogb4 zU2Yx+U1#fO(oZJ8>vzSjcMO>;>_$w=$)y``)tTkT|E9-|-VUSPXWU;wp*&5SEhtj) zOnaxirl)Oi>S8wd%fGbDOvbFdzaqZg`grKa+z;xNImf$>lPht32HYpjLVb0xgKuXK z52i?B*tAPhJdA#}Ouig`Ssmof>hkQh+U3~7Qag)Wa1^ut{#tyP?S>q;?Axb&(e7;U zeU@w3>C{(K!YCW<<7##7bG2ACotG1x%YMtEUaOY|%dU5rIJKPeoeZnpi0vcaj)aVO z=UI(ez!-H8ENqr0I~+9KEYA!#GhwyL^SZ^R!p`-^URtJ-rUz(2IC;FD`P~IIuPK%5 zUDM_}Ovz`h37|D46F!cuBxx+BdNV$3*Vm(?VXzP$O&;Q@Pg7Wx!V^hlSJQY~)Eh1j zwiu@VSZ2L7*Rs*yjui;4sWAws)f`Pb`f{EGx2$E`#hf0Ro*O7~W^=Ti5GhhB-mSb^ zzp$mi5FKy{^D3GTTTTrLd>AN4{;gvo#7kj9!JwD1H&MFfYgzfbN(zyUcTVPcmR3g` za1*9bwNN&G5xXC2k~cEzT{CJrSybf;R<(}qgX>o2#{EtSIHDfcopaPm$%_es_A{%V zo2Z4@(%!~5!%n}ij7@6wF6NWr-XhcUGr!+;Evg=v_V=(P5(F}y1)r$++75Bk9!QUe9r95=M7rmgC21w&vwXX3eQH4$LbAs3_7Xq zidgtOxY_HYZBAPaT@Dp>VRL)oq55Zd$r8>LZ4MJ|7LN9bztlT%TtC38f7)nu)$r$I zZ;*t~>CNvMzMR5~jIHISunjO+%Y2j;j;H)yC_+%tP4q)THZ{>*@@BqtCg~ ziu7P-w^Bv2u1KIygJ75_JI!*>sedEN17)ZUC-SKyJyIDF(gVBMSBd$P)VO3nCWmkz z?^YqrNUe-Cl85`L_$ zpiCoS>tIU5%gWBm{#XQyhK5GS;jNi~s-)C^o(}#b{Mf?D$xeWc&DGVF)s>6Y*1?>O zgP)(Djh&N?lamD;!Q$u!buxO#0(GSQkBj`*btFw4O&l!koGfjjG>GdO8QVHL2|s>} zxY7Um=Rcm)$p+y8W$={w8+htm+h{Ksj3-|IhaCxp0| zfRclyDR^MSV~KDG{k_5e?YsZ|ctVJ)2q;^=Gqu*1w6rmWIwH>D+|F#{@7YqrHKjQlbP15-c`rlq*7CtjaL{n?~zdc z`5!UC`)lL4QQuxlA|c)FJs2SY!P2vWPnmK<{EiSn%b=p}zd*Wf6Bqc{+}E zizm1*mIBAP&+r?n$%Fmn7H^1za#ywp=XQfpi%+Bc1D+2dA-dIIU_`tj|M!rAck*?i z6-$w<)fr)C`1h26ce>Be%zK;JLqge>dN20br8HMZ`8Kn6pGMiw=2nw&cQORb^tPEs zY0B*;o86Z{BH*5VC$&%A#o>^Wjuj@dH35z1ZKggYxarXJe60M0KG}2Oc*<6EEL8&i zB)ajk-Fauadf~Do_~9b1$mttC=M8ny8Oy9hP5aAZ?)&k_WfeM_|9)-XIuw{{TAPyS z)l!nj4*$tkX@3o)TBf=|zz)2&mP**Y>MNyS%}l+A7Nw6axzTX83N(ag)XoZ49u@!G z-Z;G7YL{1m{nYOkYfX&US2IWDhiq&dj%Em9zvxZf#ZK*R0?M69z4NoxWO(gv!zQWV zL+!yCo5`t)rv1nNp5!G$i%7Dk#$WQ^zt{DDLZ=WHVM(IX$rfE5hZZa3=1|>ida;`5 zQ*Uh?oweo1d7HWQ)g-Zq5&LZ5GSSW_`e#s%E%GOo=brfN?p`b22@mU5{mBe;JtNu$ zo4M%yMX#;*VnN-0cZq^W-T6k|&go*PYhGbPjqRw(K`)={YLZ6*V!Gwd#?I$`(W&h2 zpyM7MXc9gmw=VMaIQ%UQS5p#R?y1~uxZv%9j29U}#|&JZz0MEq!P&`r-e=2jXzlij zRUd}*Yx6{B{hRA6x%xwcUORoyKkXUbmb_$D+Z9vi_OqS`3Vap=G?nuKnIX0Ot}|b zN$Af9a$)zf&EcGIH5?o=E#LdeKG)TP^B)Lhht^t|3hNfmk2Y63LaBEztjKt_QyanT z_A?@xjOv)%a4J-@Rl;531yASv<@_~jTQ>_EckbXG1-D{9c18!;b_CLO`{ zSxN4>C+p+ICYHLW4t0Ai*w?lN)hi|W`oH!g=vMCBCa~D(rx-yZvX`EFp4w%-@dx{D z5S`-ksL_uK9d@H{?1AEqg5wt7u>B|9E7}Q zFum`o3?q`Ju>Y`II-;ppZJz8kx|;DOkY`MP2<~%p)jWQ4_T03a$aT^(>x|~J0`Ejy z{htnUZ!%POi#SX|I_?~n1%EsdJFq347^%Iq#M-;)ll3>Ww*B`-cB&Q=5@x(FY+S*p zRg=ZE}PKlCR}sG_-l<h&)p#slLd1T^!p)Mf%A`yoirkwv6Hs zzSV%Yq6}5emyGC_eI(IkaGstpi|;*27I21GR-uX|xNqbr`YaC)q)NcgHwz7+MZ2Qb zxI`zzAO;s_sBYQHoQAnO!;%yVAGwY1SYyn=1lCFC%I+nG-f4xPlnDG zn@ID$+j~>lj7DDd&^+OH=*e=lVU0t%8h1}NuCQ@b7H&I@+-;s`4I17xTMx->)kcH$kd>a7Nq43m7W-DYju ziM5>KZ5!MeU%e0}mQ-Q!0&9Fk>N6EpsnBmOlNYyn23_$KII665-JgyEwJgO3&ClUV zA`>}`_nx9EOut(UX$S~pshl44+V7&*(CTEZ-CBr9&V++#G7VPAF7ER=q*718 z{x;}PEC{>IJ*5o=n|baI7Lj_`r65=j*yv|qdbZJU$d(T3w@P}Z9|tinfN(@v3I0&i ziYGda{%EW5=K9*BJT~tv*s7qq16_{c^hLSKw0$Qf^mK2&q2kk!q99C%1S>Pfdgt5;_ zONCH-u*jLQM!ybqf1VEUu^Gu zBzzpixiq>RA>2|Xe zw-M~jc?T(gTZ|KH;Z!KX}ilI-&zXg7_*hHahI9&+Jv8fL` zVxIkgNjM!y?Y&0Sbf4E=rAKJi>%`y$1dLi8v)J}AjBg1m>EVhFx#h+n9Xpb~erM!R zgqQmOt;GP_f8Ag}D z!NT*hA;9`+@qru0qC^{`CiU+P>KjD}_zu!0xozEVI0%P`m5Yc5j_?|1M?~73avD;A zgQ+)YqR{0Hvb1s2)eNnE^l#8wW(wFG)@wmX!wj?W@9*~!2zxP(VA^$tl2Z>H$TF}K7&l#g#dC0*l?|c zOmJ7GEF2czej65@f{TI`H88u>74B8^LAN3XY&^$)M%R=NkNE)LB7349eixabdJOa7 zZ8+<|4r+@m8Bu7;_}x5%$9RebVwgOYsiLSd*}Rwpw}FHhG|K7k{hly0N{Ro$OcZpj zcpY1N)5CI*-j~ybL;PO%$>Y74yZ@dvKs+EM%GQ3yL_~Qhbo|C@PAMOLaOdAQI+U^& zkHNjw1@1G@BVOZ|c&}YsroJ!1v%BRoZG&8tw|b4Y_{zb4#>DE?64qaEBVvTyN|N2S zf@5!a=bw+?_!5NEDRgt{gxjaxd73F7`@)7mf#K{ntPct0h(x*QgE0x>t=ook)J#^p zoNl#R-;3p8NTSP@$y&xT-s&xB!XyCSr+9a(+=he_@)XDpCNMVHpj)kVejwQV^zBT) z)w2(117U@G^!!KJtq%YH&4Y&tD*uoO#0@ELiy*nxvY&*B?Enpjsnd`4-;tH(y;v(I zP`~W*f>CaFcs|f^iXG$wZ?yt&=)r<%g>hm9-|FyUumsw=Ic~Q@xf8&X;8b=qu-|H_ zw_)99z-Q{b-9{R)LoCMWXK78hT8#IZz-#7H4BaA?{eKwnro&>wijV6+t62iD1^Wb$ z{@Txk^fftZSv9zn0&kziDGXIRnvZ43k&e}Sxbj^c;`DyEJbQSH+=%3R{A8dAA9>dM z0!Ged7Q8uGo(C}c+4McGUvmO3TMvjCH~{hH^S*pXZO38UhLJoAp=TRLv00Co9Ui}!=eX1V+;d>2N-}AIWl^5l*!DKw$C-mAa zTzh!8xwfTL$~?-`;pq+_VZdKtvn&z)Orhf(;QyRjIMC{3sIihR3V~I z96ijX1NWp!!-A78G0=v;4~lvinG&FS&E6WJhDs0noS@4o`M^tVDq%6 zy7da5OuLoX#8{3j{RE8EYv}3K`4JOp(y$fsPUDR?pZ$Vl<*=$;_3L`~NV5YV5!C|S zV~7PPInYg5CF{|u1TQj0sT&9Hzm{;gKjC~=7NJkD^HVGOF!-51X)Q{}>|y2Mpxni7oODw9BqI=? z$W8!bIJKs7Tf(O%3Zw5oX19@VlJl^WVO^BK6JEOGS>v+3;WBO%xHOmDlxh|`aOa;3 zB?b+Zj8*xEN$1xL-6#9`c&HrOVIP(cwkv1PL*2D)73{`~@(o4?-iQ;#9nS|+(<%Qz zYg_y(*avqWGl2enNt(g?8S6EIuzLXJ4F}{SnT)~L1XT#_Uwd7wmc*h;>@)lOM-|7u zDrr(@bbKv5vw$U40^PF~?A`Mjz!nnmqA)tU_H}G81J}X6cHON%NzwyaW$TQmB1U#~ z2oQZZe@7SUpxXU<)^Yl;U^MXht^n_(pRU~pXOr$iGu{TkAn3xA9J(1ZcB3kt*53Vh0pW|7VO0vZ&ML_0d$yYFjNav9$Or)bH3;TBbwjj-NovUM)fXc5W=FK z`+5faX|(>rYme>n!ECO6q0%Wppr_v>--#P>`Q~~)DDQ_y?YZYW<*{4uMUCo-;N#5$ zH(s85&FJvz)uc_21pAJM(DD(@i`k~&H3&`RW4VLA)9;rEQtRy4$Dc** zJ>#~@&ttm}sMH1jPbVPDxdc+W#KZ&YuDY5_gT_<64|H;#hcj79)Q#5l?njWp#!B3?-uD6t%QRq1xFQ(M!nP%$c zL7@GtcdF2Ieqk!mhL**hZ#LK7V;*RuE4jv^dk*CM1juR;4Q5E1r8+L^k0)6pb|aoC zbi&`o3CQSH(?UfiL(_J31`&3GI=KwE;krg`TdaA~I<#h;&X8BH(r88(&Bg-=MD9Sa zYSp-&Zw;&kG!PC4Leu<{hLwBE#B@DVek9z#>b{fAyKn*$m^Gx@?i@4if!Xn1vLbj0Qd?e@m|Lh@XA^5O=@2Q#he=1(#cty)BZdiJ=khEsXVzQgHPU<`MyE^RN|$$z zfL!y8Vr%%7#n^&-bo~Ma5(vq_L94HOb8d?U+AfQ9SHMgEM ziHVa#TqMfHERwpl6ktCkd6=?Yg3Hq1`-9gRL?`^Y_5Kd7UA@Q2v0IKj5I&;uDyohr zt-M$s=O&7;@At5s_!1!ujoH33n|oy3Kk?KamZUdcZQFYL@Gpf)T-NcxAR;R4Ur{L4 znc4%$p=)L_Mrg^fC^epd@#FewhaP^Lw8`BWpBt~NH)Iz*s<^j+3A(B&^LL&e&Uu2@ zJF-1wnwtkQqbtA}@>~-2^@WY>I^pC-jdjUKdpa_`F4{w=5RwV~E~i5XG@kKA7sAbotB z(gtFeS}y-wW#bi0L36A?UxUyu&O=$XsEL0yVG%44QfkQ*vd1lAm^Or1>?*44lG=)Z z!mrQ|JALvKCrWwK8*+;I>{87JZ&bfSMVfM%cj9gM;5Y~UsRGkabYY;l_FHkeL=y!Y58ZY1AaNJ+l2w$9Jeah4M5CSSo`OHpCr}Xk|4F$m1WX=OcyQ%keX> zzNQ6k9N#y@Te|@k7`^nL*#kvtvt0B8U={wUAMA$BVLlbk*TT8O^34V4YpP)%dTl|> zcE)m7E=j>4H{+qn)(K;O)e?}Wc^8$Qp&sPX(OSq@hX#_|gC|CW&$M4mndquEeTMiA z7=kYr1C~8O=FWFbHGqwQ(>M)%u8y|T3R7Df#`iaBQ52aGm&%J1%tb~1xOnhyU~XaQ z8vrn|g6;5RccZ1qoadBh}OG^O6_UnBBAQ+qjdf6GB#IVG&7jST8TU+qJi_u4wy-d;VM9n*1QviY~iV)QT&zH#cFP%;K9Xg<0QKXht-A12lX_oS{H>?&?%e zYWKBA&YtIMX`$0NeA90Xy|nOJBN0OK>@eHd+ZKf0-YIvHMTf_nlZng|@=e|?OKGLD zPhhhOo3*Nm?-4$4W2%|t;eEs2;14`BPqNtdFPKYzEezL5=x$6`JC@Es7Fxce$bA*s ze{~TzsnPTSg#=*|49}0MZH}piQVDOFlomjc8Ka4+>_;@Ts#lYJ8i<@!pwsS$yOZTs zkP6GMWWOQoD%+G;pBSRce%+Og7)llWC*ZFTJ11NnW!307%R56smHMCnT{}QPXMcj0 ztwUvx#;ap&58{0t1tV=PqVBz~f;-tUy9g=$7!1{y#j;3Wh_QIDMD{O;x5-?SZ-Yfe z9f+VVz>+o8V}yn~Jh3uS4kxvg;gQLv`v@`zug!xc;GHCE@0!7Xr%Cf|W>IbU468`< zSWX&$L_e&#>!tXb!)SKD?{A)F?4{p zwRIdda+eohpKl@@YRjKtkB*CnVbbB`-IoB0x-52tF!h>$B-Ui`!WCT;FCCn{KIW@D znen)oe9$s~PBH2iMu7nAQSJyPmC-*RST_{tHeo*UAXN+#6_p`d%ok;JOG+0;!fRmV zN^0PwGOOMOG*URog*#~X9w@*1Mx>tFgf=2(q@bE^dI{iD){zUI(4H9ME8~mp$`fA^ ztgxbVu@3-3_BT{~F7T5_R5c*jTw_QkPvfIi-FP-jLhP51{^h8oz%jY4|LS=0`OMf+ z%Dn_eMUu}|VG7VE2e=0eClhh-7~tMd17N;u20-Sp3b56rW{G|R18)NWI-F<{00Hnp1|8#BH#dCk`RC=0N;3&Mg`HUGFK2ZSroECKTzzgGe&O?$QF&ivyCFiiNS(L z!)n`B;ZX42+DY@Cac?8`mk;_yT?-q|bE!*!BNv79eE`FV1sSjrmXL>B9R>i1_M&+K z`U(XGP(vdM5s9uvs@Y<;^vwDY=k|DUT4@~Z@MXYtL|Gk#?gvX2fcJx>O3j$L#I&(Q z5e^971nx4`O9|LYSF>qj9vud1sf8Z@Uuej#5<(3);SrA%1-QcwKtW20-rW(5;5L+i z01v#SII0EsJN{74dmWT->}I%m0shz3?0klBj%tau^nb6y;yB+Phx%N$qD$2QEV2U< zrz;p(ErS(>%zq<06%-t;G|6%#G#>oa6&^*QKW%hUI`Pv*=o1Q@j0ekrC^_?91EivD zmVa}o8BPpXf`j`&{u}>RT)|&CqyBFP{T+nGv{+CbdwHTgmLs*M5jY+A!t|oKkVmib z>|6G`1nZXxT>y9>_82f0~_FBOIEPi<@`Lvg_#%SuT^Xb(3Z z57Z7G^{_S8;iX_)+$JwFq2Q1*a9kY@T?7u6{^AVs37>_$2R5QamlF^@4ts6&y^cm2 zW)ZkX6J)5ty)rzK_eStPi=A5cBry((bg>S@wDFqqGH`guo6uz$*5(1`w?C)K1j55K zrP3T-$f`tcyS5S*Un}r0Hy_Zv)Zh*>OCgZ4S@q}jkRHv^f?lfFLMYX5Gu1U1tAiDx&9uc1&c0JiaJZ=x_ zGtOx+r*0zLl103xQv<0sqVvLHzhV9>lh7!mBeWysa6-|`J^y&i%-94!+7|Tk)P6vK z6Rw#f$=N8N;sm*rFAiSitv7d67R=;pIbzGYzk`W=g~;GFYh1jK^E|zny_sQFexX2- z9q?X`t$r9$g_E%bf|k@+p`j?B-CUDuV;LUDklr>CCyu}3_p`i?dm{m<>HWM04t0>( zk%&N52loqTD@(G&l}%L*uY&Gbw6-xO@KIN*tqSWabZl_2(#PFa6BGTYAUZztLPt8{ zOuB}-IST-u+5s2wKpY!FwFneS#t^C~x!z2MuvK6a+qDMZI1(P z)8ugNx1z#FhEGzyT(YAPuVO+KOb$<#i9Xx6>n>{T5I<8T}04DrL} zw&meSshm2Z(ZYMXotp1#)g`y6jr0-_&XxOzNZNSbdXTd+d5E|8IzUdYdbaiDH~H^z zcpOuaz8PL^Xer{&4yl58w=chmh}ryCj5t(6{DI=*OFCCVa`1*K?K*=7XWq?6P=Hq^al zWWObPgMume2bFSG-n@;DBKn#3h78paP$>o*qVs>NHNR2ZMRHf8k2zgOgLAcf!gx9b zLJONdBI>Px_En9jCh8|)PSr8Ti~yuuA*)|A{KI~dO~r&R^Q#vJY|&-;xsM+6E+>j4 z>_!`UuLs`6I`c`OiBCz+ zDI_^(lIaf%bpd&DhlslrltZ2`Yn0M)z5^1{^xk~y6*EEsjsMZbC7Stf9ed-i`tGO9 zbqDfw0n{!zA!L4Acd;uIl&9Q@kX&VNc&+P6uUj_tx+n?)vf|NjgkE1=)B;v8(@-(B zL*e-AZwhc-i8ZeQ)pf(@;S4EHsb$7f>Ys=Kf%DO1Un$|G9z|W0g$;Z9K^T+=$ z=8^dYYT*=n8S_i~1R|wuwOY>)*B7nAmANRezMmqHf4WTg^j~3|ZXI4*sW#VC_FaAG zOWf?ZMOw%-NHSX@mwOU?E?e4$*g+L~JcOm)&+<;iGA&JGb#VWsXT?<96#z07shSCi zjDmW$Ci+O5*o%L@)?a9-`{K?1Qr8X`Ul$+_nh$RYNGY^S{u3blHO$2B0N3jGd!~@b zw=?GumY6+M{^PCOHXH`vTHPt&{&G8W&K_aTRdW#kGuI$oNA47aIaf8vzhSvr4>EyV?cYHRT<-r2`2VnU{?CB_4@Ua`>lH3f&G%64 z(ZB-~LOOXnP#FUaZmIaAsu;`Jj!5Yt4>(#7CA^5#Zd2E`-d+o|RXC!~4~Uz)h)^dD zDKoVy+s`cg9JPJ{WcX^3C@1Q{Q9FpxzL{V8RnH`ZN7roS7pgBB;k(sD*J(t}I6~9p z0|cz<4xUh$qlG`L71Ex_ZTWr3%?=bI?eI08h3G+YGIAAK?C##TxbItLH7&((4!GVn zf*c}RCn`4!YHNUNSb+bZeKaO^18y7eO?vOiAVMnKC_ZJ7e z>}||A=&J24cXG=bIV-Q+hUyxGGLMz9HC^RwZN^+APxQv1AV3vOEh6gc18)(E=#oHW z4RlH;<>RO3Uo2I{@LWOdHm;AqIe_;&AbdN4)b51PFF;-Sk14McxB>8EGrLR+PhJRL zpDylzD!u(um7+F7;8nQym$05C+qGaqFHiqKf%cIh_E}1=LW;@OK=Un5>;^?KV20HQ z!-e}8v{lHbNXq!*VO%QBAvhc`%p(%1JckdjPmgv_X;ubF;PR&vJ^2mO;~N7$fKMMrk6y0;MRfmAgP2@G-sF!3(d$2< zKt=t^hHxJc2IduchD~u@M9wy5*=X@0umUQ{fs5Bm18&9YOTc5rVf+on?c|%3uqY3t zI!OOy>7y7e_L8s*&wfeeNr~env<9_II@F!T(L=ak*uf`vU2{yNL1U_~>SjU&R38w4 z^Pz5B_Q2|ihM&F8K)iOwp&S{+I_6tYOJD$Z0c<_7&2kkZpN(BXA_7i zWo9+EqO$FV z@i!>c)O|LI@UcdL@i^!zLZcicruRIGwf=BWQQSUq5InV-C41}r?0B&muXL4ur4Zen z8XJta!D9ZHh|w5dP@NWgzv%k@PfzFZno6N5G_*5PcUOrAzA@QZ37L9$B0AOS(xi&$ z{DHB6L}yiqyppVkKpYJX_9F?0&} z5%IyT(cOOw9YM9S((*SlCyO)|y|lXvFZUYGQ zIu|o_be(4gp^YJ|T+mtjw#x(vH#@-6b8vsfX}{3M9DZ(JPT_8K0fNRaAsZD!hV$W3 zSgyJvnv8`AWb+tNN?h76Qk%RD6cZKuW4AFS;R=3O9*{gQbUDg?VcoY3lIbbfmYIt5 z)6#vMQ%$@bi14@Nez8KRU@B5JTmp*ObdiWXw5}b^Gh#wL#-X$+*V(VDHfo9)YTgJ; z2uPwrP-wJy?LfmZP*=_!Wvcypv@g=)a%Fkt)S+>@7h{{xqgNButtNt~3MXrRdK755 zmE&#Jh#%zgjMNlPT>q%t9)i4<>0{fxj!AeuYgHfc+umSm7ZfWGme}X!s$Gaz&*ueaX~ zFN~{fy5~FBjXP`gA6UUm3r*{QK5}95Hp=RKMG1WEqz_>E=(7_^;gg{8?e8-OzF7URUo+EDN4ef`H+uFkw_e)`82jgnn zRVm8_tIkR)1#XqK?yM$T4SF9GewFK~T<9e2Z+gc<8b<2B0fSXQP1CIpr~F##mwJjo z=rqBF-7k((O}UGDmQ39pCE{YQQRB@0;lⅆZUAuj@1$7jYUEx6?fvJSP|G#Y!OS| z(U$<^z&bsh$^gV&t=rhyweUDCt4$vbI5J4@sr_x2sw@|R@fJdg;r10qPEUh4>5 zWt`P>um$2_DyS$7hF6Hfq-*ILmnoao;ovreJQMG(4Vp=&fgb((&!YgS_Aa=hw}9~Q zSQ%4(k)MyhBM>HgSMsR3+(1KFFBDcjy5CcU@I=w6JqKV7=Nk>yz|@raovZm;LoHIi z#xivu;eLBhBGf0rY#l5flW+1}oY{;)h~}B2jgcN3kZ22BcV`-eKu?ijxD0Vvii0)K zlrpXxFW|efrnNWM7jjoe;-qRIZFy$Wya(M(1reRV;7~nJxMT-;{`th;wwFd=e1-d8 zox~ie725P+Wd}`Rv(*jQ(j#;`S3^+q^A}h2fp(QIQ}N42a34^{@${l>d%B|*Nb+)v zIos|}uNVw1Qa^g$w z5f~p&kp0n!R&+gPlCw@h{jqLiLm7_l;PIQy9Z>ObP;XVNNyrta*tt=bZjv3)^PGj@ zXC}gxiMC-ca*J? zOuOrsNqR5}oj#d)`z;_g6*0#-2i|+As=F&-t|6<_r;+-y-1(bnb-t(3wR=&DS%y<$ zikJ4(!jB-Kp>TB`J6i1duVx_89ghCC|u zX`xpMH1DX&C0KZ6(j{_vJk`oU&{Y&D^p8B&4}h|#PS)u?8;PcQ7Um4sanb27)H%VA z4|Oh0NVX<(UPhFmoH{ms{Z?Z(z@agAy8L}qO=U{Ky4uFX9nPe8xOTc z@zy~usaY?YWG|{99|c%297(2I~!K)j}Eb~Xy-V5yb%9Y4)W7@2)|1^bn_*Z$9Jls z?s9{q?Y@dU-9p1ssz#F&xSdDdkt6;XbVX&8M@BQ$p@(26>shO5w82V$Zyu~7t}!~} zV$^+IZj3ilb*uVOk8RtJDE?}Saw@GCc|T5!A{l>)uEfN)myBMhnMFEZl&!azJ~NM+ z_W5#MZ)3`KuC2CxopsOnIB0;`Opx89<}Vc;3TWaUI}G^2eUw?R=-^IsgD~m4;?C#% z@h)3w;n|{yQiS+V^B6VAjsWeRk$26vIxSn;?rjD(F=iz!+~H`kJmPHu^2?4b(i*Z0 z=lZ-NXkk^G-5A07NT~R{xzPyb@R2d$1mG#xlb^Jq5#7d%>k6_=$r4z1bN}n_0yrw& z?W$xZ#;{-dCe7>7#9E7h>R{y!j}_oY(K7q9PCFC6CJi(ioJs}0&wE2O;S{yOkKZF{ zDaOt%tDY(py8J%6uPCbfU7VEnbx9t%528ZTC#*09UzjKnG_!@Lo$b0?D6_T~B)i)< zYAPDkA!=fd%ZEqWciTw~w?N!uqGneiQ=a#yl0Vs+7!rM@8ukUMosrQ9+SI)35fb{f zctywWR$@KF(Q->-&mZw|6|XgT;ySd#>4D5th9^0AXQN2gb&9v;C#0vp#wT~ zk8-ih+YA)2(RC)3ecOH)K@l|#<(_8Fg$3pJm>yJI_Ud+)vQK#D>k>IBq|jwCo5IJe zU-Q=2RQ#If=nOE2Q?rQnluq-=JJcb%YAvrmnhrQ@3hg6`8&f_3hSBq7xmGs{xcwuH z57rRXX<%DfaMn$ea%ESDm>k31DI~gC0*}V-m>LAdRv(So%Z_$=N`cVH^J1t2ImVb#wf*;@HIH94Lrxs4 zW6T$yR=&yW^eOSeytSSc(cH@(x+8xzde(SzA(~}X1ehyaip@D_8fx4P^IPMqcrA+& zUSN)>-1D(XbLm|L4Q_*TQR8gJm848>M@L0HOW<+fq-z%gIF+FJBewaf6KCF9CC zaVgAd1_X_WWH))HF&DRr+8C=^=FZ)5FRe{Rx{s?@F;;xNT$|oe?P-IY6D~PB9Gw)4 zM8nDQg?0O1d>*~%TxuuLW9EN;J{@+%XROkbp#NSsl*vpZ)Jxm6W)K7H_7Ap_45gJZ;JUZK~g@( zJ2)aKgf0mI8hkCDJX4{i+PLIzqv4TvwmBaMy|+eJ@xzG+=B>OjU;Z718QOT|a>Ku! z9F+l@D0e_?a(NcmUBE|tG$3cIwgwZ=00^evM@zJ~^E)e2{%8=Qb2SmP+|H~37JOXJ zto^89exNiJkMiAV z9%iG!XHx!Jqx6M}Opi4fJUN+7J-(}@6f(sKb%RMz@EGn9<^IZY%BqAMjc^-mQH2#^ zwGQ2rMLI57PZfnnBu`Rxr4J3Jf`ggg%V?x-oMtSl=ysQcW+^0ZWs#?Wp97t+h6j$b z&a$O2pHgBklV`@5{NPW zf6<%OVjO5BVLkiJq120M$zM>l@MVxeU}t?kkm{Mm?1-Mf`&@oJi~FlwZ?a7L5(-)y zw3pPY#{Dt^u1q<(s`dCW@(v|rQHN$<`&=VcqZ}ib)hrF#SfiI=1^LdGDrevZ1;+h#-NLBTQUNJU2a<^#dL^;Gp3{cP~~~oN$U=0NM`6I3_Ec zt;gb@yLkNwd|Pw9HVTU;=e7u=F8H%8AckBBGzC}Ap4?d`n34iT>2APil#eyh$H z6DWQsuHNzEn&M5?