From 551cd9f093e2c5d1483b70419d0b1fb3f59675e8 Mon Sep 17 00:00:00 2001 From: SheetJS Date: Thu, 7 Jul 2022 20:04:16 -0400 Subject: [PATCH] array --- .../04-getting-started/03-demos/08-ml.mdx | 318 ++++++++++++++++++ .../docs/04-getting-started/03-demos/index.md | 2 +- docz/docs/06-solutions/01-input.md | 42 +-- docz/docs/06-solutions/05-output.md | 40 +-- docz/static/files/cd.png | Bin 0 -> 58746 bytes docz/static/files/iris.png | Bin 0 -> 63820 bytes 6 files changed, 325 insertions(+), 77 deletions(-) create mode 100644 docz/docs/04-getting-started/03-demos/08-ml.mdx create mode 100644 docz/static/files/cd.png create mode 100644 docz/static/files/iris.png diff --git a/docz/docs/04-getting-started/03-demos/08-ml.mdx b/docz/docs/04-getting-started/03-demos/08-ml.mdx new file mode 100644 index 00000000..6e775a48 --- /dev/null +++ b/docz/docs/04-getting-started/03-demos/08-ml.mdx @@ -0,0 +1,318 @@ +--- +sidebar_position: 8 +title: Typed Arrays and ML +--- + + + + + +Machine learning libraries in JS typically use "Typed Arrays". Typed Arrays are +not JS Arrays! SheetJS expects bona fide JS Arrays. With some data wrangling, +translating between SheetJS worksheets and typed arrays is straightforward. + +This demo covers conversions between worksheets and Typed Arrays for use with +[TensorFlow.js](https://js.tensorflow.org/js/) and other ML libraries. + +:::note + +The live code blocks in this demo load the standalone TensorFlow.js build: + +```html + +``` + +::: + +## CSV Data Interchange + +`tf.data.csv` generates a Dataset from CSV data. The function expects a URL. +Fortunately blob URLs are supported, making data import straightforward: + +```js +function worksheet_to_csv_url(worksheet) { + /* generate CSV */ + const csv = XLSX.utils.sheet_to_csv(worksheet); + + /* CSV -> Uint8Array -> Blob */ + const u8 = new TextEncoder().encode(csv); + const blob = new Blob([u8], { type: "text/csv" }); + + /* generate a blob URL */ + return URL.createObjectURL(blob); +} +``` + +[This demo mirrors TFjs docs](https://js.tensorflow.org/api/latest/#data.csv), +fetching [an XLSX export of the example dataset](https://sheetjs.com/bht.xlsx). + +
TF CSV Demo using XLSX files (click to show) + +```jsx live +function SheetJSToTFJSCSV() { + const [output, setOutput] = React.useState(""); + const doit = React.useCallback(async () => { + /* fetch file */ + const f = await fetch("https://sheetjs.com/bht.xlsx"); + const ab = await f.arrayBuffer(); + /* parse file and get first worksheet */ + const wb = XLSX.read(ab); + const ws = wb.Sheets[wb.SheetNames[0]]; + + /* generate CSV */ + const csv = XLSX.utils.sheet_to_csv(ws); + + /* generate blob URL */ + const u8 = new TextEncoder().encode(csv); + const blob = new Blob([u8], {type: "text/csv"}); + const url = URL.createObjectURL(blob); + + /* feed to tfjs */ + const dataset = tf.data.csv(url, {columnConfigs:{"medv":{isLabel:true}}}); + + /* this part mirrors the tf.data.csv docs */ + const flat = dataset.map(({xs,ys}) => ({xs: Object.values(xs), ys: Object.values(ys)})).batch(10); + const model = tf.sequential(); + model.add(tf.layers.dense({inputShape: [(await dataset.columnNames()).length - 1], units: 1})); + model.compile({ optimizer: tf.train.sgd(0.000001), loss: 'meanSquaredError' }); + let base = output; + await model.fitDataset(flat, { epochs: 10, callbacks: { onEpochEnd: async (epoch, logs) => { + setOutput(base += "\n" + epoch + ":" + logs.loss); + }}}); + model.summary(); + }); + return (
Original CSV demo

+ + {output} +
); +} +``` + +
+ +In the other direction, `XLSX.read` will readily parse CSV exports. + +## JS Array Interchange + +[The official Linear Regression tutorial](https://www.tensorflow.org/js/tutorials/training/linear_regression) +loads data from a JSON file: + +```json +[ + { + "Name": "chevrolet chevelle malibu", + "Miles_per_Gallon": 18, + "Cylinders": 8, + "Displacement": 307, + "Horsepower": 130, + "Weight_in_lbs": 3504, + "Acceleration": 12, + "Year": "1970-01-01", + "Origin": "USA" + }, + { + "Name": "buick skylark 320", + "Miles_per_Gallon": 15, + "Cylinders": 8, + "Displacement": 350, + "Horsepower": 165, + "Weight_in_lbs": 3693, + "Acceleration": 11.5, + "Year": "1970-01-01", + "Origin": "USA" + }, + // ... +] +``` + +In real use cases, data is stored in [spreadsheets](https://sheetjs.com/cd.xls) + +![cd.xls screenshot](pathname:///files/cd.png) + +Following the tutorial, the data fetching method is easily adapted. Differences +from the official example are highlighted below: + +```js +/** + * Get the car data reduced to just the variables we are interested + * and cleaned of missing data. + */ +async function getData() { + // highlight-start + /* fetch file */ + const carsDataResponse = await fetch('https://sheetjs.com/cd.xls'); + /* get file data (ArrayBuffer) */ + const carsDataAB = await carsDataResponse.arrayBuffer(); + /* parse */ + const carsDataWB = XLSX.read(carsDataAB); + /* get first worksheet */ + const carsDataWS = carsDataWB.Sheets[carsDataWB.SheetNames[0]]; + /* generate array of JS objects */ + const carsData = XLSX.utils.sheet_to_json(carsDataWS); + // highlight-end + const cleaned = carsData.map(car => ({ + mpg: car.Miles_per_Gallon, + horsepower: car.Horsepower, + })) + .filter(car => (car.mpg != null && car.horsepower != null)); + + return cleaned; +} +``` + +## Low-Level Operations + +:::caution + +While it is more efficient to use low-level operations, JS or CSV interchange +is strongly recommended when possible. + +::: + +### Data Transposition + +A typical dataset in a spreadsheet will start with one header row and represent +each data record in its own row. For example, the Iris dataset might look like + +![Iris dataset](pathname:///files/iris.png) + +`XLSX.utils.sheet_to_json` will translate this into an array of row objects: + +```js +var aoo = [ + {"sepal length": 5.1, "sepal width": 3.5, ...}, + {"sepal length": 4.9, "sepal width": 3, ...}, + ... +]; +``` + +TF.js and other libraries tend to operate on individual columns, equivalent to: + +```js +var sepal_lengths = [5.1, 4.9, ...]; +var sepal_widths = [3.5, 3, ...]; +``` + +When a 2D tensor can be exported, it will look different from the spreadsheet: + +```js +var data_set_2d = [ + [5.1, 4.9, ...], + [3.5, 3, ...], + ... +] +``` + +This is the transpose of how people use spreadsheets! + +#### Typed Arrays and Columns + +A single typed array can be converted to a pure JS array with `Array.from`: + +```js +var column = Array.from(dataset_typedarray); +``` + +Similarly, `Float32Array.from` generates a typed array from a normal array: + +```js +var dataset = Float32Array.from(column); +``` + +### Exporting Datasets to a Worksheet + +`XLSX.utils.aoa_to_sheet` can generate a worksheet from an array of arrays. +ML libraries typically provide APIs to pull an array of arrays, but it will +be transponsed +a row-major array of arrays. To export multiple data +sets, "transpose" the data: + +```js +/* assuming data is an array of typed arrays */ +var aoa = []; +for(var i = 0; i < data.length; ++i) { + for(var j = 0; j < data[i].length; ++j) { + if(!aoa[j]) aoa[j] = []; + aoa[j][i] = data[i][j]; + } +} +/* aoa can be directly converted to a worksheet object */ +var ws = XLSX.utils.aoa_to_sheet(aoa); +``` + +### Importing Data from a Spreadsheet + +`sheet_to_json` with the option `header:1` will generate a row-major array of +arrays that can be transposed. However, it is more efficient to walk the sheet +manually: + +```js +/* find worksheet range */ +var range = XLSX.utils.decode_range(ws['!ref']); +var out = [] +/* walk the columns */ +for(var C = range.s.c; C <= range.e.c; ++C) { + /* create the typed array */ + var ta = new Float32Array(range.e.r - range.s.r + 1); + /* walk the rows */ + for(var R = range.s.r; R <= range.e.r; ++R) { + /* find the cell, skip it if the cell isn't numeric or boolean */ + var cell = ws[XLSX.utils.encode_cell({r:R, c:C})]; + if(!cell || cell.t != 'n' && cell.t != 'b') continue; + /* assign to the typed array */ + ta[R - range.s.r] = cell.v; + } + out.push(ta); +} +``` + +If the data set has a header row, the loop can be adjusted to skip those rows. + +### TF.js Tensors + +A single `Array#map` can pull individual named fields from the result, which +can be used to construct TensorFlow.js tensor objects: + +```js +const aoo = XLSX.utils.sheet_to_json(worksheet); +const lengths = aoo.map(row => row["sepal length"]); +const tensor = tf.tensor1d(lengths); +``` + +`tf.Tensor` objects can be directly transposed using `transpose`: + +```js +var aoo = XLSX.utils.sheet_to_json(worksheet); +// "x" and "y" are the fields we want to pull from the data +var data = aoo.map(row => ([row["x"], row["y"]])); + +// create a tensor representing two column datasets +var tensor = tf.tensor2d(data).transpose(); + +// individual columns can be accessed +var col1 = tensor.slice([0,0], [1,tensor.shape[1]]).flatten(); +var col2 = tensor.slice([1,0], [1,tensor.shape[1]]).flatten(); +``` + +For exporting, `stack` can be used to linearize the columns: + +```js +/* pull data into a Float32Array */ +var result = tf.stack([col1, col2]).transpose(); +var shape = tensor.shape; +var f32 = tensor.dataSync(); + +/* construct an array of arrays of the data in spreadsheet order */ +var aoa = []; +for(var j = 0; j < shape[0]; ++j) { + aoa[j] = []; + for(var i = 0; i < shape[1]; ++i) aoa[j][i] = f32[j * shape[1] + i]; +} + +/* add headers to the top */ +aoa.unshift(["x", "y"]); + +/* generate worksheet */ +var worksheet = XLSX.utils.aoa_to_sheet(aoa); +``` + diff --git a/docz/docs/04-getting-started/03-demos/index.md b/docz/docs/04-getting-started/03-demos/index.md index a142e573..1a86f40c 100644 --- a/docz/docs/04-getting-started/03-demos/index.md +++ b/docz/docs/04-getting-started/03-demos/index.md @@ -11,7 +11,7 @@ The demo projects include small runnable examples and short explainers. - [`XMLHttpRequest and fetch`](https://github.com/SheetJS/SheetJS/tree/master/demos/xhr/) - [`Clipboard Data`](./clipboard) -- [`Typed Arrays and Math`](https://github.com/SheetJS/SheetJS/tree/master/demos/array/) +- [`Typed Arrays for Machine Learning`](./ml) ### Frameworks diff --git a/docz/docs/06-solutions/01-input.md b/docz/docs/06-solutions/01-input.md index 459f6cce..ed5fb8a7 100644 --- a/docz/docs/06-solutions/01-input.md +++ b/docz/docs/06-solutions/01-input.md @@ -732,13 +732,15 @@ the optional `opts` argument in more detail. ["Complete Example"](../example) contains a detailed example "Get Data from a JSON Endpoint and Generate a Workbook" - [`x-spreadsheet`](https://github.com/myliang/x-spreadsheet) is an interactive data grid for previewing and modifying structured data in the web browser. The [demo](https://github.com/sheetjs/sheetjs/tree/master/demos/xspreadsheet) includes a sample script with the `xtos` function for converting from x-spreadsheet to a workbook. Live Demo: +["Typed Arrays and ML"](../getting-started/demos/ml) covers strategies for +creating worksheets from ML library exports (datasets stored in Typed Arrays). +
Records from a database query (SQL or no-SQL) (click to show) @@ -748,44 +750,6 @@ databases and query results.
-
- Numerical Computations with TensorFlow.js (click to show) - -`@tensorflow/tfjs` and other libraries expect data in simple arrays, well-suited -for worksheets where each column is a data vector. That is the transpose of how -most people use spreadsheets, where each row is a vector. - -When recovering data from `tfjs`, the returned data points are stored in a typed -array. An array of arrays can be constructed with loops. `Array#unshift` can -prepend a title row before the conversion: - -```js -const XLSX = require("xlsx"); -const tf = require('@tensorflow/tfjs'); - -/* suppose xs and ys are vectors (1D tensors) -> tfarr will be a typed array */ -const tfdata = tf.stack([xs, ys]).transpose(); -const shape = tfdata.shape; -const tfarr = tfdata.dataSync(); - -/* construct the array of arrays */ -const aoa = []; -for(let j = 0; j < shape[0]; ++j) { - aoa[j] = []; - for(let i = 0; i < shape[1]; ++i) aoa[j][i] = tfarr[j * shape[1] + i]; -} -/* add headers to the top */ -aoa.unshift(["x", "y"]); - -/* generate worksheet */ -const worksheet = XLSX.utils.aoa_to_sheet(aoa); -``` - -The [`array` demo](https://github.com/SheetJS/SheetJS/tree/master/demos/array/) shows a complete example. - -
- - ## Processing HTML Tables #### API diff --git a/docz/docs/06-solutions/05-output.md b/docz/docs/06-solutions/05-output.md index 523f2da9..fc9043b2 100644 --- a/docz/docs/06-solutions/05-output.md +++ b/docz/docs/06-solutions/05-output.md @@ -450,6 +450,9 @@ simple VueJS 3 data table. It is featured in the ### Example: Data Loading +["Typed Arrays and ML"](../getting-started/demos/ml) covers strategies for +generating typed arrays and tensors from worksheet data. +
Populating a database (SQL or no-SQL) (click to show) @@ -458,44 +461,7 @@ includes examples of working with databases and query results.