<4fI55mo4fai5aF=myy?LdQWy6ZpDO>fOl5sQm)@+US{k?Ptcy z?zF`)h_Y%gsle`fWdUl!GdrG3g@;j%uP+^wNA&0vgsv87@Ln zoC{}{1bjB!Ig|#^Rqcu)T!YnmCzwus6>p3U*yyb?KMRYt6~vEw>97L+vhbI`K)pIC zYD=J-ajw5RlkD7bDM^hBJOG1I>3gHOvBN zpiZ=We#3hUQJA_rf(Y><*olqK)Pin>bp6$jHUYwjp0F;V(%LA-)6*Fa;WslY&p*13 z=q4=ng4D2UaFyBzUDq4*n}kI2!{PzUxitP?ET^fAb}u>my`{NZ9CH_l1?y}=uq>+U zP2^PXqD>eXk6!8|E$Bm>lm7iNmsM9|IotbP9v0+6#nw$*YeZ%PJ?Lrud=02~I*mth zXUIo)bf+=Li#=LtoGDTs>}AxjwUimkb-SnWvM|U9m0;~r7!^DHkUUrK67`31oU|o7 z9=6o!3pq%W6bpH!C%KSWAtfD?Q%2218Y2E=v6(U`t&s zum%#O&iBSF$<53V7tUUsUO7J0ow@O*)@gmgcA61GteL8u4#pL`K3_FjoO`N;Lz&y4 zSgr7pmy_}YwJ60~_{ysB4!2L}wwc31qyLVfJkHa8p z)enawB#kM<7$--K)`-ElI*iT{bKwtKz4)^3J<22NjEKKP!JAy|b+_6@Y{wAqH@k@FWX03Iv`xoEu z=hu>~Q{=ivz^2xcNI&SG6{7j_18Zh)!KDA)KIYRxddhplF}wW8N-7_W%2e1s&)OBD zL^TpZqHjW*%~x93PnXzFUX_PxLT%0-<>OzuXUd+RD34dQ{IW5k23pr`doR@Z_S%Ev z@)sPvibb8~DjZ{z0*fhLCIPEsm051Vj45(46>AWa+OIAHk^~b!hANqz44Fv6CO8!m z&JW&H3g9Vb-|OeB{(*CG$v86=G|iRwUykNwE)>tc7;NEeNWn_A7|V-~8#)$@R)rv- z>*yhzi!sVhIwm3_iVnJ9kNO_O_HDkiA0#dF73eXURo8dkm~xy8Esg?X(&hR*dU;Xl zAsVtt&OPpFjWNGo+vx=0*YUeOc@TZ_0l#%UQil_xQx{yi1sazTrXZgz*~m7p!(nvq z)BGHg_(^TYRDqh4()j7}d|FVcnMTcCe!bbBAcKt~Za-k=uBOHd=~up}y{Mvlw^-~? zWFHs*^_n=MK&n3MzUzcf`SaW3P^vUFwce{+x|)JA6@s@l1BWk8t#v z1|q+VyWcg<<3gh8(<<%9^{07h=M-TX4w?rVt5yF0qx7+@m#{ZkIt>jI^0b^8!?>)< zbE?)X1hsvvS%>_#tE-2!p?#q7l=jAE0L(kbg|_WhdA3E`T5 zMHYoUkQtE^nRwH&HTq;&|34BEi5=#x;WpQ!?148678=9XVHBly;y(~+4WIHhpv$Q+ zcbmPB`?l+pO1rE+Z`BJttwrWj@_JyC}oJ)hJ9B})%sgnxDe zrSxrwgfu`TIKK=nvzI}nF;vxLNQJ;~Zo8Y$1wAZWg_dN$CS&9%p!G$4-d$*Q49jWY zdld}&zodFL+(m!W!3oYPBVPUCIXwTF_lj&1p1fWo+~s?v%-O4|bW$1< zX7a+-%JT7P*0>br59bACHWn(wm+`Cc!X{2f zlHWPLw)0!TM`V}Sd&9nOe_We1l(Ln5prrGr705{zeF|1o3&`a}SJzy$U*27>ld-2v zv^I!(yLbXT83~^c4gnt#DJD8hV9bqP~H`drtH zwTja$?vW4|p5*wsc?$)uB~p&DAIa|s^XuJ4jF42tikz4O`7oTd8(a?~qTNzI`M{Lh z4_~%;sA#EWXw+Z?XsV2=rjJJs!TvMY9_4DO8z6e9HMCEOFMpWYbUMuEn4KeF7B{$E zJi=j{md8ta?}Fl?_IiKB6vW#?bYr41r`}*?l9}DB#sO)9iYRTL{t|I-zHI62Zr!@U z&(lP&345q${Pi~v3!Ctge%IaO+O08}3g7NabPsC)cNiu4m?cN;UeYG8Lb zgWG%eUy1FppZM?H)y|RU|Fcq>c?~n)I_52}y|>U9$zqgQV~Q4)(7JFX)!TcMJ}t#I zYVty!vhstVt|lGyMS%sWfPHdFLC7W8ZYB@H*Be;gH%gvb_1wA0$%C8eI^5o8`qIXF z(3Sxc=g@aA31%#CQ>GC|q>ULeW>!E7)5cQZzsJh*6sqLt{6@riwMZxx;4dX4Z^A20 z)F*Yqz0@(e%MN{%r>IPieXz`hMM#O9!C+UVFs1n;EXy!@gEKJailzz#I zeaziLoe}0bx9UgPGAvPs!3r-oOP}tw+c_w5FJ+n9^eYYf8o1oKlLS+%Hu$ zNpgr8SIa6t^(Ngt8ondLdJwnv?0+^IWAD})*%-2*`bOZ0?jwh`=r_#_1vPy>iajZk zIB`Yo&--ep0#!RVUy?yTDG!FJztKpw#hI?htuU;{Q_1-1C(&|yOrlKn^q%0pmN4f- zN}g^HRYl{e{4g0uFMSx#Z_VxlgM%4^ZMbDJSVHsrFl+IGZ2QqRR?3dzlWWIkxtJ>F znI%zy5sbi3pg=<>>B1}O;jx-cQ|1~C`!63Uf_l6OOvWJ%nV7vME^{_pbWqwhW;%QJ zZ98=0y1l_aieC}UyfiGId~Y&3#C{iRMuv1jybY%2sdKIwie?S=;$IVH@p3a=u#4}? z3bBXg#qYnC8|_9bL!%09RJ9TLbWil7WdxaXyHD^H9yg6|5Cu;F3+7qcwp!GOS2;RYJ5M^PWgh` zNpAzU~fRG^dR~v1$wUUw-|E!%E8YHgu zuC($Ro~v;D=phnx>84O4ML3yS-_5f_LOQR06zgNX z7)m_&ScK+0IpEqSjv8yk}upu`Md3RAYC#rMo3YGm#`wbc(nM%*mN?jQzsM|M=j z)BA-#aAt5-@uNrG>hiPe=LOMSCTsO-#b*pwK3C)9(#qL2)teNfEeBfIL8PT7AzhQ@ zCY>q~s<3p&*op0jo}{o2?IXFKqx)7fzb4`kJ$u}LwU%r!>F*t34#qnL2c@|~E?;2+ zi?zAgMQd7Z44{Z($(v?76Yp1Lkczy{Rn-uClA<-@uVZ)A6`s3RX5F8P#y`Ql0vCJY z79IiHA^S#6hDj5-2bbhQEL*n1K{uOn?#sQ&5Qj#d_8zGIZ6xSASye7ZjfEd!Q!-@( zs-1O8n01fmi{YU^%DZ?^+?)xC(8}5mY{vF)TPWDoBeOoPVF6qt!3~QUArn}+Dyfdg zf;1nGlA^qT{cdhZDG}K~Zvs}gA&`{*v4i^^hJLlUf4&5YNOMlTZItN`8EoV)N~9dz zRB%$CtRB-w=9Q_r5kQ-5l-u;mX^yv?oE9f}V{75pb@|k%fll@hM@f9ydK>cebpf*)HyHSmDF52yEC?p2~Oa2O#@&UTYYJg08ke8MNlQ`edUMrqV(Dj z+Ooak(>e$d#KdTeI^K;ueo6;7BHjW2ybx%=*h%4qrq2kq9EM8?(ZDXuWP71eE&*qJ zM*3lu#2D{6%e%lE$Bsz(g~t0FRVY?8^AuBx}ErJYUVSU{1Qg zz4r5si}QZ2hiuutnl6|QI=sEk>mS$lf+$&%680a zP-CT8kZxzwUqxynD!X@`Cq8$@kLje6IDIsh(T@b4LGimqyFXM(dqDeA;3C~{)R9ft zRC^tny?65%PU0!5Hdg5dSeZvQE6%TG`)v)RND*^B8=_6daKvO`uj5b*9Ds| zASufk)wKSPY$Qor_i}P)i%?0@FEuzQ(4V*EnY8`Q@HAc`i{4Nl`x8z=52lTGffPnPN&Qz_J9xF&a!M2mE=U_0IDFhB97Pm_GBD?6b zV;>u9$#bW3jMb;gn>0n1Bmps_K6Ppm@hNr{P50b-cp7~jj!b9WKEt=P(%)+1H37P1 z98UI%ev&lbaDBHn$Av;m`MO=~cG*h@NI=D7q=mpnqu~fo*3jdE9QuN@wumjrLR?*N zZ(SHkC`Jy;T<+)aSkttt!T7Dk@5LLAlx9vN%_cp}5IXu}#t%|W?K}ov?aext z#bnbi+%EOiuZ$DvRx6&%hIbhw3uL`dqgQ(k65){Xpi)w zJ0EhlH_#k3u&RqdHBj4i<-K>467_$uauBlKj+BKT>>EQ8R$fl%RQ4-$8$0URAwDwf ze{=D?g#Rc?tCwlyDeLo$4)-=H>uNE-<3s)$xo~Q29=n3;rVsLU@UqAB#Qoc}&-F{f z#Km;=F^i%ID6AObDE(~W=&pWH=3d(( zgBBH`A6cVA8!L|S2sLK5opeQgAlm0(&^GjvNj2?Wd!P?{(0|10AXb^Wf}9x_`N&y? zHbfZiZfj4Oz+-cVHlb&n$den1UNvrSaagw3HKEPAoUd6$@ZX|Yw@=j^u+Lk|V@d~` zsk|}O<*W@@#YM%UQ#C_`aV7g05)A^p_C-q19g~BKR%A+7l675oU08%HcqprH?$QvZXQn;hf(wS&%m8a~>!|Ak-se%@iF?2zP@ zK@AMEevZOi%QZ_;HI=&GSs`UuRpo_dx)dzy+A;70jj4Vi2-7h>1CpL~_nY}+?koAZ z$4o4{`<1g43QRuEndi0MmYx2Gtgq17aVBN6+3O%~|3Q(EtW-%-Z~^3o@po4#9;&a0 zSeJjYTg}Lk-@RSL*@}$J%TH8bb)s?zV6CEyOY*Aj&1?GzC_Fh6dCaM=zR&=V#|B-* zoPBE$ba_07NnzIucue`awfVyG_-|$dk3~#yh-JZ2*@zk9^^I6f%pS0&Zdq1LJ}hkB zH}36OKD2bA8h7^Cain}{f)-0kax}_si?p)7~G*kmO@b``@FgS;_m>(c3>OY^^*J)fp*CRWRDq}Y)#k5o7 zcT_+}z?Rn2#1Cs$h}AWjuy;?P8!nRMGn=)n@XMX{?%s}^Kxx~>M_AkLci5WPRXTG_ zXJ!}s*&5e7nOc4e7k zz7o)_c8$)OEofuds!xI4#)*Ft^i9=m8I-SRN59S<-;r9aEnT~h0r{2GqiCfv+DE;m zCdN}C-6?ZBJpxASUm`_EyDX%B^>4qAyXCQMZzJLM`_tVj!^r~F#v-%wEXtI5JBgs3R0>3yw zqzo)MF|z7M?pGv6YxP&As){f21Y{$`j%`fwjo%lr^`&^tPKa)IJm9y@m?<$L6+281 z7%zPOdoxJqHWu9R6o_+AlbYwh>tuf`1VC>U0nJ$V2gZC^(8rz~4{o#mkRn|p0PrDT!xhiHbWik9 z$Bj%sI&n_z^O^X?k?O_7@evmvfEKXAEoG+4X`A7lBs2A}hOrhbvcpZCgQ@AL*GWMr zSp4)?v4a|EJks7)xFzugi}L0ise#H=RRtZqt6f#>s8uzWK;rD=fNNCnQ!@Wz-J%Ov z1IO}cM949GQT&LqaV@?oZ2tUnC0(3h1PGYh1zf(&AI~G!jF8Y}f|MXz_bUpQSrp(< zo%R$c^Js1Qnab3AN1K)TlnD9S`;Vj?7LEf8DaI}hXmo3Q^tiK2ub7QB5PPkq`BlwB zxot1g^Q+9RecR3-(RNdS2kFUQ79(0!BcXge#-E;!1CF;49Fc-Z`5?%wpZ>Oz`JP-% z8Et#d{b|~+lmh!{g&77|fd*KEW`C_g1KR+lzAA)of8EAy590hqmsWDQ7+brc8eLQ( zQN#e>Tia(E97^cf>8`r4`Nn9^*{*Wc<&2~Vhgy{e;BM`H%o6oXIad34c<&i`K6W8; zxG5SvwGvuf6!Nrb8bp5hoaplOcUJT%vLVRTqY%Z{63=69o6Qu!k#+l4;`cR8^_le5qFXM1??L{siHo$fRQy!DT#Uupt=P>2>kvc zJYC{p3f(F-e9RR_vjLop+sZsEjX^~pv5W_C@e@RrHzY;x!#~<{HL1bg5wVMU#g5ga zxqnt;e`A7mVn#RYmV~3`+!?F^sCeS0WU;WwZ#1A3yt|k%}b#=;yDlI2-l{fi)nEbK&!OPI$+uqh>`G;rMMOFjLf>m{OY5 zcCT4b$@b?Duw8f>Iv`_7->W@!ggDgvmdu&F2v>%aNKj5G)c(#8*CsCxK`B7r=#ftC zNfj=L0%7z-EDZsneP`hUB>-w4>nh zidiYl9RQV2(l4KNXuNn!YZIqPWFrJn^NGZc`Fq0_Iefl@`{_x|ply^JS*ZN6NPCSD z8c#PirY1G!Pk|SIdW>q~lv!K(W~!`jAwOwVL6>K55Hi^|qEd@vyxOZes+QqVbPfYV zAjHsq4ncBf$iD5*XUZ+hmsR5{l4}ROz)Sy_VDng#iV3e7tDjp34rUS`xq#~jnhwRs zii&In+HNUTz%{#2ab(y8NJwo2eJm2szFs|6WSW{auS~Eo8EwQceV!c`1O3YMu0P+*ipN_J5C(iC`9i62gID_k0vhPeu$l!*w_8+6&vKMcS`7xa2nr;LWYnss_B&c)e#H zDSCS!ek|lUgZ{Ib!Ee>)?P%5=>O8VOazy=>nG;YWt4(Yh z*x0I=BRpP1{`~L=W=qwhVMU|cgt_IL=9wnB@WOS50n$bfT+?v1pAqZG4Rr`zid}*XsmUnn1yZo-1;q&lhRX zT@=Ua&R!4lu~S8}&fi+yIVL$tAkRx8{vayw>nL1r_kjou z`76!(q>%9f8XoOs{A;4m?BHYlZO;w)BMU$OPhPW1k$<$`bb%3jot5V`lUH;xlXutZ zJP=JDE$8z~1|fDL4OatzHZpE9s|o^~gI3rv53t06lJl`qLsDqwGs^F_`}9g5(noqF zWTcoh^;C@GwG}>ej4A)v>^*ZffyU>qbn>Mpl9yx=Oe7x2P#SAN4aJk44r`34zPWts z=O-0?0gHr}R8hbj0D8^iv4%Ka(g^j#jC%KBo$hRb<-KO%gc$37)7h-SsnHK6Rn%9% zZEY8&Raokrzr5Hi?|r&T=|AQidjd)qn@%&#b1JCE%LKu*lj;MK_C#0Qc4057RlbQJ zXC3tPRPbz<k~X{Q5A4_uPtJy8L+aA8Xunt=*+QqLY8RnhTwNHqi zN_M=RcQtg=;h}PYEo#>@CP+Ny+v5}3rql8=LjfU^anlz2guNOK1(mp5>@sq$`Mje| zrTrje7N)^L`*MgslZl%``qOmNH{Z{*FgZb$!-?QH%!+JIr6wMwo-!v9z_IMUP@RgH zy`eHotmeWO_o{RcYF7V+XwKs>Xmd+Ov+^31i?7F;2;( zh|hIpigvt?xs%8A>>Jzl=mo~6DPM%4WA$-v_|5%m;_a!?pLa;#*zdl$pDgD(Z97+x zQo!zn$w9|i*RX?WYG|jHLc4|5b-T()J=C_Mr}=(+Nm%T5v84!2do3W~1z?y$a{a1Y z5J~(I$KTiMV5aKrWZlI^RZeq_>sY{3`G)@z>ZHb7YE0~$b1Ekl@82J7%$@U@KhJX6duqfLq(>63bDm{hv%%jO z#IalFoEgqv>l@ZmNZyxVv`~ks`zwSvO z>%}*Z#7a@fXXoV2a!bm(G{~_6Ei3?8RC$EeffH1&K$(cQ`T-=ouE9;>H+U=yf~$kcb;Lj)l*NA(F?Cr{5d} z3yrAk?_z?7G39$zMI@2Nl>C0#Yf6@*{+Th!#o$g-!s0w)bstY~VQkOvwpV48)(`4)ycqAEE_L7TE7ym%_wT2fxuO;<&<(F!-Uk%G8OGHm=1^2 zicU6d380MJjtIVc{yd%4lg)CozSy@cS4$ZA z6-=9z3q0G?AHMWOYh8OYyN>dNTVh5FbaSXF4b09gjK%Qi^15s|qG?$kv1DYA>BGvp zRLGGAAw-wp9(7~>S!>ToU8BYCJnA()$vLOs&3OK+GJZRzbkg4l;*IRhOPs<|5D8dp zk_NZZ`J!#92lq2P5Ps!j+ZC;4ze*!`ddrPRgvHk)$0|Y{O>*%vM-p`#+PmFUgfC8a z&Xjdx)sdac@o56uPjyEV15(j&4_e5=_jNmnH{%Ji6}UgF4UcDUoH)*+NBLk87w{Ct zCE2wLWNIYehDf*GnjUqzY8ajPtZ8xOcMPpJau*r7sILgLGUls10{x{6pp3S!?6iEW zf%+hGh97S1<=t02y8p=*Q~CeicT&+GXG}g@c5EB(upc)D+CoYV2DCEM@g7^V>LOjt z7s=iHOI-h`rG%`G3JXVTK}a^b-SF>{AJqjZgFxsN)cevA^e@WcwDhDyy^G9!ORcnB+@YLf706flEjvI2!OZPb%I==X{ zAalmuq*k3;<1LFU^*;y~{hDaBW3`?XEQMh&3wlB<8hp|N5e&nI=j}SvR%*yeFGyNF zXaC|74`@j&smutJQ5Gj%N1TUCgs#Z?6Q?W><1pGLClCGu*aNuf!T^kT@9a59rgNhH ze0SwRGf$OR(XYQoJxKVFsm1QWskDFR=cc;C6TXOMRY-*HmrS!i_@}FR;0BI2zYDW&XnzEg_1l zqxTZeG+MepRn&N{(QgLml64{{qL{Itw3!R%uG<9hKQ0`7F$lBRe_&@90US(Hy*}T_ zE|%Vrgryh(cmAXrI;Z5XlQ|Xl@xpP!Xo>s#y3Alq+_@Oueo+h7c>DH!Ue;q+)LSNM zvY&E{(g}}9GzLXjvdGvV47c7s7pQ%!x-4PlR)A8kj*Z)~w_<0Naq)ZLx>fVY0&Uwigv1g_^|W|Mg3{c_8S) z^NNCs00b1bS6}Jh)+;HMd`qVsHJQKFQO|R~T#E+*tqD&-|Yg|2L1uf3Eo7J!t=V#{XtT{pV5n&!h66 z_xQgojP(CMZ9wc=Ey9MDf1Mwb(GOsVbt;lN>e$)#(0V+(;Bh39bCTCwLdagyjMJhK zt2M@$x^pK$tHL+HhRsClVbQ_%rzJEdUUc>&%ELR%T*7a``)=m8hfo9OiIwQzZ^tjT z!FJ8#9f|PCd5uHF!c8A&Gw^E*bRfC|072g77|i*LzWCWN?%UIk+4fdCP!D`b{yumu zv`E!W6w8;x#x18+1JACZ=DqPU7P~1TkQv=_9GWQuLuf z_eB>W+1pm+e)AR5EC9RZ5(Sh92=MGez_8RKgUmqx_#nod6+g51$eT-jSSY<^5tWzL z-$guuWa+(TK!g$=Cw86&LZeh7B9?S;Diy2}3)ZKDPm*N?pf$is)dd+V)ORTQK0%?D zu6eoa`DRrI!^bSpHWL;F^}pZ1lcEIB1J2i#%=|vh(9=Ghk!@Ox^udkPTodEzX%9Ww z1C_|p;+9qD-(H8j@MfSMvrd=(K4?(#Q*`bh;Z`8iWol8@!9)2-&oa5fvMx4!d0zb^ zjX=q3Wbv)YcD@eebBSl(;n$%jh%wW#Kw;&*lhzX2T%Gp*gMV|&R|w2jB;C8=EBn5=>@R37jLd?W4LUGONDW$23}gBQ}(Q|)iGM5%u}Y3;}q4r_;4koaX| zZxi+c{p%M^<>s&(nrrXtn*RLY-Ze6Ma>*NROMSgkm!w-v+aI}si@#iO3B@2K=In4I zoeX7XDlpX6WmY%x^`!OmMT=|lVsXO8zaI3Tf1_E8f?Lgujn?DfPtclf4$fLWyI=4C zwA9VoyX(N&5Uael`>e!;CcFD)$^gUXlV;=467y0>B@;E2|Ifqx>q&Fp!X=K0Cz6}+ z)53{h;~ zhlukFj#mB#)zg4zxb;oHWcbQ2pMP`Wd)O0)woi-d{5f&8*Z680$Nec!1+c5+9_QLB zSj)6HMoC7QH~CJ34?_1Nwx#KE_icY0{hI?$;DH0K%8j3C{yAXMC6bIMRz1s8$3~xU zG_`+tHJunw0${)}6oZJvTJRgWxeKK%JeIqO>Wn%qYE_jM7e>(Y9z6f@a>X9%&yE}a z5a*im=QC%4zy5hA{t`(VAiLxz7i_49b}C#p-?ip@i}A_6MPz(BwAZ&gv=`&MlO(H%MBCdlH`1>GN_u z8SFlQ25fkElR^2Gsps(iZYAWzNO(0}Qepk_>8YZ^QYa@DKQIg$uE}BtHT`=Cw$r>L zFpN|9o@>W_knuaNOhE~dUus9IC`0lqif07 zj%zwa?*h0@zG)K1TNLyV`-g$aKM{_cCK`dh%3m-whXFuN{yRt6v`NlR%& z?fKJ7AphkDV-a6M%6s`0%dPuW0CVxxB*3B$0cPg;E}+C_CL_0x!UbmIJpt{q;v3PU zUndVRufAS0iE0F`OP#*C(?w}6Rp$<7@uSY&=_N4%Qm*f!=MYsNgT|%{G*5l2ruf-`2xX^^1HDbV7v=I+wuR zg4Cd4G&~$8WCPElZd(HSiaY>UDEO;fBEI|*uxRa%w;}^XirTq!(+@*Te&SA%5pEt@ zTTQ-rL-HYiM%=H@Ej8L^fUdwE;52?u&7FHfzuipb9xJ?((6_f2EKq;n5Bn)@3}0ZMbCb`sf1=vSIMTlX5)OgkRw`VE*}CX)a&Wr+Wg{Kft|F5e7vjo@H+ zbi+I&m$&@!V5GlRO@LA69Z_((3zBCs+l3XnZ@NAl<^0R;L6#&t`A-(WUmJ^r)N9Xm zuFb=J?GKQMKB z@B>Vfj`fi$rw`{l?U*cn{GRTNptR3_&1n?6qB95gdwEi#s#$f-m)5Em`tG z3*9-l6YOLV^g>er=_RuQ8$2m-#+g7NU)r}+{kNm1qh#MuHheaWeK~{D+1ooiC)DC= zqyxh^gjl}Z4Sus^vA4{qXBLH8(WAauvsSt?*0-DQn*1$j;~1!gl&@Dmtd2~7DOP+A z=tt;{Lvg@Xxv3B7xb6a0M$ZA2Yza-mL&B_u^TQm02G)jU87>7ZT~rttv3H<^r-t6> z*kQmTzLn%4qO!ZK_10dN{NY#YP3-M|VhdC{LPCe(5=`qSBgmtRr)PSNx^M7vRR1=h zSypS72)+HnLTen5ZK%zShBaXn3#!ne=pspk4(zj5NKu;=h=v+YA;vX zR+#lJpIQ*@G_T;0VFTU7!#phNIhDqvGyN-RPKyb+frBFLe{NsIBDa3dr<^3(L%@vl zpDXIG9d|C0%?M2Kc^EFkyAS3pphJHU1V`I2Kf$@oL@X|u69uGN99)Y0X`$@Audg#? zi;*~6Hp{Or0FZL>?CGMwQfj@fk&6t2-diQs1^vVNQ2MLXKb`$l{yJu-b?4pP0p~O0O zM*O~9$XTBA1&cHd0Qz`kfms6rx9+su7(>E??rXZ`+BE z+tO{s=caG)05QZ<9?M7n>GlJwAw2#;ARd2(a;Np;Bo~F&S1!i4^z$wH*HGvmtBx7x zn&;ykt%NvPQH}i_^Mf#|Cqv9)TcOhnM?n4Jr6PVFNa{;3aC;5RH%NF}`ceLtsL4Az zgCk!nA~48_a%z8GhE`E zV*sq}@fmoN_IzbUEIRC+gXUVooys48kfxjZuD|j@gy0vRrwb?n0(tIF^pav%4oGIHS8rW9bI_ps@{ztBvw+BQSTC7wOV?cSOwq>aA&! zHLD-{x)+)=+ATzfoC~=v{(^w|_?YjG`!T+h??AP5?VSH@|B;6Xj&PGRwwc0cy3ixZ z7_DOwy8a<$Kgg@Bub+5Fct<=n#%aT8vg~rK&q^qvPs`E(Tkp(Qs@L7n>-2fM>PD+d ze}m*m?x?@B@3>clM{z?GSIw`_^;Fcl&(WefRIUDHq|;K))_QTFoV#jgJ=S8;Hr!vx zL*Bk_i+9nH!NovREh?~$r8^6e{RHzr`UdxYC>=@Ux-)!*J&$SjmnScO+IY&WU8kTV- zltj*TxITNg`sT^V+I9nVkM7I4{~4O1kJ4)AlQJwR^UjoCb#zTtXnY z52tY7y}k;)fHic=)AjqD4sL4QrY^;j@{@DY=*+3=Qc7oz%##-Yt*k0pRGc{p7h`r_ zHgMUf>{J+Uzv;aMjB~u z_{^OwK0ym-&O3rR*!OtExvFIsB58-R-Z+_X?eN6NQs6MQu^BB`ki3j1TR)nK8Qe!E z?bY-+6O!HidNj!PoWYjr>y4fhuA3xum0`sua#B;F(M67K5R|W(AJkMyv z%{i~?19I-K2dVIHQ8dK4GWuYWfn1LUJ_(tgvG!pT&Sm=;*Yicx%~Fxe2wx^me!yq@ z6Xq}VUc|K6#-0pdw(WC`Oa<_JJ@%0Q5&``)olYU_ncK^c&Sw5yf2yXcYDJw#C6I~_ zfhKF;qQ2k#?8g-nwO+>AM?MFSb9gS_0#C2;&T5UEpm^ADT_nZ6MC!P+f&fhhD_uk6d<(xEUUBYSULe+WU@fN`B@p1Y<6Y&r7@AE<>!f-&Jc1xVX$ojuUr1izl~O=o_c~kz<`a}& zkVy@IgSjv4*{Isw33CM^mVQe5wu%R|bhJT*gu^+?inxI>;lic%DRi0lKc4x3FnoAC zHd;lPmFF)0I|;fV211pejo3Jr*X3R`PmtXqs5jZO>x#X!iPSH*Li^AxJ#7dvKg?b> z?%NymZGd4|(gXsSV8fH%v$m#F`eWX~y00Y~;4d2B)I0aW?)$Q{TJt`L-v=&{SG9mz z<2F``O#!i4CIsXRod-t1UGO{KALzo{428~wHnt9i;ueH+HhXWyEF+d+%b}F|ZM&dwGrol^~9)=88LCJGH$GOJvf2SpC`w!rErBR8^=^YWGu9?PyPc0p>I=_LY{~_)T5&n8z)KVw zw}m`J+1bOYMv=TQ;;Ucw7AbK|A7@`E-w=fRu`r#igl->qEd#k)`;y zJ#D3;JKwvn@9k3W3tksqPOo>uU350J?XFPF$0LM*pYbs8(!O_k~esZVjChMtGOAl`Dd>lj&9nB&Lvf$ehWhcBk+}mXv&Q> z$TW3KywM^(gbgd$S_HonoU6DlpKC#Dr>cEHpZiWNeOGzvUZJnAO?)~}Vj&^=)!1F} zATbtP>Q%rUF17iYe1G#D{&ng{om$P2YbnW(!eei#j*ADqY6Khb(o3C=U^RZL&-d?B zhhJ^g2drso#o?PN^z>aji;>0ApW$!>mzd$LZ2n_JAh({}?-w~jbq z%r_M*NSY~BgUAS#(g#D*>H7k@=vSh3jkZXs9+Z3;czxGH4@8hVF70dIu5tB*tM}&I zDzK~n&UY)@TQB)lfZB=t{_Evi3eF=1V4}vj#dU>oi)dxn{lxK&wpJJDGkSHSB_qI(aQV-@-WM1G$pCmn!;N7*fc88bCv?wzLooSN&vVJM^ zZ+FBQ!Z3UEh80P)I~6sw^SMNep#Ei>jtu5IqE$x^Jj5ZMzq3^{4{cbz49N$58no}f zevQvbJ$hB}M~Hzxi&NFWp&`C}t7~EOYdoSr>J(fB_gZY>N}zN?`gSnkXPf$?!<*E< zv0-o5JYCmOt@kX%Z|e(rllBCtYU~^}yF)AE0&gVWq!8)+GH66dLGQue%}0RZ?Vswj zTaix34gW>lBTzQ(^%W~jS5OrW0TT8G}*7On*dQ@0X%p_GcnQxAhK*;Ac^H*@`QQuQ!hx{%f#RLHiRvn8XQ>)f-1KeHM?qa(5cG~K zl&V6QxLZ!NTe!^!ZLZ{06wq^Xc)?@GT!|~rI@N?Ev1-BYZ!5{d>jX-G;k^TdG$feS zn^NXlu{JS|0@+@7oyKGu;6#wt&T4g-`}70H2saKvkp12&sdmRvO{1qHI6~; zS}2W)yLT zdPLfyLG4eZU!7WjOJnr?s7OC|lht7y{9EJA>ed?8W`A1{ROm z<~}YF3rOowL3O;2sVFdc&{cO+eS(A+gy+-<=RR#b1+wRwvsVleZ{}_9`e(+fIBh)P zC6;{bi|<-|58>QMUh(WT%FbjbanLGdX!uU>(wb9%4{g^9a47W$-h3T}hnV{5q9Ei( zp5R%1pniv~h&YVH;i|#?_=Js(%ve`wLWcDnSR^#gBkbVkr;E&1HKpFYNbg$xR7)Se z_iHD4e_NXnz`<9j$dFy&Z16tH+{|PN9{@;gC^oxxRc!|q2@CmCkbL!xFB3fXTX&NS~SkgvC!Giylula z!Up$|;+CM)r#x69I(f?DptcvfCm^mNfRnrrBA96wC_n--owHbc9S2@#VENcEn((Rc zHb!HXIXZo`r4)&6#TSIl>nwF}Oyb^Q><1XBVTn~OqVB+Jq$+pMW8{6?`Qnj5gO#@e zRpE&3Y;9wI6szU@-7k^}5@nAi7#8od&?}5aQS*eqWR9Ozk$tDfMEg6TkH@m(wnoYU z=I)BSX+9~*YG%sZ^tJ92qt!Q&E%!H559*l%8gE>Zw93%AOol7Jx^+09>w8=C4m{-b z)$UUqQqf(tKC(9MyX2=GMive$l}dXH(wBG=9y0il9Kf+T8;8&Xo7eO>K~@DgNIk(I zLc(UISA1R4T>T|F(@&{1ID^eU*2YFEnbRtaBrG*>nidrsO8xuT6zIUBGI^54{g;;r zMnQrsFqj0bpp!4)Zz;KnjWWz{go|W_=iZMC{t9N%wueJJe78q(#rO`!a;u&O;v#~R z@2s^?Y)w0@Y)zsXJzFEc^Cm~{r!9PqoU*tD;Y5?&z;?8Eeg!r$sr>}RJ_X)HU(jIc zmy#dYr2D;{6k_&1Jt9x9poeBxBG(0JOBk+K=}R2)_>F{6!{`oJwxj#604*`m4$S(I!(kpz`x>7)_^eNYCYFe{if;P~Z0;6S^KgIh_q=~@H4 z6G!6yPLE#T4c;u5Gv}h47V1{jp|u|6#q2)7I@QYNTbOYvEsgwCBA8Uctwh=_3U^03 zilU$6;*mt=Qz>uqO*yM4Lx~B|C*4x+mW;p$7h+WNvo`^5M41+{<)Cn+tKQ^z53%S>G#dbR^LWk@>HB z$p1(-0v$mgF)zwI9*;WZwn*$F3l1oPr;YdB zJog>*MEvh%JfBkSvkZ&vGA^giW}Y7QL>6kdIFae8?Y~X#@H^X%Ynmqf{Az(_EQW|f<{JaL^Q>FT1}=i{O3uJihx zl#RRP_tR(m(gR;_4PG61@&2t2m1rVLAn%yhDfftv>hbLHSkW9EabP&Ga^|=RAm8z0n(Z1BCxU`s4hIh+y4xf3zA&{kqruxr|kcWK74HIyI@; zQx5}c;_Po8JucY6S#t*~(Z-B86n7q5W1DQM0ms9Jjv+qFNgx0bNkPML7!5dA-^z1r z&XWeblFlK-k?FQ4$Mud)c-Tz8Bh58I&P2l!80G8q%S{aD##LIM7Mj_p*{uk#FshD` zh;}Vel~<2j$>(0OfI;hZGzX1?(_cQNc?0P9`2WM+TLx6Qt?STEVx+gV=Lg*@!Ng550SFc+`W#?#b74Cn7cz|4S2E<$>&pWTIY?=BcjCqD?M$t&dN$r>@S>UvSXMrHSmd|jaHa_ zs2zoz%XVu&`$q06+y|nF&f?kC;tbk~Iw5m9_#)#m`7}@b>$)_ZbsOW{% zJ~iITxJA{VaM8?`eP`uS!^w|d(_!*?y-{JdZyF|yvy=89ei)Q!a4_kluV~@YhQT?x zsC>fYw7?zpYh)Y)+Cw`Ubb&W(x!Z_ zP?lVRlk$|K#~}2aaFi&7AKD3x0q`I@v7`9q)#fWceu;Y;#6@lto)!dB5UE!&6}3xD zAv0$N)9pMWp7%X~wa9|^YXKZ0G$5Vy$2U6tBAxuR+~+97$4;I3s->?rB$W2gW`5$O z?jC}94QBcQ6g3bpoJ4MZI#wojxm1pc9TL4&%x2DsBEC>rI9|$$m_@DoZje?Y2gUBV znCBvhH)9$ya9=%BE{`eh);)XkOs;r#O0;1&#BwnvF~~q$xLfhC-QgJclzHXPK)EWp zv@2@gIv=e%;E!*b25~D(U#0c!DTNP0Mej3!nq~^ftU|V*v$)RRvt6#S$bt2Kj=%B-G;8h_0}iubLl?{sn7DO+73YR_3KC@+6Fe!!>~|zv%FQeMlpWGm!X_}- z$xSPG^-KR54b1NIAikHrt z&gZZ0F@Wk48gA-tN^(gL=4g0-&=gP=QdAuF z7Z9ZdO)yr+Fo7UBGckLEP3wNPLa*XsEk-0_CBEX6rebp7-Xc-|{6Lf}E9l(hDV@GsYwL56^0O zV+%$P4@>w()y1@tZ^^Sbbx7~+E@;|<)H@5z_~1)f$n?2JG({H@9uIo{EWD1tz$Y2kCwDde0p{JBiupxZl&`Z#$fqh%xk6-G$c}NTan=L+(j5ho zVVAY?zq@dX^7?s?Z874iEdbRRz$otYJnA2ZT_!$hW5}lhKDQb^Id68buU8Zc z#1P$$Z~NaCP8#+HninklOMyKzy*jiBhqIASY&Ix@Ub8O2RM{_PiZpo9}Py zSKON*&2nA^#$&*Lj^*!zkc0@Q(R=BR;EvanZPb3SpZHbhbNP`Xkk>4!hrkg9@AL|G z-_3QWFJGDBp=?+g{0#o&!MqP?no#H(qG;Uk8Kx5Kl+k# zj9xE|)7a(qc{^-DA*<6Gq#-rSU1TEPnvHz7#c=prU0q>wF6Rj0gP1lEA?`y>$N9t; zA=@bU^>7?l1tnT%CvQ8zV%i`f=sJ`PC7t!D^y|F#$EF@2S!udDsODc^8TPbOxw&yH z4uoV(KP7QU7k2ij1O>{CC9~#T!2|@UgJ2j%AR_dvx}#i`i)c)Skbfss^Cl-)-E{%A zT{tKbM)@J%4e^9_4+WWnXiX9{K+pGK8(`p-L9!;?<9%Opk_SJS8r?%Yj;iZ%(v*T) z8>OtqFcaS|!A>V;at$y9EZnH!tDfXN=;0J|8A?ur5y_FnjOZ70{?>kDscd0$_q^|< zOI(1l!O?vwHUfG{j7zl{0+trFt{?%Owy{TkT)*SXLfy&@_qRf(LIi#!-=C9GNqR4c zV@uZfemK{_!Y9H&drmKufD zl$v`$1b0dB@GP-U+uNRSM5or9I=xqMp2yC)kk!K$8)JJn2_}PK?Lp0`3V9jY^oc@7 z@H!9V2=YnopTxhhcy-~IycY|Fq%i3}e2k}(H@FTOZ{Krcwi*A~5c${QBWrZyMFF86 z6Wfcdp=XKs-!E9(cZhn7*H0B-X zGTAx#S-(H7C}Rt35lV!sEy{N`T7Lw1j{$81y-~{Ne7d(`4HS7uB4`I^%WY?%)LiWp zjZ-uV#GzBoVb;9~r3O1bf^aTX%FZ+q@%+>u_lVYc%P|&S-8XN7Z618jeB?@UZu4Mz zgzobT{#L#PPWVeFi-Dnigb;}Qaz(<{F9-~}Dh-oLNJS=ct-3->Uisc1+P4F_V9UHe zt`{#|ao(|;s;Q4USNZ0FvjOgy=m@c&cw^iK4-ouGg3L;YC@7MwwxeqAtGwG2tWl9U zG`K z%AMI-5m*y>_^9xipPG&&F>?8dYwleY?Io4g%dgWR;PIGIL7r=X8NsXNlNQn#Z@&W} z9i5-*FF{_l)wcT2)xg}E@nS-rkM)^V)b4LRL$KD+}(KiBk_Y(Yp%SX96^ z3&xKh4%&he?UhRJ`;7`+YPS&G`E)YDCpWFT{=i0L7}x%cQtE??R>C|ExTKNBJ;iGb!08A)YeVyY=VJjwgE^Yr{M@ocbN zYF@=IA*&%DO90n6KiexA)rE+9g2^XGKF_?AiHNhkP(;s)CBzhC8aGaxz}xpJDJa++ zM`-3IM)bfJ0Guq+KRC@RRNFh(EmeY1m5yHD<|~o%M@l^_g6KaEg^#d$DgEyAg1K_) z$^}ufUAOsS8|xBKRkrRydT>sDZe2F`^zh^%-#wtmo_!Xrq8mukjW2>HP*`5@qfY+& zk4VG#oP`z#NACwr|N5%_*KL&Hyu~NX49cq!78S-pnWF9$=kLV>x#ZD_U^ScL5*f=X zn0-*{w}&N`rOu+f#370LuP7uxy43*w8Qk)pte z4?-P&3QB0M6s$ham+}1e819LvgmER95AK)dVkm|}4$pzGB+-W&?P3hr^YU`19E+l4 z_51|+(*~mU4{e5wUSQmLuET@v zCl=R^%Wz28`cb^z0tHTMLq1iG9P!T6G{O`L-kh1)vBKlPfhD>#o)FDv**7lx)W$bB zvGzMa6Fbn;JGjC%PgDT0;x(CqU7#$5)DKI#z^XfRh7qKz0{Mi6)uhu@J(Y1@=`AZgzG#s0XMcu72e5z8@1? z7Kee1$iEdaZnJ4NLu==5vq%E{?C}sdj*@<75&l9KlsyUDECoQkZw!>I-J;$HE{;(m zWQ?uhvp|K5dtUbQwKS%UB5475?LITr<0UPnXMB2AiX5Tgx%~)8(Mdi9^UlzzrIS$9tH{m0jMw1yPzBIm!hoa(?u}Fd@*x!^Peu% zciWRK7oYf7@B2K}K`) zN&t=n^%-#$W@IafGwDm0VP#jTDT3=}UK2Roz*$h4wcgBpgS_#<|)U}XDl!sD}kl7%2o;??(#H@tQh-aabQL%cr zIrd&G*=nle6VQ4YosjwQDa7Pp!60H{%V=a(_ZL`}iT#`kDKEExyQ=fg)WB>b~eP;l2z=T)5zg=1Xb(Y?I%6K9lf@3EAs;yt(U(_D| zQk4BmZO@Af)M$Z-tf0a<$wF~UT61!6a89mh3qdMdh@Ts35fO*`Vx4W zf4QWaetqQu7Q&hb#x%;!%k3{;&PWklCs$gc?0?!i8 zga0h@zpq+P@meM4=RQN^LtQ>aBJF1nv1RH5VX> z8w3^17=)z?>UMSj)oTrQEf^3Ml4-(KJp2u#u!V<7kP)VrPUPOS)PE{@a(RLh-S@&_ za+NyFNCJWa#@~gPSK7L_0i8q0*>7k?oaMI^p(mcxR2LNc9>lgF>xa!*0@2V*gyjNJ zmmEac^T^y!=1F2(3MK4)924n3S4!;g3~%8zyCzm@A#6c-c50RHZVGN*Qd>>ijS|u; zSo1&1ckHY9$LdR6Mus}SPT!3n+ti1t7(^*ygy)(jiLoioXIcuXXutk$)gvb9zCuSH)o4ylwf@d z;lK0$bNPzWf^YowfDrBuI_)GS6RM=Qv&xZ1spB*|DS2q0x16`EtO2x!c+r=Ctfs&2 z_^HGo$E#Mb{Re!`@6BH+7(1aOBPI;2oVP1!AAtg_Ye@9yhNE%h zp7E5um4^SDnx7mqg}T)GlSLRFA;#>fj7Of2ewl|x1-V& zSuiU8z4PU|*6cjlo4#IHWd1&2UPu8Mrh^)I#c~Z3A=~Z<;spYZ0&3Rw&OjwMIhFye z*MjeWW!xBSz>>i3r%tro`a@^RA3!_k-GGU{EBV>xcSSYe-ytqnT-*abg8yUzwH^3IC9n*m%Q_l4m$F-z7MEx zF5s(FWa*pd><1?F_zX0#KvP)T+#CrnsN21~vf70-Ln}!pG{S zUcneo;I-U(ob#f=o94_ZM0}dhjl_@dgBpDKH2V+hPj2q(>a+1=PK#lV<9oXZ?16KS zsiq=tlFLtEO`JIZVif9WF!?I*d=2z?qh<~Z9likfQJPKMo~(DjASlOXBicLDR?V1I zg7R)_ig=T*;NNjC*Ahv^ z#THDN&jeCSMgT*wTa7m@e2M7n4oWc=L=rcTfIpmSwh9el?m3)4MBp<%0IkyU%h{7w zZkq-9Vb`Qu37=sw-#+Y78e8C@9N@xc3ou=$o<~>I($v8Pwv9KI+XRn_KLBCi;wWNf z(jcJY490Sq$@^K81LtYwlw%ceGi8G2jgb^I+`-m^f+Fx7eF@XjQPiS^bn_y;_z+=@ zPF^DHa};+5&oMCtZ>;$gj9-sg_B#bS9=jHkrVqb>Jc8w4G|9{}LA2B14ktle#~*2}S{N_SwqlCe$aj^Pg?5C{TE(jIMb`Ve*ghJ&z|D&%c zw{V1jxiR;lyav_puGKz}g?FyjG51NiO#5rb6iuE3o2913TsHNTo#nU^K-G*u(11 z1EF?cT304;G(U=?-(sk3Or${X1nVX0dN1gc2U;Ny*bw29y|*7}grZdvzQJGP}d{zl)smS#{*S?l>ufw%oR_3 zoVz^lIsuwq%L!su*aC?Rpi^k9W|S7Dr39!?9J++a_-GUtK<^tn3%?i#ebgawV)Mut z8Y6#Gz;HN~-V*33&IrrzribeKzN@bU!5y&(ZoYRaB{-s6NW6dK63qf|(ijQ8!u{qZ z+s}3^O}IYQ%9A>Y?dBDV4aLiGK>tUA=(x5H9e6*g)voW$X>Dms33V#0!rmwc;wCr+ z`c@P|?1)R~i55>?xel&H{qc?^a45(DtHGQ7U#Ev)YS}niI0ecyg8G4`y}%JCZ0eUY zPu5)?f9=t7*ZE!jsN0I&sTBTAYXd*$OJnt^P)TtlpmK6GnH24tYxSxe@K3DR9lY?u(&t3oM@A8cG+Y zLq@d2ZKFRQj%qbn!u9DU$+w+cs)Wo+I%or}HxWv+#4moD2?c)rr{L;mfYWn;()kzn zHcRuZfm9M-5G*zZept(Fr9FR+;eoyXg9>w&q^9KC=LE}oUIaQW@O&J|P!bUSzrN8L z&S;%WeciM-(=h~}zL>?nkHsY_M0C07h^mbVgnk834I;$cV)ilieijTIv#baA;;gMq zDy(LMo|B>prWFUEwE&bFKh{vAU_`iU{&TB-V2nEw%Oa{pPgGgm-4Ml7H9`upO-(t} zcEmyUb!N(RD3aQhTRTQLkBhEA$YIf|$vIJeA`?u3UgF&!5tmP4a0>RSxKdi2x%N{T zc~f?egHmjI#fR)dyQE$+B+<_3{r&2wqOV-MsVf~6(Sie3*(@uXZ~*~~FrPK&T+EMX zM@XknFA_krbgw&w(FIZRka2WpawWWJPir$-WpHlIE1XRIx@J6{_3-GeZNVnj?_lTx zYqCpxnXE*~8Wz;Iju1SOS~cDZbYY*R6g+9d>OHQ@_+Jkxrf=GHc|x%hLz3cBF7EtU zxAqX?=dH4fEr*6@*+*G$c1*T`Mo|>XuQ6?TJ5;nnf_qeM4R=Faf#d(JoSwXtQxNjz zU2F|eJzC$^gAUCzYY**99m zLu6GW)_6p7wx(`+DY3}qRH9HKpvw#=2GIS-zPifK&B$l^~A+I3PY!9;JtlKIkw?PY(Y>V zkn*XG0hxv%%Xe;5?ru}Cb;{#_gvR=k(DBt&pZlGbVTGaB*U(4xZ^d-l^U%Trj@x4& z7~d!4%0G3HDC#;!gofnjt2bFK8yB%bwEl}{a1!bsKux;IsCC+Tx|}}xL?}^04-Qm` zoU{B%^-b912gr1r=0f*`UWdPrM*ZR*WiiqLE4&bXY2us=gg8|D03D|H_%=sKB%V^v zow`Ni%&ngZWUfC`(y-(GT~?2;`dyOEbsmOHPFwi+ncu~n2H2vW*u3Ag5e@E2j*T7) zX`wBwUrVGErg+vfKnxhe;`dp6zZGAo&(FTI36 zgQ-OmcM*cq_J?Nw3em z`j!%D1*Fd%c~mQ`-mUGDf0P-1jX_F*Da89w|GLc84rDJC>E@0i^Ek*LU!uURzZYzW zwe8>ahF{LLEfbqs!}qNfML`NrkexR{+ELCi6;fX zc;|Gz;@0sE(=6u9P7UqJ7%(;r0j^who5^px!>DZ0ypiPQhotFl`RH5D9rIn}TN_x- zgjN?BO*JOd7e+GGxO!tk|ThYtcISLB@fN2Yp2!8w?53JB$X^ zCPNmita!x(I~vo2UDPIc7#|-!Bknz0hb;|W=N~^BE zi;+_03_0Yskcu3CFz%fZngrti+I+ZWjgM^7?yR81a~}bbBKwtL zQoUWq()fx<0WFds&q|(F5$(#A`7jSCBen#l8mj6UAXYD0liba_4ly)6=g@#QR0LPS z2Q6A#)9=-j?FzQOH!jpxVfo^&Z7N_R90K~M0kp?!6+gf-!f7WJ)y1xrY((>7$Z#8N zsmD;Gz^={R@knUDtJK?93qjeBlhmm!QcgKs`lh_Z=lm{tGkSgfJvsP+??%xzEes^p z58A@Xt5*qSsz4b_yk|!^qaBeOOug#5fc_i^7}aouHIx`K=s||Qb*XIhti~H_%=^DD zQSF~oe&~*G@D89pnPz*pf7l})^P(_>NTbVq5HEzye|1Uip?hs`b7Fb{sXVD=yY0BkO?(#6-402yjGUUfRbUY3O7QTC6%b<1k z8YGx`x$P89gYC8N&90W(g`kE6?3NK;WjxgoLO?^#RwRTbc#6~wp3}#e!kt)-{cSFx ztgb7fZu#sQIOTnAs$c0S~~72Cq~Y6D;uc?qIZ zRRj~xRkMCse+tHhNVy`?et^@msgJ>lEdk@X;KB;MKXSMEaj1pMa|p;X)*P|5rRGbE zG_X|Le?4nNq>k{fXLQkqYJ{x6Nh63L&}mKkCfG>)wgYDOW!qx6BU1fN zj7NII{zw>us6*ds5f#$3dq$C&aOQD=$L2c-qtz8i8$Xv-Cufz)lStpiq#gU!Gu93D zdyN*GD$?*YQJ$@y3qE!04oN7-XI6LUSC|tF)o9rmKE*gXeUV6B{`Ju<2L0_+wo~AH zk$tP_WMH2e7B>IJXl^C5Uy|?^s{x92)n~9L-6BsMN;Cw*>h``qUU*`QQzOARhLQqj zy}fFMMe?zYhtZ5CuQ*Q#I;7N!`Gv_EckMi825Ks_sK`}z0ksWez4E=55l#j`lSOZ6 zeC`ytnQn#@_`r$`XG~<3=9Tvn)tuj%M4!?O%e~{rcSXrxzy{IyQguH2t!ql_tIQ{l zTcGeyQs2Wtph!IWSgy8H5apH-wn-1*Rls!3iM5%$bnfLu0DFp-wDcdXjvk4t%R{>7 zdP7z46ds?W1HVYULZy5tjjs)WfMQW2bJ>n3FMdwl}Tg>06i_$f-ksbGr(6}ve$L6<{)iCC!cFx-(>3nH>}xdq^U z7BZifob;$wPH@}3YG&1mlN7a^GblK}A!k^Bhp0|Jwe zZx+pBBJ1&;8^a8|lGhNb*2(dU04J5>Cwckd*X=4I??2P`IggZ<&v`FSwo8|s9hyp^CZ_Go1?WZS48G+`-6Nx9slQxjkYU<2iTJM7; z$TJOIYF@iTpgL^NEWArd)lMRkmaX$s2h^nHPX^lE0N`vH6?56NqA6^jUTXgp>+TiU z+RShUO2a%;-vR}GamUoRx(?ce#bBD^*^odt$HC3ZG?O9y`c%rO1({SS2uIk!9Ecfn z)%5F+jj$;(xqS6Htg8UP0aujY3ieprKQ&G6-YC{BjYMMn!h+n^+kR}R{nBL-sou4( zhJ+wfVzhon*iQ@*4kqHm`Lj=Ej}G*++St$KDPFMD)vOj1AJc4|4$LWzWDMIDI{1}S z3g_1f>Rtgv@#7-crFLvAyX}i^jtv;}O&D96lB)HO2m7Z}Ce95r**L7o^JskW0e^7f zdf`slc4||XNMq-}(4Iv&DGrvo8=M~Ju5djdaJaSQgMeOMEx3#9ur?3v#ECtGT(x^P z!pUcEt7FcyZapY!LZ!-pczxH8qM-MlZ#&tba`YZ`ZGdwGQ(m9}pV4?&=lL5MM)I!J zr+Bm5x=zbXaE6!=xC|ZAca1F9nV!A;XCni>dkT-Djc5EVVqkV>H_-`Lc_H2O10Z&m zl+_~+vDAN>+F$x9S?yv)Qr?oN6jbw$m$m&K<`Ev61FM;*94a6Y1%O5h)wA2asYvcf zo0>p8(X53QfO!#Tb^*1p?AI7nMN@?2x%`yf`kj>cHf-r4mqaF}>eCUpH8im^}@Ls)1U)Bm?|NLF!GYKE| zX~pUUrpjRj6ah@?3$~}X+hS1}?qco&Tb5e&@r=vDfmG(a$YC_+$&Vq`i!0d*;Mj%pL`{O1V{jfkJ3ZekMI>VCtewmaD zC~!rRJ4E|@OppeJ+_kTYmfmicX#sw8+FAu8mekI6uXdiRv4|mO2OPg{RirwOd0i z^hv3N6Y}{kW*32)x2I2)N<_opn-Rtx{9EtAMajVoVk=xVdlk!)V>Ou-1!1d7U3;1U zP%?k%NIK+Hlp8suN4OjWUpkPBE{Y#LzNz}Z#>mP}`rPeUkAgE>BxoiT8auFX4mx*) z1Jbc(SP)s($QHz#+G>S0{l?Ev2>H>~VUfqu<_|8_N0{yxc7sT&52%}}SKJ=@lJz7- z%8e3=Kn{$u>712x+94%s+GEl>Xjtz2ts$toBpEIJ*t^v!uwq!gEnra>X>fW`V0=+{ z==UJN&wWiwPhBa{Z$xwG&5&)<9C5j{=xsuz@@f0Ysc$mNK^DYZ8SX#b0CyzT@)2rT z3duU6P-hAA{G#l8N%m$He(5z&h1U5?P&BPVu+D6f2^uRVjvlR}Lb^qF@PwumA|SKc zbdD(W4NNvvVeh;iMkCn|d+}=}14dRH5-V;c0iiMnhT2{GQJ4W&a<0sMwhh#)o@Q5U zo~F8wWEK2_UFAxrp#Bxtd1g}>-jt58aA>~y zbo5up#9lyX<9Ed)#Q9a4bwH&^aH|^8>A32ZprDEadE-}X*Pdga0V!SqWcAnvuwsU4 znXlyW2-7-$A79HWsqv$QboP3t0yt&L0oKGX z!vdKG?Gpv#9f3yl$k+fI1UtJ20c(pAQmM$r!!%Jq^ETQFBpLb@)~e@?VuZhuwWG%; zB7o@iY;k)0lT<=sqzfW!i%ePz2Vw(QZLatxz!4>?|BTR#Ea-HEN*%3V38Sb3g3830 z`1^$1R3yLKC!oWS%u(HMB(fZui)sN}U+qC9R_?6dZw;wrJ)y$b$Fst2lI-!iw{$k) zMmCDSkB6b~&|C1a%k6VfmZg%&TdyH+-o!=jOHkRLlJ)Us0XDN+@7lmiPqlpiB?bdG z-3fiiMR(0%VQ!praXremFwLRNx7$bYh5{Hm9BRh*YjqQFDw}Npilfsg2%e7%)mHP< z@=O~!`7DA2Y0DoLh@(LFE7H}xD|&dqchSGI{^6}C@(F==hz`%=SCO1bx3|k`e8KZZ z3ns~nOmWkXdxAov65S{72l*82)UzH$fhy<&+y+Cj-QQkAM)sy3v#&yFAIitJ@<+1s zq>nCj9op4kDWq7$^gUY=x~caTAr54~%=c-8UhlPG!4c>IIb(Ufc_Se{Wph6rIyu49 z#a3#f6v+sA6nsqci%M1abCwV6kNWph{C+Ce1xuV4mknQ)VuYwIl|WA-_Q;;Oj{%6A zMOnSYEG!M$skyS5&qx%lH={hx2O^Qwm&2iC#b!0Ii&ua}am^1?mwoTG;w6iXDk7v$ zl9~oX{bheoKrEx*XlyE0Fz0e{>eKTDr@Yt6&mj@{{)aL#7NUG(5*$e}obl=t!o3 zErcdQe4kgfx6g{oKu43Pnb)t51f|66Rj#-Hm6ppfnT@K_)h$;T$7=9|N;E#F#|MRs zdtUDbKBWig)8P2__fV8#S1ZQhMB+z^4MeefQ`cZeiM=q*(J-mjpJ_KZI{ArK6p}}x5H7@M&0NPAS((Q9)Ymz?9hq7rg1epMbr7pP`0DH zR5ewMXxpZ)tBj!ur(-cZ9CfP*l&6<=E3freBHiC-xi9E@kiOM&vvZ1vo&ci8{7*vH zv-JbVV&qdy1s`(UfM|Atr)&h&VNNEYZ^#&r(K81GZn>b3$k3KYYH0QG?{~BFD+>`1 zx=9CLZ_nE&;?}D85bRz1x^CZR?4VGVz7*`-C!!8r*G5*ogF?N|j*hn7r==zDhHm!K zN-Zh7el+E1HqUPPQZ=TJZ|y8=+8_MDMGry4rV#c-x`q5-KTJvpr?!OZ#ibDs?lXl1 z6LY>Y)L249O9u2lndW`6`_@BWv#q}z`Sn^6AX*qwDDN7qx4@?IWSy)eka71l(e)7V zK4=X+;eO+f*$|dcf0^vNu%$xu-Gu4{q>t)@3&$=z**N*Lv4UI9bV)4SaU8w&L@5#P zJ>HCjG#zG9a(PjW_g2(xnoqmT>?b#=KHTFcWB{n6+P#=QCw3=lJ6CTTo2MmAgs8e> ztVGRRISmaR%xq)ybvc(ZD9&r2ojgt=n#^lK+K;Lge|oB{LH>TG-RlAMkSOw<*T14# zmwGxuS$vC`p&k$E2%u!s5s>VGLlnKWJV6Q+PT3xFQtKkrIa;-C8dvswqWeo($;5q=PesMyTdlNxv00DV&eW!w)DW|*LU z6f@#Hw>eW+^9*FOT^mD?PZ)WIgQJ5hZh#FENxam-7aHD8ka46pc6N^0gy>S=k2456 zR~6Dif720i*|Z1zb2{%@qnnPi-2}JSo4-%8b=Y*Qy_Rkm$gJlwi=WAbC)&z6F^*P2 zB{8FeMXx}orM%V^@J#R53k>XIq(o2}t=X|PHyucq9Q{oG-eGSINL^7I^d0O2*EOJM zJj%{XjVB)Ty3aQRd9&Q4<}6OCJh!