-
- Numerical Computations with TensorFlow.js (click to show) -`@tensorflow/tfjs` and other libraries expect data in simple arrays, well-suited -for worksheets where each column is a data vector. That is the transpose of how -most people use spreadsheets, where each row is a vector. - -A single `Array#map` can pull individual named rows from `sheet_to_json` export: - -```js -const XLSX = require("xlsx"); -const tf = require('@tensorflow/tfjs'); - -const key = "age"; // this is the field we want to pull -const ages = XLSX.utils.sheet_to_json(worksheet).map(r => r[key]); -const tf_data = tf.tensor1d(ages); -``` - -All fields can be processed at once using a transpose of the 2D tensor generated -with the `sheet_to_json` export with `header: 1`. The first row, if it contains -header labels, should be removed with a slice: - -```js -const XLSX = require("xlsx"); -const tf = require('@tensorflow/tfjs'); - -/* array of arrays of the data starting on the second row */ -const aoa = XLSX.utils.sheet_to_json(worksheet, {header: 1}).slice(1); -/* dataset in the "correct orientation" */ -const tf_dataset = tf.tensor2d(aoa).transpose(); -/* pull out each dataset with a slice */ -const tf_field0 = tf_dataset.slice([0,0], [1,tensor.shape[1]]).flatten(); -const tf_field1 = tf_dataset.slice([1,0], [1,tensor.shape[1]]).flatten(); -``` - -The [`array` demo](https://github.com/SheetJS/SheetJS/tree/master/demos/array/) shows a complete example. - -
## Generating HTML Tables diff --git a/docz/static/files/cd.png b/docz/static/files/cd.png new file mode 100644 index 0000000000000000000000000000000000000000..fab628c75899286678884c17cd550096a4897d51 GIT binary patch literal 58746 zcmbrlcUV(P*9Qs$f`TBTG=ZonsC4NqQBhH8DgvQ~B8DP_-a`~=N{Nbe0TB`DAkra` zuC!332tsI~*H9Bea(6uEyzl$9d;hq3o}KJHd)CaXHEU*8`Q^nueeGjM1&=Z?FdVyc z`^EzXhQp1({VTS^!1tFE!LbYsN5>ttwC>%}(mHd`1M%4Li9G|u?HBQhtoIBTc%RY& z5o$-I&K`Pj9nojbaOvz(_qHayCT>!nBdtw)jksAl9yEtTOQc@b z%X~lgz95R_wA0QZbV)5@JaDtSGh?&s2g!gmNA>Myd3xeU{A~|wJqC{!4@X^xGoqJN z!=9ly*BKbkKV^)yNY`zA85_&|IeH1(v0uv|*ju@*ZF{g!qZxfA9TMPTxOj@-g^5m# z@?fty?0+Ixh+#(7NjX(KF?!wQt>c5QSKsd6Qt^z&M!S(O+9_xwr)-BWrZQbU<5}IO z%kW+QbJ}ZM$BpS%S@(TTY~Hkeo0z%W#^XV{nC0K__V@2rdykm44cKoEqBu_Ch@jH`I^?B9a%cyJmpWCH7 z&_*lqSzL3?;|>D?kKLQH+5~Qd-229`afbE#vy*Pu*p4&G9skafj|(cvl=Kcl?$vE^s%>kQyC49w5njA!QTis*buoRiEIVXV#p!z|Xwa zAj^EsFY?g+vzp)ezdT(&!xwpkbgkju`IAf+v>fk=oew|RbI#$y!$a}cPxVND7F0VV z9MOF}F_Uwi@h8i+7UDfl_E4OS;1f3U##mXN#|_+WLK^Jdp_>zjs*YQ+CpHyjNx)1st_p&!&B6ARc+% zbWe^WTCQ72TM@TP&ue#7*^Wr_qSxls*Yc0yTmMK!;%^8_S7xKEv`q0U(D%*ROEQ`#d8@| zPpe|9B8GMA^q0?a#(lkQd>-~d=u*_zcMtXRE?Az?6stEfG?X{me2|(c_Q3p;agh&n z<&9b5i1-(!UkROJId4wQl+Pe%c!^9z^P^$5caFUOcyH!y`CF%U)po;nZSTCA=W5z% z#h8cn59+TSd?HI6`w$*>SjVp7*0Wp5t#UC-f=nql^mOzp#7sP2JkFkV?+Q%OGJ7Zm zFT7Z2QK)Ff`c>L_+i|*Fs{DC5X(ViK2bGjlFbLYca;kUvw!%s97hR<=ZM$g}3yk&YTHCq4l_G!bIgXo*BsnIxo zto6JsG+OAE>a>PkPxH6)oi}X0bbK6pH2kw&VcaXsF>QfI{*6GtWYd#4)BIoWt4m1= zn>S|_XSt*zd3D({TX>_CqPP-_6J8|bOP-e6FYqcT4;l?ty0|In zrannsQBr5{$Ttv=k{r2nXLtjO-D&c8*lS2?Job=k=zg37u=U-trKYF%UXFH%fYAv-R+k5D1eqS)-6>m0Y_ ztgNp5Y?QNdfA!(6<7)nI^D%6IU%+imCrz?umuA04rT@5HUs7+UVyBK3wD@Xqwv~82 z*gw#(qaGbVo3vYtTk-ssgUB0r*zi-+uokI@tj5#^sUPqMI|f6@-sIFh&x3qQ21^pl zI@8YKtuIfYrUlOnOrGgK>-$Fj#`OfTW9y@H{KQGYheAI^3WS9~7TgqtW`*C=Tz!ngMuW2TJVBl=VqM*CR(pN#X4>jX2Pc(AYu ziHoPU9`8MV`*_Qq{MfZ~nUBog5z2I~;`8+_H3>;)_+Z5H=Vj!t_IJ(iYAmk1nytE* zR;ZW<1sC=HCV8r#_jz;f4m{m=e75eIW2jd#$D6J+O*7kXIoYytceV-U{g}reA~Z57`b*S?avMu%Kg>m?9-*F;XV! z^@~dQNch!(GM)VT!K4B;ncW+ycOPjD z*NfI`Nga1dFC%#*oB!&T`Y82MDvj`(pl9AyS%fENUx&KqTq*hDn%Yn?FbaM$hrm{g zT5GT9H>F)rhtMvPH>gEDmdA_|jO=UOYd3u%__&gs74cbvfxzwEgyn-8gSui*R3~+F zAbntfm4mY&|C#ei#RFDDu5p!@(+GZ z&ADv{4~^wBO#w;Ny&0G7qQtPMU(MssG)%pEdm-`@?eL;YYhU z%5R$;?tYxU;+ob^p10_$9-V`~Ltu})PxiIEikcgNy1=DLR%-sg_K6!3of0u7nng+$ zo>*gA)V|F2ipa{bA%ZD@JTawxq89QdzbGT=`Zxu`8uA z0I^%|891bNQgdqyxw=2e)dJcEuhN<+KX+6&JlEFiWcFkTFc*vxDr#>Bnw~>o zyiryfLPv6wW8@4uOUS`omGe(g?Zch4L=jqU!)+GVi43xVafOIU=lK{jz~Fsp554nP zPmkd;aL>lT%qYmf0^BhI7nt$%zwU1_USweUQ+|knA;OV?`R_XVz%Tvt3b^PrfBiDO z31?sho=yOl-}^)V)IQw!p6Q?aKQ$Sy8EW0R15`4!^RTyf^>jdZ75t952^1W0yKU;p zz`%Qfelgy8aDE+Vf5`D6)C;Pot7eCAk+yk+u(g-=b8!P|GcaiQsR6ex_Fgt;{9K;6 zdaC(pp8Hcn4Y;Ql%bYv&r;3-e<~gX|y)#+}5BoDp(z4RB=fFqLoH?W6@#wMIgB!R0 zCI_B0&pCK`xv9y>`1<-v`^rlrJm4~Ns;a6ovR7oTT#*85NO}6ZdfE6%xq6EJ)yO~X z+_3kw^Kf+YazwbEp|@*ei}3c+Ja>-X(Z4=_jnm%G@!vhUdj8E8z@QBMjf|YMtjxdK z21qsNrE2#a{p_EZ-f(mQWCrvBmQzsB_*4IXy!m&J|3L};4@zZu+5aT{k5~Vl)X3A` zLkr;o^yvlu_k8_L{GTuXCe)Cjv;H5V_)E@zN&!KGk7~&LYtq0+Gj6x`0rM#2c*Ec! z@C#_!pU-XJ`yz1Be}O9~awU+iR96}9+_?78k8v5vT6f`Qd@z?RhbsL1?R)3hPB6dy zc-HCocz4~`u$m>dVKAGk@#S4&wzJL9$a(%8`JZbjRmG<;i}IY-d{JfW!Tz2e&5m| zs3E@USbYg`<47-UIb>7#SARN{<1A?L$S<}O{Bg%<>E>IO3!{oyjNU*w#&T1Fur_qa za>!(eLY6wnn!dbs>$`CAT@t9?*W1RxNPr0lnPvnZEUnB@{Mw70~z9xpnnZTp*$(Q=F& zC1`j0?Uk9H=K0ZE`u~NhFdDT|IOvV^?kYy!>60zTI4JvplN6ngRB|RX-rr!%aWDviI-_Hgw(mxTW)51%$8-o%7ECs{aG z;kZ9dUK)B}+{@~5fr~Pu#$5Smw$Gg6Ihhd5`}<9X4q^irW==MB(+QTYZ-MZ+F2Eb4 zNYz`sG>fY243^57x&N*5_ckW6bzVv6t9<=T8Qvs!-XwW=>=Hyrs{H52#IZ#@@9zgH ziQ`il?3G((6M95Yz(?eon+nGuUSP-QL6 zZs`9xqKKem+Jeu8fbvYf-?@=e2a;9Up8sv+{8bnbdm1o$K5(W=BDlFSKS&3{?z-^$ zU(9}&nTA#IjttA_jzOCHa3SV`O1;YEr=t)i>tY9InnKJ2X8tSNyA4_^PJEN>|0YofM^x#e zNFkHP@5-ZE|Ia2sWR1OvMnM;2_t4VPyEV}FVJrz&0X{K`&hxUb!KCgHb8B}sO|#iyJmi8cfuY}d-=+L-O}5Un1)fK zRGz@{H9ZcXjEg9CSEEUJ3CnzoRJ z^j2DODHvir5uNVVsN`fw^P4=jbR>xQe3bj}VYVj@k0sqAENE;(j@1cCo39=R%-rem zdY5BUwG*ZkD+@~N<~caNA2NSdO%}rfPv-?UC6B+s?HQ+#0lV}$NXf&Om3?un>0l>+BYhvzsEek${Tg>Oe zN%oWM&8F5nqOm7lC@SuntfB-fyA(I=1pg-yyg?BX9hKBBQ$6!w^%tXT0*<19JPPjj zOd-g>+qMZ}Pwzl4NRgru*~y@3b3)lfH6Mb z3CE23^Eg(xNW#HiLggDfE((YqJ()8a^Zh@EB1!KGjx_yyZ2!?YxQ`6ZnJk;_N;TOu zSJ;>facEW=LiXs`NRdXkc^mByLMz{9EO=}rgF2!JIErn5DbZuY6#IaBAMI0s{FPq1 z0QIllD}d$F9?<$e^(f5<${niYO8hlxP*7(P^cmwe8B$|mbnsYc{KlnB=zHjy)G`@mqH3e<9)ofv#C)1(6Mm4Cz9G=PRsC0M#nKtUXPyZ$AA^rb_f->0x9q3|^8NCF zK7o~mC1m(Awh6=*B0RWsLCl|PP$qBU5)>`3w+H?ejZ>Mn2p&A;D9yEmQ;5d7eS!yt z%OhRYjIE@>Tk#}(pN@>CO;8j8BHU5zJxi7%fW{hHc6uw8rfPnS^V1eNAsz}(crXT_ zR=AKfXj=Z=g6Cfx!=z!7s9C<$*!aXKu7mcyT?eVIW-{vQ7SG(S-U>U8)lU-Yl)EE- z%fS@0B<7EtkjFis8Dgmdg6Mam9H+$MKNfq7nB*y3p6O7uWzLL)&Z#n!7ec5Zn>bI4 z?cT_9pi&uyA1uMrzs2Rn&;)s@L^NF>yus4%2rZvX0re#DXH4oMCg&PWt)2j?s`>w; z!dWimakBmcA)6Wp)2hS#82ftb>nP zDc}yln2%|znTYr`GbiA_R+D9E&|qH8rPHa8sk)$inSS{{&ol8G=)!Su*N%PrFxmE> z*5w>`gYKcV%9iH9-#5a5!9--E{t;&)u}yt&%kSfgI^`CBv}Cyb^QEuHbwv73Tt&a% zWELw$Tg{N?S;V%4*s)6LjY&Rv{U2(Fb=oicBsm?B6JYHS@_X1K%FBAG_CQaO)<@-| z?O@%m)r%ImI(QtWJ*=!ghlN_JnOf(PQ#I!yVC`YA%Mk`c$r@Cd&uuN_7gY9D<3!~WKXo#7mzF7x)6{Fz^AEyV{N6r3;Z@-}u4NApI_ExG5Rexv0$ zy3#c_!bAsa^S4yuvH4e8){~DA=*REP&QLN}BIZ{wW}ald5wyya`j(tQ*+)5Oc*K@O zfP#lLquXy-T+X|caQCFp9Z^>v<_!0+@xHKyoGj7kj&8?GqNB_e$wxBZqKK?7-JMLb zsX7Ns`%f(layGaSDWVf1=GRNFmR^0wk^r?mqFvH?rQ>bbRKU3SZnKI+ET|%osXo0` zS`)5+PxX?7ZRmmum6d(y(7kqu|7HfuHd4^Q$Ww5{F6#2q$?TuBnE_PJshp%A6q#(x zcyb1HyEx_g7U9t#WVNjd+nrpd`!yZOt^1g?e_4wY-;znOr|2LUqqGik5=1sj1D-qi z-(P(V2M?EO&}JaC@Ybx?!Zv*lEfa5UNv1u3>4?}0*L>XFsM%kw&5t)WbNtLRvy{bM zE-g27j$Q8h=b%P;Uf6uAVyu*bB(*BReCs7}gZVBnq*9?#x;Jg++ABf7IS03x9ws(V zp`EL577r7@He^6h>2|dBCi!UsOR4>fD3+R%ZzpslQ_S^S59y^+3p!3l6+5@@so8ae;_l!3;XER88QRy>iSyclV1E~CGV{?d|= za}3i-6Pu>CZ1beL8j5rQL+y{9_I~1TyU|wK`613V=OW*A0b2W>xQoTei&&PypH^PA zeP5^j#y)A7twDqI)MJNA2`^gEm&%-#w`CP_f*C!&T&I(Z=L_X}*mm$lW#pM8dSz}n z?8TH+G|tSj1yv_Ni79?^MYtrrt=-?A1}xgc`Jb>ebi0 z{I<-lG913Q7vX<6Fv+Xc`D@g*&8UfI`<6(_vd*kc$taX0omEpx(m$NSuai3VD!(VU zd!x5>Kcg<$Jt37h9nuJTwx9StMUu{cHAjIA{aE?0{GSZc6mg`MiTF)CW4toL+|YmY zw$)|L`4QrAaefDp&7`)f7jZq6?xBn(td^WJT3kQ+{c?vI+2ul7@QrYlCHoC{&@7)0 zj-n#mK`-ct8pt5E^pyqaw-GDX1-gm0+rVMDC7ID*N|6FMu7e&V!z493=DZ|P>=~1i zGRDBs23W|d|DF6fgm-w+o1*r$w(SZUI4Y8QdB6S6T~&j=pQX0@yja0@$|R%{Jk=7g zVK}!0zI@1LR5qOS&UFeMru=Zlqa#~g1Zq`4)g#NTz5T1N0>ewF-xNsohKW^o=1oT zMEY~~r>LI1b~T;T>{|Gd`d0WmrLAF>!`eyAzqrE{=C_p_zos{uuYU!5NRio!dZG&M zz0(0rjVj^a(EYrUJ@c(yJAoofWVNH-lw6!s?Yb_RGnkfib=r2&_d?iBuK zWv&3-`Snkv0@Emr_oEHTb=zmQjP}n0T-($YnVq(=7FFMmwD8i7TbhsnH?b-^rv>{$ zBvzKWo+;-Dp0x~U8hOP#y#+SCeU@MYD^DNCXCI(;g z2njGuGzwkdX|`?mYv=<&PWsa4fS|xzJu>6tjmmkT z8hzLqE%-lFNH<{Z?1c*32z~~!y+XfFyZI)E{rr|1*HDOaue@;IGP72?Pw3e~-_WyT zVv$AQv8#v%DFI#F-Uu(pW;T5tY<}G{b(?K-`~>$ap#ITlbBd(O=Cne;yvE-v14#+q zAH^FhkNah5joBw!<{6n-4vhLHC&~csrTE{Kq=I?hk=#=j1VsK`2)q#XZi-6R76tRUHmd#s9A{NCVjbh1A2SrBTmEC@ z^g{{BvO2!vNBTu9hq)ljWSmEbRE8$VuB(vh(vS?wNlu@<5F zwm#3m@$(?mF2<>_d@yfDgu`rBd@Is0qy=!yuOwSd<9+eCs__#?Kx-62Ma27_I+*&yAJrjeym)}o@3raMv0a_$*DPG z{&Q*DQ5qdJ{kd+}2R@~`niYQSyQ?Mdi9E)LwrCy%{n@tunyq8xE7W7Z$%?C4Y=9(@ zo7p}@>o5n09=5J_)mifld1lbx8~N1WCR_Y5 zr4+isw&lRPaJoO63JO|pSlli~A-&h?cWY+J1#r!LwfXnY&6LL;(E4ks<|bYYr9WxS zPUnlik(+55Lv z`yMN6n=)o2X0fPtmB`B#8(Y6KlCK8D8zn5zo{^WZ!A!