(XpRUPdH7+?kO%As|qHpP2xOkoGqc6bwm94K% z$TiDT^reX%vxxz{oZta<*fB@G0u!j0zg-g@qIoE}u#Fg95KZ}boCcR5tnU>WUCy`n ziR~6HXA9TcV~4e=f;)@%>_w`qeqUPyV?|=9?{tyOYMjH60JE!2S4_yd&Zr+ zz+~yvrH1`_FbfOy^HOc0mv+YvtNCe{*41loY7^nM46?(VEud;>t{y(@3u~hIbQO%= z>jdD|Dw zv?+NI`HQu;4NpdA-FNi7J;g~=tTDj;T~u%wF7MeVPBS{{?7nE5xE^0}ft*1!Z`vp} z?W5{Vy~ek;9dPE#n7v;sr_U3wzt+Jj&(QHcvRfBjTRJ+uDRsnY13qt)n5)D-{)M`7 z2blUzjsY4p6|zaKI1Pk23hd&;NK>F{>GJNC6noq-W%k}A!+JH~&~%;QYKLu41C38T zzkH}DdoX5nekrPY=GH}h4=2-lm*vF;S>BiT=U@9clI%`Zk99_t&d-0b{mZHJ=ke6I zc5g%N@?GpT*?BEGvl{(|k28 z@hOV2nY@oGkph6m8bN6nztl<$zkJ!;T1kWHX*}2Atb1Jo=7NO2 zFdXl5s9hkXsk2p%pC>=NMa3pp)N$Z`0nUPV&Iegdxmtt7HYz5o-4RIM2ad8YvBn_V z!9&_m*t+P~51+3WiH5K$r9$5l1rE)HQF5EGHV0`Qqz9Tz*Em?lXa_~*v!4_%i=XFIx4X;E?V;T zFl2Yx^<>9iNW-02pLp%qF>$;~=L9IK7zpuAigKYyS!}!^URArvKdX%2Nb7ktWQOhBW^oib28i#< z>%C3^IZ;!K)~q|~M2qXPV;hndsc_VF=<4o}c5-r+v8ybKiMd#TFnTY6Ye7Btwy|G< zB+(HxacQ6Z>4RNSvb|7dy~JZ_&@+%VMZSa44jTl+0gv)H1G zau8w^>n#G~qk7);_9%GaTIbM&V5$nX87H!@AL=CXfv_bdi>~*yzlHCh|6;nAi=LYZH7=8 zN%_cVk~|D9wODpZp$?!OokI-IS>h{>^1{8`pF0?mC!hLWmL|2=nwe4~s$Bkq<)^7= z(r0xykE^Q%g|1Pj!5uCOlsyDc5LYESwM=6jmw%XL^+jUqPYC5mFxBNTol{~kMOm9` z;p`>G>x>cG5miGwLUvlrIP_mQ^lVZlr<&wuAB)s^07NL?bgIv>z#%UCv@V=t!P?(3 z9$rtv+{Q54cA@pSx#AsAEYg&Uxwj2d1nO5vr>e~4jSkk^3R8yduEwUB zKcvz)Ku*utxuT6bWP`zu|5RbUXnj?FNby-4oxnp5v6s$&e90^p!u+E{H&pXzb$Vph zzgsb7)L2vcYoDG#N4fs^fn4tuwMx3s_ZJofhWv~Af;s02r>0I|M%63lO@oasl5O`6 z*)`Yt!Bnm>?6(zVa_csSr*ndt6^PMs(_0)Vr!pN@VdC4)de1~|quaL|Zn43fWZn&r z4M9=CMR;_Wga$MC7))GtUm4aQ6og@zL92wZ2Ll}k;TX5A<-}v5Q`u>?(M@{s8+Q@v zuP!T6^hN@1$;aynZHH+VZ<9v!V&Gu#AAD8*eE(Rh2&Na^=mRCAQS3lS+RjEMz87Z5 zjn1qHv>VcSY4B#-xJfq3JI62c7kWJKb01J4Z0wx}-aBBTY}WD+@!C z+n#ug_mbo_nYN2}eRf7re2EW7{ED*MY%$v>tXi)kRmswl3%`iVX%BXTwLe_S zO07g{sY0t>Z~qzpHH%bv$wlE*es}dn{yFRVUcx58fBijk5Y=u23QTLQtOA{1i*`Q>zMa^OJH9P3H95(P8M-iq*8TZQu^?u9RUog4>oT+uOoegDq&u*u zU;PrDkj+r#lVJeV3cb4mDCQ1vk_lQBd_&qy$cm#gY@JeT@}BIM9GRo=&qsI8Uh zWkj{`xq5k@5cCr3Mc=B+Edw6*F{Z*Yhg}4twLqlwB_B)jb z9t4YMQDzte=3w&?rK(K0-Qy*MP@!MvMR*U@{nAL)LafrClQ!cJ`nrQJEKCWZ`J^4c ztSVzP)>DA&G-_X{xjwUED~BD{H=Sb#uc5{KR>eiz&eDtk?Unaz%tv0;h)v6^P=8rt#K@q)omNS?P|2fBK#CEfwxTdTTE|9fZe`c3 z_yb3Nu##1l_9ISS!s-%q1<`J1@rWp-$BZi*J)QA9o=;H4Ewk9_Ju zrlFng(}#l0>?E`?I8y%^0ZBcrmqZ6zL^$7&i?vD|CwQ9@m(Ezt5|ro54ya{24w(cb zqYBS|u(&IDQ{#TO1&l3ANyI(zdoXqWp6H#etd!O3-dny%UQ4)=6pDpuyl>SXj0W~B z#mw`V*GDb?rAYDTzW4f;7jDF-I1e+gI+x?{L-K1zOKA&Sukp+t9LrmX1q|a&-}N*7ChjgyJ(TI%Dpyv z=$SDdesYzdk6weoZ*{#wJ6(^_SEyVJm#%g@KRVPpa`c6S6PBl3bLHB6vYCWT~{9i0VM$oB4SwwgA$3lp{z3Q8` z<6vHSSQQUgK$W##2ujpj0FS*67&%#60P(qcpNxMj$?;dZ>SicN?SxMggZVq_GuLqint>Ho-nXh)GMRciIdXhnX18&e8GNQ^H zjrzk6TLszcf@}h;n%DZzY?25ry;QOmpw5hSpgs1tXVVBp2B*lvXO}Eh){y5_O$obw z5B@BdX;(qEzxb@qcZ*eYyZKpaw#7{p6wYcaC_ec0mX**m%saxa5ta_ben9RFX5 z@6Tikaizh`QbxYK;TXcZ$ceSxG{4RJL ztJ#CX2|7H8K9!xrjFVx7!}iS9M?5)thOdYzn(x0}$3*tL$BBJOA*!~hA+7xyInt(g z8i?9i#^2#m7n_b2vb(jO3b5r>}sk3Nm zi~YIS|Jx0Da9|iHOgMJnmO#~q2M3MP!jHW@b-$6B-All=*8cJoE7^#t%UL*h1XnQf z&jfV~c~(wL=&-H+ReJMQ?BIUT?57!{Qe39h@lZ>6|E4aJeGd*f%ALS=nf9zj6KlLSSG| z^ITw7qkq^eHTu=JlvxcOvn-V^&uRa<{@iw++p*gdr@eNGJ+9>w{?a1%`u_v#4n03& zCWI08IrYFY^7em;+sGWBbtt<$${&3jz7*Dt62@s_Rgxwc}7*cE!9yYafQHWSYk(U z2EhxCfNmzt-8)SgSEYg|KYes2M6@dR&9J(&aCX(n*xhBNzy$;4>JdqglG8An<{0gQ z1g^#-8Y*FmhTNB@tz=dOjwE_C3SC|m-G`wPy`4BCVgZ|%N?PJAqu>QDW)Fa^+j!0y zGs>8C+|gBHw6O$k_$bU&5n2p%xLTvo%>%%b`m1u4Hz{%v;of^pot`UB$_TAC@SbV4 z*hR~?#SPe?waJj^i|lJk#nM_r9ZhLm$iz9p!>sd&+7*k|g~ok9AFVTdE^T>xo^AE1 zYT$m|@a@2*^q;1S_gN$@ljxcFwX&IDKt#kfR`z-XUZ4EX?9+6GPN~HPr|+GY(U^E@ zvm)mti-HFZH+QgjKFL4cC%ZXkHW4m79Izm5qK8`Nlq0Gt0ZDSHdcYu>FzcSuOw~#6 z7V#Z7?C;&eN3dP?;DdliP@78njjh??FC&z<8Wy&5o3z1|Zfb64O-(NV<6Fnm@s)*Xaee7nfR!n6(fN*DXM$uH4b~Sgk~40O0hg z39wZ??ODJL0fOO@a1p3fOgHB*!2mdL3D^dXnB|=4jBFLw{MhKq4OF^i1MnOStnx@6 z@Ky$fR3=|5FX1-$zy_*(xamCx28R2dE{-9?Hh@3WAAEj4eSTTw0iahIJYD@<);T3K F0RU&B12O;r literal 0 HcmV?d00001 From 7aa9a89fea99cb68da8e330886d57ea70fbae9f0 Mon Sep 17 00:00:00 2001 From: hallucigenia-sparsa Date: Sat, 8 Feb 2025 16:11:57 +0100 Subject: [PATCH 03/13] added umap img --- docs/_static/umap_after_filtering.png | Bin 0 -> 189800 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/_static/umap_after_filtering.png diff --git a/docs/_static/umap_after_filtering.png b/docs/_static/umap_after_filtering.png new file mode 100644 index 0000000000000000000000000000000000000000..866a71a0462c28d72e8138e02e3347874cfdbd49 GIT binary patch literal 189800 zcmeEuWmr^O-!}{cQX(OtAgLhIAYFrmK`PP>(lB)AfP#vIN4gaSrMnyH7gXV!3ava)rs#KC#;E>7o~F4ZJWqvi`1AfW>2*_tYO z3?=9pA$S-#IbZOOx}UeCHpSl1M{vNF-?a2L&%XlS37<^@a++EA$51? zLb$(LPj=_^Xg@a1j%Ct4=t*e{T`W3-y5=22oJ@8a&%*U}izvlOqHc0c7BcRe9Ex)J zxGu3$qB8zn90m7N=!G}gG=Flsl?3au|MD96{jlV{ik|ay%w?hfsq^+kw}Swm9ia(l zml~ng7_lGs+>MSKZY^j9O0|XJs3$U<=3=y;@AE&2lT@R5O1Y>dRmj0Z_*Qc!0{-;C zJnU=_=ehCQUqnO2t)y>??|fV?2i-1&^c60JGo5+Z&J)JXkIfcR_W@1vcLDn!F#rNT#Z2=345gB1 zYErE~qR5!tzN`QEg(Mx6dZSg2v0j_>!BZvHCxB=cwu{FK{u4m{aH)yd^UHK5t0sPi zE(KD7_wy8bhi2;L-&J%t9v>W4`HmF!F zt!l_kPi=X3Ed<>nf7E?aD^pE9>fVOu%=Dcs&V?O}!{DqVMt1Eul&wxKUh-yD>4W^| zQ$f9Rc^nUy9=m+Wj1{;U^uB*hQh4*>w9?Diii=vATwNihjs839x1?o`^EOE4#r?}U zP&}UGlHqBsyru=ZRHkMe#a8)uB(s0A32pDqeV}LL0rRIDei!l`@b@Y0dDfG*k>;B! zlZz%+C?k&LWAmzYuT)8mGiqLFrk4M?@Dv!esLQLy3&yz*V;WoC(%PJ>4dI73IY$KH zH?RI|Zf+jpGn^p8LHRYSw|?YHy-v@|V~3L}%c{{uti@0$MLw4hN`{aLsBTQcqfd+` zalSU&%mjq+lV7I<5hoI7LBkFV39LeDOeyZ;TAEVpUdwH!DZV}$B0Yy=11Olgc|u_b zOla|NzBZ5!-eow1z~=BmnD4$0<0lXJ2`o|Aq@aBrdBQ691V|bFm3jRM4XfPEF2h#> zFT(QWa$^df+$m)e4@rH*%beEbxP&_#diJjVvB1kaV{(xiT<%gmO5!$R$-!!JWrMeD zC~AR55bZC*Yv6JU={Lp-MOj8`ZskmPiMKm`st8>B5b084!%f}$^VNiZ{>{8*yJCWT ze3{ieUE1-8hPHQNc-He|&II8L@2YV!AkfZ)MJ;ch*|!-jMGH4}WzK{kO8j>xsOkx& zTJJuhF=PMyT0?F^PE19N1n~{rYR~$y>#jbP^juxyqdt}a7G4f8>-N3$yPlLx6qu)X zf05}Lh2*@Q~lqZ#hyXF zJT3X^{rn5(qaFt=g*~5PEJlr&e6|L z)^+@>|7}X9;=u04=Dn^1sCs?vh;?|Y=4vkrik_LY(3nP z*(xBAZ+jk^!!oLy`MhB0yNlu?e%hm|uWoCa>xzfOXgTyf-y(L!k!PRsx?!nBdIdfT z2iaClH1fTAT>4xl_BG?Y1tj{=@~2bUQ*u*}w(d>A%hl~=%}q(&2ohLKxvdkl@4 zr2^M23P1Q{iE2Yl)W7QFR_W~2&iVz!2gU>zUf7+ppZgJ1L(=5(TU0{(39PUCc5Zw) zV&tMTkU%w0n29UhhB%?qxe;Bgsz^!Jp-N!yHa1P0_*-V-qOOVMtk|Py|N@T zO$)dFc$?nJ{)(Abev@PsZe_idd6jjqqNnQM5nG~@UQuix4j4FY=?HCSht}eCejfZh zI}c$S5oj%$DCyp7_m0^6v8WR*D|%7(DMd4V#4|^7U~0f@pnZU6AgFethR`tAs8BUi zl`y^7^wGiVghEsyE3Ch;YMKuG5v)8jH7!%)SKT{JKkX;QEj27H;ye8cS!^-UJGm-N zl#ZKDB4r?r@Tu{m_P(==ZiBZ-!u%4B%ifJsDNi`wj4b!=s~(@vR`o(h zqjz)`j|UOcCTmS?mzkSZy~Pg$#uIn~ZLi%U(88a& zAwn`hTzF%f#Dye@%2hCy{5E5)#34KMEyvv09=cVkb>&SOk z*xFcOO0$urAAV5~Rt&W3yd>Oh^r=HVS#;g}z1(}TZ{l&W$+5L;6+y0pOCF!< zMy7|K4TDum(gp2%-uxiYJjiBDQOfAZ@Z?X6Nl$I$I%ktjHfh^|&RIJ2tx-ASBk`ec zE?Qm9qPrfKD;+)@;c!!3DdWz_uh5g844kB%Y%njZes(6v@z7d%AZ2=OI;{rJr`yNx zp!;i|xZ z$fsMH>1Wo}I;A+OSQ8P*>-oS~^9;7I)Xt;)A)ecCe=Q}(X+!zpvsd>-6MXq*_IWM} zPT*0NRPm0wsG66$Xw4)|J;lk+<&b6BfYmdjWiLD~K^^yecas_)YL~cIW07NldG;`y z0#5w{8^@)o4p(g-+fx%{c0rxSynczLv`2$^fR3etOORCZc%4|na`LBl$oBN9rEs8d~sk2?d3_Ml8iRlt8?A3n;T;)+AB1wXY^<| zP+EvI5FG(~&QQ+!dP?q~dQFIfPMxjijap}h{gRI#Y}3ycosOYk4My8Wos2*kn;^Q& z-2t|itkvk{XjxA_pGST#_C}X%XM_^03#4156M|CC436E_4{kKvYqCFY+As=*d zIW#N!qX_eDbGbRA*JQnE>NEjq;&?7_er&SZbg`R#Sa1QK^4j!To#ki>LYu8T9`5W> zuguVw2@h(NjFIJMUhX{!Z356~fE@*KPuw_g%5UP(IU}B=bmQysz_KkIr5slax%B% z^>%c=>VPBVErD%1TDqGtdpkOS-6XuFS%2*zfo)%1=3{04wTrvGG^?(v2D7}At0l7t zFF!9os|+zSGqaTID=Uc?3QE5Z$NneHYUA$iEWyX;<>kfeCB*CGYRxAgE-uc;FUTh- z$b;>{SzwZ~g61y}yQv^Z$>L|8eK{ky3nD z2lXEZ_ZwAyy^1A^46zj7pCpzcPR~!H#K8gKJXMf;>5aQNBi+YfolbYM5_9uj@-Hi4 zi){m78^p{9Rsv#Z@S`?}faJUD*Fr*Clrf>jLp(W{gar2WRQ4TZOqn(&|PS zu%x33kdT}i6pVul`1^))Y4fq#Y%9Uv-~Dr7F%`M<82NvnYVZZ9x#C`G|9|hrJePa@ zzpex#LUqt+uf&OKn zzqsN52<5*F^sff`2aWcx2KqnJ@;?OWUlaDP3HvXg;$IB(F9!MtX!b9N{s)uuhkpGR zME`LTfA7`(|7Rf3C4dQWxwSHD;N L~L)s}TRA>j9y;a^40V9tAh^1Ds|td%T~I zXD^+pT6C!Xk+7zA09YejO|v)l47(?0{4ZYiKtqf7I1Xoi$7vbM=0*SfwCDKX56QJZ ziO88X*mhSML@Vt#@d}4}h5c%YYsZ`QRQ?Izld>|;Nf4GP5R%)lX>86+S^2^L{y49+ zIGTpsdCOqpf{48OF1g(3T17I{x}kjcG~5C*?u9u0G5@-^x$hsnUL~w6e<#wo6*$fj z0~z%~Ov*-A+$Zlf?^&&&Ngyhx5w7R>TQC8+M<{iUhWD6b|LQI8>z*8@^kTf%SC0DA zbifXcv)h>Y#UfGl^!S~{Z6u$QaqVft)Vaauq~?m9O3gB@0!3440L59a^&6!hi$0&V zqy=GYZh=pC8jet4j$>K0>2dP7;*Ku)>>jjC-%I7<@7E6@!$%W(GFt8E79Th_@XA^< zAGOe`i>OBf4V)U>0}euAV2`BDjpKWBwP<#n%=;M3 z3(e&WN%PP&VlD^!%v|v7JZ=^;#JE(zl86-4dl$;&%MvX6_)x89Cl?%m!aJjmC)r;0 zq7Kg2zI)334M#P9#m@z#eROFVK#f(6gI3K_dQ2S#ps+8S1zTAb@Jc5U@WAMM7ygPP9t7X8X0u-JSGX8tvk|Ap4%gE}9+hKv0nOPX?8Y{0?Ey7vvX zWXtB9VqIkgE~Rw{L`_9v<4U4Y zC_zm~8_4ccvkCCzJv%Sq{PPV0OBRBiHsGUG6*Ux_`S+5SiBCnJ z!<6<3-ssV|E+jRgW;~O<87-qhP5_Fp5y7@9L-M8ECpv~Xylhwj%ml}^b4P=$5BcxZ zg*%l5b`12IKhTl;KMN6}#U28oXJyeG=_Uibt)^vwlRzRX|HyHp-qc#F=%>Z_3e^)x z9elO412GWFm+lZ%@ojAejg`!0c4JAJ!L|wujk=Ts5UNyad_-`?8YJ?}lWvfU0Auds z4;GRFJ4jY>hK{TYY1gpL^tDZsE+_nNczHZbkMT*Xz+bb)Zy9i%s1>0#IJ&jz zFq~H;wYoy78wK*0otZ%yMmBX`%Lwu)H$6Reb;l>c%98VyEZLL4HQnqymi@6=}^8KGCb9ethcn%`dO!4xH~J2t854)P5yOw;lb4P;s)Dd;iM@bWnXKkx8T9 zOf@eWAf-gzdWggxJr8@YfHATr*)_l~cN?FOLsAkWAezq7ufcAqB7M%u8cTJ6)ZYCmg3 zmqlVHd27wgvV?cm(_h9}{^!w^(SEP1_5~LW;3S(v2Us5P;)z?@QirBl_PQBs@t4`@ zff0vC16$j?d)gI0axIf|8YDDZk>r3PnVpj3-94E6U5@L3PdB@oLUVTzbZXVTh_t7V zRG2kq&Tp${@|S`#RhUEGv4i=>R$4WskfJX~Q%Yf&C7Gz+;;*+WMjN)?b@|J7htoG5? zx@*zEefhJ9EmwGM#MZ~U+|TUL-iCs!DNIQrC;jy&Jl?+k3Pf#0H#8*yg>7QWmUkf; zmkT-xAqAM=>BeiXfK)=J33Bb(kVbAbmrIJZ6u;skx-^%6~rfR9nj@}rd8$?An3W#z0XU6Kd|cUTJiWv{Xj0rx>}gX za~xj?8E<_~da92|&xJo*@+fE-U_t)i<&nm0yyiB^1&yQ!DDyPAQoLPE5NrI7krqwe zb#_#2_7Jn@ynff2?q&f=7$d=9ZmAyWS-WqE<7U%?Ck7QwoV*eHubMs9&fZu6v3X_} zweS^>qa?V`f9e}h0ziwlEctNbLp@fcVRUPxpWH&yTt4oN!TGdM8`IxPjGXK=wfx@K zkMl%(043$k8b)r0o*)aZ-@`)J=3Rg)SmNz$K_FjP9z8B>KL6XpU=VQieM{@w=SfTc zhoO*<1A`5+*XHV;e3|GyGGBS;B)A)pt2wGex|J#iD~|HnQ!hUH`K(ytPXq$NzoK(8 zP%;mYCU5pNRSy?-OD8>_iS})#J@DN1{p`mf z$s^|;<3xeW35jrc{<7P|&(TVqb+f?=)j3a|@t&uDTEtA1%m-o>J7atKo)gcdC5w89 zJ&lFmiEC}~RDHkQ>e&Ud9*Ovn8cI7i)3=_8juF(&P54o1+80{k+PiL!nI)wJ$Ex7>rs%2CzvvNsfv(PNJKB#a4}_Irc7V zW-ZO5>lYQe*L-U{ckH8orv~I3(I|dK2brf@yCiSv&qItllW@;3rq<$`Mt%_mK*`>% zj#REWiR{Mm9Of9>p`-1TM~+=>g8;XNJqH_(bsn9}bp$A#k6Xvw_a2pVnsHj!^G-l} zu*qa0zCrKH!U2*_(Vd2&Tv}(D8}Ub4I&Ob#R+AEIdWk$M^9p1_(geObtLRyu))rTDx76##G0y8EsK)rQ-Erys`7)fQu6!64{O#t zoLd!3=4TOfyqugAbdQ-c8T4x@z{^{48sTQ(( zP=!BOK!aCW zt{Dseee4IW-3=~LuUp<&W_1x_^#HID{ybG>xa{2XAL|eIO216|5Yw*3!8upEv0D)ekAH%IG!#1CDC3Ut4MW>sDu`;~RIa^1uV zxi;_MVOS_+c9X$}?s1bKQvFB_}LsQ*(8DIKKbF6?Yi;GT(k5QfEqFz>Tzexs4 zxXqN9q>$bd@nrm_p2>&1)x@WVNed00f4Qomyg!i;j6x*jpARTzb_>MJzwXRa#f9x{ zew%*83<#K1u6WR;Q-vgDUhxG$IG+T&F*>s!vPRcWf8&Zdc2dnI~2IHGqo4quH7YRm9 z&vba^Zgq^w#Pb?}nms0u^4!M&s_-C24y~R3VHqIM5Tj86ods?;9C@xc!ht3caz7_* zQvzbGtUe2kT+Da{`mWbh-SU{})~<1TQl z#jL(~AuBgmtYbHsokO6Ch4Urq4g9^YMC(2$BK$7fW?Hf4+}ZLQVRe|b$}Rs$beBX; zDdaaGZF(0{J2x`w=MnW&JH-LfqShc`pVv&xMP=jKVrhBzeH|@ zPTv|vL@VX58+XEEUgIbRJdc^-o6s5(Le>U(fd#UUO zF75Qy+13y~teKNZDDC2aXabYTa(sJa3Y1NGeZZAJyUo?(p1$YgjBKm`!4fb?boT7@tXMi=H_IaK^v%X4t{G0 zVRc8zI97Kiy9q3%HFpD|&ehq=T0(%y44AbUiNH4`)lnwbT%AKe0&}z})S-d5ydzJw zT3{9s*aUlMS;-B}8W2GPeok*dAJ*D~l0ZhgKb{tsJs3P4?nkCb7EMq1pRT3!w>?(x zEiLZy(P|km5G@pa;D(CgHmI@Fn?%d^oxu~oB*z8^BfsX# zTM^LMxDL6@aX*d1?i8RF%CG$D3!o9hp)XJ>{1)`-VD^mu)?Il@PHJ*z9!mkY9>A^L z2q{JqwB_!R?woL?qr{SPzP&Gt2B|MC-YnnvZWPw<9HIPvLu2f?2P@Y~ww>FP;)jaI zSTp1O@OOapSVCU?$k8^SW#BV1le>YPBi$07^w@M8ARlxLol(9>xHnf9q<8e=VL#T) zq!{SA`2cRIpwDxn<8{RDv1+gk9@fc5M?dhid=3SO`p!1ZP^}p9ib)*mr{~OeY7f%v?<%G`pk$SuY~>}Uh=xU*;JNe$8LgE ziivfg*$G`Q2dQJ%9$APyL~K0Tg3<9(qhnQ=upZshZzRAZbAh&Tu@EyGIRW$+_C#i= zi!(d3kmEKb8UxQ|YABr}L3Su`OJyx3M_aI~B;hKKq(OAvZ%0bp&??3Szn@L>( z3@I%-aa<5od|LsJ-~G)iSmB6SCGm)Un`qL#lz0^*=mEYLrGJ^WGwZ_`%L5PhX(OV0 z;f;l(9^B3jHuI&XNV8!IckJ>?R%;jwcZ9Gb)F`mzO@rkL?Uz=XTI&@Jn5SVWyVCw{ z!L$9?qc;LccGTF&(}2bI7mFqin$v~b<|<>j7>(svGKd?HG|x9G-EozhyeZPlq^<%p z5VU)$^Esdtm>_WUW3iqC1`!TtblCwm0(?UR)R+@c( zx9D$>);YJiy{53!EcKc7c@l{YMyLoh>BJM$Mxn`hVQ7-iaSYb;iY_r-9|?HDifqp7%1h zyzbe`x={_HR<$km;cq}F*Y^itHhOm!J0>>@?9~^V`;!%*k;)9|<~lXRg&OT(+mXAF z!69=@%lL!`(1^|XHttC6kBQz2I)}(pRllC`Z)T@15dLVE)QC@+_RlSTJC@#}t6Pvit z_l2Ra@kEz)vkxzluyzF#5t-2>E^_JIz#@x9TG&v*W5__P?v8!=CmZ;lDC=D9tY>k@ zFV=9cvXNDf7L zL{K|p?(+%K+VShx4L6r>!`IDj5x1$%XN;KPh^#XC^@ETl%K?4SRG->#Y_y;Q;zt{s zt;lJR_0nhF7`>|c2-lm(Lw6f$sm5!UKc<^nKcB&r0KeRson&YlGR^mYngBuo_N2G0 zLL1|@GJcEa(P=V69gzdloqbv5M29RfjwXXYZWv)wb3uk#k(DN1s`~?6qB;7nwN{jy zJ>te>8XhI!8ww=|ymHinc9Irbslx~tmg}d(VHdzDT_%!pr8`P|lbU!{IkDRRBmr6Ha6M;QPvp>5efXT#5L^kO$A~OTNS5)LzhlmZl z+wpIxTh$A4Rs9X~z9dZsN_O$8%*nIM(d6(($ra(A77}a#CId$uqvrHHV(0RTq@hF+RZA z?g?2Ha$QTe=(Pwm3eE!ij5T6(wY`e2#3nH`^Yy$m*<7uWPHFh%)(y| zqJ{D^N`(`(dv5B#*f!duuCGrY71t`dV+~_OQ>ARqIAEOoI zH^=BsI@S}c@4W?ZG1|tA28>;W1|Iurl6j_Y48hO<^?>dvKCEKNz8Ays+2@5s!F2Z@ z!TULXh}1y$V*0_c%?)5S-{98-#Gx`vI8cqMD@x7-7JlG0U*2F)rw%~|Ri>d;nj488 zQhOiFs#msDUOJbc>vqo8S28X~f=aJfUmUGCU7$v0&I0(ln`Zl)boWkE7EqX@CO83A zkZW}^6pDXw5*=6_a6GfZcd>std+TzK>AbB!aMnkG;x59W@XjR6ix&5gu$cxguN@uX z@1f_lx9EP3t~jqgM)=pAUZf>>zWHzpZ9L!ZY3fu@-wOL2x!idn?SFQ}J}!ycIS5x5 z#k#cUHSEpCNwD9UiIjEaHloZLUaxZ|S;U@Da#WDQm+s|!vN>xRtHDWVNd30*Vq+_% zZm0f)QIJA60#uGkEXQ1hMZ=mSk?