_^9VfHQbxC%6)Ky<>KA89# zopfHJsLD1>b+kWy=PNlf|HuCKs*8grq%c%Q>F*rR)?`5cGF)hsIf#jPM$i|olbz}l zPnq)OH0D$}!DH#DkT9ns>jNmhmAve|OWK?9FrvrXS}J)d-xsr)R%rU9cBNv#*=jRo zaL@AWT~lsR-JBi#P4%>HLgmOe2z3L!7zLx)Ztr4gnvpL9S9Pq2Z=8lKeZ5usbE(h6 zUNY=0VxxRcWj4P3KyF9ZVF5dI;E4FU2`}}jNYT7BpOH(S#f7W^+qvpFWd9e=XOnt{ zn8bLUU|>pn;_*J#v@~MT%anSyKY_1J$Wu3rFEO1mBW_Y0M369l;2otDPe7Qz>G4x= zrcy}W>S^WuBi;(zq+l%g*gL)0DdZt+k-qxM*Gz$g zV)Pvq!dt_sv8>NFw-)BI+-K5`6mqo2=Ez0ugphTv4K8a1vI=&6S|3fQAIRBTU8pF1>uRVMS-p%Lzi_RIMk zX%KX*+sBsF01N(jGDBIK0cK)b4N)ZhIneQ- zC?KLZrU;p(O>&{C$OmgEm`iC3??481OPm$FT+$SRP>J7x)G$S^{G!L9(c9&H^d@Q( z5F1fpZ3(P2}jP-^oxV{qRK3&aZ30i zwS^09u@i5bXUrxtS@~*M76FmDtH5qxua~SsES*#OXg9S7`P3W0+qnj+r%Fpgl!x6< zzU1`%?XK;;n442`lXnI?e^VxJXFPCiG9+sKmWDuP2N55*_F?VdgVks_l;lFHXo&*2 z0`+OBHSj4dr&A8{`BE|~-GRu8bl_OAPm4H(e<2`SCm*&IT-Bbv@u zIT*84L?S(!*H~c-1P&5Q7vMx`QexF`L}hN|I3t0o9V4@9#^7~(Dl2Qgy^Kx-l*EgL z`V~;1lvm&p?wv1*^#uWoh8c_ZJXZwX@U^4q9@Fij8Q(60y>pmi49L!SzzY%!46%57 z!_v14C;ohMJvnkZR=voq$}MvVyT4Ki3k#I+nOoY4*k8+m960(uI_GE2Dr)6)LTKiP z;?!H&Q-q;_)^^rl0UGZLoBBpGPue9O*pMaP&>uEp-Jnmc(AugLg|(kcP*Uk$ zf|VWxP>R9x_?$pV3_7BFDFikTR?ZL3Dxq>TeW-kY^E2W-?}evX#bLMFQmouAxN70Q z^61Wd{lzVIg1@t6+jHV(vwXydkwf6i}@5J5;6@AhnRk@WH;uE&R2 zcWo5k@qW7Vp8xv@ndYf|zxg`;;BIc?RL3x~-;bi}(Lvv%TPn9Y32m_@N_fjYwU%~t z%g~pgA&!S8;q2 z5MF$rR5&b^kCDDsUvrH>gA&>nr1vHrpwZ9Sv_dDcDpNzax zJr`nCq_tAajy$VIK_9-8Mh8$gpv>ny0ekc8rX2xXEhe=T^owg_hjAI?s+GD99L!F(^S1q{{xzRyricJ!~R z*s@pYHz&)!TTo4tK$A>~rXthwzv*5MdV$^`;068H4lj|%JPnXC`G}mdMCtC66?2br zM%5a}cgo}PVK8sg@`uQG1X|tp=D?M*Io*o9o8zLq&?>iQOAri;Q$FO%?<-EA1DK!F zuK;C!A3tHh9^vdHA6*fEzq@bgHyO5?eKP2|ZTWz)b2F>(p-s=^V~}$O^8)dtmMQ08 zSBnC9V+;2S%3KVRiIAlx%GV&gV!u4+W>gD2SQj*fBE*{*gAV4kg{u+T{PV}Zt<@|Q z<&Ph%`qnD&MssOy-GiGX+E7Zs(IS0ZUYKut(M`m^f~J7O?H$mI47gWV)z{v%^LeuB zad0Uh*-tnEV#AK~?s0%51D1BM=Ifv>?ESF(U}uzTZu$G8pxHKpjmn?E^Elw4_Im<> z$W6K$7D7Q%Kb{dvF&yv!z=77qEm-(>;@$vuC~Shif1Tsy(+yoAo3lYZXJvoeD^Vgf zGT{$r`J!-?Byb|O1x;A;5}=92!j;Fo;sTEx@d;t#h?OmsBhCnxhRUEw9Zl7OR+6pv z2S1y@tjW0rsQET>N%tjk{08FQ!3qMkDH8L2CmiX1QqAgy_A5l_!cO*5a~@Z?vl(7- zsY#_%h8M_6)X$<2^{ydS*%@3(R?|#_&1gp?;Nb}Aq|;sX#3q<}7o4)pQ#DeZan7 zW6!MpECC)6E`RW7x-4iA4dhSs%>k_nNElKEcfkD%xTZZvJ^-RCtHW%Vf;;Sx{II@n zO-04#i28wgm*^JWt((omQZ++Xfz|Ru$=Dv9P9nLLulhup#-R54_0pR-x7jA31WuCt ze`#A|0V_YxH@=h)TT%SApcGq@x>}bVFyM$NTFvl9m3N7mn}9U7gyRYyzs`{? zv2F+&LOptBMt*-?!0IRvR@iMjYdg^hjI_+g|7?)Z3pP0aA)obv(pJG$wNP|~9Z4x^ zLgf&d8wd>zM)ZiEmjZZZN*D@78E8sRy|BAL@N;O4ketO4lgAs;*>I{Zj#$&kB^>je zcyl~(d{bn1>_m{~stY18we0jXx$iofKeLz^xokmg)V9?@HEg!HM%a#>Gx;oBCSOV^ zIWoGImtW-M6yC>yPssx*Bx*FyF)AHUc;ZtaZW5%OG@QI5 zK|0|HgafaO(`PF)E{Q;x*dIBz`DYT@Ve{uJ<^`m^PS6$LrnGIrKzEvYWn<;XQl3-K zw%vjCUjPL0-4hq5Js(MGx(S@=T>n^45O~L-&Y|&8pnU z)cQTc#-lNb=D#*0x+=OQC6j=X3@*|mC-8MZcu}7cKwNd8y>F}*8>Lc#b7{UlL!kZP zwmiTO`H&(H*Y|F}l*0k(6Zv9@--#sv2G3=aQ3{68LPWP9%)5_U;fc1SwyB8r0VTXR z7dvJ<=8IX4O5;dMsWM>NjG}h=9-b~FC22o8mPgv=4jRG-8+s2G2U~Q(WQ)O^?)ux^ zD3o3K^rz9SPX;zm%&i+J{zbHjuB$NG8x4^7v$MDO6G`}uHqcsZv3bq-1@a4npvL%) z9LQWtf;evmkn6FV`B4=a;Bwk_?>SsD*j)3vAM(d@(d8^B?IfWXekUA^)NYc;E?xEB z%;%TAMCastzUyp|hv~xeOZU!JyKEwf?R&}r3g>*vT?aI01AEtX^~O(z2m6cfb15zxTGOwA z1U1vyk~3Wv)@tZt7FKuN$X|d-KdREmtgJXoY*soSH6D_)ICjdiD44gNWi3xAH^^hV zY+lMQZ@kni<6s${52F$jT_>42Wh8sfS_G2_u9=)eGQk^BW8Jd70{+IwEt=VWqa>?Z zun51u+NcczFdYYy0RRwUNLj-K(t}G2^WKoXYY&<F1G|>q|%zQoOCzfcZdd&{VGFQfr@>vxHzX#N?J-?zlX zN`6xN#m%cV%HqnmoiRe?(*$)23ZQE)8gig>B~j7o-?oALu)i$T>oR0X6vs1>f;Dpttqe8wb38sSnzcim zhj*>D7EqB|jOHY{NNH%v`w`^sSiTmg>Z8b)XbfiZ7~=D4A;jVbSGCqhxtfdHAQ;W= zA@WyVwB5ng#!E%DuF+MFQ4$30=$^+^iLkW5p)^+jcfND6PF$k<64pSwUbK^St}ZwD)_e`c z0`vAOkRZykjIkpbK511bjV*y|E}6#O)TP0b`{mLMX>q^w_rJL4laOkY(8*K;rrON2 zOEG`9ehtZUZ|ja4&r|Q#UTu)23lKU1-;?pTOvJKZ5HF**XVc_dRQ*Yf?iZ;}3dIZO zgZFJa8&g!S7l=Nw=vb4;iI13LDljV&+Bh^b^)R>t%rO*O@-vG&dCp6xGM5HKI`XX; ziucDqgn1;ZC{!gj$h&H9yitnBMzVVe&IK-%mjON!J}Q7^Z*oQ?7sq|T#J zo@(zryH!^UFV5KX#!d=W0>O}z?9pb{tH0HkPF0gvzS$?9W_kPbqxn_9HJx@|ItEhy zIa##7TI8A>sO?R{2g43N@`l+HKl zlGCnLnT>M#Amq&V+Lr7mE**?*OpQ|yi(NWIqJ{>!#eyKa)i@&{1|ef{LK~qZRmaw) zi|!TKI9bTL9U7rGD;Gksj{@VR#Zi@B#T``OP4Y)!r`6{D`| zdRL~4fR(Yx_9yft?E718n6sqgUTj5_cPLA;zSdQLaAdy13R~O`Pn*qS>xkB@$==AR zi4$#a?0Fk_#LXm;%gPPVjAKf}-|9ESNqp~6>9xO+Xw9)y7b9TQZ`PK>p<2-wIRQtW`vo=cHdKy%KYrLz*&C~ z>AQ9w-MxuD9eWPg0&n7f937*T$nS$_dlBk)-E*@O1f962WIQ*|PKolB?&*S3UEfrG z-;n(*%$0v^ZX=TzF{8Ax+e>#cn`cakl2zZ2sy1HVQt4h@%rEv?S=0iNUzPkwM;sF< zuVY&fU+E7qx3yhJT?af0&N;W;82JQ|vwm?JJ<#>zupj7bzzvNp$%<9W3+RhWKmWnJ zB|(GT^~ejLymH3e?Ry*vBxIw3AuRIffTHL~9ze2H>i~%sm*&?-U!UV6ee4;~piG?@ zDStp*r*-h5C_XFQ+)-x%nn*br4&F>&e4``nE&z3y6@B5J(p^4ewSVy%(z{7$(v zXfg{j^e2mI@BT5feGMgnjdjE&r8LUx)6E&`s#&^vFyv8 zev5|tzcMcpkBe@p(&{(6N5`JK_BWarfJIw%Za23_wV;je?7{pA@vAXjJs{6cxd9+9 zD)1=Gekw44bk`iZr@%70KL?@tZ@0(<_a-|6 z`MKhqF<+Rk6eJqGbEs{YZfM@~@C_yH>7>v1*h|)Ni+c4^y=z|%C>m!#snH;bVkrz* zQ0}odf2)(r zO|c`%A%}=Sh=X85rDFs!Z&9+#=#pcjQ7cV5>eJEkdB7@flRh0+={;x)XTCX)0&L2M zIT^t<&xPH-F|ID#o@b8bKWmHu99i)j2VPRJQlG?9iYW|mPw4HXljumXKX|fe5IdY& zN=d>vld365!t2v(9vz9(X2Y1cG}k4zS`?LOfGUppEsU;eFgyJ)1G&vAZa#2sjhp>9 zkRj{l4rg)V?9ZfiB)#`;GjCe+Yg4xv1kyi-^*iOo-b0zhiM?h#jk?Rps$K;+uq(HM zzTdD82Cxy4t|7%&SKrXtEh05-JblVy`x>#)zg1NMB;&U%M8bhIT3cf>$~^dUpz3u) zZ1QRx4anNmlNSv5kTRqTGX8hU=h6e!)Jvay1TcGhdpaU+1OQmKX;-E700QuMD!29# z;EK6@8rt(6cdu0!bXQdDmaT7PEr$BVQI!5L+zA66c+b4nHU`pI2PK^@TlNP@r~*wu zJmvtPaYI0)BZKtJY8D07PU3rz!M=*a>DX`1_-Njt>p*^dGlp~}#PO(23^s5I_3eH0W< zIJ2@w-Crv%VPHxrA2jQz-(XJq#w}VxJsTVXOb(6!S*6@1X-mnjZpVKB@ecRIMu|T8 zT9k8cV32!fqYU#fjTA-mzPwsCJwC9Mf!cfc+5FKUZ`Im(pat!9nxKclx`4KIB=-Yy z{_LnY)*zS|Hvr_GXPbq+daexs8{PB(fY!kkt~VY%6g%61T;8h2 z=ExYE`!zH8atw0)G%w|K)IHKK?ur&(s;DIj$Y$51J>TnQjvdul_!yT5L=OXotqOJ; z$k09B-&1Yt_ef`1p8N4mBG2(`#UBXm*H#Pqtc!l*{)FXj-Q&D-;C683&pPXxs<8Q5 zuaIkpg=|i|PYe=$g4W#i5I!pVI)?w*vFR)F!Q@#)?&BYo6TB$)ab=nX3Ar?+OaphI zZ>j)Vv;Kjv{&N7iKV$qN=bSw(U?H26wM})>FMYv++S*vboIu10#^%bJ4o&A99ZNU> zR1Y6gIf*_Zy!@r{rG)7+-E(x%9>%Dz7`l|q257zD0&iJ+8LG`A}#_H z*)9>Y(Rw-`Fu>t{xR!GqvDH9qPJ6TfFc5PR%;!D!@b20NS0B(8lzYMuqr-0y4WsQx zCbzp_GgGH+a?%6xbiix=I8Xdbo?%PhF(WL&557HwrIt5xiZIW6?@dP3uCaXA6d-xT zR7J^}61Wze04b#)?gmCr7TbG!y8urKB73)nS;6a!5#g2nKv1-w`veFTZHPuurnT3} zclTy=L>{#(+J@#j&;X#;81~%*0f;e4(l6XWdqf%4%cZ>s!24Rb>EdsMD6XbrvlD^Q zJ5%{-B^Q)FrM0dPeW|Ibm@!{h3Yf?~5yW{&hUE+Z;kwdYT~3-!t<8#HY}++=r;N4m z!Ipi{j9hI{JNJM%J*8`360PaD?8^h;fbAuw*7!&}2}gA>AjZfF#YFNXU2ph;1>A0z zRJ=G%X{D7engsb!VBTL@{1_qvsNSS~Q3sViLpj>B-lvE{EZ8|S&H83ZB+o;1i-&Lve5(ZFND(Icj-@% zV&)==iT##~&%;hhmPp>0*-7_kzclbtqG))S3LKjdHI4aD^yBHzZ--yyqog&LoB;?z zC+;r275IT99id_hq};2w3NipRh&%))hmNCi$UdTtL4d3mtpTpHZ^W`|65K*|CjkKK(Y?K%XYUp)$A zldlDr>dY%AVBMGA>!QBRL)>TK2?RG2S$Ph2Z+6?8r}nic-MVr{3D>>luC zyB9D!67L0cDGn9rYi!(*Q8A%e1Q@pi15M75k=n#c1AiTw&+?`Ne7f?xye~t1LRSE9 zOWy*2AZLVsCFMZ^{!3z&0&0bX4h;Ei1s6;{-F88IcQ_hXi2iO~Vtp-4G-9KxM2Rt$ zQ$==t%v(4VWE%<%ob7YAbaVM5*+l7S{0;44x;?H-$ft>EL;1Edm%jfkD&Q|lu_S)7 z^j7i{|AcNm^1QGO5K)+99TD^AMSwICVbYpjM`N@_)f;cTl4d5JpO2Lw0U z96$zA=wVxt^w$n?@Wu<**Igf2R!iGN%qR7H zRB+&}OfI7i87zg(G?%t;pC%eVX!C&%`M}m&trx;imS_1BIHfG1+0Y5~#CMiRvNmk} zjkKKe3#aT;#(Bn;?&VHp-XQZ8>=I_cZfWg#ylgpd)!b^W1?^eWBRUGiw@ui$3ZX{N z=A4Q>GsvhPlcPbnbjpXZ@Jst;L4|}NIRf@zCt$KLo!4&C#r=pJ0f3@{1z#`p+%mTG zHW~s~j0Y?^?T-2S$|%Z>Kl-?Tnf7SDh%dyDpf^X{Zx7lYF!=`x(zMIIA*{vhuaxlv zhrL2e<=ic{&aPnI8laY{lhf9Ma{8z2Wdf6H#VZ~C+J)2s^tv zj-cL~d`5||V3ONhVoxCu&Ue*2QA@Vhej-3SY$QN?Ts;;-^!U!LEp&gSq=~cdiCD8+ zC?l(jHilb?(NR~vW|?N$*(NrsYncEs-ld~oPU%Ms18}1JCQfz9ggPDy5Um5k?G>Zud0htuA%C}!Ni6zItnB29XXuM@J$oK;VPQ+t~5mr*mgW#CuG))jOBA zvyC@Fey7L~sPXxRxwPD3+HbYaOmr@)QmYo6=XZI;QC}d{!LA+O9AUF(tQITU3Ymp3 z6=Q?LL~Yunwv4Dr9tj&Vt!86Wv2+Ob=cu{oz`^yf*0JUR^~Ekd?nB2sGHHbB^swi= z8)|)aW(&E(%#$|37WeX2I*wbc>I6I3mburcJ)WIU^@M>E&HCs}^gy#60ksU4YnFpeW4Wz3P$i0UdgZyf*O!2sPrx(AicNHi-LqEpfo{>h&1WF6N=J8@4a^jCA7KWdHm13Yv!Fb zA71NpS{mbdNNT|sg3|e6S*^O=K)Yz08@=?8<sbkE$owzspwN@5+W`%`;X zMr`Q#vE{9fK2(ZH8ErKIat?J6A5e+I;v~-cvv0pmYZORjAZB*KYKoLJH|^JA0oTPg zy#W*)X$&vrf9kCELQVUobKC#Pm5rvL#g)#vR2LlnDD7Cni#KtJ zU;hHxDfur%7A{b0&p7`T=~Ii?u0GtJ82vAM!a^=BNy)$=y$Rd({JissyNqwAMx&3n zXy(GvwnLSpj-JjA)BT^(bU11Q@4fPQlU5@fDFj!rr$<=(O>tZB7H!r8<&nU4o#=m_ z^k(DqIpH#H0c~4mG=5T`oF1=*kgo+;5lI2TheMKJn^4$_LRE zss-dq|FS2}2^PCc=LCx|P}a(0|7`+g*ujfj>Ds|Z+qp6?>$Pz5<_C zT;cq{Qv_3@0PK9!I{)jaO>w3E4wjF%SQHHTABH{UIphgK*RJfq9`izHiAF5;#f64j zie9qbA0@Jp@|n{(Hrg_JX?O}EZ6F%^a{e=pH4k)-yGHJJ{%rGr$_b#U-}Ma8I@f@? z(4GN80myJA8+cFXf$T;M@X&D_{NG7Hf(m478i`F{6G2`y-wF7_%_TiyPVIk$%L$5K zs#Hsk9__Y(g=BvGFApIlg@2ub7dfR4n8ZuHM_Ge=MVLjH= zz5m|LKgXZp6JQ`ell(ieK;71P;L%=iP=KJ7SOF@znr5f{rE;yDs*duUBs2Bpd+h~n zG{KN8x*ZeO^XKz)P6JpBCz&%TO#_-bQvjGv44XsE)KYwruRwx>?SeaFXGutH=-6-= zL%xWhXL?fW+=63Uv8-%C74K2=G-|o=`15!V5@-X#qfyg9N7!-908){ISB%@GI`7FP zGy(9iC=HofiiGkv>iFT58>r=$)tneb*OIJ?yK)05G~#24Xv8$Lpv8k^m#HcxGjkI zfGFMSzv%fANU#0?K7Agq^#V&t*=YfchhzJoZs$Qjfy2Lyg{n_)fFiOLy(>KN0vU|) zT_0ZgDeS)2Wj+7Vp7iYgfdqqs%lXHq|0?pv;D!*_7R2&_NI|q7+n;N7sxW7DaRvAM z5^f_J#SaLc()wQI?3-|pa)pNWw%kz?Vhuu4U0Rh>KFk;_cb8}G7HzB$$*9edMb4SN zcY25?+Ul6(UR2x)-KEXm?!wLH!n9MmB6TZ>p%8Py3?r83tTb9<+u`L$ERGhGz zd_Ww3{^E|&%mu9B*}B&wdRjce?Kx z*)|!)OH$GnJPxK$T zK@zoGvTZiC1f1z}uO7e;w9LIp2|>HD=c-9wBbJ6~JV< z81G0)q|x$%JDt0I3o#1-8CGa^ZaD z(5v`FGlasnRed)XCNfa>x@G;suOeBcdo|~zJF;}ZC8s5wLlpA)7$1^Ola}oksInH;XtBa&kSLB$KJUMOcyMH@Iik8ZNC8 za!Dx^mX)O=fPA7UuY0b93OLW@HJrvU-{=fKV_xif_Oo#%oac9m4I58ktjjJ3Y$jbahHfoZWl-DFz5B?&d%fG**9w!|*!O((>>TL& z4MvF<0MJqg<##!~^peerfP!O{(>*KYytS}5M;e$WF`na`DV`(@5JTa>zjKeb!Pv2F zge&@c0QZOcfi7^{NJ`DA(G28|^V6T~0ms_Qz+20ztQC`l5hJHz^^CoSgy3-2f1dE4 z$JtE+t{Oo-)n$q5JfJz7Gd{{Edv?fWbsD@E^y)i`AqSF!%$Z6%h4a?#vHCafL$a#D z>4|Kj0Fv-JsyE$0D*JyO7+1kDaKa-it}9mjFTSm8+qlG@DQ~jV0Z*+Cv;=cN316cQ zi$Tr_#2*68li^$$T;d(G1+8QcSwrn1vmwEWAeuID57y(+UZEhojnBLjwnFkd$>v}6 zEl#&pAcl)702U2Cf)}@3lCLC#S+PJ)sX-xeFo`!ov_tUx5`Wp#kn2ya-`66$@K!5m zbuVm(uToYmvWeDD5}CKFy`?(xX(8PLy02qgJ)s@h-U4_?fOYxzAD|#52TEWNf_GqT zfjFjP?~OALz`wV_8xT0lM=hIAX<7HjpyfNQi-jAE0BjyD3I4ymPtyN%33YlW@_c6= zrV=1*r_V?i!srPp)1}YoSX6hfX*Lp}ZH^-atq;d8$|exQV|%%*?J0+w@{ezE4P@|% z=ExlqN;B25zJs<)d^NrD1z2(3reL{r_?!S#p_4!Lyi6d*1IG5RPUl>ed<;eaSwWr8 z!%Et-0dr>m+M1sq!Q%9#$aK%Fozu5K&qEWE?U9ir$ch4;+$w9JmK@O#%ms+MnW^sFh2>lp8 zN-QDzTr)CxgO)jgYXILog-%zhrQ=mAjltG-wh5 z>Iug@SisVgR4i}@vF2Tgor1-qW|I@xpKTCm0mdju%b1cdGeYekjFX(Xd;Z>jB$@}r zo&Se7Up%=xUM~6V@7@i=>ThU-{)TuI>g;+l(6}EH;2>hU;El-4o!F#+so|c$t|F)!vqf^tUH}cUj#1qoTJxW?`7&~+A^Wr)w^mm5Rx`0BAWDvZ zb4UulvgeCiCWiZ|WEbc)O}h8NNyL_oV(0bj@8pAdDvLI_3*F2GO%ndTu6N^a98VxQ zRA_(UG<^BBZizc0Wjr=GEy#cWiXeESV?Wh-82}P;H~1dog8jcQ1POrpCirfa;QBB$ zQPCP@`)Khf|F^Hn0$mZ221*{+wT_!*Wv9yr-Y8YqFW3CKo3sSjD6TQC7R5^5K+^Wi zEneHL^Qvi@&Y!3+iQ{uTYxb@K6QyQ)!+oXwznxcJ4*zi;=(O+S>&M-N`X528Kn{ zI5^_}^9VFZ==hj<@*Any=dKc>W!@xEa($|m4(0O}?)IfkCbJAerb9*R2cO;4`FAt< zKhYA6IcKP3+^7HxuZ~-I6;&J8XxEPgYIW-a_-W#M<`bXWstU6{Ywn=4M$-}$bFp9e zhNB(t>6n>S?((d?sa!U)>E^^O{BD5h|cw}aAGkgF%GJ}tnOF?Sw#}<>wp1MePN8JR^)5AVM z#(6FdY8+W_Iuph1%ir(F1BgA8H@3xWn98y5rP@mzbvED~Q2u170p?Ewe>PNNFCY05 zd;#q=L^mq!icqX>Z>`JzlL*khH3q|_YXrEY3&!(o-;?Hm*`fD&ACPtmM|gs|%&QEb zJ(FRj?sT8On*{*tjyW6|q3^*${M|+uoJJ(Oa=Y#2EzclzzVu#vOwRFg(fJBl_4$gBkK!#Y6M=84z%{g(xyq~L{88|vkcsMx#h_q}E z(R5Aih226&cJZKL@G`NIvlIrX2iu1tO>KMF-2AugUf=5mHSVH5oX(5w%5eK-rg!}E z$eAaqRXDMqokv~9zKR_0TywL-fKG`kDA{Xg7j%e72*n5wVJKBzYwr>*3DfLA5C>CN z&fY2!DXeXsoz$GE0Xn}V;}_!2e0nt)sJeUfaY-Jw8tl;|9Xu9ZC%xO&6jI=otCKwD zanJy9T%)+Gfg`g4UX8tvg~Zumr&CO)%V)t7^B?@dq z-vvTuetDF(y}05OtNVJ{0{KhlxjT9qI0a~feH_VphQ(Vcm`)6o1Jy>cv{jIF^0Rz4 zLXP=?gqrPd0Tii{*)Qk$dXKfj_X`Ac+R8ehb|-yR%y&}bwGB}+_A|Nh4kjj(2brsL zm}snbP*3+N&Z7A9KqC+t>NsGRGLW^pm>+5{@BGZGm(i8wk)Yiyic?6v zG+9K6uiNzXYgw(GCT&M$y#Dx2XFnoFw>NnO zwAts)TeG-~rC~W+deB`mU2IQG`I)PVaIB#C)C5CClG))qH-61;ZbXGt4n9ZOpR*<9@N=$|;jfcCU zEiMe;iV%2qRKGu$6D99awrxngxs6Oe{pQk7K3V6wl1*1=w5HA)Z{H)EFhu!Fdhf~{ zNHHr?D0CF%!Zi;pL5KbI+I0ZbhGD8+g8>WgQ4%_uudzOMh5fQ@f?7Yrv@J8!;Z%)6S=ZS%q z2H;L}jm9j;h+Hm;bPVzZk~>=k{x@qdhPnsfnBkf%{Ilp9FM{b+h1(ys>z($zx)!*w zlJT6BsBC4M>ZrdpjP(qocXrPZ`m;pg6;Tm7?AW4s=*?rb-v;@Xr7%C`lMuHdsT1Sd z?KEa;m^Xgmd%pI!m_gZ|y|mN0`L5LWo1Oys55JFDZ&mN6LCKb5?mQh16obfAf|ex| zh8yCViUTJARMi}?9ed}kTv4wjD-EX?t%dO_3fKh6@`Uog&)4@|8Qyu|Jk+jxf12o` ze7rt&FuS}VtaP_1wTXd~od3NMi^1Y`P^^g`Fl?flzbDtq^Dht)RQPbQndCkjT>XS| z@e+5g$C`OnWYsiLoc<5f$gMgGgtci$rujjJq=B9tZg;wqqhK-_`a z3c_sL!Y0i{KOPEbZX*GT{IGJVQ2tu?4ycXal8ynlX#MMlRoLaMAy#Af;HBWGkiTEC zt0Y1Si&CL^SeZ29lx2(4aoHqCKd=*eO#08&PgmH{%t?YhkoPhgSAifuXS;nD_uDQYc*Fm8SyF#Riy!2f^u2HevOPfjslzqA zN}g~Bz-U|7;`5%cDyfsr=WUj`v`+BBS6UYLz9V%QR{`D77Yl2w1Kdc7WJSGAA3Ayd z<<|oZmk3x}iHagA5v?02d|1L`XxLS_x}+nYHl*m`;%SqS)QM~W{QYuPSFn=vMO{M2 z?*?jyV7Dse|I2RGJ3zUF<>}z+9<$gM*li;-k4l{%vdtgBo*AX3sx&V{RfpE4XCS?j zQ+_m0ho5`I?|+rJZ=){w^PUx0RCX9wqVqJRE+4HPiBJ(!6k}(d;JQp@zot3a@;6^X zILIj6bZcdA<4cFoaHzz8Klh)!)!AQT;-vLc6qLI&;TJoG> znt)B?q2cTwcI2ix1Jxt%%5Pk5aQNLF)bn6@`3qj(iEBsETL4oZ-5v=giww#r!V4B!5YjSCue7 zBNls)nL2)9zhUWHl4`o-9;#<`qxq*fwLu=^d&MPXWtlCNfCPT|XrtzgNKp-S5E5L4 z+a6GDB+FE!`!>FHofMV7&V&)(d%D?tQ-E*nwf3sOOIIOY`uiX6&b@8S{E@!|74FTk z)(mB>$Wwhz2s^u{onuoUN{&@G)<&w*3&RIX2RZE}W64ALVYd&e?^w{lUB-cQa>j7} zwYU@}@^_v|efp7RXNtmJ@)m`kGx;=~7!ru8**dXqaqLFdbt#)f?1+PF2)+#enK<1m z2`9Tl?`f_1>?Avn3ba*j2i0$(o&f6`GQ@WW@RJ?y*$Ul=*ODNNg;h&|FM^MOeuH!t ztlGNY^W;L8fo3%ot*y@?v)(UJQhpmmYf&RNoW1Q&T*-`PXr9}88H!gw#Wx!?7g*1> z=+dYDV0+~F8IadE?5td8EH)yQB!+lxr?ag_FHNS6gII&m8T}|!y#6D-RgIzO!VKUJ z))@q{-2W~)$o#GfXjrYr9^#GSMD)uP4=7I8CQdCj0r8bXMiuXG@OYwm-G0WuH;kQh zpL6wlw3l$uETSpj(eFGo88@-c&6H$ZQCFvMeWE^M1!(riku27{Hg`<4Te=fH&{PC^y3n%8)GlpQEm_Aoxl-(lf`%x zkAc$HLA21C2bJiy{@`HML^5j#u4lyMlY;^(f?gJaHKScXrE!2Qp_n2&fsE|3^}3AA zXC%&&^j;feoS`I7ZA^mi^{Y4hxtFIO7#N0QPWs#rsR3+%vb7*19{!pO;<^v(%hqEh z#TOoQGE5#sDg!rh%*$QqqE|Z|!ZUt7z#SGt^;L9n)3f#hA?bqtmrg*R-D4wXP38A| zLNs)zm%?t%+v=hI0@?_4BDzrRQVgP5Qi+o#B?=z6deWMt19MQOnxmiW*yP*iW5|OM zs$^F@j}POSGs@o+9wMVoNksfa*GrAOjO+!-a{x!6VS#`rdH~|D>oM3d zsh`0mz9h@OMlezKs0I!(Gehc#)*GU_V~?IctBB^L9^q3t@@)yuZ`c8@eTx2g;_PIi zzP<_9#2|pbmrK%jrb0uodBwkfaJ#wJ_ZGdGS}C33IL8d#JRY@mO@w=BQNapm{J~h) zfb}KMpEGBK*6qjC9H+U>uci=29k(phVR(53EOyyv$DL=)9XbJ| zE5Y#y3W;RLAI6hkQ1uB;<1VRWte(eP@`7v$t`pDFg4YO>vEe?A+rbRNh6@)huyWtW z9TZm+_#$8x%9p!7{x!-SxGp9NwLl#p^g27&W*ziLIN0~W9lB>u3pPc z9eoeIQ9ujy@!1sQ_LP=S6dvi%=<_t(2xdbFoZMEQ#D81(@VkxzU~Yr30i(!o<7Wc` zh(_nPO};dj4C^Mr5y4{P$EF0BZ4E=$uyiJLD0eZ#worb1PWk5D6rD(RQmcl^mK$Tl zhd81Q^YOA;4Pz$hNj_Zu&HdrG>`)5%LFt7=!|f%vk;^1<*6I1IGBfku?`vR#Por+X z|9jx+@=}&>N!=2y->sUP1G*$-sCN6oX>W#vgY!qAtRoSx_1|W@K6h#}WE@lG@7&!= zHjl$gR&BYhe3MD=Wn z-F5Z?U}D{im%-7*pE?F#NI#;r?+Lc`G75h&3qfQ3GFUy};;@RNzi4gt?T2cLXU2HEXGF>x5rP;()j-YKpCABVU znS&PuhOaQEGOIK<*tj8Nm*CDr$|K-QF9zb)%7Y`YGN1n}_rRhRcZ^Y&!c>~OTNjbs zYd4A{QwJ|7(&ev(imorN@=C%Y6!e2ITXoj7OB?WM0!F{6?c!|0ZW0^S3fFbJB+-<8 zpi)_unbPl_n=+!FYcc1EHx)baQG9kNHFGrzU$XLb)?Dko5r`2DzG(esL{!%zeelG& z1oUH{5{t^T(sy_68QGL8p**R9mU?*tG_W8s4@?fj8TQII$l~_1gzMzlB}=Xru8A_ADGHaM$$J4J&&nW8yD|6IuEgON zvVa}Y+mA@=Xs~gr4pXV&b_`f8#w?->W}7s=W{$lB93tQipg->WJJlSGu^+sxA+lI0 z$UI9OrIS83#J*f~DQhJspsnuw=+4eFdrWN-yGn}A2XcBw62j?Ksh=zcSSAAnMSe$D ze@A}V_^ftf@FQy4EQ;vp4&eD$clq zZVAjHqAKkfTrIyLrtUmqT$5yaf9Qf8xY-;esBw|Ez*&6^&@~*nJg*z&IXh^Ld z7(SAZ(aUL~>Ua9bW{a{xe^T$V;wUCN12GC2qCV*#INvRU>^;S)XBC|tYj4~WeI_8$ z)&U>nC=w4D*^zrD`HPk`ZWz$k_z^}Xd}l@(!G%v6SBd0U;3MNml@SNC3Yj$uZpSVU z83@bAdn8o_R~!eRQy{?BqtB%2wKH=W>Guth42l~DbgFLP^eZ02QcsJ^XN?Hyn>}UO zPp9c>7B|O_=Y^58MqC6^W`~6z+2GYW1l6mTv;Y#q74j&>sD+Bt`ls8b`c1fm)=BR* z{w=O^ul$?7XOUHA&9+UjkX+;y1mnvRs2m%DfKtu@NSH>3m{wfhxm?hd0XM&(CnD#;`4yF`ij zuTM&s=W!LAnVCTBi!PJ=`A1fV114v+zM4v*Xdt68yH$8JyzZkf7YxE5W!NzrfCxvd za4`mIO`39Plu&r+HBCv&g@sr|-D7JNLtSfM8ayjXql_I~d!1jDcq1)w-Q07&2(d@a zOzrB0KG}!HQBm9aPEoyVoET<)y1KZPWX}hj5B@b`oS1+N<3FzMd;@*JIOCE#?M;b<^pZXHMPDa&ho7J|<*At3i$X$8% zh)A(3c8fUBAY<6qiL!p^RlBk2Iqq@HwyrR*4{MHP) zN`&6CD1QT2Uxp3OBcjkbsv}R#JZ17Ph9b~2@vChOhPMVT=u(Dx%~%qIF6jI9ZWm_~ zhTj2>xISM$g~_mz$p0&y|CYw34pD%k>Wn91*1>evm5DRwNIt5Lo*58oD0zLOf?__f z21$qV|1@qH#an@>|3=%l6ks!>1a6Xlf*Om-hC_we#7jMZS9fi2;0}3?MO>(udYc=M zfMTx$U+fcT#OUC0vT=5rdvWSJGyyro=fQ@l{`73XK~iQ8g<*6}?81yVdgLp35*L+3 z+0bJc(R#y$cQ$9~I_%x*?*>3q`{5rF*lH}qvG%+!Hn{xwU17JyOg_@%XX}9#Mz~3c zO!w>Kw^~Wbr;)CDpyIcrb_==TG9=VY3MVScx&n9;xtt4hoRZFXF|jOq)1>GQK1V-| zP-yMY&|G`um_9XXm8fC*M$JcmyQleh!2kMYPyY4|WSCeF^O7x3j517CBwXjmaWyGP zGd|@;UhzS!Fm&7}?vh4NRnUp(cPlpJTfaQ-K?{l>wX+(ysQt3o*3{0=t$h8eTOq

wnd0F)njnd7;*-)#@vnRiIz6F8q1+iL>F6nS~T_m}I4-a7{p(^#j zVPj5*+rCC|_gLnQnZIC>mVvI8jbcA{LH98Jlt5-tKgXX=^X*Js_0ZS3%7`E0yY;u2 z|4akY%Rvw?tR8E5RyOlcwQ5;_V(r_~M+Ie(&E$J9C^`SbGJ6D8fy5Ur|%Xftow@%^4UF!zK~jFUF)kt@=7^mc5}w{iOALKT#g>y%OFyS79mIBVqjCzTJIkt!a4gB zo}M2CD?2hN_+|6$Q!k?M{i=%C3QIc z>~yxn*rQD<-FB*g0KdyYPoDAMSpsm6U96VEN@D3Ngk$S|5Mm}4DIQi*@5d^P-%SPi z9#cy$R5|BWus)|(LrjPT1o;su&FR0fuWTL;aqAY_s^b7+tUadC{WEOtnMl{n0g3J= z{(gVWC^`d3Cas_LAiU4wqSVA8_=Nj+9nC z>vjk&=@AfCAhw=dE*YL4s?faFw`UJ< zR@w}!$JGzQMS3U#lU-%{M2(rv%qUcl0w;79+K@uU~TTw``@A*6VQArSm{uf%{3baWPTRo%2n)$0l;nqs7TsGD9ouI z%voqrluO<(x-+@7kuaS`;!dJs-&_jiLTx%VI1>^yi}=NFA2!QXpVc1Ldmq6;6fkjt z#x>QDD@vW4r^-+DL-^G5fRF73akSCAt+4!8>rB?