{G~Rr16^7>6=R&##Y6uLG)_wxZootB&vvC)Q#B zr1~TfGk)<=+=Zt_!ITGp2=WNJ&R1BLM3}EQhw%b$6YhEWAtV(Ltj zmq{hT)FR0oPTyA_%? z6egG|z5K&&a#>jY^zd}M(^huLDK+!wp{ZoOvtbMmiSIbR zgoO`QS;i-2voP;IjP#9(n8#nR3auVmT1T-{A)dBjlwBBbw*ncwenfH2t(3Z)f0Ky{ z_LPmPd)Y}{-Pq8=UTFPObrDdwIR0idoXRrJ`Keim}pKnA0BNyO+?$)cROVDVW)V}oufONr1urTgC<;n}_jT#pY{WZ>v?S*`zLGmt0-MJBHOg2f9dr z?=9W_)e`n`vq9mN$Ad@w{In45mhqQdLD$RtoEjP`FuTLVW7Qlem)7iv8-TjQ7*xjbI_%N^oZbzV4u_ZP3=$?x{&lxWE%fN>RC z1awuIbH{}`Nze4r9MIYfZ(m`thxmp8=~fNg4|FI@Bb(O(r>>m{^3%3d`I~635t7p2 zxnqtH_c!@`A8j8eA+@%OxFhfN_s+TLGsN@6=jgcT0mY*oH4S%SkHbB5rbRaHPbuo{ zO7DO4`LOJW6bdQ0A#-V$;4ppbC23_l#ylEkK3i{+4mz}oLXmTPAEG$~8ynx@8q$I| ztooR(Y}{TU*G&f*2G^I>lwcZ7jMrn|{;8mvYk~XzB2XuomhU&CERbQ<2TvxLK;G0j zHZ4&2(VE7R#yL$b%HfA zSij@=u0Cltqr}YwYMxrMa-~{5+IDxf0H!0j$Y8Qzb>R3vQdiAq!2OfJK=A|%z&T;PyZnQ7}k}SZWl}IZIV;53eTZ(e_SzM2{~tM(nV4rDy`xBXCE}4c5MJ*k^w# za$!bg^2hGZz`$E!W?eod#y~T+T@*GHwrpjr!yI$O*m6wTT$nlWzS6)YiP^R8B zY8p+}DzpHoHX#q37AFGxm~^mk%J6dRE2H#nx05+;cY%`xX~t-LQw(9BrA$0ZpVZT8 z^8L7Y5foO6mQg7xk_xDlUJon{u(DP;#dG&&-8SDebIe~X^EG)a&9!U^VLIPMfw7*v zC2dAL*IZp-jYrb`7+<|DRNI`>bGp_l8j zlVom~99rb|>iKcqsq+3>6*t0&bdp}KKcE=Ran9~jd|Zki&|*~|TC9j>>=uaK%_?e~ zycZ|?Vkl*A@4zQ1JjX;9K8?+MAN2IXs^qUXd5_!k9@nZsz8~v2A^c^2miwAm@oJ#ENvR73UlRJti^A<+)$Pb zhBC=W6Yrf%R(W=U9_tjFy5mY4J}wHev}6wXKBO!hPRh$=bm-pCSWr@5lpbYiTV!dB za+QXOYzU@D8Zc0vylgW!>a1Md%zLm^-F&#~v-{Am>gDySPe?lB%4Z%vy`z}@jhF9o z@yk!`n3NMZ2Hokhm*WiIjdN#S>q@o{O0$Hf*xz_8sGk$|qDT&uVj|DOW%0b($KiP! zMwsxSbaemXg>YhD#RuQ&fr=IO#2u{ZP;|p}Y^;eBPGBLIPWw`2a_Bz{ zce>?~d-DkE?2XgwS?FOudGloAvW-D0MWUr0rNDjfiz`>c7-pdTF3xHTFzHsYq3?<1 zx}M6_D%&XlBE=K61XjB$gIZ#(!^XE@rJP}(B4-oCm(iz_NFPA^yl?cFoE9;LCCFqH zI)C7mS9!-`G69ZPoN63kDf?CbQ(an?m%WP1YO1X?U?V`mNC#}V5ZQlsvYck@v_D90=>e9X#%WbAh@jJ(4$hKA3vEf( z<|Ve!Nm|=qXkV4A+P#wTecVxhUYdAdE@3F^+tGM@5hRu;x*XBqSG5!8Tjc?rZ$pb~ zM_VXA-ih-E+XK~(p_UEk>G4wkjZ>}c(lej*ovJel?bcp^Xkn0(*Y3p@D*2WFP7)!v z5ti1z*SQd%gVWW+S!MW)KtKa;hxv3dmV zFSB@r)gu{USd8>=!%U#&Ewj-X{F?r8`_yr<6r;Pe;pH@o18t~}m7F;tB4DumJPHNR z5S4Plj3TQ(P(`(Uetmq9KI(MlA8DUrUk6gCCsuf9m2&hRuvJzlljOwa>{upg7O86V z)fUetrG}`w#0o6T-n5E+TPK~%22(>sSUphCv2@G;sVBeOgzqr)X5iVvCkdw;J>0y~ zw)Z|+7moC2kH0!(z-=SS$P#UE#5c^*;V6SXCqQ4UI9-B|rC|3pfJV{MITa4)x#=Zk z*OK*cS=Vk$M;~kY%=zcDo;O`079+l1A}=@MW-z%W+kD!*_1$v@eUxwSH*=pAfH19G zx_i7t-r39d$e6U5V{l>ja}g-&m({FbprLR`1$K#r1syP>StNYO?n_lhFtQfjlKhMb zu?H(MfqMrclkEZ;EF)9wTyKWbweL;D%1v7I_Gd%|TUV>)@Y2M6@+Mfj3jR3W=w&jA z&D#(!utYW;UxdR!hzt{lrZ7>no0i*I(qa}M zx~!{bYv=W57RN$jv2O2RG$^oY)hj^u#{?H-op4FOKLzPG!uckZTue1{L-Jx=T~0lhiq%;ZAsaN`!2vUY-k%b)Qp%%+mqBPnYx**Yy(nk88PRle1R1Q z(Xh%ESVRxQp6c}8!P2^nDUICl${IAGYqoB} z8|f&$n-ZE%;p$${$w;&G%aiB}v#pEE)ysp++9%i;{l($JIi1r&CUUo?;A8Z{ZmZ)y zwS3=fO@M`_u)loD`IJ>HK(ta`sJ$Cm1)peGJyxqqU&^P4Fvv(x)$i1RRkkdr00Q~W zq>8A+6em%E{K|LDzu>#lZHcLQs+27yYgdx*N-1xdIs(EXO$;K7>grF=#x2%R2k@oOd5(?#XXa9vdXhCc zGw*q~k#|f2(#BA&)K1iMD8;MjpbdXU5B7u^!k=;t^GUTOj5+;ER{^5uS+3~*A`jE zR+cm;zF}Zpdh`4cAvAkK;wP#xv4{@2~5)Aut zzIu6>k(&DHe6SkB;%2c(H|1G&3a0;g-rbGSpCX_*J3HmOh*pMbN2dRvh}rJo2!C*~ zRmp+O*bbwJlK2pSb)sixT(*%}hMpPGObL7prr=49R*a9jgtBxPbyR4bw=jc&b^fQ> zk1QwbM%b#(l3>)V!1ozd15?R`;VlD{y#m z`R@a!FiUw)2qbR~&Px6)&+8^xirI51fbR7z4FdUn0!lDi9>{kb$@e2d0 z(!$hU`X1c8PjBprus=Fvo}O=vy3Qk|{-d`hsJ8q^i0f+JpD?`HUac$I zX`h27GR(epyV~P!H3+9&x4xg*04*MVRTBp?EUv*!6>MD(MS!sdA6j_<6K|Uhf#t_F zqp|*;EHPWsO1XPQmq%%GIDP59$QQbUD^IMR!)x^s z%R7~PVZbPrUr`Y1awHr-%IuvRAsov~veUcVbhoYdOJTG3L((nfudSB3)ZLP)mWn9Z z!4_KIfYPQLTQB=Ef%|BwJK}q5IRW+A9)#ZyJVwi2 zfJLzJqG%d&IUOpPs&T8=^mOrkm3YDcs8+^f$J-X+;br+#(SM{J6E$_Yl>f7k<6m zYO1|?do*;(#ECCfDMlEOacXf>e*I9|N8}lz6@^tRx`5MZdt6wF9jNyA7y~xgkW92B z;K$e|3h&VeVpA)yvs{420aqLY)qUD(I*-lM#e<&l+5@Tk29}HI zu&Xk!ic?+!bUcFtPw3k@dthD!1X_B8PEEj_yDDk07PQ`y43qcUueW}7M&91E_C{>< zozmC1mf135^F=+vS25Cl&!Ma%f={upelyNsU$qvI#FehK*0B`)z1T{Mc5qQ$^D2kA z58SV7$bB_bC+t-HLmygdi$zyzWyV%%k-IkY}e>3J0HJSfu!-Rc0UmT|*)Irzf< zy+%H4{fLz~o9tDgd8u>++r(|CV3*o}H{FO&7~avfAg$EQ<&~{_82{F z1nWeyCQ7U?;)!_E4os}8*SJugz!$@ta1J9`f&`u?k6*>8Pt+oI#!pr;j_DrvVZTz( zv;g3fzfCY%Q5k#`E14lDdsq>3M98)N61ZMMA&Kt9oO|dA)QF9TKcg@wSz?w zf!;4%+J1A1W>)GPp`*pdD~G2{>ELu}3|ObSuBfTLCh&Y}JK&625ej3;F%UhLeGLcMeZ{gU?{ zigT!5QBMRiIz#H9AyBdN!#yG!q;jsR9rD~q{}PlfBQt6mNmxf#%kID z31_@Hc{OWhfeDL%#b>}2`Vp6Q$)7+^o6S^g{#54(``*LIS;S|c=FPW^N#T%|1@bn{ zzJt+&o9W_r-3UzC-lpv2q+jNqwJUzXmJ3%H+zZpK##)sb4Av~!9HXYb22eAatw(tAG};NAC7@QpY)cImC=mvNoX4wgcrV0 zQ)JGd{RJwQ@~m+w6k9^N_o3+uu0$Ld?Z7YoJQ3_$Eqvs1-xFQGMxp#l??G&_S(R-% z_KS&|ZA2+6e5Oz4Php=a^A$2D>VzX0+Nk)<&{r1Dl|R-Q*dWMEZrR6-q-(<{8JoX1 zEqaF)KxK;EnaV4B^#CFj@9ZWQ_lxCkimW*n2>hJ=l74?U2lR>gWyU&O6!IAxc6BJkznKqYB0O)vIqz~mbYBPxo| zjyL>HJ@Q}wr6d2`5t_!vmr9ku5;G8ee$0if&TMK#sm*-{krMf1OS`e<;3A@LLCC<< zaB=(N+YS0`gSD?skut@#OwU*X{r77MI>U6jnDdPb6Ov!wkS1I^h2iBIsi~Rv?TmJt zbq#*OcYRwbHDu&&Mh&h22>5%d@Q&tJ66I&lO?Kq@zRf3)m!su!MuwSb(;Czedp>1u z99h(z@j~CDVWMFl{K`=^|2jc)9UE1^zIgD;3ajkLu*Pin#cp~2WBZ#tcm+aSR+gT< z>G0c-!d$$962BU4ny%J%!X=?g*6IwoAMH2QuFC$41tHaMsc7967A(gEI(l?({$7Zm z_#HH>8zVZR@-U@TagG~TR6f1kdhr&~k{5cu#%9l{*|}9HcQ84hxOyB%PbE_wLik0g zSvVwLpdHg@`wlXG-@@hoytjzm?3gy~^!sHBAUzv-e9LTCkdchVoe_Wh1?KyFgPpj8 z^KwJ}%IvE^UXuUE)msKc*>7Ks5CEXwj z(p@u@BArr0=a5544Gs61_q^wS?!8~(!&AS#_u6Z(y#{@(>qB~Oh_qe)|1NDEvJQPi z8Od-?V^ZEC7B>NpwRdL3~PzT2A!5OQ@9MIJ4$00{K)ZLvwe95e)fjzAwp z`93oB6KuRqkuQWIYQd_{8yMV2KC&;qA&d30jeo(_ZwS3v>LuUb{D>;x20VcXz3V>t zVzkE(leiRXi8P&Cmhry2gX4W|cy z@;^h%w|g6e53B~=vn!C&t@7E^B`&UQ$mQ{FAh`^>%khMEYmBm3JGa*-Yuono+-UDz z%|g!G@7L6esXRAzp?q&id}oGS#kc-nSb+k}a)Y{al{~n|^oT9q=A}6qddB^vpfIiw z`rZkNSe%WnS^N=%ESoLdHv4dVl;rMD+WxpHs|?^hd@!m5Ko)D#&lPJqJ>nBRwMBir zyZcf=`h2Ooy^;QGfskz zo9+Tn|D8{?4uMqoVn{OhHpthXLW3Smc~YlhWsSAr7w1xm)>&<1j7l!+r>^q`uDwDn zc0uV4m+^*0JwBMzeggHLvc_}{=z>>fRtez;+->2;rC)EBh7Q{G=LAn5-s?Bi$E$^7LS*jsY&32T5!Gk@w80GLP5T!J)vv;0i!*t>v@Rzq$#rO+>Q)gyt|Q7t90AhBBjHpACTpFttF(HTD+c;g6IP_IY;G2$OkY$4UHSx zOfOw2GNsqANWP6G$`Frtq$h5Vxh)_yf%UMP&VA&SqOc(3#av4`RhvM^HCuaHGwTUD zeT7Tf>x~SPsjc$(`%fB9q@?~7_uPYzgZz+sBa@B_peP*+4V}uVm#qRyTq1P+%B=#u zeUEIvPnHll-%z{|4b&0N-^4t`f74R;Aj=X~ov zr&T9;JkpLSuo5OT5z)!t+2tCHMLx{+Emnt?`O0wXlgh-0Ee5Of0_%hZh8d6kDB~~b zlqzMAgi=J^Eadh2Zc#Qa5OPcvtY>Z0q|1wkEn;8gR%>;i!ZEtMM8BUU0EL2@T7Zx5 z2$#|SlVgF&gh6&yA&2Eo1#h`Fa05aeHgPvB;#>v0Xbq{OX}G|-VDZi$23A;}S7W7j zIA-du#LlT589EIL!Eaf~2nw!P~*WH;Mo$8z&C?*A@-LL0FCp;OU~9pVnQ$f?55 zy$67cX92C&;C*@b9_p&M>a@52ot)59b(tnex``u}eo+&XqlteVX5P2__v)U-KBm=G zCW9>k!!j1{q~WFDrE{)ky}~PnTz8B{i$B6y8{-GoN9i8)s2JaXpS&hzJv#fP(teYkzgea)|5H$NP z3cui``n(xA5v6#q3y{X(RY=Kq$Tc+ zsB>~OI+B}mP1$zvfEQzOZl1R#X@uKQh3&4336Oo(wIO$7%@KpO*do5B$BWlseWh1@ zEc~^t5kQgV_%m_@$XMN+YfX@lspj(mH9b3j=fFYHFs6hy04aP8jXoZ9wnNSrZg-G` z5WdnF8xTxv??z|zM^43Un#aH89OoXw{u)Z{kI(q;!OjK}`BNr6n=R;Cg^#Ov%O=Pt zkFs;g$#;3;L6@g;$AvhA#@dyn=0Wrt*6a3 z4N2TH0IKIjj_2R@I79D%s4-x-cq?j;c(P*Cy<|gybX80?igKY|J6rKUSMQf|Z^nEs zsI<3axhAPEQpm;u4`7vUz>f$a&i0|Pvzcw0Dz3dQ(+HR)^;+oO!@Ojc5?*YQ=kZHm z1$ydu)LPyTK@o=G+(UkibZ3)jxda&OvH`RQ8wgiC)co8q6);T1!uCd!*|ej~Sc);}giO3V$X&0001S3SqlW<;oI&b_NWRZCthe1J>db5j4g;Z~a* z8jyB-^|hLFgAbnUfG56q(mYE-OzUIt5>g=O^+;E&KH2))?44toH$v%-b*t(#X#tqK zHqSC4w)k_6$IBfg=J0WPg%e;ITy$=*flK=GY!bV$amG7@KrXnPckGmAZsB|FTw!Vl z=XB(bMHskdB}jXb)UQypX;Z8~-U+$eMQ6EWCU&!2E{~4~cbeYw#fbLBA3ZKcc3IU= zok8D^E2lW{MrgHUJ&UxTx1_V2DJg0Kh(cosoPMQZGuA7FlJP5hhl(69p7bxET$hJ> zmv;=X3?ckyk1ZkxD^8*y0QW-MB{pI48EvB-T~ zd!zPgTk($Xa?fuaGY44^t)uXppMj4wUjs!>C7ZX4mez)1y$?E4 z5lGKF=+bYBAr+VL(<;mZcHK&#mM@Esg|9PHYg3M1a-Qnrr-E}=bwy6u$>tZG8Y$)% zHAVaB8AoFDG66t<%f|P(|L$GRCt`j2v#swn(P%^-R~TGiTzb}OE%+Y|haYRo2>PNe ziy6aAzfXte_)2>(Ka<=k}T1f4PrABMoc$LooYGsm># zOdU&X>T&ks1N)IXmDLTPQl+BTE3_)mz^?)fx1Mx%y+VIaj`qpIL-8I|lNS3mO`Frh z+WF%J+B0nA2qfJJ9j%du&`yEL3c6o_8G+wmbcWH!F&B{b%gUO{o!^g8S_6&Zk8B3}NrAcGT^dJn8XXDDd3VdsoA`p!6r z@OPq!ZE%=Aa+_#l%7weO!xY&Gf5_>(Z`Gdf=G)uJ$J?nS%DS~Hci=Y!22 z&K2(tEg~b5$Q?gN9PNpFBRke|@`-7R*=BQkIh!tp!gC{|$Kv!D$kx@N4(XpFc4)IV zg{02e`M(8VrM}fxr{4a+fc~7L)tgr^XFK#DVA3oDk@?PVq(}FoCx8-Vp)FayYAQJ* z=p2B)McTYRPx}Ik!vg9(&N1y4Pjbg?6lzZE0hyF?Rgw+Z0C0D(Bw6z&c{b8&r;}Zi zY)|dkeMyxyeV;mvmm)WNK%{57P2UO)1MzoVYN2f z8~QJ%fr4u+2A7<(c2*Y9Fa0K;O$TS+o_72-t37DW2P$aw)-&|es=L^qYV#{Z zE&w3R*_*qIRxb6~q|0c^J0*7Ee{v*iOiQFn^Y!%Bya+DjfQeh&V(^jucBfyVHa z-}&e|QUSGeLS9^P56~T6iY!>O{JS=){4Dzg%=(dM0x2l}Hd;9D&mf*^fBlg+09m&q z$D@*^bb#bD!vD7+MZzy9~0E~*kMS_{kE)%10z zQ}x)=y)W$x>@W6z7rO~J;XeSn68#=05(b}%q8bciNfL$c6*I8Y8``zJIO@*0MDPH( zTc!l!Z_+0hMQz2(t1e*Q&%*6Yh@%n0c5S@`o{SmS=^YBGFWFcjDudG$+t{(H0zDpuRP+Y>4>U$n@aTjtXAMMqXzPYdYO|Y z$e~oxGxV7uA^mMJUh%too-aU7`pzDPh;RFxyCBL9P{r_e+mLiL(T}xdk;Fbd=(Jm0n$4=g@ac+SOjUEfg=UOUVBH?y zxTm&+X&2QwlX5Ir1mc!h zi(!mO8m>E^aKodf#nx(GU_Mh;)SQ5oheHZGhJLmKej45fb99PX+g>IVRoYD_Gvg<+ zpXLgYMDf#$UTMnhmJO@t?9;9d1KNWuKxfapy;WoglR^O+luXcMZLa&*>=6srE>GZI zPqg^m)CM3g&0966dB;B=yHJOtkiL3m&||qHGT&;eNM+7wh{Asr|dS`@t5XW zO$cT4W^IT#sMO|%xw$P5S=-@im2Pg5%>~ALeQrEu+p5ji_y`lx)cFc3Fm`mSVPauH zMSp>wb^X3o)SmK~@^QdVMO=arlg;KGnrwHhiOpz)IzAo0rBhRwZ(){g?`cuFY35j$ zwZ^K0K2!3eir01Cenj`r4FU6Y#x)VC%rv!b^oMQG6n09l)w!3+4!N^B3oIy&VTgK5 zQmo>YTV3xTL8&S4bs3i05Z5Zy_~_7B@P&XT`@IkQyQMN%{?f=iCO@QST}VBRIt(Q_ zvmmYLYST84u2#7uG&AQumq$N!@%P#1D);GB>y^zJ4uBr^_25fSAbf!qCk;o35Y=7*W!)AT@w1N0+up`( z2~gM93@F`V?A*c^d;5xe#E!1mKGMGJCpd4YnSg8S7sVz^7wrRA>N-qfbo&%~Nfj+M zUZh*MBahfLGb^rCa-RkL$;`FubPvEb?9`Tj8@B1i@%lhpb_e7c^~#;Q=@yZ>ej=>a zu9LmD5LJ`JKEQBr)+IpHM#vPW)9HhU!VT3jIb)i1=Npd|iloe2vADkX-e5o^Q4A?l zlZU;{TmlwYxhd%}nt6CL+VluS|Ky>_+lB~NT-N5D6Rk7wjuHA+7?`Az*eT&kZGjML zh(sW~4^9t|b!}~F5bkHtma1IK7u5b-N=~myfCH)g8phYkIUX(v0RL=#=-@GCz_Yhb zB&qcS{{DT>F~?tCb*gn&Azdi}7_y#W?O@m~gF#MZVkP=(llP09GL*GIFha;WGM z++H$4Pv8yyXb}i(o~&~1n`>IDHkcNnOg?Krm)sD4o7x!TYU?>L_(b#IV9{oFzwIdW zLf`!tz{l+CQlme+B2Jn=Un;-rsZ?$-%wKpwimSi>DR`;?gRv#KD(&ixp-lb?Gt_(U z>?hTJ(Mt&j^iR!IE*Ylh{Qi@G`$li6(f7147}#c+wsem#&u9J_SsjKY@eUh3!E;*v zEtVz$P-eT2?6R(Yp^_*G}2D?=|gp@ymRGUTZ@YuHfeRZDRzN`tHMqb&`V9X!P?Kmm%u} zfcRp#jXu^IbN3AGo}_~R1TTq7Pr1^Qnm=LUb|U;&`cXvPwQSSLT;y;&0>q#G_iJHQ z-7iQzR>7vzhB^#pqa6Bk98#@XVQGUt0s^7E*S?1-7NU%G3W&!Wtnl)-_$$==WE3;8 zvQw1~yshWR7uiCjebFm5_NNuwA<0>?eSM~W1J$H5YZq-Opzmh#j|=tun*w_cZ4ruS zs*C7t`v19adD{KhI3hIxud;*#$zncM~6gagpgX-$#$A~*wk{oRmp$K+ zpbK7r-a*!QP|69Y%~2-j!Y+8)yMq|jU5ceVrP;F$nBoL*D?1|;T|~*Qom(S4H8W&C z?sd5w<*gNuc~`{)y?QmqYBWgy1J}^{S$l#99Z8{*QwHgHwIXZ^omjNYOfX~ z)9ag!_pY{(#*H3&&q(f>x4Hl`5S^S+55`<=eNz$ zikZ&4Mx+>zaL;%S0LGaaKT^$JJFD}wPKhqL-o3i4;)=K$Yx!H8$n{VtImciy`-|D0 z8Q%7pnIIj`o#ZZDa;@wMA0wL!1sh;6jkG7Uta?EN90^h`Mx;By0>|+N_1$3w?AJb5 zY23Qo#q1LSA1aOW2MX!5fnPlxuh^Ww&vo2zPLSy&VBa+3x}UMb$J-_8bGSrXa(Z(= zduX|41WfbE!y!XDpa#awHy8GWHZd_ouPJsm%Hm8QCto<5RB5msa zlrAGM6>h$mQ;A;9SCx6dD(1fEY}ye-Ssof#3JjOGpY4v624z;XtT)`>xB&VxgvMqv zlRDt8qC}W^y4d?GLma2JJHAQLbP#nJke)J=(4Rj{>9}rKtFr?!{CyX1C#SDWBapTU zV#Yu^TkFO7IfG&XSQgdDgq0Dp1r@0Dq+@P3iu}3n&mcW3zdy};5ijd7my(_crh5XRHIYGIw@xQrby&*v6?Ts87AD;2ZwJwNl$Hy1j>p({-rI&(@CNn8S6(ppFW}upHrT<@dv3lq-3{HOdU*t zJ5HMEN9wsJQsLt=w*Cq&=R2D%eAnfZ7oFGDlNU+Xjg#?qG8UfSfVh;)G*^q;ujyms zXM#6&rBF+)#kq(BL`|y~_z8k}&2uX@x2w2ds|V1SH(D5u$-dYfHy`(%enVJa zn@}}t3^)e$L8|8fd~8rIER+BrXAZ&k1N}yHgEBzZ5Z`LY`!gg*$fRp-*l}B$B*kxU z=f`s`(yq4g^7KJo58QMz7zUA#9yiIZdAXA2aE#F^F`ax29QRae>HJu(2He|&e+`H@ zd3I+v2^wQ3F-V*Airrkh4mQ`A+&PXJe|7d9f_8TuQvo*&yy+>XUjqcJnQNAqOnjCw z+CgI;B8w=7_x)c<$w&LE5gwQOe^62HdwmrN9$#aFNO3uW8(SAITh)o4=v`b8!CR zEGhSU2Cs_YGQrZK$U>_6t*fPjyC6SPqu)#{myS^jdf%vi)-&I1(%Cf(rRus_C3#9C z;#xos9ZG1evin=ze^(ZDedO%@rgX3@X83H_x1rXJ4Cx zxBne2i`{jcaeBCPFoR#IvQ}|4)604dPOaY154{J!JJcr3)~IT@z&{~@cG2aC9)SjB z`R<`j9xiT~r@&j7z1&2)mh2NM4u&nyI(I(zKml4urT6Z7l>v{sazP$%j8vUVSVqB` z`|Z<+Y#Zh4oq0MF557hJf5Ws@0)L-IBDw%okUgqIF_f32k=8>2Qkkk=46aEK1h9%A z)d4#jS(83%eQF%c=H+959_cz^KYqdTBsmsk&IM67!?Tw%K{MnYT*zrPSgEIXEju1) znF!sUQ$w8KtGYXGV)u+s3s~0z9_`c7V;4>>AU|m5!~8_o+>a!v;!|-omP%~=r!hi2 zQ3wRMZs4w6bO(jdXmu?SmZ@@H8~P>Gi+xZ@$MGE)lt>X@sQhzTgeq{^bA*RLykiC2 zEW1u@@O%YgcDdS5(#x6hrC767h;Mq#=g|3bc2^|L|G)uogy5K%f9px^&m&5H$YC|8 zPTnPw0WT~-D@o%rmT^`0a^yv+#XsvsBY?lt8qFiI=GudWxTxxr4Ko#y4TA>(U-OnIwD!3EF55sRj-KsEMfWS;mKZjbk#BQ>cWT zkD+!|Z~kius{9NZopZq6@y`ucQvo->_Q~$p^a%)X%0Y0hey96otzKBfx$>+x`Hfwd z(s!Vj@dYML?s%g;33WuQUH9?EFVC3l!-0O`7+8>WO_WRkkgv==1A@Ef{Pa)6#x(y{ zbsN0i5DoR}ZuF8efMVQ>=?GN^D|jFpM4vCE3^I^AiEa!ZA{RditrzCoxF3Dk$=naL zG~||W_pkjQek;EPr&q}ZJd@qOVpK2Oht2N|)*eFg6Sy}t_ zD5xp2nw6jGx}!@m&)*(CatWk0;VI2qUY!qJa*1^}xZ%a~>vpA4gI}u!;5tO|L&BMB zXZu`f{qNLJr8gU^Lhkb)c#1X$U;@^^{D(8+0(hQC$t!KnAQL`$Xpp)lijMk?M!Pl~ z78fNHLTM-~CzcxqDz#jg{NMrDsJz!H7Y?iroi-;$J(RU|srNbg;+kb5(CUs;9T3Ww zTdEQqniAv-Ue@OpMCu`APL{g6skou;f+=@^L54QeL75iQkqnQR_H^EpM3ph_W^J5t z`0tw>lLt_J@Ld!@BkOf|cmq0KxTVcsG9NtR0l9)EGnd8TQ!W{aEB~vnB5CZRWHX*C z?2kZ-_{5w(@g0HUgz`6pLrDjG6tj;2<}Ch}dTzcAHZjt$wBqth-r#M#W*>V@b0=nG z%A^DTkoa*&t*PqdO~)-}?d7Lq1?q86zV={g&7%p9gqV5TA0X$|qP7x%fX0P*DvVKd&8c&^Ctngn zIb`bX>)ISbp*35cZ0C1}q{jmROkp-GYLl~JlF`EX#ChXKx;(tsfKIvLbjt{bls~3o zh8W2&BCS3zI0&3H_WmZk7H(kOoY>j_ZSz@>sW4 zsK#5}8|Rb(_XO+;6d2w6s_x>p+TkmN^>AZPSHvm>)ssPb7u*aVTnMlbMIX4+KEebh z?l-;lKfo9zVy&gPl`FIW&(b+DeaYTIC(s!