^K z1?yd0$0KIWF~GiEFAbjNRcmZo;pMEAWH^GPNOaelJ;G}2CQcgt5o z;N;3&_|eU`a&Julmdgm5zrIg{)mdMxuW@u<5)!Sn*JRcX0%U(h{v@>Ac4J+dQSBgc zK=Un^{80W_vXNcP4PS|0L}X-Ibq=+~@>TqqqA}G0cNGXvt`jqeXnSD#*b}Z=*(`rW z&Uc6MyYncu7v|WI$`JpBHzG}N#U{qhMnZC`5VT;lQA8k%bi`$e(3%LLY2Yn8PA)=P z`X_kN*p_>`mmi$$qD2LSprx(TVQ+FIr$5fD*|wo*X1f|=Q;gk6MOQb)wn?b9iLh< zglducAo8^Eg;ec0b`{)&)rq_7e*I?eL!)b$G7R$cXuBzz2Qv~q4>D!j6e z4Y}JvU+2yKPH@<>1J?B-7g)TGsh;~46Awml z_QHwJkUtPDOGw(J%Sx6X6xlo@@ z!EA867cr_zIWzKH=Rv*g2BdVu(3{dq2v_-;)#VUrU{!F-Kmz^2<6XLC@J23wj)~JZhqPp-IQXr_T!Hri5QRb@dtBl=2CyE4W0i zBl@y*@1+P+uPTG~cE5%_mvLrj0oJGF-uc`ElCk9&L_ecp;iy;S_%%AI5tFQtY4WxXmyI9?Zu z2&mnm<*8nwEI$**s476**6u)@Q$qpcl0Y(*umrjqHuV)*&_Gp6ZFp4GB|F-yI5jyS zI`822w!B|-QFTKr(_Uxaml>g*o4h4zEa8PM047&8hcmgfOdZ(~w2c;AUC|?TxXeO) zc{^%F2#3g@_}pkt60TZO_$aj--d1~7Pggy;2{5SKv)NHPkK?b(@-@O^fw7RFd@p?F32B?WPgnoLi!s6RAK1LO zB!Gk<@dw?caR^G$aMY^Y)^Bc9(i(XNa73|M_%EA{CMHMquDTNyPdHwAdx}ixBXHJ| z@Q6%~|E#I-KLUMJoP9#dp2m1P9o8yNfQBuVH#P-(K&Ry8a5r&gg9kg|U5`g&koPlc zp7_vN^25;=;4k^gW+S9o=1T8dP8{TwkSF`|e?<3s0{Lzdsd0UPb8Ab9Ru~dfx6YSH zmmIo9Cb49N{o@Y4b${wipp$+eTlcnouM2aHYG4aw7WBJF@js8^Vh2AKP(f#(lfW*1 zgUi$W2z*hc+RS!q7R{bU$ z9SN?AWvp1~EDIXY6_Dq;jjdD~H-ryS+b*Mp6}@w-p@s;;1wV3t-!BB|3NEa)QKcVc zMl-pw+}2xmroN-MDGg3zEXeC`aqtBg$#)i5i?K;Pt8wyM&d5xdW=$C}9x-QT%aU&M zAlc>qYlYPd@8b_2qCLp=cK$t!!Pj81IXRo1r%1wfbu^u|OzdXD8{qUBI_;eIQ2R6< z-k`snsl~R>qY>;b2Ga7Z3L0?Gw0kF{4%9%iw&p99D{Lo-8X9P5wRg$+J;+K=Q6GhO zkp!2$r!)bYLBvLJHoZAbFHGFpP;|_$ltUGKQ63zU^uGg$12^V#SPTw`N}9vhK7ECw z>a{fRtwb2}vseuB0D;+CzKZA)ihj3l|I%hL^K!D^-{7yc02lm`IZv}sd~hA#NffS( zX%T!q!KgH=lawgnbzo>-u5hw~8hT z){`ASAPSy){7&xW)xC`Jps&b3gk&%+eS0=FSp`~A2d02T=DK2X`_e)+wsi`HS$0co z`AngH(xk>Zc+Y`36o8+O1cv~SqKejpJaDvBMOF)bs&pn%Ukg|`gE36cMk=vR9=sNl zoO$qNfPg=s3S^g%+vs8m=@TwYHT^UlI#)S*nuzI@@k%g=A6Y*J)iDT*AA^g84(S$X zdrHCW9r^tA11;cQF#ezm0iI<~dCsiur!-Nkmm-B2#d83zlQ*5X`-+C~3+P|ekS56R zFr?{PWikP?yQ)+}-gknNo4Z@riN_ZYH2HRG8>0w`nWuuv&#!C3F%k8*d2q=6#l(Xk z(7TMuRU1{r{CVUPJL$ISIs}H0si_MgV1li0dXO_y{H!qzNO(NR8_ncgN48gcLPw78 z!Es|df6)O13!>rNa~BOph;0?iHaSZr6vI|TqnbyjK??(x+23#}nk{9C@#@(G#NbQ+ zZ<(MGXj6Fchq6GB#CX8!t=}QX^J#y@%{I)#KG)Jo1^-Om$O>4!)}~a1x*4M_Xv@sn z=F^1s*c&owWVmVU$4;8uxtAnLF7z>Yl_=8oUeocOSldQcAaj)}iY80AXi3=l~A5Hb`1Ylk-9`fY~^|JnkWDwwfRk&KC8i6H5< zt9A-Hod?HHRVR(wagD>syZ@foFTi=NE;<)>7m^2xNL6W};JCion^Srm0h*j#L_G7D z9V}B2fA-*6yvc>EvB_9)e@Qv(H>m;jJ6@fSq(-o$n55n#!yr9yPBQ=wiPfG#+xXbYQv$ByH>coB*JByJ(M4j zR~L%_?OjETE9`NYdEUy`KlLrRqK+czZxYLcJ^G1-ux4@f>Lh}?%sF$>M;*M(j@FVh z44s?NO==P_o5t1)Lz%dUYpIq77G9mBb9CTIhav&zzCfDhr|OkuHJu-l=itz>uS$)pAg_ zq6rf5X=TwqBgt9NN>;D`HBC+@AR&hDy&rq6t`rq!JArR;MQ7mT`lqBEwZX8XtU*o( z34IK}yM0Haj-JZ{eDDtUU6cSYd#p^6-H7X~;3xY^g5korcD{<=ZiXL1B1I%Xr=YQ= zo0^fum>~diub-D1uNdD6<=2T@13i?@O4;Q_Yj%rZ^^>FZMKJKU*}BZM-0xA4Xl zLt5F!{ZOcZqCm|K9ztJV3JK>HI+VzgR}))yoW$N`XHC{|#|1n%Cns^N^;?P3=8LQ~ zyv@7+;luu$Xf*Ia#ox3ma*ldpI&Ql+P|t|r)4B?Mtk#Qn95!X=XU+|zY$N2soO*Al zt(Gk;masjB^2kpSeaOLwmKxv_G2EaKs9y48mx856Q9x^ntax_)ShY1?J!7m?l030r zpxohoXOs+~0C8WlFy~^p2!yyOP`NsaL@^cDa?R(@o;a!$cq+uA~Uy3ZbY!vcux z%uhETR1a_^Z|o(BkPG$Q3H^z7_?jy)@l+2r=u2SZu^SPkF|90)mzeU`a-SV;eyrpL zfq<0Tggsh;P!A9XFIjLX{u3Ock$GMrPu`fS(%;#vT1ek(fiKLoXzJBc9oEz3yEg>d z82wv~4?vvPBZI^Z*RI>US6*v&WC3it7z1(rRg~t%z$jb+zQx>3&Bu4f-=U(eXuOr% zIq1+$!IiMMS&m!pZ9H`~y%j(0WE{A$@5=m5lSG&KNm0Pv3pxcjZ6^!yx>~t*<$90( z83jhQ`z8+lHW6D=p%|;S9u>k8&X-|Fc4H?FLYb7-_ETzd6F@(nDt2g~5#NW(bT7xi zBV>*ff>x%?>d~8XEB8;z8Av}5BUOQAyJeyVagffz@TV3`(?NA+VFDs=baluWuf9}oz4KJmc zS^vFRonKJ2@aHH%UxEQ6b*>f>G7 zfs3Xup@Oe4(k?G+9%+LZXZ&>&e-52&R=M2^4C-Q*YyQ_Cbl(kING$)-{R3&gBa^I0 zmvxv}Y}W!`ww-)C*oy}RR2lqA> z%;ow@KIcLDmInIc@78FkS1 zc>0e`Bh%$x=f3?4s9$7Ra}%Xz_<|(9L=`rCY=M!(LYungKK~Mo}TsS54Eej0*IlDpO@IZB3dyxICe9W>98s~f1+x3-zrI^os~EXfHfU zJpB9k)!qY&Y6VHTZEO;IlCe)T^r;#iTLMcyCcQizd^cnaF)PF_`8by{T4!S(nd_E{ zUV44GE`i89f9^}r?^gn47-`<=$@fxUAA5ut!XCXT478*)@4EB3f(419EwCL4d3V)C zBI(bUaE?LCl5Cp3Z29m+?RlNDE-GS^J8opI!-hnOJd|F##%ux8LAM@R*)q@t)2xSF zI@l^alygmP!P0NJ~ z6SZ*{EmXT}t$uX9DPYh}&{jol5Ez@_I`i>U>ctzZ?ln+Y($sit1>|XG+f?bAmT6Zv zv0Y~cvtd-4awAqh@I<9Xhf!l}ELXc(%Wo?C>b4RuVO$kr+UM9CjveX8Hk>rGUqR6R zPv-?U+WbS6nRO1$x>V`(h`=odi+z;`F`90~u95Af>OVpjzK&$5)!^abot@<+Bp3d@ zUwkcrc+^7mG0$xcvF{6rKNX;V(g_Qo^6i zS<$~g21jt;ym@W?bYtJPW@P`TNw&w{_(J@`sz>66tN4P3Tkckc#7YHdZ|Bj^Z@RZS zWcr5MqBKd!RAst?=IK#Wy^Ln^!EmmYd#lp)TdmnJ{sA4)1{cs-`jtqm4ikQW7n?p2 zJ-+m#NpPJ+cDvJB(E#hSQ-zjYKs8mY-t>pQpqT zNY^!CJO%SWtWNd&cwHup%^=3OQ+l6~{#q3lH0z7ewyq;+1r5eN?iz1&QtiOVk&(FFhM(ADHhMkUnL)CQe4%!5kRiwba-3)ykpS zqC1YWl1@vfdxpndK9^G*bYo-TQPR}Z=bXIZii-OsAS>uCl`5LaXax~~H z*@Yxe1a=p#bTqX#PRW0X^n!Hl|H~h5@8L(LE5t=h0RDS6pC7T+KLf_?>YwBjs=n4#5{?1*LUH;pffqy@z;pz3_ zt8Rm~8m9pdnJDuXGRTTv=se9DSdP^QsbkZ}!eH;XY}?Y+Xv+3RR2|Xiz228`9QUfs zR4wkoU!mjXdz)^_QiJ&pB}Ow0^xDYBvR9>U9vr5AqI^T$TynBoSd%)y8xq=3G|RnZ z6KVdAz5Zci$hl<(JXEC&s&bCIk<@BHB*bvR4e>==6k}ZAnvG0oT9w34N1mX1RphDB zchElfuj{)G2WXllg`}&kWfgGBymLkSY0`@`7`pa7@*{q5Gc|IMk(@2bI&yOwx=*e2 zZfoCyICsneJI#6}FsU@Mv*>P)OL?Va~;ivM{!umT~R6(keCW?;hSm8wllqJ8;_ z;CZ(09WUcYgrQzbGqr4qVGOal3N2<`!3T587Gl!LoJuJ!f8*c7Z7)o!x0DdUU} zaOan_?f&#Vmtl()VJ=`|%WRZoYEN%?|zCM9&Pi*0;g&M#ekWd*S9a;>N<_7D_rrvMT5- zFespQsxnp735nnksJbo2&U4wThEcBmz36P;PmO{ILWn#6;fmhb7oO5dpL5so@|DI- z+?Ud}N1^5Jd#&+F#wXfTj({=A0b1Ir3c761zRs=M>zNMO#q2JjBLVx2UBj|$ zE&_LXm6dUVxSQj&Rm~8x5nhyNh@rIGAdFU!XMZ)$aQ6)dxOdR#7f>Z};%-Id| zN#X)=e6YFsIN;RGtvebJk&<{120N*5t5*j+tf7Rh6`~^uS)H$gnu|o_Z;=1_x1NH_ z#S}p|-unYk?Khu|BS3dmt|35UCz+Wv?Nm|=3Sg{VcKE(2EU^PxKS`7U_%0HV>xDF| zsxYIVJBVSh!zZ`--=B$3+=gSo)qrD7aUu?8{NrT8qhYT_<1U@J!+TOD7MaXV+#e6y z>CK4?v0}f6->vF-Tex5TWBeH0!KPpdir@A4(CUNfRv-(dB~?v3A>j;ra0)UWxen0Q zUU(09-oQqm2To|Tl=IV`f@c-76DI%$__$K@t;GCiet;WSr{vkO|6p%-)@@q>-Bw)x zO{HkS8F^js=f2&{Z?&0Ati(w(Ib#Qmxm!IH% zGtJ#l^8;TTib`zM1=@leY=hOQZqTz_uh^)5JnUR;N~>evJ$o(J+5ZUe1#{(aDywH* zQb&L-tFT_a!bcY%VBg&HM~Kk-yRPwvi2p&@Tewx(b?>4E3Mdkyq{JdsdVwIFk_%82 z5XnV1(hUNO?k<6sR=Ol5q`Nzn?(RJE@%_HNfBV|!T<1T4^~^cu827lNgrBP3AjNg` z>hMRUWem~S`1OxUpkld^fuilQp>((eJV_llaB@C70Rcg_3O$ULvHbc9nD=(A$jgFMQzC~DqHy=Jk*7zCx=-b$nKnFa}@XHPU=potm=XL>{jA5F*01A zqG1gXf+j0CXj9+iXMf~xp1v3Qu2g5~YP?Ng`H*8H$o9z@WOZ$=X+LAjJH6G4OGI#I zqD{23F9^mejo|_wI~y~ms|>*CX8cqJbQV-SbhL{|OqTl1^jEdOf;P=^4^(5^Yz(S$xiCtutadeTC{k&>zM5k9ra#YnWo!CSr6w_(CrMl3og2FZft1s zw<4CTXpc)KNM(0&)0^rE!j-C+G|p8EEyFgze?MsYyB_yzj+3HN0SI!Uaotdz;}I_~ zZFD_PKKV&MUf*A0UvqqcdF8_VO6y9xg3+93r{DJd;)}sVDCWVjRui-esoIO?p9vJk zAiBJ@y{jc40%lH#_40j15juN6Rgz?<`Y3^^(exft+&c0Ey-zSAxWiWK`J%_4HRaa9 zj`tIM5riqM5r~%DGeOd;q1+c&Ky8%l0|L!Mkd`HVGGRcmQU^HY*~AQlv`whP$DRlb zR?AptSaT4@MoLj7Q+DPs68uZYVY``C$k3Tx_$2 z7xuuy`mZ)_=(5Ezjjol?IOIGL~ z^t|QI)9`)Zp3d$L(%%M6InAzv*u!>v?d#Zkl(d)3%kILOPSVRB0UCDK(ACMDpq_Se zr5U)KI%)oz#229Tp}?m=H!<)m;+QPnbT<5X^v+A)DRaPZ%$CKeDNecK__-Kr#OOxk zTQWdg$@j8i={W5n%6kR*0Zp?v5=HNf9j+`xs>Ja3}7W<^ukh5%VEoX`+G2Kt$_B)%`| zSY#e?8nj_5xEdl(YbLTTm}|7EN5&m;!)?uf` z<(O&0iPc*va$Y8bDu$`v`^S&DgD?)>B{-ZYPW8yUpAS`GLsx43R*)UjltAy9s8|ak z{uHnV~>eOqyW%W3ec>9COf>4fEp1#0Zy^{r%e>4YcF_e3ZDm@1+#-orfqTb z6$2k0!~YnFeRO=H10GS96ssB$C8k0=+)4e;Lui@+KN@~^HtNpp})l~CoF8>ji zhx`}OlA&Z)zlIpyN!Bo4+g@n}{ft;PsLmh6FHCShHW%U{=$niug7;Vz9*~n{2_$H| zl5x+Ge6MWLzMxp>6m8Ol&9~bysB)ZsrK85o>pZfQe_<$&iZ1X8$NHE()7>j><+@~Wc+*l4!+EOl>%#mB<;EAA8sschfo%>W zE>n$!N}U@XQV=L~4(#BEt}n+~<7Lh>pItqHgU_47gE79z2q!d159WMukE;R(!yU>E z$;UJLAc7W$s|nkeX=iO`EEmzOsSaeRdrkj~0~SLj9*d7G>I+j#KzoR%DS&tXq1@}M zrhF{CV<3%%^Y6D)4{`nc^Jop|HzS$B=w^O1#Q@@n(?1=?I6oJ7#IS-_{ESEm2)M65 zCy-rF<4MdFoo@k2m&JLfa^2uk(rmosl-sTs#juo(8YC8H#yZok z1BJHc0w}+@d$2`qDV!Obrg^9A;Jk4>p^0SYvGCFey=GIr<~B;Jw}P;tV25uC%=(e- zfl=aU)6Z9cM2xVry2#$`FE(-sZDacYjHy4t>u7MNnOplWkdXL~E zUzM!$$X!MkSg_J9%3pVr&@Bvbj4+*6m{Y|fi-mtU7GdH z;qojip@cSDRG+k6VtHi28kDHvMIwS;`J#&g;;5wPty*T}>V=W$O|ZbjYsh}SOu6j` zzaZIXj``O0A9y4EA7NSYDanwkXw92YC;pj|o}|z}CLlI32ke z{^VvV<$ne~{?~feX8Eb^#{2GO+Rb;7IWaOjW4Q;JdoSSWALMO6Q_JO%Yj4{gz%<(Z zuGw>CDXzb5;FVx0$kcSaYR(;Hn)J4>-BABk^w^iS6CefhzQ8=vj+Z(pB%=NmYVj@} zVk%vhkph#NJt%Go*^2wk6FM2Rj~<#}V3FPy_!)<2P|_iydnK7jLftrSEK=_GWiw6w zh0lp^a|)+f!t2oDtux}g9sOkB<=42E|5T{X-r+btFXK^U`e)zW2gK$45u9GuS%FyB z!27M@VV|SjOwbSZ8C+u@_oS1z;fr3Q5<|IEhf^EM8C+N{(!4F41&HTMq}Cu>&o+|n zYDY~tb?kTtNM(Ab_|6SX4d|_i0GJ_md= zS?|IH`&G15ZTJQvDZHc4&U9i4gf^87O9fa*>)@+u@Fx#ut5~>7Y;L~&$1VBgU71=`z z3@rTHH=-3-cs@VBqBH0cF)SD@sN7>T6Y$^{Y|1-wm{lsYH0{pD_eeCa?vS0= zQO0oGJ|h_RIk0Np0qmh6jk6!*w~#-?!;y{nYi#j*z>0$L!TM!h(%OS})OUtmag6@7 zy{C{Z{Wx(V@!eyd5VaAVD9AzuSmuhi7U~YWN zp!aLMe1A3$1^dioeU24d3}Y@+Xt&+TgZPrjO}{BnJ2t=+hf|?3lpmmqz_zqV06k#( zg-5FTXa-_@_sJjud&n9och|ed-Qdnj>V?=a6+JAS^v9a=>rZC16$GX%5{L!Bx#{$0 zh1H<2nqo}$@Oj0*v`njT+pebiF6aKzI&uv2#uyr#rz_XEM^McyirPvtTk=X9yuEjF zs!J*`kt148J}ma-X7@`+f=R*J;DNGVkv;!e5mmS5%spXRnkQ2~)@l!y!fN|dBTL4< z%`%JOBPE_$HWO`q0z>oHXMs%RAHi68{i7*`XWF#1=c`~6M=h;-ki$1s<|sK5jP@#X z{o(cR%;v>TepO>V^hy+;ZsHx&f(3-4Z_Dxz1;u{1Q3&B#|Hen68lHwOGQ3PaanJ0& zQ$YOCtVWr09%xdQ-2CzfC^(Cf>~U{$9MGnS#@K!oHAG_ zIWMw@QeMK3FQ25cs|n_g{h6POnH~c?olD*?1}RLjHud3FyJS>bckWig(v?5;UpHe# zGV58vRGVViMth@#zdIsxe)@`?g9&bkLAdtHj<_~83YunTV}zS6faODPFlHBAIKEs? z-f#QI)k55@K^I_65#v5Zf;Z}xMEU`9y)2RHVOt}{TBmVQ+Q@|BR6X3vl9Q-fz;R!< zLMNu(yXTZ{;oD&BZ=(3P7en%^M^!;fGdnh2zX>Amon&>q&)~YEXhGGTzx6>ZXPt;{tp4QoTvb zFUL83g^iRv_q={FQPo|JXr?|zR(2S(76&S!I&uneTz=mbZjKjj=wwi0L~`KaYJ029 zhj{pyWgKekv0x8e@>4rgY zv>V^azRTL{GFl7AE>*R!M`N0r&To`kZK)gMJn)<>f#zJXYSXE3j;Met2oLFrnoxuw zuG}o0KaV`9fYWGV-uct_ zvN0$dbhBrx6(@B;vu}BNv$B%3wT3O+$I1Lki}%{}otY6VTPb{ZgDzHgKJm{k%JY4W z&vDPneh`HD`2~*`d22Z*&aVasY6<;z=Tj8E9LBw_nVfY+;wqwt(U-87wfjfc_ym1+Vo>S(sKGQ!`j^RAkp%s#j0M`4LuIUD{t>rkk?c>?LSNK1~ zyHgwWFf%>xvKkMWt|VXkn;-{$oqKUsMxbuHy>?ZQ;kj#5m(V&#h94%v<;<5aILxdJ;@P7*yYsYA@r6 z7n`!0<(rrIuZbwf+^WAGUm9{GSehM8200m~KM_112;JXWPzKigC;U>}hogMOI~?T& zvDd1bn>cmq*>Xwijf%uBMRr-ilOMM8I@2N^eFDWkpx>fU6Je1dR%VdOzPM))9WWO% zVs=AGr&}~KSKH#p`u$OE3RqBeGl{2&Sw5jB+??FX5h0)qMf!oN$Y$fKeOtZ^M-^0iDRm@b4VWLmMdu52J#lFhX-^ypyA^Ym?V@KeJ{47^rTjJcwH@%-CmQ?VPA6sq?lJWj;`qo^AAT{^fQFDpM?>~% z_IQbBv8EVNX{e64q-E_VI4U>9LM%?asUVk9sHXK_w9e*YH?7BD>dB;ol81M92Yt%d z6Gewm?;w6b*ax2#{UaW}O$l0q+RQ8swqGd0$%nmZkBEDXVgz))?MOYtu)}Pke4_&J z0hNq|rv+2a--61#KrPROzv}O0Wvg9NBI#|5;aopm2<`J4GrC#aG@;{UuR3?0yU@5^ zFm>+meOh*U#`{xpIV;<pw7I;1vNF z3cbnKkM&lJ%Q(p%==X&Ggibu2EHeArY%tOt%rzS~R~ntlDS|2%o8WT!D9z)>huI|~ z)@wCb$|HgjVp$rr1a}bJ4WbI2<`wiTuJ{v>7^dH^gtS*!?ZaVYs4S zRw7e~MYW=ESC9W>qC0C(MHcCNDQg1@27O#|XE)Cxte$~&Tf_c}mpZ-Dzo(dV&8ye4 zE~^ArzFO~7LNK{?XwS5sT}2t;Dzd%3fwjhQRh>fw`6KZMJ4x`dn!PiQl$1|qXqK|V z-L0~XRoRM&Yk(&8O|kLAs^u@89uf}?;l51YP%586^9W?Fex5Siy2xpF z{L%yz?Wa{@_sf;W&{!6-({4<&pTYnA&N9qZG_)G4z7$z<)u|=FM;}#Wb>K7jRuZlS z)A2wgW$CDY^4kU`{H3v6?lr%-5^Ena7bnORa`6`yA1H-ZuzFPPtMoOsJz#0^qDCQ} zm>g>UtEm8hY6|;>x_r!4)#iidCG3r+}jRE_I;#i|IlQh6wY#hAiES28t9sv)l zP9o&ra>LuGt_r15{AY`iXPjR*i+j(g>cUI^T;`jKEYX^CQ3Wksz^nmIx#Co4Ky~nQ zuN$TGF#`MI?t+EbM+`-41`*2Rd8PmzHy@!PJn+$5s_qWr_~-9d?$llEvlhp@9$#|E z;OA*1DpJTs`drTdYpaD`PJQ0tumOge!=No_3-ALy71J%FDMNZPDl_KO%c#65DN%iu zgGZlQKJvc5m%ohKI)>0F&xkceYn#jf8r!2~Ae{MZ&{nFRDqttFl8kM%N3?xHQD zZz)z&;8bVu`{6I}_HYyWM6<$loJd6UY-Xx|Bq~@*vT}>-`P0U%zV?!9d@`YUloO=J zHT_xC3D9q|O~VP{Ah0WC$l0#;0WpEYhc)_PM`qEpbMq?%c*5PTuU#RGinR4ouOb}y zqD-)exAD8aHM(o787U;gQd@Q~B=O8vOo=NH@576jFIv7_KRTveXFAL-T4!wibf-ehXjIs;{B0Zdqe` zkwg`PwOB`t=$3iWulsU%+4|0H)V`ci68a;X)f)x9xqcXwLVg%c>VwECbHfJBb|&&< z@Yh5=CtEhryhwiI z>j42#36W|+6yAstH<9`jnegu^YcaoM_k$+@2#`37!RBqgu71yE;j2n0ZAVF+ zO#-ts0Y~?6wwAY=(Yu?Y;x79UZSeoocVZ&)PD^<3v(oRwEenq z@+i!SH?Ip?2<)FMfCjU@4^0P?lYv!4u)I|(5k4>E6`6_3b0)3snLt z9CkJvi4NMBs||5faS!g^+1|kON4Ib&OH1{9+JNa3gA|WyQGXs6xh+WEaw(m`WKmLT zY3cqy$AEyt`j>cFC#!lwA8f*ZI{s?U!?Lk87XM&^&tO4J6%;!Ryhr~;i0({yde-K5 zthAe|iksP>e_8Qf30sM@lNK=cGXQNuPeB(YuJc}uzX=k+h*Z!Ra5Zeibyj@ERGQh+ zPZ1G)UY1)Nde_+vt$2A{sj%mJAf0q$FX{d?`#9wk{$5fWC&&CsN_;~FO)lxK!4xGn zQ`>HBtKH;dmhu|3(q`K3Xk`r*OcE1=m%m2h8uVsGn+7F>;I+m$);{qRinn_of)dgsW{1gbwmF!$e=xi0Y;T!J z*~cQYY{oltU|t9g>pNu&>2z)X0JaGiRZrs2k| zprDI^^L-`wm2fCAwjlmA+5M=wo4HxAM7$$(3? zn73grE`MFUo|9XBkL%_(1bd@yW5|BNg!zzN>@}PU3fPTf7jN!>J+*5X8a^B>_qi9f!oJ1)d zr8FqH3|IBrb-DCLfYQ%1LJ`8(4(YL`a1$ISGB|3dIL!N} zQZ1SDq?C{S?}UyoLh(2(=YFIX zKP_jE2MhL7UzQ#kzMl|G%1_g2O-><#H(6IWk&z#pwa4$Y%5qN7xNkf5a$Ce75LGU> zohTdbZUVhV4?Pwf8R{SshrbghitR7bV5%;a;t}++bu#{?;VXL6_>=ykL%b+NVM02C zBJKBFP|7=cpO;Bsl^4`spPxxToj#@8w!c`3?ek-$z^frd1Fs5D)~a4JN81~R_t<&E z-v7ATpd)l-Eoj$u4fkaeZ`EE(-oZM@V|$;S(l1j_Lx;W%mb+NyZ>;<@!E!g93y#fv zL|)2${Cs#+VHxc3c?HjD2q^3)Kldi%Q`4~NT$&Qj^&nCN_{aKyx9)e<&j%E^5IUrc zT6?N>{;8c+z^#hl4nlL`zVoLTH0ozvrrw*66K@;2GA$CCTQM!h*0tr6;@vMW?a4xK zdAI9L@TomNBF*w?QyYO>F}oMG;N|BP3ZD8vj$WRPypUhyjt#4q&HC)pvo|}y=l0SA z={_6gF+(Sdy&Oo~&MKJ=vIhC&Ltndmd911bV(qjC6A1LlX06cH!3t(*XjdV^tOzURJ+7(3dqBm1E5?X_-0ua8yxncF}2-Bw9Kp zjd(@$j=V<(m*LpCI3e82aoBefGCMLPRPo@Z3!PRbDnF!nR+;+x0pnnMQ15eF5bW(e z2sV-?AsEFqB)QXF7s+`6qJu*NBMlX9p=bjOX9I{J4t)0F#%=0BsYL;Tk6Ps=H`%X+EZgQ0oM&w=HN z1{=!NUzJjSvA+IDLZ`pC!}yNT&G>he|8P)B3u5NDPhMWBZdX=y*!*$d;jn~7*-p)m z#00UYGfX8D{Pen@`{b&k!72YR%gc-Yfkj_PfR3lM^h5afslR*UuF?OsH}>SyJM!5R zA+|m|ik$gMgg&fuk-85*OD-0+X|pJdFRNMz;pJ&W%$JO$ZstJhIe+U^*$ajm8R6uo zuIz+#y2<=dp^&oH2#d$&wknlcSC=?WfoDv8le1e6wZ=uxmT%ZYo^<`z^NkL?mP;64|jRF&TO zIbhH3(;)Wdi`%DiMSqi0_~oeC+K9zWjpfFcRZixnrq~bEn;8Ed`j*@tS| zVxlZQ#Unb^=xE(G4BGLBEI&V&Y?gFYYfcpF|9YPI&+qfxAY}vmtqZsYvr!^H1na!= zAJL>r4wIRF_>0DEei>f@=8lE%#c`KVgy5@)Tk-Bp}TAGMZ~aRMs_8lv#N$NFlvkrVs5 zEnm>%*25ex3{h5C!?~2g**yZPTvZLX%C|g~unmaaH>;<1_*DwX%8KrzVty2AzegzaMG__1^4@}r)7u=T7K&@G@?B! zee^HKGvNy;`BP{Ui2I`dtbu=Z=#V6bK4rv&f0}Vr3zyaP8CC&4zv57?f5Gjo=k;qw zyzAf16u=*m-2R9?!>IHQ|GJWnc?%PUU z5iF;5$Hy<}3%@EaFJGUY+~Hml>4TN4JuYQekik=5T$qkd43SS`3DcmFon*nac}#es zQo3zzM2xqrRpkEv&C>lpiM$90G&+93g8pvGPgE+5S%T?a)jA4DyY~_faO~$!k)lW% zxptN(bG=YA!TFzG|IVG_%yHSU9$i+ngb;ADWeZcC_El;}n|ib#-3OFqaDE5gzp71G zCFu{@PfRXPPoAX9TvG(6op?WCmLr{9Ts9z1qv|PAU?O8jG$RsMpDoPBMKB0r>Qcz> zN1dK_y(-5;3TWH?hkpEj@}&WJ6cCex}!M4z_#G4HVi$g3gZi;8V*TvYLv({)e&%Z?U<%2pO4rUKSafVO#NBqOUBIkf(R zM1#Po2qR7an_$jAp?YmZEdR_ddg`!D{b+>12%L0<_dO9qhgm8|Y%d3)lMW78tmV5u z2lWAxIYg|fWg^JHLF{l{fwko}E-FS;Nfq(G^zQ#jB~66b*s?zqHI#D4_CKn$|DpzL zY=MWqFnaj8V!X-_qevdSPrpumg@T<|!mVlyv-B`&d52301z^$Jqx3I1{ zkll8DxbgL}5ui;sy@9@d!H1X{SU>L_5DbyvOyRoBo+7mjuoEp$hz1r3oWA*2=|g^^ zL-wXsTSZ%EYhThWxgb|{{Bw>&gBTV4c-ZJHu zB~EADZ>~D_yI4|8fkBozmh7dDojSLyypA7dTdg#2c4h%-D2LC$wPJWhr?pknBQBZ= zY(tWS)mJ*EL38I><~NPW}{|36MpPoSTib z8}V5pIhbU(xgTK0*M1z#FQ0sg!?ITdmM;nVj|`uGN_YjL&n`fSydh#5s7!|VC4TuW z8-l|jDnUtI``%3-%j2EM@5H%F{c8ayV0D%Dri;#E@y{Wzyru=fp$ATnFU3-cbK3Cb z`NH)hJ3Va^A5CUL9F$ZSr9$uBve{B|!76j-0TaQA!{Vfu%E$a-YXyJ}$B}5mmeun~ z+n;t2qWTHnT3=76(RZSiEE_7A3VAolbAAlm=rb$;W3X*?6{ruQ>wxFAe+bJV6@5uU zvZsi(Y_y$RY??Wrl+Mqo`jY)oN4Y~Ti3*d&{;aWUZ#fyw6NZ_R%C(=OW3u7d-}ujg zo-n2&6hwfld?TtN{pvk@1j#d})iu8Yw9JSzoE?Y$PfIVse#V5ZAQ`R0BY9y>k$JXl z(<~K$0X@j#pl@`!(_K%ffWTlY_QtpXyZ2~vKqBM5Z3hHK+2GKO4M9uZs;L**Un3&5 zU~q&a3#=XRbM31LMY{cpt{FZF`lpB4n9(+tOsE@i%1~OY8d5^R5?K@7;nPfs_gJ&q z`3NV1PWZa%5>4mZ^G!KL&wUb*D zUk4l1^L{L-+UZLgC=lHl!K(zx07HcJr!8l^-~2Fm*D@maKkxVMn^8CBjQuLofxN>V zYxQ$qD4g>nR>P~+P4a&X0`BG9JGOlFAdw-b(CRDQ2O1T%t3Ogq&&LIRwZ3T*-1ee1E^BtK1^-OPzyD;~|q9 zk?hREi*R$5X`8y@jjZNGXk(Yrsf~{KC+jCdj z_6NJGM3LtGitIhYlv&D{x&)}$Fpcw1_?jY4{$T1ZcRx(0SVE0~ad|W9R!Jbvyy=Ag zcC6VBf%?-dOxBdkeJR%ML`jrh7vor%a3NDpV-BY zfJd(B1t-MYG8^UafJ72NyT#Mh$84vHtIvg=x21bJz1D4}WlGiR_`NokE_@@-~al}xBCJ@VkpTZ{_jRf>rRV}ZvqG=y-`d>1ygbJK~6w1e8t%{MvWW?r8D)mtCcT~z@`BZ<7^Ah6Jvl0MQ*Sw$}zn{uP`J3br#h#}TZwH&YSulla4zo~gW(!_@ zH?cVLdF0xLA;;(xW;qV&<>#l7H*50l>v7-0lHM%O1J71*vOk-DSEV^RCSn?OusaC9 zLfo@V|01wZW7q4GD|f)ZgXLZje^dj=<-G79S|1SyqsNSZKqp4T2&{y0DoVsY+Tm(c z|1SpX-Q7Wm!3r(6W>gSvPlXMCuE|RP_=c{J70xB-*JAF&H@6pJpMj-N^azc8fl{9m`Hk8vXAx@1W;<>X-{r=K zdr~{A=>XEiY8yx;u(Qu1rJ&D?o7D1pG+q7$vbSi}{dJu9TZkVFZx4$YpSp_D=SCSI z<~xz+hihv9!b;I__~YGqbSC4+HsN#^(ekAOqyQxBdu9qhir;Zr;dS)t_Ijzm5X@z_ zZQ-&&+VZ_g0J0_$ocgf$?C*)v|9hfjq$68#pNoHCaztIu*LIG=tSG1(9q2no>%Zct zwv8XWNB{Awm78Jez2>?AuU0iR`}vX;HqKQ~T(MIyY{>0|=So*v9n@(F=z%43QeNSw z@lr5dA%W*T(b6MgxLfu;Hxvly8G^-Y3O34hY!8D^vhvD8gYj4ME5>al5$fEu0?@_Q zIUTc|-NE6#%yuqC%VY_H#q@)*T&`Is!O`IyBeVnk%Y02F<$ z{Px`kQ|#w@PZK$3Fi7K5McX72iS|U|Kqt%wrKx$rDcc4lD3a)(O8Yt?v+~<}*K3Gw z(_$8%I1V7cgdv=q(_Wq>yPdC9F+R&%BegMz*Nd@4>MA*4Dcd}^yHyhvo0)elyh(BS z8(sYzj<3?FUFvQgy??qNTbn&gquDvIec=05G=Ap8G)q zP6O^=QQ-3kJu{3C;$LuB=pJ6DAsJaW;4bVSLzwiQGD*g&v`N#&5Bppih-QN!CZ#m~3F6?!dtP@n}2tbZK z3bFjsZ{YcSE(!KtnZou{mNH53Kozqw^zJst97cl(fv=Qr5m7O$pwkKULb|k3aoc_z zdLP`nTewkXEve3>@vV6Q^w7~2bA6Z#`ixk=s{&-BRwZtzP!|7_Sv{E!SpT3)o7?X| z4tIQy`t<&7I@HJbr^rG7FCR}qz)IXTNPw{NT@JX21?g4Tt2(G)v>a&^ z+eVPtQM<+2Qmi}+Fu;qVjm~3r0%3K3rYG+2fKJ9*+VQTMHs)S0K41$&eJ2T&zwz2Ss*q7ZZNEoy}_j{H}BHU-;x|5Z{|Jxy&!|gh zJVmlLX(HiP=WB_{=YCixb;i8(gQLOpdq4Qew=@+UFV4QcRU#1DCD&5U1nkSVgmdaA zx$b}Hr%kFAEm7AN|J=Go`U=Vyhvun7I`DF2wDA*DGsDZ;_LB`ZB<9+Q9Ul8w5VvNt zRIgG==%4)&JwX7h#c4lfl_1b!+-<0P7Z2cma;Q|+%m0vORlyFu$LqzIw&-ij+de(} z!YY{J4l4Ju3R`4NQ=S~`Z@SN6_z`c&U*D(dB>Eghj6?tRvxvl#OUky7dbEy@|1qvB5ea6( zl6p_7k41d|wkeUkZJ+gWB^w`jL`$?Y_rF+2cXz*+OxGCldLDzUM_rkzFAj|g+eJvq zRm&p5%tMkt`V};QyKO(n{dJfFz=x=^`lEb{dy&KJc0_R;I$&<9l`ZH&Rw%I_?{l>*HBV13mVG|18Dq4OC6n(hU<`_s;B|!<7o(tOmts zPPkbm9j9qt=?=Bot*cd>;Nr_>n$5qyRd6=y1jg015OiEYI|T9}joJEYdPv`owdhbu z=bf%Ho!V7W1FzK3NP2m>iGuf}t+Pa;c&Rm{wKUM@X9mz>IERj{%yE*ek%2fN0uv2t&+@fGoJbp zPqYN3$GoPJz^eHz^$863Ij#UMH)Wh7l~Ks$>@EAC_Mhkt+`4mo}~z7fYBO__qi z9;T1#EU9!d3D!#>#HA zF&Z^2Wu@+4yE117sFH^^+e{XYfedX>hGngSEUMTn)FLOQEtH~WWs_NVK3$rG?|5Pa zrNqc=)hV3OJaURFVgHQ6-Ta!stu*6|W<0!L+pYk+{!PvK-x?ICqQ)p1z_{ zo}!jryQ=(mE_NE*;%{CjIumacCnP?^Z;Bs;zwq+^w*yQu8DgLaKc0;>YI7Q>07x6x znBsk{37>=op7AO_riwE16yPxRj&TPgZgDdE`FzDx%lN^-S zvD6oJ<4Waloa+u-^Z!eKrgQY&{O=dWXZ+~bh;0I;>lNTv*DjH+fN+!