{H3KuDA)pGBAcWS+%iCeg6S6G@hY-nj z=J7~m21~hHxc7LQMo;?b-c$*U_%%b^lO=>}O`Q{d;#}tSADKDZQUgrq$t2dZwB_93 zv>D%^*8pb*^Us^=(`>y1b}11*<)!SxM7eCEU%zEP80Q-LCIyh8P20Iv-T3-xFLfNg zfXE;Bw{A3BVg~Q831!YAsyBK&KN@3FWLr2VKTooj)A-n%P`JyrJGP!LxL=YDbYjIV zQleM7FYLjB5GK6BM!M=Wsc9nkBL4oZ*zW}Ta#*Gr#yPFm6~;vsl{a)h!nPEOQ_q4CP6qra35f;IEBf2@V)Bj#IV=;p z#G?x3ZaeCLNPZ1`84mAI_j1QBCQ~1tPaJce+b#{E?SHUaS)@qy)_fYj81D}7nwynu zq39BTQ-j1CjpBB@sP+2SW`PpfMojymI0@tPZ8d8|vcio*>KdT|`Y))2U*Rv+iw_VS zh#{`;eurf1OSm+xMwH;Ie^8e!ME8jh8}}Tj_14pW)N`tiWdrjW}X90 zcJunI*Kv&=l7+|Wc{JqJv%gNCiOy7lvSRDRCO$X1IhCi#HVE`c9=CidSZlFLOZ5^* zN5dc*88O^1*43`QWxe~@GEKs1n;HeHU6WkQR2@JE|9jj60UMdIcHtm4kB4nO`1E{( zbvx*bLRcKhV;nbVF`x<5Qk)h<0~%P;4zs!I!ufL?XP5fg=AW*lIU?H#{IP@hgW+B4 zbM~7WfCEBv8IfNH+=5z;kh=G=TS|oIUb8nGAu{G0j(rY1I6VmuALCJ6&tt4tQ~p~0 z)#4wEgRy0+c&F`#u7DzP$oL#ZeAW#(C!lXuV02ODbl88I9SLJ}sGb}b0q3y{J%9-( zH1-g{B>>Btu-#Qt(Kh+raY@F4>7*45;IwVvemU5D2$+#YOU2a`YheISf)6ghpi)G| zt6h}=Fmo;0yZJ}6-2Np;jp;4_k%I}c7GH+<7AdphVn;3Vr>wxRRFYX|zdQ8ZN7Qt4 zLVBw{{`lWnNfaX10R$fBT4?lZaxDV}smfZ}-R=iUqQQUi^nyluCL^uP740GEyktK| zfJW{*e9%1d__U!OrQJgFgNHY5`n(d5n9zm;`z<```o-PZMq6Arqt|xo`mwRtiU7;B z%M65y#BZ{eXQ3zWN|BVCqt(ur+%AXJ-9(lReV9i4O8Zgkb2CAMQ5DlzP3{ex%- z;wsG_d8u+CSN9!(ZA5KVt;rE}R_U9bn2gkel$znj`Z@)`wCdk@HOL;s7`xQPUY`QS z81e^zi_-yDGJQ18%KSD`9(lKG!Af8OaR{?H+4inz23WZ(G0Bsq7fFpsUvuO4x2c&9 zzWSNju0u5?=x=rHr!*McLPR7an=>LB+a*2bqhaIQ@5oxRMu9{Mcfn^NJ7c;YY4EPN zjK?=Iiw5|nkcd=gw(fta-vXF)C7|>bDuGS1!;GB(3rI$Qy;&-3LV-4jX1U5TNZH6_ zQ67w#MY5mgbH(S2K|=gbG&0Xr^KAiSI(IlmB#31IRJO#C;*nCnoy2~}lbog=oL6^O zpDDLB1K1mSmMm2l%2P3#_^3RwmcB{9O3@nSs^cSVd*~c#^&{u=alxq!_)H?|>pz$q z$Q@m26P?YaIqZ;hu9ysIMrpr40|IVDcUHqM=?x|ndtJP`un4c=xfBZVd=bG)@wCFk5XEvs>^Gh_ zwwccRWTZ}jfHv@wA*ErC3y+kI+A~cce?RA>qv*xM{7oL^m&#S6Fr|yb4Q)2SW_J6_oFCoA= z^x$~{#*2;L9Ny>_ixTYFPsPOZ2t~tE0E==UeMeAu>|V+k$$Rzy^&cOnP7O+Qc+|89 zU~K~Y3HC&SB)R-Ftlw5>ViF@BNCkh~?VvTozkHJZmP(p#yW8H@_yzS~h_H$rRIUDU zPBm8=9r({D=az*!_;shfO9Z-T;1~d@s8UE}%)N3kcug0%ysGz)g5~%j8GIZE;{TCn zT~84hm`=OY?iPl%=L8Ea90R<%!S>a+OXcmrvzR73){^=gbhq~SLg4*O8*yZMrSw(` zXL5-R=5OuX0%5mC?r`~lQZ)%bKa3gFip=q6HTE*~miK+RARJVp6HKov7IHVr|9VBn zK?G>XWTr2BT^s-Jfc9xY9nd|ok5~05#Eq(8`q$yL^sS`&@MOH4$fD)R&beIK;M?Z6Nyc;^; z=C^(iLkqcfHKg9SW(@G=O>abP+kSu-%y#ihgc0|>fwtuCBb^gJzE9pDMqK6kH_k&r zWh#KvpuH-&EstN+X?xB`d_#5X2~^{VXIENb2v5%F{|FyI>Zb~CBwU@SIa;4h#T2VQ zFPO&tY#%_I6ocn{*YeXucQ5N-XI3fNfUP1%7T1<4rRV*zjnp>SZ=X^1kYwtbb7iFU zygCtyISlb=aE-SYnN?}&G%5=$(7Vs)+sY`U=A#D@+u(f%uRHKUx2Lr%{8I3?Y#Ver z@A~~-)~?j+D11HtV`T42WNVR?7@WAC#8Z9D@p~KvaOziCV?>+L$NN6cy!kkcnh7(c zF50B3Z+ye`XBgZQ#baW)mo-?X;2AZV7#K>c$k3iA0+W|UdGEvN+G4Wh35TV@I5OvM(G zn@`=Yy|%6)hz@cO;%7c$RDjSkrae^smM7`j`AkXc{b{GVK&%KpT+-q*OmpwV^|ogm z0T3J2%Xx3c(-5s1rCG|eFRt=<9C6J_(^a0cf%BBEvlbg!%dV?>T$)kZ;ZwUxRRcqA zjvjy{wIHm0!TOd-ZW87d9?F+*{8DV6ysJ0B20WQZW_zc2 z%ZiqoE%dgCVd1wRQs33(2?HOUogY~~{xKy3G76XZm#?hc3?WYdMBWO*7t~ILqaKw)5zVAKem~p0w7J6}xB;(2&X+Tu!rXX_(y6 zKtJKpD>^u&@9mLUB-Dn4ll~`)Ik42|9^(`P{5Pj6`BnsMIp$}FU?{N!HX-_NbkIkH zu{%H;S2}k#3JgmoQXdRbC-=;cp0ZVh3KJEVFre-n(cz6P8Mopr2!IbW`gj6iG<_`x zK|lM}pwCV7Oa4A^xc*yjMu|R9E!aBq4x441(H|o_Dq1b_0Iw@lM4AaEPcr&Rt>LK3 zBqXH$D3_z|6HE_)iM7tPX(fQy3=ih?zU*k5VQKqQg=pYHB)~7Kgi!cZZnx8@Uy#W| z1@fB%!yB&EjjHljG(i3aYpj>coiaC(p$ev8>W=3J>5 z6P`DYAbkw3T+<%O{`J_IhZ@*Upr@$5GSwWcVfNJWc1zM;GmVz#V_JUJakLPY;_97hLg?Nc8_$c_PP zb55K9K;c83;Cimrcp31XPp}v)EWidO+pb*Hj{%<3cZKzm>7EyTl6WNf13K3J%E~lU zNx(a97rkTLpu1_sH-NwAGa00an5hevDc+ClOm_NB=r2n3r&sOK63Bk>#l$Q%-7$14# zCw^fgE#XyV0lTBa#XZsHvyiQ;ajnrO<#fW{DX9T;1ZO3&5Fa;&!#-o{xb)*#zqk*f zh8#Cbm0FyP-)n9B3j%;zPrc4kPg@{NXegq?5n{?NUbawglOe+r$FzqDxoj589-q$JpXSY?)ROc{Y+w07BIs)j`vF-4u-~;EL?4@|# zt4MNN<>)1wq|>mQQxIFGGwP8iK3T3pW~68!cDU;XXNlyI5tJF6mw;XUOK<&3SZ2D2 z_&cLQxe>!s^A#p9u|@U3l9c%xut8O$A#R9jOb_2;8#@G@i8aJO0@lwZ*#}I~n>9QP z>e;;Yw4S}Y-w{3*O-y=a|BM#XjV^ZjFYc{T&1^W}c z4NS`sJA%E8TQHAv{aOtCMLn9(1l*jw2E3Uo2Jc8#iQDMm4SD@SYTa#AMe!@!C_$=qxdB}A+;rh@gZ{jqaLYl+3u zq%&*7zN$v+iDJJ6?aLY5gLsq@PXZnrol2zg-Any_U+Jd&Q$~*0^zxtMjrl*^Kfp(R zq!%#Zmc04)aqcJfFqxnJH{Qe)zf&Gzm=+5#chUVi*feOjS6lXeWFPq*=_cMt@Wa=+)Q#Rei;N8P6b6C7d01gjD;&Pa zP)k>TS2N-cbRj%elk*kSP^Ay;QW;(LWt--<>%G!PFe$YeU_0cX56TsK2|L@od%wun z+cz9@{bf)(U}3g?j32v!c%Q2;bM=XDry0AVmZgD*r~FGeR7%6|V8C~0hkFwBEK|Vf zb*bWns@p1s=I=2-wPShNL0RHob&8F3VG>Ord+y?H>F(2jHTGxLyKadenm)X%t9o5B zDA}}|U0{Z}`|Ghq@YYnWKGEgr^OAob0FSvG1co{4f=1XR?R2t`50IxIsJvpclhAxQ8{q-wp2c>kH^1b}n35WbtXPnV-ACeX6XtL7uzUKy+`|nw zgLhwIV8#Pth6JE}lRJ=w9C}h7kLSByRB&V~>O9y1htFY?BV9BB>{@^p3fl|QRflv-zf z5xOGsQFjtXl9`<;k7^yW)Fi8^Ku?W5A%D+?+~?FkVD`^y-bV0A+P^93=q|N`{)LnJ zqSJHdPY-0CBvA|9l;>jA@pYE%S%vD$)=qs7mc=fzOCF{{!b0#DZ&#Mw`&x1@EpGx& z^tWcMv>J0tNe*j3hU)&^Ne7Vk#95v4;=NCe zw*bG~M!nja^wynymU|6^r|OUaUgR6}vC7hjn`BYwH|9Wfv;`!*kdhKFBh>UOrw$t# zgto0%{g?EHJ~b%Z(Ll?ecYw~XZR|ctrI72dH@`%FC7d~vmkfo{IWtX$r~MtGTffh` zU|nGq&cKX0btxvc`xC97Dn>vXB_Nj}et74!Y+nqbOxx-7SSg$=Ea--o>4LmEeSzx> zS$QjJ;8z|vpAS(RZ9Y0$iyI}5w5@qvU1z`hNi)kVru2dNYZCvwm{RG<9?E|L3HQyG zp#1XoPnG@&B0FC&M>)+SMTT#{$8vqTX88)0B=(8az{UI&&7}tUrVy|Oj+`HTuH^R! z%pc-p0OUJeRWYjl>3FVRu4$KsGd6x)V+tu>-uIL1+`du%nV-eV>SmNnUd6oKc4g!P zx;ewLkME1x^90;($mj?B$-{tV#t52yD9oEHM?HljKaMur%U&frHR4O6mn+E@PUA^8 zdMl;-bYtR7UuY@B2g+}=yeh#mSB{Ol9-lU8D^wv?B=2p!e4tvV=V7%lYRW)}d!pbQ zWHc;drm<-yrK{rAt9PFohK$0a<-i=f3^pC6#deLPhPe)=6|XK=m|I=mtkQV{-DRCM{;*XNA*XGB~LX6I5>dpdGw9Jk2XHE!Da<)2Jjz| zyfu)x_cfjm)MFJrC+becc9eG9^$N1gY_#;aIX+7~Fnxx|R1A;HP3M*}k`u>eJ3MB< zSuv*jRk6Y$c10M|3Yo@G_-IW4TNcCo~+5g9T!V6h)`j6 zD<{n(n`1WR3>y51Sr z?E}|!2Oi~cYeKj)nn*at5G}em4(TlIiI~u%v21ByA&V% zxKYK2 zOKlCHCGW&X(LZ;cGluQSKKuaEOqudc*7;xkva?@5wM)!YM}lK&?X{uX1sg_QK& zj^v*+RP#J@1esoB8?7yr8fy5JK>qqrp1Hp*Vyd)BgZ%X>+(Y(X%?F~w>`N{U?TIeS zMVOue&RB|Ee+hyM+4QZ36FhtLWcBJn^m)TiQzJ9Y{+P`got(h7Nq zs_0fgN7)sf0cXCL08h08>nZ;$r;Ma0guOAOCltN*kTfNpq(D7gF2mIBP%8aghGH zRHNMWE0x#++HV;<>8@8M5N@#E-u;Z)cDAM?4EK z)h2%%vHg^``8D_{;h!O|0%NqhrQBDuI)z%3FNc$}E3$y5bpClMSvf?RO-x`h*!wm6 zmm88;JGsr1sg)k0lp7=kH@)S$Vv+~#8u-63;*u2Zu&9$8$2{#4b}l5Tp#&9>Eu3r< zeHeEBRWLMPt504!y>o3gC)7iA`-BH&)^iUESW4>o+6z?*SU&zfNRp-%p;F55nLnx` zz3K>6x4VfQ`;?)WQL*yUP#ipwFMR2nBqx`e6cW&}d%}1VkM918bqjJTpYy>Ns^46P z2=L$W=WioeUnEX-bJ$d2m!bR#Gly2Bv@*=DK9zC@j-&z{zyW7=eadcs>Mq)8SOXMo z7$hF30InG$FOP!{)nsAI?zgS2)rmlI%UZpJs9|+XmFXNM>g;cfVk{Z78*!b95mk&W zHM%?#o!)Jka%l1Ud$VP@r`64>o0skL3p&*ghfVKNzzYw_!v)>?kQW?eF>=6a^$VpsrsqH0 z#;U#*MT1>e;N0fHkGjS}qi645nJUyxy;+|Y?6$5L@{3J)#!ZGocXu; zbB2lTwdiK=dExXV_2W-yB0S*BbU<5ebk`faKHH8_feOfnPE;bx(fRUFvx`RvVRKSj zy;=y$?%4m$ZbLQyb1jN;-`ld)UrYJmK9?sP%@bXxM^GJUTDE;hQ@bRJRp(n!l{YHZ zG5X8DZ$~SgsAbg1i~J#(_}KhnjNowEzJTuX3sOyfU@~*488{E$$yz5OmWRBWYkP>~0+!uXP#UW8hs9nB=s=%s_bror9bmQ?hoz|oO zRrO7Ufa8FAg0~bPCAolu-Gac3#E{Uf{)hkws?ozil@2nTGy1H0surrhN5tk3`eF4^ z%hd={Q8PKaO`fuAd?tAMPgvlS8u?YHU)8@=Oznxq242QA;)hNZY9>9{(YjNd-Wz!1 zd034vK^0#Qm04l*bMw2_kQd=t(_DR|#0W2kEvr$i!?w@f_a^YOx=fbt^U#qQC&dcL z0NIk@w*fKC@;FHYDN(`ABI^fY%U^|!?sxKaWIsopdc1rp4fdELmSRFzDW?X*#6b63 z7PSj3q#%C{1<}$)j78?3$R=1@_oiLvi&lb#-@E~8wJ;mvixf@dCaWIutG3MFoapMX zuPV=f+ghE>Kkgk{k|qB}ZD0K&@OyQ%#EHn0X!T9{F9tVX%Ma7lCPJB&Ov>}Z(sL?m zvHLT>FQ@k6{ZGjj+DMrE_N`Qly4eh9Yo@**jc=EJ*|~T%oX|@W2V1H9^+1p3&uzQD ze2bV?Ic(JqMQ!?z-O2=q9rpwwCey^_d($?9M&^H&m7z4t^^ltR*uoK{&ICSKoE!4 z%a_;GM!Yv?h~I4?JTI9gkojBGUpBYfFtuCz>k3H5R>1s#zgKjm{Y*3~lu2+{m5m_5ZsH4Gjv`{)_>*;(h*Z(pOPyPnv<2)`S=dY_yPxPHc(q;o%G z9}udS<=z`^eZ&7H$Y&Oep z*-#G~bX|Lm9nJ{xF!y>d-T7g|M6OGu^K-NBa-?sG%-Me1EMMdC($3OHBBcMR-W?Y` ztJ^8Ww+n>i?f3B!OxI>llbyd$bQjw}ThDJb9>yGan$fNIDE&8;W1a@^y$G3+DeHCd ztoi`{TX|!(hu;mk<5`hj{)O!MC*aZJ*I(9B<0aWLu;_AvUsotS7u}taN$qB{b^1D} z!v71h&i#y=QFeWz`^DV~ChiS`FTs5!$W^By0m*o&fEygD1ce3K5RK5*H-m~ky-1=V zhl|d0WG^+J2pVm5ha#h|CYa-3Mqzq}E(|3j)Eof{0h<4Gu(sqbkv@UnDlNE(f*T z0HxS)*45oe;pQ8)V%@2Fpe^)z4;E9-VQrW3eaL~rJ=`b55KOzbz3YCe z>U4i1Bu|y3Qq%X0F)!weQ2NIVjWpMc%B>5H(-3K~VY#16LAKj<;|XwBKE)@nM;yNm zW!5O|IS`@9yZ4>q`k76h``|G6UD$Wf@NTydB!1lfrIBH7tbc!*n#1D2`Wwc%aZbYA zcewRbv#hmLKJsUI<4>>4ALl=@o1M2>@`e;PIHX9uEPMD*D9Tr#GfDh6Hr;@enrb1Lo`k79f;S?PJaImgd0%>Ddi z{6!0)!UkN}9X0;pMY@udMeBWr0414K0xfe?Ocb5H9i^@s`HZ{$-x?Nl6Nzf*OV7+Z zhcHafmFg1x(wMNY__HO6ji#}5x)S{_r+@peFJZ&LJtCc|T`}l!B4qktPU$ZoIqKxM zNH20mYIvF@WHG;hjG!J*-n~iR0I(tt#n}xO-@V=5t>OWTx{Dh=^R83Y(iHs4QHhr2 zJRiDtuR2|Ul|c?(A^+cVdBO)4KJ(GBI5+`6?;J)ms>Dq!2f`qRn`78N>vo)Goz-*o zLWhzP)iioEPbF!d-9@q_V4|0_O?~Y`(%|{I6;DlD*77$+gu*4uw-Mqr>`q>9o!A;E z@v40yqy$x2D$~etPd;w@scXOMGozs48T2KJU)4xkxvvLMP0x#e4i5M&zu_x>M#J;A zWLNNT$7y@4ds{$6X>1geF3D_-PbZ{RJ`%`;KQ8=x1T#gm9%6I7wPSnC&N=QmgoWaO zp42_T`?p^8ki8n}rLTM?Mnm-A3*v$C?GBmjW7+{OqV#3I&E2|6RmNrqR-qcG$O&;l zOXQUtWspK6ddmvMz+ z@Nm$NP8s+S_(Rx(u1CDHCyIYh&$v8iGd&~g+M{-X=b|L1Z0aL>&-9w|O2_nXjeI$+ z!SBF}FR7Nt+g@U*wJ#AW(lw3~qYQ5AMt=kfucp7-ry4c>ca#2GbeV7=ACR(sX z7!fsTseoV^C11Y#Q=i@~odEU-ss1A%>Y~iNjXZrP)m86$2oa&0R3cBt+XhOndpDG}_ighk1&m_@~ohJG3}zPzw4o zIo@@;IMTks!L6zeUW=0FF?`k~P>?%G;2k(KebhJe0Xm8S_?|HE@{?%)aw ztZS#=|2xD_fQu%4crh&~AF7V;a|ZEaVW8A0gx|##0nun)RWtIyKw7B|ee4(V!8@8pgNE6ddE&^Fe?vtS$%skvy?@4HeIW`E00 zC0c7vBt*1_TaO|Rrs+IvQh962)T?vX8tfd|Aim2v@Mob{01 zngfmEq99{scue`v5}V5vjZ??dWQY_z>P13ni)Xmuqu@66?a;w~YBrnnrxZqVoKLuy zwgfhw4>HssX7jK30m6%o3KC$yw^CR*`^H73F7@1FiEc~AMd#@x@XHMCG5P04#>_Wp zh6Cf**ubWPeBl@$>qh`ndHi&e?%ufpz8p!K2j^vXK!&b`2DFC9YTGd}rGJ9<;-RqD z`pA_Ki3f#QV|h$vHQ9&l?gX8=VWs0u-JT#ChAUq<5R3gB#tr`=&@0Xq16bHD?E<1XUu=vtMi#Xu1zn zf|If6(T`_$DMWEfeC)OK?H!GE3cmh7PhgWH@w}jX7+=VC24lY+Z4=))w$nUfdm4kB z<0fY8VKaYV=h9#eJ~5oV$|R%ivi|)+lFm|2)Ud{Iv`lQ_X_Q52;?i$b{qoZDh7Ad} zat{#ic_crd%{q(%>diiHHa$8(QLc9%6yCZThq0SldiL@tKI!m|zo*}~uxCSR>(IfFWR6bdPS}qrnY)?VKMj!| zq-(@Isn#be@7uCa>R&LZiR+p`_Wn}!v)77fsPA@Z1Dha-`%)(Z3bEORgGw76vm5V?PpM(393le-LY}9^oh#Ir5(DL2fdlxbU^1JUIyU zq>B3LOlyd3Hvpl6VV0sE5_Y%aGTI2W_18|c-=l=QhUut=Lw=% z<6x0i6oi9PJ?}&AbIE1^)Qe1T`o7pJt(%gx*!mm&= zS&lTVD7n`oT%oU{%gW~AsuVZq1>BiApl1XUpr1*F1}|IMMW!v&(Dj&!d!vf?aU1EU z^v6NAu_7!C(^4T?=A^04q=8MvTFF5&w*fO}oSa~1zFL?@{zL1meHGr+eGJi=yDx1>;OuSd0z{0k2iCtecC=&^YGQhfX)MVCG>Hr%qi zzOs=qibSA`Ef9y{Eg#?eJ`$5hpalra@?Yv{+7V3w5Dj{Cwq^4u(oVvob%b9iQ3WNf zyY@`12cNyhDbb=XfmGY^TE2XiBp*xX_co$as~_al_j(Fd^lq5pfW)e{zL7- z*UAaJFoZGDf}|peu=S8(ZccR=uoe*W^crxw=0_S^L@DTMLfRkMDNVU@YIUAB_*oh)=mn zTvk)Hdcd@Cek~0{)t{5yoE|`nDJ1~&{^;)~GH)?+sWAjwvxjCSf)l1gr@nt#okXv` zU|}eNgJoggAY+Q1WJ46<<+V8$@%EJ{{Flij<8tRYK6DkD?qn{u%BF<9d4!7{{_R#%Q)D#6c2f%ihc-3SX_c$kNsw$xaQmK*=1mUwxBnnS zEqB8dZV3b8|JPqXcfa2hu#+CZ4?&d(3|zBH7NdQ=K10hEmXnIw^BM5H4^`)qCLTpp zpVQAvuoZRmg;pzN^y|kqBvmxYfTMU@^3kSEyqHE z+W;@!`a4x{49{`5lhkOF^c)Ls8b}(kZFV@FdsOsbp>|07?}-!E?dT`ndmu_s&8iK> zFFk+q4NYhA*2%2PvnqZtuBj=eREYz3@V#9@xV0Tp7v;HH``C}5EVzGwqp53J)o>T8 zCSUJzNMf41F%pP#sYu*&d>qblKwFx{5sG+A60p}!2l9A!K#`M;P?5CrWn_D}AS>tn zFhis4HZDc7JNZi@jlY^M62v8T8JaFs8D=@5wGsa>W)QfZPn$$loV`mrRJ8Nv=^t@y zC*BB?_`@&PDkSsi-sL}84%5E<<8Fq-_2r|&iY%5*%9kowgT|@5D#$llUYpva{j4rz zp^~Bc<6?;L2eS!adKc19f4=%^>Y{O2nVY!bF=%4WA=a+|SwO822{rmkvhAhPkZrk7DT6Pzo z7Wv|ea!Q7UjKT`#UBJ$_LhK$}%DHIHa;i~-|3K#Hd_FoQk{wDHXep1AwQZc*Hd1mR zo6!7B2W6z32pJaU`&XlXNiR&J@P8lc89@HXm!)#z=eHfTu0UB|HG1R2yq+M z)Ct{8z6Ri|3OP^-5QtP35CI&drcRpqAPq5^dDnp?ms%^@9nK6Bm1Nm`X~jInlS21t zm#e3W#wQ7<#y@VOR}!jL8J%3*5_pZMUZy82CU8t6Vw;{U*SzF9ni&4uq)H*7{A(=# z!uB}$=ss;zqfs<&i)y~K3;67t&VeSCFQ`k_iEn`;%Pi}e%$&!=KmG~`1nBb=LB(iwHx(Z(ahBm^P;DnRf!(9Mq5LWTVx1VXvS=@g6qf2Kv^b5jo7-7m$zK;+jVv(SrpkO9C+bb3@ zNBw?Z(2wxW5EQaG2Mda`07o+E@WFU#9k=pur9+V8uDLR#6 zhri=_t;2dl{j*CzU(RKB6Z)a}5EIDR`TLwjCBUv_ASF9Zbj~8kEy6r&0ez~@ zsc~~X1NAg<>pK%%vXdZ~$SFl7W**~c?8OgKYVWhRFl7Rd27A*j&FksdGj=w>hAQE* za4q8fnl|uIeDKv#`{rdTnaH3 zm6>=@8DK%50Lf5HwBL~HD9#)Q;90l`xx>A$EDKRP%Q!h7X#D)_x)@bXebsMiXPYO9 zpVXd(KmLWet`W&;*!agu=1{*_*5r}uPvVBpo2R7jrV&P?sZV6-W6%liEGDm+X4Z0h z$oeblTFoHquA}O1|A89+c1Io_ZcJ{mRLQl}q247P-eNMH0vi{2U+Hz)SOCf670!zyz>5dw#uq% zXs}T|F23S}XunE25(~On68#Deh=TST6C&h1iF14ft}3;E*uz;-jXycRA7)q;m{+1A zMY}jsW(7=CX+dH4b+eijJ(f5zqn?uO+8*62aZ?>t#;g;neKF<9RIixd`-)aIj$s>h zT+aZr1?4MC)+RTq5KDXs&jwh zZjbfiub-^b?wfmcWhJLAJjoQ_T1xUA#K#lt5w$>G8Gi*zo!b&<1Sk`EqUeoOvITXm z#LjP&ka_rx?CQj35T#_Wy<4Xn79XD>`~r6&Io7_VjWlZmn>H(KV|IVtdFaJ&F(!(3 z=*Nz=(Z_RhPczwR>PdihD@6ltA7+voT(Gm&QtNwUqJ@3om1kk3-0{TvXpcN5K+;%W zO^dB~^H8tQMbq|iR^d}Twr5=7Dr4MF|Nl731v-z~IK#Si*~5{Ir(cBfUBgVbzjs4R zoe1YrarO%;)WH#lQcgQ1qcVJ$XJGMm=Kdd>`|4j=9^(?DQ9D8t!jEy?iQ3w3jSd}lJ(R&j@ZV%`ncoOX5Zt+xae5xG=mZV{xb4?xO&8-0=ZB7 z=9k2SE@er7n(*NJbn6#C^+vc^Rzpd}19r^XFR47|1GDWO58_`M8wkn+p2+*ttVk8- zUoy39JsN7v|4`E%P(2Z&ye{i4Ry8ItA#r|~u@vcMoPC(PMTR!T&@p0OAv&A;W}Esz zAbXzPg;cdPm8qqnK@lh*16JA-k&a#i^{(CNP32qu(D)iK^%(|kD-NYt%?KoSBV-Mi zG-c0>oAh!WIpGZJ(&bRF^H|%fTp>%H{pvUZO6H1|s_hWMlaZ(0_Xc_363Y(MO^htj zs}4tjMQeZu;i<5y!ucq(b1?|=xC{b*p&iYew)|4P2mkWTTWuu3MkYu$e%rC~T4g7aT(5E*PZLkd=v8U_ zTReKt@?I@z)+A7H(lUvCjmHi$O3nM@bad@fzC{n~WkzXH*i9~Otk@taUMPFVM)DeH z|0IK491#;)Y|4Dwy;JGAX|ym3&09}~loJFG7GGvwUBj}N6E`aj&4SmIFXj(hF0!ta zz=&F!v8wtPyHtFGu9NCA|BsM?2oyyH_?ow!s^&^pIwp@rp%FpJ7BPsiM|Z9O!b?;d z%xg8r)dBo7p+KW8X#QPs0EI#2HVcn_5dG;k%*FShNQSd4o<5h)?x2vv#U-Yb)1Ill7 zKIWWQS7g*RqAN1!)mJ-5Je|1wNusJ%Kd5Gzk=UakPiabJ$KhYZzum)) z%J;BKeH~DbJ42^=E>2Ah#OMdOb>Onbt1=y{-qw>Uk&^|nSg}0)b3KaQ5DeTZI?{MT z{g?b9hcimZ6*&lk0&Z~k&Z z^Uf*1-v=8Rv4IhHS(b0(Mio$Nd5Gvrm$UIq$m&B4*%3N_%r|I5EQGexV4}ZM$20tx zA=b^uMVOQSA$p*QgcA91XT+oa_=0ag4$;{FKkenwI@TH+7De6cQc3EiiH$CX6BOb1 zaE$o3JHTce9k}Oj4iHISM6SQd_8yNEyQ)|n?uv!8cK|tF~L@~G-8cIG{guYs|v&$L;Fg| z{oV&=d<&*^mWKhs)-!*gNq4+a!<_1mvdk?|_ZD-=vdA-WYs^^>Op^v2+`f_etWGWn z(62ud_#ML60WxORs!wyJ@x&&xr<4 zu(QJQUDh%o;d965iO@dc5!b%xl{*Ke?)zHqJj%$M;w}o}6P0-DtH(yL%rYPv;HWFY(VpYCFA>nXN<{2G=)&STB2H%L*?2;vFtRrimA7Gx~r5SJ=k8G$V9MOkk7TNzS_23vx=38n(;+~W^q*I$Ec#Fy#ILKyg#Bp<6`1eeUKMGdvemE!