~v_7+1YLbP? zN!Ic@AQG=WB)Z`GFYWdI03}VF#lt;srZEw}4*qCnR9v~`N?QXuLjq+pB^_mXGmDsy zf1>;sOP1V*=Fkhc7?J9@cQ-UCtDPOKCxUBi^a0lR9H%tRv6Avg8E@sgFfl2;(u(|mrH_J*Mon` zk-}13U6FTI#yh*dT{hx)FYuMIupqs=7V)P>pN7|zZ;zV-Pl$ZceX&XtYHI5@&oE(J zY88;OwXgybxsv7n<~DVKNZi*5+<^Qru;Ml+!)7=!zgo=MdQ*SikrmoB=r_9$C{mtc zVfI*F3aR#ZceNh-+!i*=Sx*n?g6?j+;dI+%vBr@ZSar7BzOzvS9p*&L&UX&;Q70XepCw` zP|5mZytkbeph>Jc^7+3RuCfkmCa_AE#1WAaIF<)$bKeYBStd)g{R)$A3@8GWcAA62 zKA6ru&q@K5+Gup2UMb=Q{MRM6RGS=n1==CNkH7|Kqk8plRf^)zQk6SLI$~Y(r2@_9 zbyez3xz`rRo1WHESrAJOz^#~;Lh+E@X%FIgmM}AidSor0K1oD2PMDUoP_O(F7H{}a$8y)z^5vok}0f%oS9>|XK7Km3AvVbAJW4+mBk-dW_` zc^D6={tA_An>?{ij&cU#K91>~cfiE7x84Xs9}U)=xHAfFrL>M?8>{6jUErq>!-pm2 zrh-58?^MS2X)M()PuW#x9>Wzj(TYE#7k#JZRmn>6rz8`hj* z!Ba~pBVU7)cE!M8QP_vM_46koC3^rO>Drs|P8eSqQy|lN25Dp|skv+&q0gHM@=NKwwY-Fu5I?{k zyeG3B01y7(dSjjte5W;EFcFIVAW`@urg3K!#WQMs$9gNbCA5 zROf2t(V%=tDz3@D(|1tntmz4S2R4x`Xh-8QOOUfEP5Rb}3X)1MXcm8T9uK^({QCac20wCz2(KXZTJdIW-@sr0lS6V8zbGM4yFxqX-x zwM)9bw~*KT@M^bdSc;2=!hGhlNdjN7m7gG zyQw&??Re^W4ufcMYIC4#<;H6*H?O?Nh@BQSx6Jnk{Pg`mXIK+ZFq%pb!hvC%bwR%q zZ6CmG+*Zg{jhZ_d$x)y{vlBsqRfGbqh=aElfcU!|CcXINj;~8|`%4BT37~tkoqzTN z#%}aFPFRfJs0r@I{UutIdg*IO^_fVPM;m~Nmk)2QcW$O%1%Hu$=IvKRpW*@+tcXo?_tuRTQdVo1S8X|GCBK={0cjwRt$l1 zl6yOVa4IcPY64clh8Pe{QM8$z4a?&b2H>na0TGx2wwVEM4rKlKi|5=$GAd;)9Y-@nm-58W^jhBm{?;yi_IcZ$X09 zNoqh;74{GakcfR#K%5(GUn59Yb2uo&TMt%BZ#*T;h^I!yhyvfyY}IU6GmxA>+SR5O zI{|-j&d@q4+#v>gaUv8!u$RW|tio5sK)ncSZWe&FKLhug9-P6@;>Mq&@-P;>K1s5e zJ-qFch^slDwc~vYzXpi*2CZ&=|H})_{?@&S2loSb=OTR)uj-MJ{pH6Qx~Ug2utvYq zU-wBX53}^0hdli`e|I+E!GS+XL9YzP3mzryI7}M$5Uua=m>+a0X_t`Ev{gKpAfqPi z0`!qHy}9OfR(`a>!{Vf7i-V7P8Xw{zO^KgdB|EKu|0HIA1t1qri%ZI#vKKO_BTwox zu$M5F6Ys72r_QAme7Hrue)N_DOWGA*$W&6!{<1RF`F=PWerMq$r@kES%K^>5(-j|t zcrQyCKPJAjg!la55ABK%JiI*xB`ODbeN0~jvdgIKkpXEM>Md~rsVmVr8RW-Oq!9|l zl|Sd^cfPYksMbDsoNh3-ML%ZtA4D#jJjM~Hcrxxd-~Hq~5QK^?FlL&d)Q2aEw6ickOTIWE>zar_WVIJ!B24G5P8Q4*Qldx?~ zb^6Z+ynrBam>F4oF;L&X)?o{sh5z7i6~~f(FV@-0E(r8=?Rh2@8oL3c{vwd6Yyw!n zSn+Fh^KxX#oPuTCObb03H;@0GGo9mnYo%Mb2XEM(rewuZlU$BMe(BYbS7%(4X2hN+-SFem~}w=R?)s9WtKisf>7bU<6;mAg21AQdNod>-ohqJKp#4lgIew-ZbqQFe@ZX)@Xy3gfPL3fsq6C(KTHbJpU zo7sKF3ll1CXG`kU!;#MxgJz4&G8Ws&PxOKD*guXK%^E*@B8O?XFrRV+=s~?#Sp;B!ni`*IWYuD6SsTcsJjmP$7vXGOxmhf{GGGoJDiU| zJX?F4??+^hF4ZNab=6o_!B@z zir6l4B$LlTS;H~&wZxX&A&ZFr2|F0UymkA{0gGAH*=DbWaK*OW^GO{&OU)*nOT6<` zAW%T*Bhs6%TNs@zBXGSyrG@tD&Y{Q7Q=7oOVemJyUa6GBWA{F(xZaPad-#|roscXI zXP{^G&0|QARq=aSkP@2Lc2jdeU(j5nBS;?Ck7E_!#qGV@n8miVNpC5NJp26rw05RZ zO{E7a!2uZBMx=?dcvu+s2x*?N2~bopO-RN9Vuz4payBp z;9ggJ^V4=0e^>pV19;N<8h@KhcHT7P6XYv7u}00kkZz}h<;k=w3S#2(uo=mTn#1q}dBfD1fvsSMq3Rnwq&zgc(mbAV-rN(N_R_V>` zl6@~`0(K5g&m%!gl$V4yjDgPJao{c<%PP>kCK+CO0Ieh#K|8ByTr~j_GJdZV!5Oj@ z(_qDSVjyPiGjE=}-L^xYm@;wJJ&!U{Io3sM?TYPJ2>7vXG8E?Gn|Fdx@nK1?+0NmwgZPJ}D#tlom-7!9E7a3XQ^t>9G!y0CC-;*n0Q zBO(R^EHg>0(@a?w2V8@;N!sU;%Qz(1L*T38L3QuBP1Yh*?B`DUTp9*H(uPnI*?v82 zxm+w9!>N(1UJk1POMwNJLdIU;6^<$#qiaRhTiZAyIY@bc~KR*EHW zAOsxOW!|oM7dG}W=5*9+D=q0%@1~38swUMrKAUp54Za3Qw`GRZ;#|@zC^5aJ_X;fk z!DOew#^v8U@moA@7t&anU=Z}|)F+FZLuhch^E*7S`#{bl`+9y0ijTIQhIvBA4ZhZ(s)3l zC_bp09TpiRYrwg}*(9BO8fAe%!>IZfKbFXR9F8qeXrq(%Q?cB}TdMatVz}SP2>9uq zSvD=?4?1b9?w16a_98=Wo2P?a9fG^J65u1U+TzyYW3^!}WYGCP)=!Bjs|Z3)EQnUvN74h!MMIeTKa<^DS$uM=$SvXfIMZMW~zd+2NTFQq`CCm0nfYw|bwTJZcD0 zf`G;*Ri@#P@kF}w#{QEnuoB;JzMkT3mxknS2fOo{Kw3kk!7^U-PqhoVdAM>op@XiJ zPvy;*KuYIxuF>^Vv2)xN#}?lAMD}kbGqb(b~#bP{R82e{V>> z6?$e3%pII)dZaMF)j0W%ACTb3o!h&J)Xs)@RUys)!mF;y#Z&AYsC_aXaEqmTHq;?a zI^QJBX#`St#>+x^RCA>$q8d_1E^R1$%NHJbx)@&g)^kn{5veytJYz{)BkGQRZwy|N0b{duC|4<#|Cs=a|(N zoXb76!SwzjR6PJiJ6h_p?qr+7!vH}&iK~Up-tn3Gjv$3|v%7WKK{& z^O?Q^2vry$>>M7F3`9at-?EYdZ;95!4hZ@c0iF5I?kD1WK(vv;V%u`r5ll$TK4Sd@#dtSHbbqP}NG`G>BgT|%ax z(B~@=hcyi>H1113#957cxAE5Dn>%^9iPG(zN43Jj7)GzH=-CI(O6=YW_+lje-*j#w z-WR%`%wtbpF;L7>&3j7^ro`Ue_AWI0bbjrIim|laT%rK`ZuvUu=x>y-EHpw@(ktcn z|CheL2`JD^mrW~M^F3!}g&hXgdhDZrXRW`36Oz-q&-g*zD)QgUh=M-_DXOErR=trZ z)@l|p+xPv7X2H|BH&X|FI$rbpFwzp%VOosffHN->AjR{+k*{x9$i_Di+TPnp4Wf-j zJQD#9tXEyTx7d^EzGFB+LJ2ImcpFPKLliSN{qamY7T~~jY)`d&JU5-{sxU0Tf$JRY zu!Ug3MFWapqHQ6!rX(GU3O6O2V2>wXy8i0mr{eYAzN|fpPWXWqfDAkS%~0@1Yn|RB Vw)Zi|?15E#hXc;lwhrr?@K3ubRD=Kk literal 0 HcmV?d00001 diff --git a/docz/static/files/iris.png b/docz/static/files/iris.png new file mode 100644 index 0000000000000000000000000000000000000000..a2cc8a71ab5f7f3872143de9831b67c87eb116b5 GIT binary patch literal 63820 zcmZs?1zeL~|2ICQL?jdiX%rQa7%AOKNGcMe29hJCyF>*g1!*ZkKx%ZSAT_!}LXaGz zMr~u`fAPKV`}e#5&-0Aewd>lsKBqqCeDZzxsH3Gqb&cs72n3>1Q+@gp1iDfQ0udQr zB?C&}TI?7Q=-MJoNl8adNr^+p&BX@hXbl3XeoRaz*U{ag54rGnk)+_ed*!8~%a}2U z`))Pp+L*#C#ha>+1oN_A8_*lP;VX^L~NCEkYyQ}2U_?uQV?m}F}F z{1g*IQW%A7L*SY~Orv!>DzEXliwnJK%oRo&(4*UH9<5Qyk#3ZYWWG0luz>yw*o&oe zB}eT$eSy8Kmj8lN7I%+oi+Y27WGSK&xbk}DQ97|ahkL`A2B=r7Fyr$u;^}H!?hCJ* z=x49LBhypK~2Pu3Xjg$_dH+ z1m%cQXW0mN@$<+v$+|~b&HE1y*7CkCh^Z=PbdA$cEI>g;zccP7A7f0-n&on zR|FmI<@2iPF+*u@N&lgPA13z_>owe$7=0Y9pjFtbS>IVGTOLy=Jqf? zeXG+BI^ZDh4ZZb7;VLbWAZ;%xdX00ieB(L2>a$cuiLm#J;zVJb>k=9k_2LcnAOW}F z9=4BlN2C4}qi~HGeSP9(f0G}tGE>UmFM*a-nLv41iu7Y%kcdA~y+?dO+Vc zQE4`jojlDQB4Kl?olweskSqs?B>59Bi3YCxiRkzXpjnHT25|6GtFqfIR{ly#2+}`@b~qR!C@=~g zI`?l8KTv|{JiPzm*2q1(2d}OqD&8L9FJzLu!WurLn4CksNi;!vtmKkCEN~^kg30l! z@y{3mI-8CgZ&;)$hu)!=uhi3;Q6_il?JLw1$x=e!@3m*_tNUCfieOSy(V+Ez_p$u* zqx+($9>^bQSBrWp z6ME;n&Q#7)Wz^Gek?o$VANGBk*%qnyB4dBLAGihF2;w1d5Uvv*wvu0b&Q=z9SWl~X zm77G+f;1=UO~{+HHwh!^cOKf`pS0$5r`cHfi8tLHzB%HGc#D(jO8Z z8ee<=T8$z*Pv`HKnlJYK68*aUDxO7+VUj8t@YYu?FIyDw`B)yRZy(;1saw`6hbpIb z3q~WEh|`{Gs%zFhG;sfD^L^cQ&_7Md=oO!B>7!DUQc)xFYJP`f*lG=5O;`$!u@wD5~N{DZXBh;gFurSFvNoPq4Nwnuze$T0Un1+#53(v9Np$Q9nN76WJ({DKjeJ4*;)Ew z<2rfNrZSN-L^(Z5i}{#YHyR)HtUEnw_)eSorhs7-i?YP3wB<-w`~88Z7L|y+1*@5f zevw6w_pppDI^lT6ao$eH1W560c0&b51pRDXbe)DTf?k6%=NEnClSrB*{iKgc#k|aX zxDt<2aeY#KQT^Cb?kU2Q@08wDozt5q8tIPds3&5M7RKJjIZoeEo>DVIomy6P3uTtq zygp6eI`~q=eY(?k!ix*QG2!^h8`JHGfli!_CFpZJ9AsM668QW92T5ULeA){bqbadbI(?WIn8 z^A^)9mI<~JRu*=X8|NZjBKL*!9$E=Z$aq-Tso#0Rd(Tm6MkeNNc+ZdZ>mU3-fT`u! z6=EWy3nP5!Va(joj+tcIlv%Z|bE{kQuwCNv+ zeP7nS`SK+H`r!4<245TPB7gfA+Y1o=s`cSUY2#q8p&ea!k@YtlEb5*45As=6aX+J1 z^j*WpB(~i*Ri~cqJA$={s5TrWb z#q{f`6;t)>2V3e!$!UCiCUaH19 zepfVfEf6ZNbWZQ6ot&3-+;C}Y;51i3X?12ikdnK2ggqdXjhIsDCFxl=xi+D_<(3l4 z3s79^+LQjrr%5~bM(t*}d+-1OJ()Q!mMETFmu6A?mPg@_sa7uo)|Rrr z0^%j&=PRmnpPN)TV`|wf*^2SAD;rM76WA59LJNgX^W5@^D(;3Kt3GE3Q#M)aSUPI1 zlME3Fi0|`_iN^7~@%IIZw%3NP*Qgqi4cTO(oHNF;n25C^i(;v*9ZtqbWw zqffd!ZaZVkTXMI1sU;YEY_<_dz_*f1(3r^$1dE^B&06lPu5hJk_h&LmmtrT^ryI3m zhjdL9Os6w{$@)(WB7-pLJ9S{0_ru)72)}6mVw?$9>m>YW$wv_VY*@Vy@h9}#Qccj( zNk4XSIGE(z)ky$WzEN{jb2yk*=jU?T;_g2!c}wQ#C~z0|hvpaivFz?e*ZIVW#DV+X zelz$Cyash@eG(jbc4C-X{OWoA%iYaKA=#8ey`bemSr1t)vXD#bN`8SOgaKHS-0oP@nf8B}WKY+-AUpIlvC;Q5OsIOFJ6aVL#$Pjo3QqWaWQv>e0 zmTuP8&hB_#VeUBpwbj_Y5_4IFwx6tT~?W z3-AlvlfA~l!6EHtWh43Wsq(+81HWYM*?D-pkpzRiy}kLph523FY{7yO5)xnmA+V4T zA3(w9?(6Jf;ltjr?n64 ze|vIv|M#?j34$-*fCc#l!2i=WP*wV}R8j}#W9l3=6`$q zubPJcTl0y8z<<~LuQ&f^O+9yOHzgM*pi2+g|6Q(sSN`vp|E?$vzMT1gapGTW{-+e+ zv+Ol#@c*ot?6vBG3Kn1)Szu4KUjcVull}840lpsr*X13!eDBI_oz8$j@*uUR3a@;K zb^=M;AJj~G(bxU5hW!51xv;<;Ab!hqIrodA>m&V740UaWk^ZAATHL!@uHL3rp``R) z1Zha-pWp7n38_-2t*3!YYF>Nk8g7@Lhvwb}zhXgA(vX3&v+^!OR zx^}ZM2ayQR+2#I1UnCb4dVakSs9SCnSZ0vgj4n`=+K@YfFPux3R(TWcV4bUs$Fx zK7|duj){S+M+P2k@)8pX##(D|H2wU<(;(#n>8{piK{Hn2o4r(#k)jtx=N`;yZTvJf z1~skD+UyR5yS^Uyk&1Qr*65LX#0EcH}pD?fE8=cjW1b&^5l`2z z21_b%baj9p=KUG+P{-e>wencBMRw|3>2MR9V>t*N51(^CM)+8XD)EKzgCEnLab&kr zKMN@-%Z;r8+#W>fmeQIYW(%8hA{w}9h#o)6A-wM|J{&);X|@aQx(b3=cC)x^XtGI9 zoqN33xlsIv*vM?5HJ^snAt=oZJ$;mO2rvTQd;%kn@?7vSp`kKoYhQaECHNB^TFX_M z6Bii%?*&B(XwTu4sV?aSqtGle3G=Ydu&2ero?2x+pf z%o4N8*zKX?tMzdzQwF1YwZat4lOmPq>;qD@Tmjc!|`bjKZn8f7%$2v2-bkM(@2nYNG_zzRRxftctWjBCtSmK`Md4av@^l&YW-oSb z9JOqC`mFzVj2krF`mj2n(HY|F893O++olt^U^WXZ-1KQ5ZZ+1Y!8W9W^O=$=oed+I)JUGL!6|EmIba z9Q50Hdg1RLT;rIrBZmTkeY1H2+ zfiX5Se@poyOg`y($eXJqmPUqScWqLKIt3Lnv>c3T#~DIPb|S%=c-0J{VU?w&!9WoB20t`GTfARP|1Ej?5 zr_fpx^fW5`Yzw=PPg4U&)SPE*UhMx_nng^3goo-^x7XjU{@}60Ao`1e&14P8d|KQ3 zGz_bQ1Jpq7+T^7~4CfZGKD|?1qYt-iH=Jp&_mb_cV#v~0JhDc3GS9Ut0dnpPXq4$S zBf{mX5t}e@FuZk!A_~@~0TR)RN`OEIm+`OurA@cwYM0{Q>RkPMH=2XgHj{@o*f3V` zlPYu3#ql&$iZ)VmTuaI+Okok7)%4lvFrU`;S3w^vTh;cr z&=<9+bQ)|Go`G>e@;D0}S{){Nyktw`xf47-cExuzOp!LuK;%m)Sb=wrBhEUVr1Fg8 z?U(Sd_mUb6d@32u95|5Vpd8#;s$UUhz(><}XNA28TJw9FaM~GeOrx<9QUd?#YnKk| zx@z46w-21QdoP!B0+^_$lm|4EaHGs=S(JHu$Y{|MI^?MZ)%`xz(|0z%54s&B+t51& zs>#Ju;4x)3%|d+9ny*tXZ1veSa#U$YME9y6uXnhB&wdJ7&)`3vgbr@}A056}sIWUj?UV19o)D)G)#^Flo z32N94+!bF={+l9gmB*gUcY|`=2DRCd*v96P^Rz5@>(_D*f2?>H_*EHZ%hD8@jQcw+ za%hO=F@_#0O8#$gav~IsDAty`<5WHBS#?ma%ydV>ZKCWpNI>%44)=d5Z_L8;e^sm- z)V8iOt}r~FK0m4`gCh|Aa7^NlVT}BoLIhxcPgVZuKI*)%7?W5EpQkyXOmqms8ct8I z{cF8daAvW*qzTtY?_5F0<%3j(% zzc`t9`P$M)QC#4$#Ef0i4Lq(HPX`o1g#47)%i}%-aV2U>(WUaj>$LQ0+v0CP{xX{R zkJbUD(^e!Bm~+7$_rCl(iM{lcpwx$ee8fbLx+$o#l_Qk5-}s;xdv>zcT(=Z7FO5GM z*P2%6t$3H}*3XS|^EQfK&@`-F_gU2*d5Lc|+R6!Mdp;eTOEYsdC|>QMU>F&dkgm3j zClsZRa2uyqW)6%>@;zGnw1gMY5Z+KJnUb9Z?Vw&rQf46HlhS#N#QGg{ zKM%ZqTb;ilZ#D>rsxqwk0+?H2K6N+}xq9!s6>pPbN?