#&#@9y zpE64J;mIsH8W4G^Qu)tQe?zvs13O=>UWu}Z0IvXkMuR#nzt_mu!8o>}Q7+pfNqwTK zMSr)v_5;{id%K+YA4RWzLm!*|;iFql7P+)gZ_1`@_6w%m0hX zO|sAd9wn8bXrq}@R7FCiv3CwQ2A=odt3UGTF&aU+$wRzZp3-ZIOp}yf z8jo9Xfj0wRYnFC6US}x=+>#rZHHN6rlel%_iTN8y_mwJGXpG}EKWv;d&lU=^UEU|Z zZ-Xm!37BSta@K2Vxpdz*-K$C|skfnh}C&}&;9{uJC zwq}!R7Bc&3A7*)b!j)v^i4uxmP3BVQIok8jsZb3tKS*4c8NhZE%j_!Rk}fKxc%NR^ z8ZzoY;%@A`$Rp;_a3lX*k{qR}Hos3OdSluro5KrF|*$T!-wrqv%bhAKmKD?Oq< z0dD@{1n>t^`XDins*w}fR1aO(L*?(atuJkskpHdkQ)!xzzsKKx%2l_A1HG=I<@yu` z$EB@!dS;OKQMqshWY!LUkTSPHjfES_F9lBUnPA&$p`FC0Vor(CqAD% z4IlGdUq{XCVh#w{p!e$YsbRM>tnno!db1$3k?ki%DBnnnx%Z90N&?wv8;giCll%4h z==OC^?S<6215H!ooMzA4v0&dKbr48!Zi&C~Sg#o|!rm}RwV0G_UO9*5XeMN)Y<5?3Z>8BXUm zecwrcRwsae_#DV@`K+hi(!;PMQuTN_d?fqg3NnuP_*Ftl`}(r@Z9Wtt;XURlhp?Rv zsC>uzpKsOa(-hsb^ z62Htwv`wBOL&N6Krs4dnWyrf*%J~*Jv%>e4HXSZQF9I%REOHlJp}JIT3xcXdrsY{+ zQ2N+s63n^%1wyrImJ~D^Zf@ka{7D9F|8!Lpr~i^#3)yrna(%vkKS>dKtCK6=gd zI4YAU%RmrRdlK0p$9g~;wOGT^s4`S74c4E|bj4R@>$w+0vINgipRpHLuk|mBBw&(l zu7rtC8Fncbj!M^ljVi{jY0{=~7WK=wZa&G>vLjBBA=%t(=7OPJD8$uox=v`g&34vb zPKl$hAio!!h0XGXU~k9(bh^0_X<9TPQ+<(0gpM|E1G<1};~D1J%Hu^ls`+w?hNqGl zWW+7*Z70^Kjt-QR!fppk71gynTFxn*^Eutm^WX*5bjVd36)=JOp!2-j{HI?=SQ^R1 zF+<%PfDPKbtx7%m=wj(vVCwZ$Vxf+^Ny)j4$mI4DY~?o56hnSuQr~)&Ju4ONEGnn^ zwU#jd!M8_Xae6JYviFYWWIp7J!zc`iBFa#jRtsq!&^}x0X+R2jgUTQzM(=$>fqyZW zH}t?LgfMJKmCnz^>&cfc?8O3-uxnRUIQt?Gjf{cjJp~He z%F{P`m!kDFdVC8+p7Saxb0wshwR%_0GmDC)B%~jQL%&&Hic(#1>iyji$Dbx%3R+s3 z)cyo8B73GI$MYcfjm?cyEarLPE!>lIdhN|MBDDn>U8Y6*`xCOSC6FpCbU%ZXD;`eB zf)B043bai<*KU~u9_<4UKV}xv_2kC1tii}8#lBq6&G@>9VDYbR7+?QCMPxoTixr9H z{!?rVA%Y}P;~!0FwQL5&GK4Ruu{o%y6O5UqDS+rTYVMa7Tb&m7YL`EZf9hdA$Kus* zzmWgYG0|(mqb}|Ii%L>u9-<05#F<5yN+n_5_cT|gw2~G~LIdSgKz7oOA*JX<4*%a5B{g((& zAopX6^X~Y@WicaA&@3$Aa8H&2Rhsl%5a_w2yHITXcAKkG3A^_Cd$s*Hv+?Th&OUGj z<;*8(OB68U^>u|wXD_Cxcw!*Em*ZD#W3|=wiB97v)?{V+pmcKLk)sc<$GnDY(g<~% zL~S$X*7{wyz4d^!KY?>|SJMoQO#!PISQcQ*hdh%o|N2t$2C+y=iJqe0F2t4k0c5B= z1TC2>g9Dg_e^0&O-J#7=otsI3uWD-4Mj&%WjLp(4V3K-?{dR{a5+8W_!mYi}u`jST zc0PEw=6HgOw~}0ofm@jW_-b)QAk!MU1tLY~=622}yNN+Y&^(V+1v-t~Z(W_EOco>b zgrKckBqh99sf>|4(HePbEwP^=_LX_YB0QiZK~KkA6YuG2)EqAuO$kYOqiC3FKXM~e z&-2wY+kCyXoa96<3%~dGZ=^__+i(0vO=t*$^>gr-m9sKBMX|7$CdnH4z($IgOt`c~ zeC*XNn-IY@+8^B~omH2-IY9e(=axJkO(mU!8?z&scq?qi&F%H1sXr?XXZ}(bwvzb*2dyLR|N%0`$&69)Cs*=<*e5!unq%L(snl&gzLhaEHccfuBX{2)O#s4C7fwCxEUSR?wS_L zmOcf*=?!eg8A%Kg?FeEKpDju)UtPBe4nPo;1e?XUz(Gxx-=j z1$2_@Bj$x>6l}>&r1(bJib$F$_z~rO=R=NwiX3f8jx21M<7LA;5!9|dcsTG^nNp8C zB+9zYP-EjzUAW|eE86@vQs$r!L%sj;up$j;<`cFKR*ONqu*P%WWa1_!P}+5K%a>is zlZFrR1N{xSNP&L zqsXh@L(3p4&rt3!2_uM=If0I8Q_5J{LUC$%lOH=_QMV1>cXa^NqA_M;+vD-+a1Zm!h9ZRq&PE?~n4bb?QAIpdAqK>agprY3kfCU@v5#5X0Lvph{ zz{Qr9XWOlFx;_6g!h7odjsQucE%D}H3^usHKC?Rdq-^4&U06BvfFX;}e4Uotgt^~M zFrt!ff&b)u3{}yb2V~JZBFC>z6{-Tf!EZNEz_7jA1{VqL6Yd@6Y4+@Cl}y%`Si;fw zw}FrU$X|4<24MBr3n+}tKY2q`2tKvJ1}fwBG!-MkBf}{xsiNu{9kbK9m|v53w4C2; z)Eeht+Pc|qUe{O1;4*Y@N~xXaIAX-a=HAT5#=ub(p?^!N3U+3l03p4*tYeA|Y!t6t ziLH?;tgM<=I$fNw(hp$qF6B_%pfUAKEh+QKulzGaH>p$96sdnWT*x26yCc3&QQ^uG zy$+2Wgp7zu2t9=Axg7@NQb$Q1SG-fE1V^y%rhJR%jiHl*w2I-ZDhke>enC~HT2mI$ z(NO{T;!uxOo*3GMKh8$y4!Cr;gCDn&FzB!5!Nj;^q|um)N_h16GP8w*ODB&^-BN2O z!$fr}qsp{%lV#W?(_+e?ZcRJn@~La?I7Mb7odG`x-i!KMELWw?TIGw=|FQPcdwmpqI3AjimL*jd*0%{ zW)0KiFU%8*O0t$@%Pm=jfmk@Xgf!ud^ZjsU-PaA2>=G6$aT0j#256(O)$sz1Czw}T z_HXeSs}dTj$_;`6QUuSi+k*cGsTxsR$B8`iu?t5Rac8A;h zr22=y*yoZP1g}1=#KvCle7D;DY6hD8yLaz$S6aPJaVHR(0CO2Qc}$Dx6Kb*luqyOQ+y|m_vw6}?1xiAXV9?*H!_8T=>aqBBD%&vs!9Q@+#3Qk zIaMXvG= zfT;q3VMQHNA9@J}khZg;0!(&<+834Fw2ttSOe3zqdQYIeKt2)OM?4#75{5>b@$5!H z#(If-jBtP^Y~?5cre{rvC(AVXIVT__tDGS1zH>o6`8IicaG=5T{D>jNALfZ%N)_0Z zB;_jhji^>lCq9WIolOKsMAh?Kt4i|CmX)W8Ks%iQsUdR=MSOR*zE}Z=9{xn()59T* z&{PK73DctZFKl>NmZ$|;B+jMlenclO>;=$>Gkj5CqhAelrXp;C*?IZD#)MVWI>82r zr;`Gbe_F8tqO%OwGha*_w`DbfQ3p!UH4WJ+-i1~7Mu!kDgGo6WEio(&Y-5Ct$36dZ z9Y0Cw5$b1Acq3MR_eTrT&}P!kKbXSi0d2 zCrPX#`C=2nGJ&FyFSNw)v>PrD(X z>t~0AhMB$gtWPKA4kKyxbBdv=cR?PK%pRg&8m;=i?4HkvBpubi3Tetxw0s#`{7#_z z11e&2IYtcY8{|&}2%RGPrd`T0RpA_MU6!D7Z`P7QjoN3d-!u#}#BdBqPj$2m-u2*9 zlvdO+0x62EpbleV4otc@aYHjj!A#;lWhI+=5n%Lv@xWYc3GkOSQo&l8?mdODzXtHN=lh@^B!38exux`IMAMlJd)}x=?ontDIUW9 zsXgKwN9$|PKTRi7wGP=t;~ObUq%<@&jp3c z#O(E5#iH|na6fscl;#*6-Ps|3J7^*)SkfwSHmTNh<1oq70;$}$UrwjFY(@z_yJMb@ z_hK%K3tx%t)-=!g&+?QiM*+zq?8()KY_5LW7HSQtiuT7ZD`mwRX>I<51v}1GX83;a@Fif;^iyLN(2b)KFDQ*F38-Il|_5ye4DioNr5$NH|$JaJDXaG=?%QF$h< zrJm#!`ozuQFmg;D0pjcYKfKXg6DHm#)Vd(^d%of8cN;f!O(hCbmHco_ z5;OX8R#DB@Q|5XsO49to4Q7}D)QMSRq{V#pyE`%xH7IGE!9!{(r5yH#3+vPT*QUO& z=-Okx-0|TsG&8@4pr7?P&z#91I3Ir>Y+KuHup*I|2;Wv3f)=QVoDx`tr()a)RQ2d} z)bVRhRnsqR^KHR<(?7_r-R(MG==9*L%m#CokO38V!(Lt~DafsPokej-;cirEw;qLq zPgXbaW8RM3X}>2HZT=)@)DEnNn%&%!YnFU(Bi&ERG#EO{1ai(4#SmFPNH5o_3Y|iV z(z&nc~~ zrWNxqT?-5>jxK{a1RO0f{sTQtqfuRL=&mo6SlK`*qrd2ygGqsh^Ev{R`C97rc7k71 zTZ?}kzO}`J&W@TaSZ8N`>#pXETB#Lck(}44%;C1I^L6g!mxuN%ceQlEj&sut9ea0Y z5>XU@wQTbaze_NiqeoTcu3>6-KOHd z9W1xrmEXUKd6{Y4M%kA$$|SByf7p*5M-_wcP)m9Pd%Pn!Pb5f2Ir$V=fR1_V428Lb z!5qrfe4Xdt=7u-FGbum26ig88>I%iVWG53#8xt^j08ojd?+Rj|NuQeB=Iqkd)NA#a z3Gv6w=!sJ##ivvux^hBwb<=FCk5D;F!vLOpC=E819eT*f*j@RzjQU%m`L!(T@PH~r<>h%G~jb@k)X9>-=)=Z=}F> zs9m+?;;imkVwYk*F(6GW07~@L@@cM}_*kp`xU4O37rLNdwJ4vp>;#+$?F?^vQ;MIV5lEwJH^t&1uFC=p^m!VZw80?NH&Ft}72B~Ep>O)^?Z9G&>ox_NfHdc;O zJRd*WKrTv{5dK%)M?x)xVe@wJW;wQxaHBk&g z5f9fxdT0|z(+pTj+Cuu0KV?j^J@rw?e;=KF9LW;%KK;=C*bRPf%&%$S?4A8)va4Gi z7MLAnIj6FEe&fX`3x*F5REfQQLMKSA7MI)^wg5t+-?h?r?J-4nz%Nay=Yy2)|IF?5 z_MA4K$J4aUp7#9SpRQt}2C**6;!k9`N1#UW09PUBq-)7m)x+UUz><9~3)I0)4%&s}jPI|T$?J{MVaNCpx{2SKvk)@%Ogh&Y)66oFj zQILf$-x4?%qcb8YWqntco0Y3280@FK1wT;&U6x>X>aKX-aY}ViMoEcjOBC;q6%s$) z{9v|=aH9{3*WvpDdQ9#5bE-;elwe-vVK1A#pRE2wTpq3x!SbCDzK=jp@%N9i6Qo~Y z4~Vh+fBJH0)N+sFCaWPYp4@L`Mud=QTbr$^{?mmCeG*0L7_>#M{R7`B8_%QQylG7T zZMDz_pJ|d^OqA4*BBw@)$&*o|w#^z;u+4oPzfIQ*+p@1)nebhz?T##AdWF;TV_*=K zzdJ(8yxhyXc{)R@`$v8lD9V+VlQ8q4e$fXMkQg+j7+&vu!SmN=O|75-sb@t)a#`mn7=jq)Dai ztxSr=R)*1e-SSbD-@^Vx!c~eoU!A-bC=)VpQPmB)XTeHNlIu9#yJseMs>E>9~Xw_*# zL?838A+}tliuMw&cu`tkDu5|{#XypXQ@K|9b7jIqhvL6{DGsq{#bz8`01~4ZfdQCM zNGc26pBA3Jl&j{@)dRL?=#fYTw)xcppfj3O%)5V!FD*2L_jz_GFjRxr{ol6B(Z=dYRLcQjyA@p(VvY&~if zt)Yh<&xYdVOJ~&WH^;4J)r+bdxqhxWZLp@zNu)_AP0^lidqPt{u^(gdJmu+ z#)e|=9o^!=J@fI_YxZM05bYaIHKwvywF&3$pa~S~F7x93A=IIxuY50{%=+#RFi$gE z0^hL)MSkLyUXT8+k_w?O4`!QbdH+Y=YZ=y7`oG$b<;Oo-6_rN?wng!m%Cvqc($0Ua z&}DZIsUpYu$^Lz*gvX)*(<8kt@9L(LA9^l&;}LWLHIfVwd@GuqkBqdCfH#_Rs;}et z!D(hSQLv3wqs6PSMIoIP2u#bR&-XNu{VQu(zgPfxuNLr#6 zTc@QzmCZ_O{SZV1bC8{%-?$HBiHt1|Ow_-a3>vp59^IcL)&_p1_?9JP+Kn4*8i`M?mCe;4r?qH4m&3DhRFr_^; zZ5rb~Si0-^%OcYNrb}EZnbRv0Q{1^lqkRi8=5$r)CE_w$(8HagBXG{o&|T>`r_dfs z2w>aJfF{M2{&HLzsZiv|KP8f`o>0V=_>oN<}7$lRU_W7NgeveZ&TgXR?Ks{ z-s2kR_A^H%%v+4o5u?M#dx#(M<%S~fv?vHR9q>x#XkF;Z)j=onB<@RW<`&6lD4sAF zetLJP_gTV=%G01jI;{xJdC_S*Pb}acbweSkSn9{RnoX7OD*p8tUirSIMhH4fX}^*T z&gNj9xZ5h~J5ygtxn+tOW>Zo7{w3f1Rxs{;^6k6j@s|U9bVFS6#W8h)z+@fG$-}XO zC~Zs|J9Zch;%9&OgElp^Hb~j^r%^C5>t+7yjVbe1sVNi4{b)Cf;pHBxZF+U8XWDUf zE}3fL8IL0qoC(g9H(wR@s}oFkDcdy$UQ|AaV_gaV0?T*Q5qHn4Ayheh^0NQ!cad@n zA;>u2GWy&T=qmjBH-W(oOuA4I9rX}b^UrpQx4T=sboKJj5*HK|d6~-hVx?JU3fBir z0gYUGNkfmicS7O1U#1sLy2q0yPe)~F)0CZV{woV2GhZ zIz*(Kp&OBIxX16_yZE2AIE!=M=h^SxzfHu#yf6&BI8IzXjz(9Sy` zHNz5v@Lk{P#dm{JeK^kXn>YIvP}#n@HgXzD7G7?R>&VH&fC+uZoO_PM@=l2!w?WCL zZ0>C4Qy|ak7C9eq!Ecn=(4$j}P0_|e_;tg&uGLpR`f&z zmDW?lI<@P~2*T>uj4cFcK{+0OC||6z5J@!!1@@C+c&CexqUO%vr-F1X|9nZB1Y zqA~#;x2{U?x$ni2$9%SWP+RCZjn8;_SF2DQQ06lbA4l!ww>>MprrJ7wZ~JNCEfQ6K zzM!v%-lKbTT>ODZHzZqikp{<1oxWIp$sp#bV5nU8=%;xEonFC|RO?Qis5kH~&$A*$ zI=f|XQih-w8eFpMvq!SDK@xnCPj^PIy`sHM51QbnbOi^=ke|YM)zkAhHP|^s0WBBr zL3*T@Bi0YIHZBh-0rxp=7SA`rFFF{1?l1_E>M#r2`-PrBYoEw*D=)8;m|r8&;qGOl zeR8!KHca}X0s5#eDknyT{ZEHD@jQsqWFHn#T1^QZGyO!y^7k{k)vJMYDzmm!Aw2QK z_G0yydOWKRnHgBE4+;fc@wX&NH$Ll7gKm9=@GwJxr`Jrcii%jh;e~}hw>z~?U-^X2nZFU&9GuSsI%iUUyG9i(( zW6M5)u|y)sC#`t^DMb|2jGu~8yz zwR8!Q+I2MHER}GWvE45h;=fyJF;oTy8w3*(F7(Aszm3kE-T;dGZ7*@Jb}z@Q{((!j z2H-;hE=zB4Ym01RPg0gne%x`s^N0d9NHC#)!i!jL#lpl*s5*gpBoWU-;Tx4si`N74m z%e$6=;aR8j=TY%)yc#Y%TsRGoE^)!FH62NNF-air7d_;dG~q;v6iYEJp+zb84jFhN zD?~9RG{}?bY|M&j1@0E0X`ILT#oy9+g|Af0xGra!E^8BD2A86-6vLWLpC2|E0!|;> zq!UDbT}iABs4Q(eyjnSF-irwoJXB$&qidV8(o|T8O2xvJ5Wj3B^31Z3h!Kk)(=M@|j zUkqnxW2BM36}eL})=KM7oo>1f^|>gc=CiS-B=OhJpcov3ceK?VUCM@E17)jcr;p1 z{GB2JI^MJi>2kx4SWs7#P1#4IrA3%duabKM5Lgl~u^lC=yOxkgDMt^Lizl-e7)fC_eej zMz&hQkJ1cl4HSLno5J@&)N_|uV92Be8#^7dde@8j)@8lkvvNLv8GeV80%q{rP{?ZP zs2PiF|E?e(iq*)#yErp2@2m8BsSx4#mS2lqEPTei&*16yx=}jeePG022Wtv;4vzFz z{sE#Uh>t+%kNG?Cvspt5JjrJFS6fDTAjhZt>l{d$uF|}u#Gnn30s!=ZdJd!I;!xSI z;mOK$42ruV=rlA0pE(Cvn^=zfBoq7AemjptVl@UiFCR7Z95-Xwg)`c}Rs<-)6BTl3 zd*^1a!}Z=72tAI(#E3*eN#>Ac@c|;L<9Ey{%OnlzT4{vy&giOHOTa;DtO)u`7YLDE zyR3LjfY`(gbh1urXyQ9sS7SUqGC$$cTXeLLp!V!%V17V zSmhg){3hrqScE2g^YrJq%ir$$#z8UC-Siq4Uo*Dlave|IKalx`n+uBBq`s73*VKR4 z$(zoyL6!dx(}v`#6Sk*mc-VFT*io5Df-n+t8qCnleDXl;3(V3!H9D-R=%bMvX3^%> zg91EIa{8+biJyVp;2#g0`ME1a_zBste*~3kUMkcH=|*G4HtTMOXcn?I)4_HJTZM^} zln?X?raXjC&FdRyBLHRPy6^Qth51n)acPJlid^iNVTcAJ${Q5tgi%23{VU_SeqXK7 z+DnhOSR%1j=jAsW=epgbPq2_(hnCL5e|_t`U^#p@-r;=ZONkt3k9Cn(t`G;=t}j!Efoiph#PEWtUCU7f#P=^(I*f#C})g zRqJqy?HrT4uqym4WG-Ud$F^|C##StOVi(zU7xgk!)0h+VbfH)GalGj}5A-Lh`=59F z(3;+#Li;(O6_POtyeAEoRA#=PfU+og9LR~SP*({UWi~p{OTwr!=8TCOX}5F9TU(CU zY=pRuz&!*-g2rosf_Y6?DxpV1Dq+@|>+S`*8Pi`#*nEir=Nk7cVPZ_5%TeZaTnhBg zk7HoRiL9@u>tsy+;Em1qgAD0!ee=vGjm&_1Y?c32hYo2kwr_7*QF?>S|7WPnO9kdEH%7S-0o8I zq~xQxtr;4eJMB}+59!sHfU}FT0-$Og3+oX669AkXQ&W)vasAIxTQ$#wv(C)hqL+)z zZesaQvr2?hO0J*xoX2@l1@0+swlhDToJSFdU71t1%$Jr{+EzWW@|vEXHW3}Tp_E_%jjVE6 zWPaTPp+=|=q}HXee8QhJ)V(3|94-eU5ya-0k6;zcVdLH&_NW|6Rur!D6!FC zmRjne@H6nX=Ob0B~*U zi$9&LDBo6~jih5sOYHTz$}V%(Sj*BVSzqFjc%u3!M&+@J(sZ;-kYB1~2$TAo>3+6J z{-T0(;3Hv3X1;xx?#m!`ls|%&^qbkC+@0!l@S^ua5H&NVhfsS7fnWuKg6xXj!{qyK zIv`Zxi^nm*kyic1o>&#)&~BKKS10xFDES>0_)E)RDAN}&U%GH2wNdrEL8xg;0@sdS zr4Zg&h6QKCJr$)x=gg3JpLOWg`8L_a;x&ENWlN1=V0CT3g|f&L}Jq*`qjW5zvD+(I!T1B-Vk#^JZ z{12jLi-`O1hfCf>HnH>QahR}LaY{K@8YG5L$=$g7*cGAw6^HjiCT|uxk9w~?rmX)HWf#?(Es;^l?TA$#$2gsSTB~nwZ7QQ<&vPg`2`tm zYZ}1hs~wYQI=io~@?O45EL`22#-VAH-cdc7bmxJH9aFriDR9;Rj`E-?P;A!o=zpx! zpTJBp_UcA=CP<;h>E8D3XNC52JtX$X!tBTg3YqCcUr(~% zf+VxkvJn6QU`}IjmXUGa7cM8eHLg(N9}rW_u3*yWJm{CClK%KvKZec@1N17dX4m*P zC&{bi%J3nzWC)d^ywviqAKE~i!}z}4rb;OTlKwB95w!AW!D6E@5adUXr{_zZdAryO ziUpI1QhCc%wXp?Ue5Abm%kS?qGedefPpw)omC^k31ZrCZA9N?@Pd7U*GpVQCq>+!U zy)?Ey^!StFd1;3o*B)wD+D$;H(C;3ma-)w2-4>VhDh3qa=PBo&Vjr117is`lOEk$e z=ki$UkwC#=jYnc&1EXY0n5RC~)O)>?h|!qb4@M*L(yq+wZURqO-ZweCa$d$)USgdU zx*SXw?TdVi zMrcTx*aK%hGBgI)JbMAcNZ`hFSac$sbbCi^O+CN;_2Ua#((Su6;e9H&Gp}~kSK4*= z_}E-gzBhP>W(#`Bk$(ke>wbvya0FlE21JD4q`$+DoO8c5`*H)riaM-xPWC8+kJ!I# zmLy+vFMGcERZZ^CpxRP}tZ>Uey}L6X@pFEIaNg1P7ABaP3lv;=zXMj4Z&)bJJ+HNL zovQ)fH7gCDA=5tvaj~A{(R(UtXOomA^6ZdrSc#L(yl+G!M{F^Pu`-OAo)@&lqGM=N zq^o%27AG2ipUFmYGoUGZ=4HFJPo^+%aQ3;l-4|rp!$mne`8r%A>JU|imDGUvi&eHR zcL{roE6hyrOmV3`rg zR4LKenDy;`^d&8vO3o3Y2K)qehk;aX0kBhTTa~Wc9~Sa|bd%;i&_B<+nq*iRgY0(V z=?qi@Y)KE^)zK{+*$0uP7rURj#F4%8I6Q2YH2$R@L-iWzEnqab&LutDr=mV&QvZsh zjsNe@pU!#V>(sU6{ST{{iZ4?zZ^pD-k6$KFYt|asinIdT9Ls9EV7YtczCoi++S#~f zF-Uc9ZwqEvQe04bPKBv2sqAJFp+*kRyZm@0*T)ABsr3sjvV3OhmM+B3eBdBWR2U=U%rkLjn)GINj53NYXby zO*qkj4#b9&uC0`@RovF7^6jTQN&=mBwaWODd>3qK-6ACh)0RYzyvPO=^+wG?#;@v3 zR8OWB>#YRb>wf&>MO-hZ|LAOUl>v1v7Yfh#GC^qYe?zt=&U>Rsc=YJm2SOxI8@g=| zy|yEiAmj}TD~Ex=#K4uCq};tTc5|Vq_ZRsIuWS01h(fZDHi%K)Vz!0bGwU1eP^b%U zZM~77md%gwQSMP%0|&n2xF?n-?zvVYkY_AJ}riocMkdU&$6kthtDV zL>xn$uW#~Z6ytfv!LrVjpH}4S%b*5O`?KFaT|A}~dAE`hsM!0H;ZObbXTLnsK8kY# zT@{T%-x6KODWRr|pyf4bDl4aY$g(o#n~Pv$O2;gLUQXTzKMOQN*9mAMi1=80!=j=K94reH#R3$w5skKO+HVf6 ztX*&5)C@!mi>&Cr@1u(ZIPs6(#JBGIzDTEzo@D+RBNd19%9sZhsX6F^+)%E1BQ40!7 z2RqQ#o0Rn5Rp{apExMC4jrD{k&GbKKtuY1>AMt^Dk^c&7SdqFOo?7sJEzSXje_5Q3 z$DFw3s_Npt=CnF->s;AM3$d=-(6$#&yR_TPUWc%Kfp9pL?kSDHP**SZ;7tphOmc<3 zhEA{gr}&ehrutw>NGx!`G(2juc4g&6^C-||u;$Skh!^TDG_Rn>8aOC1Amhk{2p0S1eX!EDM?! zEo^l ztRye#xn1Llh|lU$8;$*U#^)j78gx2Gv}k%r*OvOUrpnV48Hz%$lgI?6O|nbG+fqLt zws^U0>9s6J2xy^={<52>8Dt+-yArG&Oc-Pqwq0SLFdMw;pC}Ut=Kn7=-Mk|DO>JMB z8gu_DB+mFcfdJ&KlY!=}ajr?-9gw3P({yX!M&pSgZOYNZPv+Jz6Lvt%q z8ohNznY?1pG4v&-jH$2nexaIHvCPnsy;+NF-rCWzm99cP`Rn+L|Ad>_5CjMd6c3{O zd}73h8v+ew)4>|PX0MJYb~{gTC0YnTG0u->7e5b4%qKYX z^1aP$|9JeHzQMp!kk;SPBk@K8zCI{)E{DQ}N~sqCZXBC>;zbb~s&rAB#41GJA| z1hdWb0|_3?s`2m#Ee$fB4=LU=2w1oieFcZ{v}CIYY8*nzBL%@ zPYIQQUhxs7$6@`ROltk_{_w#sF?3mio~pqx;5eTSL)evaaAkI?-kWW`lb_uZ1;km3 zT&;rsM|+#SYY}xmY_agIUz7CLE(>FfW;h|>TCw}kn^{6h1z|bdV=!URTiIu|P3%oZ zZmjA3JKy$+Xq=T1b~yuqSs>7WNc|o)DAlY7gDqDVX|ja&IC^stWU^Rh zCjbl5uA;-Zm4_X=bm9e;VxGerqcFn=J0Z2BgoIkS1DOW3mZJd_p8Mx-WbD}X!SUv$h}v2m{RVbIKW%JkTT;;D>@~#Ie!+1R69P+$U29`WJfwKeCKPI z*NI%rp_|{Q;eFu+8HZswYi4XwS_(KBGzPc}2L}UCx)li+;Ty)V>B25{E?%YGY|%P% z#l8W31)x5m>ILGHpT}+QVXj{M`6y`(w}jPJhS$;Mt9xuL{Z|kxuz?l6?YBpHVc`|P z9mo`E>n0t=i@LCw>==Q?DS5vFd2k^}V-M`6L6=Xg25iSseZPK5l79d~Y41e7*>nPy zEUn+X90ed?^o;556ezxa1?}V3eqXTarZ#q5Kxh6fXRzg%xH7>#SV3&#RGYW+E}i&a zOGxLtA6~T>T(ffC+h8}ICzg_UC^l5n6=N% zr&;`pvZwnfpWwWG`|gVOO-f7dJe}q|uu$OSy2L*;xTzl-*$cfn`}0r6?t@_u)d%iox}tT|uH-+0T!I!oqL6mr?6GF9Hf8YP=(-gq=94(@4Q zb&ad1c*ssoqhcPv46?=rc_9L%M6D%14rX?w)?_+VPnHe%=>&-e7=Py<`u zACx{~Gc)-2JTnr1lZbr*nq7)btTwW{%$^IFq6rQCY4Zk+(4hSF+o31fxS-1%zWnws zBSV21ut7x^?qST;CQUc=8|hJVv)rO9iZk9zFqf>WQWIah`5a2qII59hGyRPIJETs3 zY--x@NVJU~-qaimQhL<2ZYVb%;$$+q{`;Rg>w1$PuhjF&47116yxx5d=;M3vIi8gE zIeLknX#8Ei+7|~(CF(+tQ^PK+Wiqvke1Ox|>8(BzZ#J7$q^n-Eo9&x5*+y!Gtd<2| zZXA6}X+%avavUEa-Wg}lnaIMSHaAacn&INxSoM*(mtj~N3yDhGZo|_yzh03<)6o|H zdD@N^ATY*J0gyaea>2PV3(}rOzw_Iu$EYc(>#;QQNgPCHwml+^B?d z7}TJ;h$zZ^G0Pdlq{(JMA1|*M6mX^d3#y#Q!(9|_ANR%`hdNMfoU_}Yd*tQYs7Rd03R;x(;K0XwF*ACj z*&p0;URb+c6kb#xL}NJ)rloImHl~w{>?PirYkL_qi^ey`T{;Q{8E}HvB&&?a0kruN zYM0+Gcq>SO9?MePndF{}aHIRJ#$U!z9=1W65B#@eB)&{4$psG!G2-x*+jVTk^k}cjPkq63;o<^qH~JZH120FPs8h(WoG0kbToEpDcWu z*J_Q-80%soZ;uX*kldaO@ln#&7a`W^SvI*kiH3e~535=p3B=%w<0RjL3w1XQuy6fG z`jR-}hFgPGm?yAGP1kmNpBK-yLfFS-y>;~#gv;O8wl*u{(O$yeJWG{nE#2W7=cjq2 z7x;&oeO5xbasIW8CYL{!?%IgI+}T>-mCJ)gC!>>aEOuG8>JGGuq07+Q5)~YK{_<&= zXDhNr`*Hg9>|_+LS|H(^v^a4@psy`?4Xg?xdEg%qLKla-MS4+DL6tkG6j*roy@Ol9 zda7Tpy=-N*nwHZt&N8)C(cXWrp-P8hKL^p`9id_=)IMhQTF^$Zk2>2XBvtdK%0}R1 z26nfwzYHeWzX=wphu<5l!mieZI~9y&=7j19S`9rXUd}HIMe*p@rN$p=?}QT|F1$*`QrZg{xT&KoLAfa!|nWdA&S+)#=W6U z2j+$KS;_?G%p}FQ5s$Hf>61m6)T?^99KJ#e$Y=v;*=27FK9p=&BEw0aL6hN^ZtBbY z0)IgVz-wTu3m%zFlH#{!*1p)^S9*xQd~-}4fl|SgaGN;VI=wzC*;zgAy=ae*n21%L zLKm!dnCwek`w>MZUYBFaV-@DVa4xWzgcHhK#9B9l_bqXq^;+IJV+(B7GEqBZTA0^q z^U@WXdns@K8RH?Ono7suS?7x#xE%9U!Q z`I1(|`7hAf>9B8`j>%1)@)2^--4+los3HK=Zs2N6!k>C14ep{?WCGKc_hzw5hA(2` zcnYB6;2AeFDqB$&R%#-JxhwWV#y$LVj1~GEqo9LAM6sL?&U>K&zrTZGJ0~hQ zs2!ubPo9n<+yibr0{pXi&p;friJo~fUjAQ-uo*468N@i{ND+1y6tl}i{HCt8q zh*JG-Ueb7_l>qQb1f(F1Ao11jG-&sVI*K*O^7{vp7HjiFTg;>czTAp1J0UMkSep^) zg7xv?Ih>{U@^vQ;G84o06M9yfT9TQC#F_|L%@i#OB-VH}9j`23ryC-gszjq(o!IM- zCS|uj@Lew`C@%%Cz>D|;at=-%;N71IP0SWLOFEuw5R__iN8uG*`bhv}I#~VzKu0@- zCp>(|F9(kA@%47Cq)h11&{KQ9m%A_J)V_8XEup(Sa(d@i;H-YxLI)MM|H>@1jD1P{ zr6V;I=_u59*=&8O+LxcbQE89vvl^b>d;uV3RdkKMKdzudIioRV_^oc)d8CsTg?|9{ z_Vbn209yZQ**^Sz5S)FP7|K(#`GVAt=!m1mWvhp<{k?=2 zkGrhw&gmkOUngH#Q-g%4V0Y+*PA_3%9=Ek9 z!8VS{zbX<(44;D+n*%KT@s6X2LYR`P=!3KuNQXo%0v7!njOXSM@gxNKI8jY)+G5XU zo`;he0j%p@H+C?$V^zo=G2RDWnQz+2L0~-49MnApAp}m{w?>xZL>rn=IOmS5II*iP zW4rMIhP``%zO=~R=a=5UY!bV%Lt=_4Os4FoY8-0-{wrt9KcF-tC{EQ6-_CM94x@U{ zFyh7ntf^7E2^zZY=vKH&mRXzIR8mvO@hAbBpBGA6DPfAQCQqi63i5tW1)~3O1m` zQkS)j!M3-SU#Tsjp}YNNnxXxRm!gbmQ2T_G@*Rda)fL=4Q*-8B7(zOmA-=30lC+ZJ zl8l6}csx8MMDY*%F$($;UgOW-?&ly!0UZV!`iEaY#d1#N=<_hLx7{4y=XEJ2;lo zb@Sx@yeo7Y2H^4X{(Ix>UQ%-o{=zPxtl@F2CjKZ}uU7&0?fPhJefVp651b+1KV| zZTrjJ<)7n~u+py!$0A?2_WuDG*!UmdjzxCfH*v!Ak3Ub^oz-CX+(yffkCXxK9!W%( zQ6`PLo!CToq2PObW5WRkO{YoX{F|{%PIadsIPg`pYgyLXp1Rp zS5%3wQo9{>j`MR?7tJ)t%x3QT>zo>Tlos&y*0AkN@D+?Q z+;Xnh47|di{jD#-M){{hH+Z6@<;`aUd06%xw$YOGhYwxrHwpU;&+FG7tWI}d1J2Rx zZUN)hPbh^ug&<%3zQxlelikIFY}gLMxM=};E9G^El~akmh?#Le>YU46Hse|Z_H`)h zlN1ly`)`hE{jtRQ_)+a6@r!}#WHAO1AhN@1mfFP$L=)_*2WjtPio+b1J1KRn^_`%g z=4MSyd0MX-X%#BnS4H@0QN@zh{ps_HbWf2sa1N4QLC>p>?!;E;;ol%I*IRU80Cg02 zwG!HY;bu)a*dSULj=MG=DM%5)SyLHK$1B>vvEY|nQ*}to=jWA5P*;4E*jlBIv7c?q z96aB;P}RUi*Kc?=!*C+HwmkRxex^hTW%-0})~dJ)_#!Ykx~z7kow>yu!Yhyxxv#d7 z{9WAQS$LPOoLG5}8H+I3yhOCKBQAVner;$Czy<+aiaK1b}o+6dJCbs_LcinaLbYS$DvNAL7 zx0ySOL3w*2`_+$N{1=8!-E)zs%Np&o&hBZzy^seQEXw}fSn{Z!I~H+Mw8>9J>Nx73 zTI{ZI*HdP?w+#)`R2Q0NaW6yTfTU1Mj z<;Ue>g?qPKnZlRQYSTkFPn{G?5rgQIhrc41C+;`o{k92u7w&xL7}V7~Y_g)^4^40r z&v?0h<7^|K)pyO2Cn4{w8$2_!m%iX`zp^~o@Ivo?)DDe-nI{NWzRN)E?^z%JQA=ND zBVu0-+lwlRU7M2jFq%N<&Ce;HP4TFL-`*Hu5??TaR6&5vkVcQ1u_0GAQIFxhbWm5| z$aC*yxRqcL<a z6nGSyE7FSP7t`t{1PjEC!^Mcz8TsFW_*#G6(3(u5;44Fd$y65&-mD zkV_x!eT+?7isRR6d%7CGv-aR7qQ+#*d{DOP1fB*5BB-IlNzm6rgw;Ep5L}f5O^Ax z=V)X_*YXefQbE>4F7poWD;0k!PEKYd!~V#ySEU6rF8$<8VbhpjJYxKq%Ikr6P9_f} zJtpaUv2P!NY;mPcP7MTb4@x&x#~(_q?eC=I+`vjsuBWGnvLEW`UiA|?8!U8kagD=B ztoa9(D(f96;Zo8Y;-*F`Q1f(G@}=3?-JfUR}{2EAwOg|Dyh?~b=Is_W7tJwFQPN;dT%tN7le ze}SKfo@){Wcz)S9K{LARSn0p+Jb4}2`#54%65onT6*OpPKY97>`tQm_t>rwH!*b+Y zZP~A_rSeBP@5;5Qn$NDM#uk>7H0ZmsBSc`e#X7 z^ytd+xz1hVv`tvs1(@bnjrqDT`CLn{^;Zq&R$Q z^Xj)XD|GUM+MzJN<6V8yf%$?~CmfLgL2J#I?g1zM*Y+OU2XBAeHB;-IaD%PjC!fU! zPOq^89My@WlhZ)?Bc^F|uU1NZjPQ!y>Y-{2+}2DF}d`8`Ryn|}1Fac}+mecnV_>h*rt?f7nA!AfyVDU%kJ!*z3(Q@i6GWL0?iwhi_u?0sON zXJ9ADglm_X4TIKo$J4opOd8>EF<=$faj{|aj1a&B$&OW>OC2~mvvrK z%I&o2Av^X&b-H7JANz*SlHCU_)VAf5F`>OoaThC8_!_#XmW6NNkiUJcx!2*er9gZ7=iuS z;6sOsMLe|IX|OA$#k1T`7iHcEh)n1zA0+=tF4~P8AJ9*%0!Gd13}Qdu%m(k@3P<{u zPwT`>v=ax^2BLic5R8&bHM!KGOxVBOsP#Hh!{y=c`uFeTgAZwcno;(~^ep0AQ<|v; zmIbC^9IYU>X~Z9L$(P=J3GM&S0#F$BA2(3Tyc9(dXBaZTsg*mF=)Pi;nJbqqI?&jH z&9H_}lbt`>D*e4IAXY1_>Cn4M6K?5fJK}vC{Qg+(8Gik1NNf7X=~RR=+0$k|+=$eH zlBYo)lW0!=Wr$JV{^b77rZ0r(v%ba-xhe758|#|>b1+r|>cYjH(JKwLQ!f-pd{bGG zwt&v74d=y^P73>Jk}k)bLqbYNm7!WI;MZxB-vhOGE6q=WSx{h zV$?p6MWfN1qX%t){;on|Zh#EraGS_W!bo5Pe&McrOmAwno-M1D%t4i(=&8>SnH9nz zG#z4F;@TFHg}v=FeAhPL<@Xpz3QA3&BN$v%C`3QDoYN+G7WO$Iw2^oI8gaRLpUXQ( zoyJ@Ak!)4smtz^2svAM<;@uXt>Nhk}a4>=tl^TcWhzXdqftay@XWCI>G0<2{wp#+s zD93^Gj{#~R5o+_!I6s~eK+(*H2+8d$?EO9!I6@o@j*R{W%$ zKrc-7f+d6#H&T>iS;=`3p(WRFaha9V8B&7}b3Sfo`=+8HnSI7T3e>XIW8B{!IUmTJ zW135G{eE)E_vTzA`NszWl&lLiOqPda2}!?c7g@~%$yX+t$z4MsT9pZZC9}e}fkH-r zuIcRaJsla5)!VHASKd0g%FOoU{@{h-0_v#wYVK5lq^OmP%npjrAm4ib$xRe$KJ7+S zdHlKH%)@?{ut8pm4Z)32I+c|Co~!ZvXsBI4z`^#CNy)_m?N&vm=eBi<%}j5f}LG6=#cdTGD%$ooxDL0SZT&h=-56dIEJ zl5X=yl4(ROSLljd^Ob!Z7{dee${(HMa z(O3n&M}2dsd+3mym2~W@ZPRuS=iE|p{ujToJe~7-7)-qW6p@+aI*4z*mC?F2#+dR2 zi5+B_X1kw}aY&O6)}e2XA6gD`RdW}3H%W=v4)L{Lrz{;w&FaF4?QvfGIPzHxA^$1S zy2vY=r?~W$bVe#1eO}gwq`oRX?;6He>}`p&)*&;}r~%kNooR9E>4|+#GMBh!NI6UtJ&x9!$r^Ie0GVX_2P)nuT^VBnb$+VewjIU#RFs8^Q%tMFW$MTsdjF z-V%j@l_fP@>niQFTI_}rA$wB*9T9yF!m|54h=g&k>Xds?CY6)Kt%nX#23APCM72Tu z6++#D1FgU~Vx1fn9>`1<$r5*Hj-3B83c<^^^Gi2}VpKt$4MOSv4xC`<=MT18q&%|Z z{h`ra@UJ5KRYUbjUA+9f(no0bx@t}-fF5d}w)r(mJMA6!Nc;i(?wY zw-y_5cWxNOHC)OonBrIGf!CtYx!XqxSsy`8qvf^k zVbIz@?4DdAA`v+R^<~?28v z6UzrT+KJAmiIdOKjvAB!6>!$m#wg6ECbNR9(JG6Auc%`N8`@m;gbLH_ z>W=cCYrP_hTfWdZQn-4xjvR*?dH0VG$!C2bUH|l9LwKlyRZKqe#9-2RDsl2Y^ixmn zkmA53E$7}R=0QaF4dNiv{>@Jiy3a{PrS^SSJ#J$iQJ%^KE)G!cZWhiZI&aq~L1r@X*4R&dC)B7=1Z8pN=|rBsu{km#`yDxdr*_$= zBn^qDOrA+B{t{Y;pix*aYcXrTP{+w@%b z;n}%%n2yJ?e09Rsc%m1EwTa2cFxlYH$cKj3X#nr@wRMp*u6E3m2 zOa#yq#q!EQYi}?;UC4RnGVpBp#`bsnHnrpB;>b?G4YqP+LO{c+ORF)r$(Tx~c2>Io_R89m$Bhwz<2ftbZWg9#JWg#qB=i#!rxbu)68p zr8?ZmtLtg=kSRfHI*Qs*T!LxIj5l&_pgt`uQdD52lg{NMxdZ~(u&)n$*2p-BE_>o6 z5@C{)tNrp6bJ(=KZH9<1N=s9Ym?*J1^ZfTQb@Zv=k6!e9!e*)R>yP(bXXpEDbMj6# z6xk8ErRPvx7FCp;pg=sxIdMc@qY1hp1c4F*;zDO--+o$`N16N@Y!zNQAx_j;&Ok7n z%DaBR3W0m}(qT-^V;n=sP2)c)EU|NI`q{Dy63sUW!L0I5ao2cFe(gd}RTu2p8{+=L zwm4jBtN%`{_YcSJ3jFl*@9{y{7854iUkUSZUu^PJPEO_Ez}ipZP%yE#$ke zIemjDTa=%hw-A9fSA3}Ps+@PuXWWhLV_G!Az@xVtHNYM(Z_S{`R>Ry~u;^-`;V6Fe zj5J5zRh{2UuK2@#Pj@daHtS(f_#o7G=DU9gxCmOR--9%g%RBk(SLZ07_-D}U{eF!Z zk}t7nLq9=Kg^`j%zjvKsZDq6FBz$+dpfvFfq!1>Ofgf(qATTpz*(NUnoOE=tlfibO z8B9I7f(EjavFkw@e5uJd!FjI~dcUAh)cazw+hym(fh*~f1Ya07&|cF7C>XUa{%M6q zTZxYtv#t#{v3HstkuL6%rNS(|g+Ru>?->R%iO%=ka_MHSl<<46B56nA1lkUGo(fYaBWfg~syHkchRaT1+VNGSLg?hP+~9bXBo} zU@mTDpYW^-&RX&)#laN~aG`Ef4zW4Hw{4^QuTL~%KgiB?IUm-~2zPB$%U7R4X_Fb6NKM~Pk88TNu)nOfv;rujM*bHJ z5gG{<@(!Juhp!1w+6ey^zZ#lDt~ZI1T*{O@9WaLIaFWog9`Xno79VF5ZY%gk^55Ng z!Ua>nw%Jzz2>S;@*O#$RDCseQK!pc|V^-_n+)u2AS}jA1L{wmCPjh;!XTDUt7&&uT zPY29K{NTBQlTrtv-Xr>f*(u*rruI*5J$^2a188QIuP{}C0w{TVw?s{~ABH7CqnV z^+lyKZF^}4^WlW)a5w$gH)0ufa$b8WOLMzNHk1a<`uVTtqozEbwnDVQY5^MyoV*yp zY3upRWl@^VjoICGgTD;lpHzQD2$r!Ps!of2(n49p?am-Jdhout!Yli$Z{BL~Lr%$F z_SFWZo2aFlLnYQ%nOJhn{R2&rEObLZHy!niJIzmAPn-9m%G!k8N~T?NA2K*FVr9+3 zW)X?z={UVUgIudIM&SJzhuPVcpx9vGGyJ`~D(?5F+b=zglu*(ToP%s!ZIN*D+VZ%M zZ&LaW>UcGTxJhq|2#@l-t4jL@=D46g0EV)QGEKt;GSZRWzPp%<;rS-+nzrJjL2MIG zO%Yg^bZqy9CWv%{O$vZ#z>c#zy6gH%ZOhVLGLs|$^J&Bm~<`!jG zWh)cKRY7?j1XPf~2PIdh@7kD!=M0cVJmpLXOuG+JC&9W&fAD1vTHVBNA`qGq_N6VPuub)rhVi`Oy(^vVEH>6LK3;#wI{W zDJKra8JrUBTV?7Vo4?P=gIGYF?#D1@#*1n3E6u>%Ta){{Pbm<+PlVY&B4kV5v9uX| zt=;KSJcWnu#kG#bi8d*`-4FMnG_`D?8?E%K;_Jn6Ra}I9K8qd#jAxLxV_tUIzIV0^ z*0MG@-Sz{gAOmR>3;I?0ptqduGAwGW+6P-Lf=BM_mTu}_5$dZr_+ijNgSRMvLQ)SP z!f=PGbHef@Z&p{d_{=ltalm?XQ`UT!y;^YFwyW#ad-YY;0am`gkztnBwZ~{1;e*y) z;fEmsf02CZ8msCoZX<)1rgp=&MS-h%xptjc&WPDV#@f};Y8ukI#>QgZgrumn6P40_ z{zwE6@rsfs8k%O?M-ZZyPvkUis zX!;7asJky(N*JWOVJH!4knUzk1qm5II*0D=?xCd>LM3zxRHF zd46-wK6|gV_F67ZK#N_DzE(_*{T_hwKVkzd?a`g5)qwGr~m9MypQ1B z8j%Iqd6&G;M-8_#8g3cj7dIaqSMOhj;V_iP<7^d2e&i&+#Ws*BoPs9>J`{P9qAJP| zWuv2U{}O7v_O9k*0e*CPj2NnI_EOO@$x0}dFi&s(^=FU^na@%3g9Q|Q z^Z>jb4_ezdAFi9eQ>Jel{~!tx3U{h|TMXEeML{kd>M;xqlE0qvG5l#NqkcL&Tb1~j z((Flh7V=?fsJ+V9;?mJlow*wouTRlaxGYa+LGcubPXV(z`>ptz-D zI__i|k409Oe8O@WO^nQ%243u9_84kHG#1T$va~R1=TYs01XgiY*pY?%<~x!=U_`AUsGY%*C>}w)ADTG z`*Ha0>$AqBHd2;L{96q#xWyU=Z0G+mhWLj1zS#KGZglJXx1rAtkRp?gQOd$HRll8u z3>31BTy>OMW3FbMjN2^)(-muVIAAg?6|-?Xo-l)1mFg0u>7sV0a+r&KDAPOU5YZUV_;K1TTHP+>pASqxep@q0eF-6&+JYe^ zVFGA2g|O{@;fdwSj=6uKeBgJ=dJPf9&ZG&X_$Cx*0Smhi=xXuV%A(hnrb#^%Z&4|j zRfzRbi;2`RA@tFxlcb!okMQ$2)nO@>|5sX$tObTbi3REfdXPq8(9WO!cS1Y+8{^4D z2QHf=KiiLPPXiGnD}@%D^L~CeMPgz{L1JEXx|z9*18Cs4?4<$@?hAr=Z7Vi+TqT=T8j3TIAkS#T4AxdNWyP>ecbyk9aZd zOs}sd?PNL6)AbnNigMlcn(1R7l?p=mlW)CyOfS&bcbVbv@ij#+Hi{(F zhtmQIGh(sHNrouq7=?VR?0rNwiHtWCFOHj;YGP3sEK?&GB}Ii<%Os&COaSfMw$s*v zF7urs2b{+QH($w6lPlu_4i`GJ#ktQ}Ta}Aa9w1!TCAOmW=f8bPKcxTtoa#-QcA#=R znd+!cTI{Gktz@gUDxi738nJm)5z-eU8C9>Md^h>$B}M9Qs}sDD@O-av_>B#iHLAv3cy?&djnC zz3cW=z4EVr0(U-MA2bHtG6)L>|N9->@NiEMTqJ6uie>_<&h67Y&At6L!e{Cl3_(k< zl;7(n51*P7>YHP+Qt=8ykzcD#XHRu%wJXB2SlqfH@#=~qbsL|V*v(c5E^LuMaDfp& zGqx-oK-FKRK4l8~n)u9oGYzXVsN>g5im=w#|Mp5yl2!Dv3r3U*b8x~f*HFhL>P4JbmX9~^%s^8-!p&ytdXtov_3O7KL=&IQKb zEy>ao9glLk8Xf#8t*d_L(@Q+r@B^DiBec0HHb*Ne#~r>6B<}R%VJ&|q^9#SU(9`vy zRt{UvY+%;)mQQ~`&Z~(*iIl2?dDXXXN0UQxD#56q%>8uKh-vCBd@44&`2zy0TaosT zvTci=8GMD$I{)x<2wvI`d;qvO5+17mbv#=5;y$gYkW7XujeJTUTyu=M+YF^I8l^g| zC!S@-dM&OJ%5~^6{CN0$vtf$nK3O-A#1YFlRM#1QS#`#h1J_~>M+N5+1`lo1vpn1h&%G3S zIGZreSTyfq8k~**wnF2#!eoIs6R?hPK8oh(J;46#-*ZCXyqHP+!X%WaE0Ex1OwGAU zN=OOnu`OCZf=Qg5!iX(?-ApLNsN$B4h}Q)z1xwYCu(d;(LP0bs@mL~AuMm{In|#s{ zhmS_?Mb9u-g;x85#5PZVPrS_rTP`Y1S-4}~12RPzLN@Yc^+ZI4$DGkV4GPg6)1%1m zw}3>q4$)_)@@|p1gFv?;pVZPEHrkq>KJ%4IrG9pdN-q5OPQGo_F5V25y5I6^OTdN) zZ||aJ_Bi6!&Cs^YpQ$LqL2IoShB>B(>C+GvvOU|a#%k;;z;{~}*?ec{wk}H?CK?0d zgX|a`(Mu|y}DxW6S?{owY6qo0?YH?6JI>B@Lm<`X?wc@!CH*4;5*-` z=nK@C^?O0IMxbUy!z=7-R5LK4i#0Gi!9`X5>+4rFIN$#AU_FaT-%r~DuIBg#H$DpT zaP=1hZ!S}J!h{EAjoLTAcp}ieU^gGMf-qR#Gq!_8ZB!0!867Xc71U&*bpVyg8At3@ zf@Uiic=WP3SGu?MFMXC%@>U%rEwHh6{Y^+l8~*wN^B7Mc#L{0McfxP%Xr(IzOUahx za>0CI5KE&enf&s7BhP+Z3)JN%6(&*^g%+cS;R9!)?K0Mr$3g@4+2=LUIc*ltzt@ew zr9p*Ol1FxVCobaBTE=7gfcCRAJCQBpA3wEYmvZ~Ze9_x;}g8xxKYoa;} zNvD4V|a(Idev=5XJ3{^r8C*1Dhq5!Le7~x<-x%I}1q{DHbyur28$}9l zjQwkzI;+VrIMHK1Ld1s&E_dmFBgfLv9ug2D4<2UQt%$=SPr;Zy=>*EvIkHVtEF=n% zE$_;mHAq&Pi#UI6r=$O=k6L`?ohz*=#o|dFpN;4O&-t>O<5t=i(M}sD8b1kI)X`sj zJ3THAQ*V!^TEVrEE|8)|hlIbRl!Je!DQR@9ngFAI26tH{*{ven$?VaT@m+TzZ`Zo( zTi*=}MfDWFIARoQa1zDf+>i6Lzf5(<;(CZ-^Onl|sV>NYw#h^&&}hu>$cf_$!<1DS zQ~%T|(#X8_dHS}c$DvnMXCXLG?d+FtiJBHzI-u&yDX~9isW*J4dT-=GrN8NwiVuPiPb`+MH?=wl&(TP3u?TQIZNM?tds!#*%eR z(qNh}`Zs9);V1}Ad2w{9bU)Wsnyvb;aUsZL7nkcz{@kUJstD;CD+oIOT9{mVW{}w3e;C?JtH%%|xT(9zrnH*<(}#WqX1Y~6;-x>4P;F1jwxYz6^b@K3r8Kw*T7*i&Cg=nL5u zETmc3Dp^;Rb7eZbKK>m_{%4uhzvj03_xFa^u(>47uK8PXlfdgHgA6{9>Q zFn4NHOQ1x;!oqajHWLao!hyx@B*HJkcR-XHIuW2~s!!C_OtzZFJ()yMzxKF|^ZGV} zv2dkcBKfP-*d})^78TT|v?GhrZPG^iaqy7#phZX?6NzOu?1#|0DlAZl(0B0XP;`R_ zfyaZ9D*6kokGbS0AnG^!ch@u@dg+5qz zj45SCKm2i{3a8xlIiowEC17Wpa?9g37IN>e)B>*%8gDA=jeDS=ic(lE#0V=uihfvg zpuGoVlOT@4JAWpu36Rcm4QHgNhXR1542PFA^&?M;MGpV=y}BR8h3j{ph~5z({>>$7 zlOSo%nZoBYxOWAM_Of^Dm*L%OvA79InqSDr@yu;xJrz5QD4wdR_{}{A4feNYzqr(; zq0sU?FX0v2p!Lsd%%r7xJb1aLT28qEjt$!xwBp1m#s3|6hQ9A3vqn~|JM077xz)>! z)+W_@1R4qR)kb$m@yK=rE4J}U+lt--v00~)>B;$Pf%eEc?DT8Kshi_N{={YjhM(gl z0Zut1lPa{-7^kj==0aO@HhDkGXsH*CpFE#Pn>J5{AlOC>Gt@6tw>IUtPFy9VgTtW&iT{S7l&Fwh z(O++0yfG#Z&E^U<){OqufZvMgv&VcaP{NI~pA@I4b$e zL%6L9r*ns-h#~U*N3@%qkF#uvweo95`(JmL`Sony5xR5hT@W2-n$+~BrU4waq~wXxSi*?+OCU!_;h(o5c+|b>B{BTKgKf2 z6>p5SeHAEA#0!8}Kd4&8Pg&}|;9ZrcR5e5S){3Eg!G}d(rU=x50ob8lLgcAm-}~#E zMmj_DxiSKw1lRW84H*{17L6R?j~IBYguLiqWr_NuWF!k!TCArk;z&cS7`yT{68i#O89N*!%(G5tHa^lf$IR#CnW(s}KcY`m=|P5$%~ z19Chgdy1Hv%DBBpPWg?{tqRufYzN|F%30jBWXq9g%MM5vgk`pYK@k@HH-$JWrB@Xz zZU9pUGsqCtXK$S}$!$N_XA8nLxkaO3fu5`4bX*lh!tZBZp6EkM0kpe!n%hjLrbCxw z_mv4_=*67qyr_JtlNo*5uhOF`ag`f5y5d(we;Paj5ZrQ2RYq_!)wB;v!7c?y)Sd8S z<<$rBJP5%LaqrQJ_%+W2&8TqISb6hWDs&bCp@W$g>@<2Sg|2%y>*>5NaR_6RXq|%} zl}x-Cs8XiGSV_jl|BpK_L2~B~V%9%@)M5||lGT(#xR#=87*QkQ=M5Cd7g3An`*xB|RUsQ4ucV$FwBUZmG0$dWUubQAWm;4QAaZ&`m4rz%c9E}c^0B+Yss$88at zcby z%o^L)Tq)LdYwUEZ0F{X06UnnL#f#YfW)td)MI@oe;yt5p-qes{tj)xsXnTQrj*!d` zCXo!9fR)q|lI7))>UrcZl^hJSlnWVg#{-JgHsQIII@fp}?A$@0}$Dqn;{$siXW=N6o6=L;HnmORd|!D}yy_(tjpT*WR~ zp!H}+99k_9AL00N zevFUGVYH@wbW{OQ|Ku_-uNlGqW|9OoNk_AKms>|WMv`ITW!U(&n_@0M!*-_1+bwfa zqIs(;{EVr?j72;(E&YU%>;f3;*mK7VBX7!PU{U~QTr_#hvY!QQYy65ueYxY7JkVOo zEJ>B0<Cz^j1$#x zSXM!GQu0^@jRb5nL)bw#pRO|2a#?c@)y@Y0#em<3=rE1k6#1*)2*=o)YRUzuZ|G(V*g@krVlvM1JYL^? zb7cV43FohFCT*->-@dy$hWd?(c+bh4G!Q|7sDYOSTfj$UQQ^YvnAVscm|HoA&1bkg zTch&M^>&HZ#R3ywA|wWq0gpU$xeN^KYcl#?$m!R&NKoO7+_(5_t_-*bA~)^qu9#WZ z4CA~FTd&ROUF`eyz^?Ye