|=fLKiicsfjLhGsz3=YvXMx zL8{vxbZW8rqiT}jpAhLTt(XC?d8cG&NV3|UN4@rKbu(?Zvb+Sk?^yQl80A5OE~wnQ zZgZt-x1M#)FU=ODFR-*s5^T<0e}bR-F&^b;1f<<+N~tF9J-Lm$I7EQmH^L5j*q0pZ z|9r4%SWDs|wZlEX2wd;OWcPdKz>npu$VbNgkfpX$5L?!){SmLuv@!72g`6lH_zx`6`k2p|gQWExz*T<tE z8np@%y@qwam_2aejeFMqPVZUPUxNqy^Fa{5{)at5iF*33A)fVtTc~KUMO7C^dP8%f zDg=L1o}|TsR`;b5kk$5@Q&pPpqgUi1uzE;!ocWe{ftqDj$M z9K7M2vsQM5*NAwSH-vZR8d`yMUG93>R~nFh#fBt{5_`aYsPA6O>2*13fgTq3lm)N( z(h;_%A-m@UZhzV2?=&AdF&&(d09VH>`nW&GI67e_Y>^~ubie~sYuB7Iz&ubM&z4Wl~W2+J= zeni}qTk?0ngTX&OcWK;u=sqYqUEf2(9(eS*gCTnP^RJu4+t50AY>jkd^QV9`h8RzO zJxo{@vB1>8!}5f>^^F9Db(pUe<5(IL;y0*0?UH!0krkY|*mZsk57tcn60-C?+01^o z5y{VmgB4^X`Hzkr+W8tM(i{gU)EOkU{Z#>?hpdOkTi;lH#W#Yzv9jwe+Ka-u^ABz} zl{SSz0z=oB4do8E$Jc*LfrW7;r{u!O3E?MSj(doKEi`{X#UgG|?mre3(4~jcMNgpg z*0h6ewzK$c=1}b=1lTSu%3YkJ2kEq>|8zlsxeY2aJN+FiiJf66>M!u!J}EjJUKMjp zG5u!OB>Lv3qtpoC3hS+n0}h=Y#v$mi@y(1y_;+xxgM?2BQaH<157Qf7;S7I#K`U3C zzV-RLPE4;^d3#jo+dj+uK-U|9>{g_I6`&6Y4 zzBX~V=>`Era@{cSLibl=7Nkc^&bLltZBE$qpc?^qsfA+dAbB-?><6nf&Oct<;NU@# zUmH8gN7UQ|yxBT!%-;YIXw{h57rRxE&XpA~wzwbVEC4p=lRJU22(%%6b5$8u|Wj^qrh}{Aqs}*#Cw6thUQ>FU9-y<{sH4}agV*t$3{sa8{~M>2CXJryyAOW#&+sz2jEk** zr~rWz<2M$Cx3cS>ldQ%0kslw#Zsn&B)pS?_PCMJY!fz7rKb#cA+`ZMiWK zHn^M7HU-EG{O0@Ho#D-T1&asRRj;B-rzx!#Ms>15Ku|bbX&R)hUHmzCJ?QFw@9MYr z$+B4Y_A~U?0@ewNUc%lV<8*fAbMvHh7e@DG<))*J9RA;8AjklLt_Ii!Z*ooV<>3*S zkWBF`RX}Kq=F4t?15s7Ova<2Ai9G~Pcq$dscTxyFk_wG243&y6?8 z(z=t|$9>WZ!4ia>IO0m_{a^7EjAxrxX2l%z(tbZVd8|>Tu#)$`I4wgMx@NwEh>%&! z(MrAP11t)1SoEX;bcS)jte!WnR6UM?|0s3i+s=iC@ZewRO1kyt9gZ!WUz(S|P(404 zk~`}5Nwn!juhZ}H(uPfYn^RB1@OLC(0|$fzbXVkSGtml}DoIEy+pIt@bb%cH2Q>ZK zMp&a6L-`t$z}xF@{0^SUr7mTSn{gnU%ty4_ zwJKIdUFxo@m92RW29gtIh0^!Qx3k=bB-a0gvp<Zzm*KObHjXCs3LAl}a^+G~ZPoEr&96LWm645*?|ub}NzE7P{aW2xKd?*EitR3LLqpyS_Y2JthM z^Z0%30?Zrt3$_Kgv(E6_7)7Dp!*Azn?;cF|#!p)(o37U`|4e)2V{w!rvGu8T`mqf1 zb~K`&6EjA=O=1-s+}*lfO0y(1t|3?|;hjvECuyJVB|ml2+8dxVwb(zF%=%6rgTTmN zfy}m=#MctA$n>T2b+PZELB)q^5{F}`zrz@gVe0-`gCtovytT6EJaQ(~vCh%oddu4Q z*;vN%o^&ON*DXahVa@WVcU2?rSeG`>Jn$9Zld0@oWr6_q@p?p{0-^-w5vX|?u!0fV z(>=Coe?IfwEGN4b8)r3wLI~v{PPEbE$D$XsE&S8RqQN6Htk?$P$^;EbNWytz5D$=q z^bw4{qktY?i%~tN7)83hn0(N;wDFmg2=S*v4!2Wf%KCd`xtlEK(Zx6X`1y=1vPt<@ z7SI}lp6N?;@(~aQ2F4$b@Mt}uk-dl;AFP;XeZ8LL%3oSJ#~OT!P(G6daiV?|q)6kg z1kSoGd~lZQ(w-jvHq8cEIx$Y6^Fg(TzuXrpq=uZ|6;qsb8*I}BqO%R+%EmxG=qv#i z)Y!Vt{%v{mTc|pbKnNk{#Is=?4kWh#6G;OMdqO*zUUi+r<2_p^Sq8OU zGM#FW&n#u=Pizu>xki7VG$eT~Cg+S3x1CFqNU6{NW6M**I#)W)EZI_XC-?#f4TC@V z^SL6wXVtnS5DP>`?c}?_5w1Ls8M-APuo3-LM)=4QP zPY*qo-2cg$VYJUUXIU%T9wp|rT1K_sh2LnSNpC1f@6-@Iurhj&-vttxUSUA2M=oj9 zof&YXhk;o;_!_Ncky`c9sK>;}oEX-n_i1>c&I!1^J&)YAyD}@S6Tw-{(Dn`sTqrXW zv|(2&MxjS=D-u5~Pe0VwOt51;Iwn-XBW{dj-RiBZf@D}V#LQE??nrNsVL!yo^}Hj^(2$({yXZE>J=R7`<$G6IzG;AR(n&>PKAwS}moEhf z`dIyWB|3&~GnjgO?$8|k?LKU}P0Vqnb09n9;?d?%vngB3c^o!8u{Z5_&IC+A%OBfIFT zy16!*c60KCSUJK>Gj_Xpea->yDU~KqAf}NnU(^0_GDWcbdLu8OzTz3dDna|t%1h-h z3cQ%GyoHm*QO7h^d#D*hfPQ#|##pt9sWsvKmYUZwQ zG7ZY~JtUQeMmi!sQua7bTt03<^4WZxM~QmIXR-N&>elL#U>vG0ou{n+XKA#|R$hXT zoD3ES8uOrDZ>PQfyl2pYs0Z~<9KP$D*P^NPg2{CAN2)R3c>Y|6JE>UaIGC5j1Nw|cc^P~94!7}fxi``z0w z@avXt3SaHa&xPM_!HU5t7uM|7Y3R^q{&z==kCV?M^NJ6F%*GtiVq^&GW;wvvbkAwi zY3tLC1KYM1HVFMoBIzVoE_vQFcNo!_9klH8Gcz$oh*I%APP4g=0y_p{N5PHHgDa#9 zEN|M0b_K_t^ORaWnRl$>9qY%)%wF(X0N4c`hlp_M#?M5(0#nSwwj78ji9P^5C`M(< z=)Y4@%J$G5xg=m=L7AlW!5Q#Dx#l|BL+LP|aGr}1S;{Hs-PSSbvlYwr)nPdyPC8^v zjm3^&&lAeQ){xnN+2g^TFx%~EN%M^lRGs86qtIP~a9vlIir}Sy5GO`gy2vFBFNuy% zJY}0-IZzYNT(;Wa+FxlTeN8u=@Taq(Q&e6eKM_Hwt1YD$t+G@jY!LR(Lk>N=Bxzi+ z58|F>4s)u90J@cD&iZ6j4v3Vh(DfF5AnY3Dj$G}^PfMFIn^Bz4QBCu(EWT?iEH+Mj zeUp3~-*Dm9EKb0W60GF{VRIewIM|qE_#TS<=HkVFU+ej}Z0EDPKm%rHJVsEn7)sRRmW0S5>0`{Y4 z*j=oSF9ZN8*u&?FjTU!L`VSK>^}kaHKaPDoS7bjCKgM1wnELwDj}?py+`oBUK}rJ% zX0$ijka1_77|=B75nYZJUM09V#-&hpF7EDA_Q%Q1as29gr7jB-6jWw(o2y!WuV?8) zd1C|RYwdgbnkMTVaX_f;R+A1blrc5C%r`X3umofKRQUZrag*yk31Ghv^8F`aa9_O% z^L}o8&3YcJ4xdlxsSf+NqkJYfVL%KGl$aPIrtdWZ<%X&k)V!R^M2v<1brEX=Jb~uR z_C5WvhKIPF@fXxFeJCo;7c9A$M42R1u5&M;AE1Q&|0rjA;2oUlVjLMKT`vuHIT4mu zX04M3>S=7Dy{J6;moY;q9m23970%$UHr_xpTy>b*!>tQrjkT?uU2AB7pgk1!d&V9& z)<`j103b%l6UB328bAX164&Z0_^-ySB`(v+BQfB2f6ELI&cbciQ_Aer5W4}9mwNQ5Ki50U@KW)Z3Qo} zVP1^Yc(&dvfiizX+a+@QS`7 zBnZglALlsYP(U^p*u=8Fa@hUA)2pz!mNzwFS&q59ZCc~%vjJO`D4b7kbLF|DCfIr$ zHmAUK8a?6Ey}DQs3gEaCe0-p|Xml_k_s__tCpLf|(H7NgV*l=e?Ew}FJs&5rf<1L} zi~C?WVK}F^L~g~+Y01rgXf>b5O;-m95UL2JR|;Qq5R)5(vNOPFKxEz~Kt46PY|+zv z{=QCM)II#LC8VZxeZe^>txcAHoDF4u*ryU$W`O?Gb3D>+dqT`z??_X5iK}vd%kV-| z)<9}nijHdnQ0oO4bH9k#5KG}Wvmgt)`MB>KW0d^U&B2R0#|jr0Fl1KhsAOSsMt_zK^g zH!Yh7^RRCRpLO^TaYj<8Pt)`j&(n<7HJJd}kpCBLR*AM$J0a&%1!T=RB?Fibo3zu{ z3%-z53DQV&rV4O1?tBUbBN&kZP$XjFVj1tf;AycB_5zt%V;uYzf+pP-x0M9sV71JEuo?7NDEdxlhC4Z9up#-c5|uH1q&i2jZ+uAr6Zl z2Tx+H*QiD}65-VsWJbSzOf0F+afJ?PesGiu-6mQyIl1(b@UnfqL;#hqJp8b!wD!_$ z$x{Ky8mT%2A`bxs8}OCWT6x=w4h>47`ir!Ig(iqd%ev~2PxnKmZI}eFFyG~SJtm;d zCOnAE`&^NC7eJ~_j5uT}E6c!q7)-w>vn*3;0p|U-cbZxMx;pYiR8uub6Mk9nc2Ud% zCgEE$Z!5bRcb;ci@()#}oAoaMoo0xK0w8Y=HX{#;38AX-IjHYusz<^N#E#A8vmRar zfQ{*M#bYT=Adl4ptTNkw$n%pAF=dpEfoicH|LG^q3{ep4iEEU;-}XP1IuAmm_Uae* zYL8y@G#7?m{_)!{gT=Cb|C+KKZ_y+UFRk%+q2unS6Qva$>12wKuMNM=mLACz!DMGj ze51FvtchSKd}Wp(UR0s|f_P0tU>S&rpKo4E(%X_%W*d_%|83AMxs0fWw+0_VWhK(}Fu%-8RvTv-aP7`9RsO(ltus<70-afZ=i|Eqg z|B7n6qL+sTJ$m&3=A&`DU#Ks6Ezg!&+C~CNYofxTJ~$y2L#N-;lhqRIC9etm@Y2~k zu-(gL)uB6%0X!%wWs1k&i>``WvyJ;6L-eZ&_|paCjB+e*jq$L!mf7^DPqx#YXF1j5u1(%Z!5&t=LP*{ORmmcB#IDTpQcdy50pn!aD_K;Q>K)T) zIm~69aA>abV@7eP3m^Au%T%^H<3hgYC4?kkO2U9duLrNKOm|7=;Z>_2seV1cSWnNY zPDiN=Kl=3mUCI!40;`Gbzb#grT7wJUg~W4w$<$p>AQMEy*>GgQWnqV}r;xGoC$;m= z!eR>^3FGtm>CW~^M)p6X^-?O28U`8-4ZpMFfo8wO7ImHhK~wsu3j4x!CXqtgVyV66 z@!tS$Q#SN4-SIWO$(s)I7Of+=+^hlw|K&RkwNCQYxzSk3c?GHPQuq+@gn|?RE1szO zzW)7y%A6g7VHSM-)Gx|o^K>; z@rx2^mHq$?zD9r5yiNFY9`KyQOaa)zYUaV)$9NwCW`ph=t6TUj_OahtCp#f-ZVAY6 zzlxY7V|I+2nssTzUz^-|dVx(~{W7Ty!77GLkbd(z${q3=DZ7hAph2D^)KYfgGA}dl zc&iYT;d)oNI(WxO%7vn(L9e=j%+IsK)3ytlSpfD~a9IjG)ePk&Dj}-|l|JJ1dB7S= zVRb`=L#qD~w*MoUR3m0RJpn*xcpH#qO=-N1&*kO>Ekr3M)}kI`3-4ifs)jS)j_K(` zzSHus$D#iE*iuYtN?kn`Q(rGRuUv&D$rdkYZG<09!~{*uQqPG71^TjOQ_oqDqsmqK z=~j2`+U-CH%MiVchxO0SN0ewD1fQ?6>(WvRP;&6JR6scNuRyLCveJzx$2!IzCDNe) z$m2QDP3a+M;IUqqp23!i)WZ@o3%?G9+kvlc1c$SFy;-$NCV3Ff9^`XZUzTIO?_lU= zQMwoHwoB3g1Y_L;cvt#O8ACK%KUndFRjkzx=h#DOdDiMqU`(-JxVjfcL(si9%Y`0B zB)042hf}krU6~ozmXm4N{1*8#mbZh)($B>D`bZkN4aMtR6|XNZE(i6C0qO{k4-Can91}~tsa1!Fm|zID#7ioJeN0yh`@&YrZsY8D z(l?)SA(jZPZR868SiVC z8r*ca!yQAuSg5npJT*^sa4T`6SNy8Xs555znis5A9Spl)Zg_ZX9_fppI#N(5cav< zLVf!?@$j8%b|Gel&>i%^&+*4CRpPCGJ}@&$SN0+fd&ij7X-Z9A%4_o;#!>rPf$Nvw zc3l}E181WurMe|G8MP$0@~n0$dQQgpn|3PuE@8xYgj6-K7x*jMi+(H`Ih3ybRr+oj zBa#2(s~ZQKkdMQ z1|^XtsUDI1jfJb+II7kY<=h`b^u~^#Yr%9UUBdyh#nfKqqsq+R8^@4FInbDoEsSyY z>iVXhlhuw{fhRB~a#*l9*V>)WT-`H^=XnA9l?DYpO*wQcKz=lD=h={PIiDZl)|Sgx za!EOwkz3pLdF-cX*go9){oL{4mRq_GFx%;1)K{+6S$J|OduU`PXS1pvgx z2}|z7GTf}!@3eb>bq^q|rL zusvrG&`fde(C4bY_X7*C#{l>!K>_+Syxq-Z(>)w69~Z8YQfCxZu4cp=ZuoxuDF$*Eu)`oS8uOS35g5A1Eh- zdlcpp0{i0+EsR_5$k&dqmiDCf_%iU%g0p@PtojwZy_N4^}FkWp}Z~S;x>{KkrD`IGU{PI?;hT z`Q24vz6TTMYabKz^(nYx^WbxE(Pe~D)*Ov z_>&|PG8KHPD=di+w8U|9Yj-H7`}>2krQw0!-)e9eGf4RW+L6g4QjLjdBXdGx%xf!z zrwTzlCZw@U(&omJCo^lU$SvcnlWp8o@(>b)SsM@72ZF^TpC)P_!e7&Rt2PeX&1OFL zf9<_^wyMa+Ifbv}OkD4!rBZ-H8e_i5V8TZ5Z&8+-JwS_CU8e7LUds1q{Ie0=|Fsbv zcC4kZ!P-$qAu63mKZPE~QH2_YOz?6<3cWR?FsFD;VIJsuwYL?}P(MDe0Pxw19qdFt z;ccu*5U3nB-B-T^@OET>h6v2fq1xH~j78GCy*1sAMh+y?bQ1SWvm!uYeK?rlZp4p4 z&~ZJ`pOO9l7q6 z;epK~wgy#R&0ukTSq1t99i-eegWz843i<3W zKb8Fn!V{6R#Pxsak$Z3x;7Sv&1~66m_@A}BSAi1?u4&|NKDJm8Ma*2>wMV&ZD()f4 zo33@Tvzt?@?s&M@E|mJPIaB__SkygI{>`O;{=V}3xW zx3B3oM=_W-=OD=m;gQMucQ#qp#aJR(@q`Na7dxF@vI4y(z{}|JU7lvVi=bXEUkQkq zX)Qc=c#zniF4q5b_*t2fUE`ySo5F1CcJ0W|ljc(!i4P2)0Xe%E(G=@Ul8T$n+am3} z=)(|R`TJ&#@nn%AyIp59px7H84SRRM)ysn7ikTKjPqD0kLp3)*T*&9`#NwR1+ji2o zVC+||*53W_{7{qPv%{;jshCw@0L8_7PrV~eYn%x+8K+?G3CakV3rW9*d*UqlVgIW; z>}of4CWvfFTy-&f!;N+dCKg8(EjB;tn#p>G{e{K;v&ysHU&)nWQh5c`{%KXRE4==fnz(^Fr{$YRc63h4)>B_U=~zg6)w{q*L$Ki`W1Yg4rq-r~xbX93{zLjzudtyaoG zplgL(>=w(V{yzM!Z%Zq>nYf*rLLDcAVA>I_AV^X@<5^l zNz&2@hr+-?DTkl&9{2_7Hv~0s!-73e4Y*0>3r?QGiO#E6Wa?AjGBbJ0$CiakWqq|B zdN=Mi-dIN|z!tf>#@UirLUYiyiD<6j)>Y|!B*)qo#Vfb3{X@i#--opx|k|c!6p2CX4+%>A2q>@+ZE2%w& z$%~mrl}f|(Po9B7=Ejs}&0MKgHw{P_iMmo;PQw!Qnqjb+8OG3Ts>9cx#eFT* z*?3i!1(WD{MXNGMD)n%;8$)LBHse8mzB4*zUR)vy#xa;%Qv>1GWXP($%CT|{4+2h}S&f#-BX&|-}C4cEY zJJTAnSj`ftTD2)|IPq*~n+5-S`f9Pdv%VpvfLEU#);LUjSE`)}B0&zEridw7F}vPV z>mOjDKg3+!Q@PvB2wou6U!6Hyjp=^v^y@f`&wc8>M^@ce_Bmt3??Hf=iVpYZO1#*9M_-7SPV4ep z$|ql0PF87l4;rN{%DeW{!0q_ikLisa&z;#>PQ_7(v7mZ$>XbJ4c5BEc1W z3@14?>CdVfBaiE zIg)(!B?ceqDoB;b2JwShUyu7_c}2e)lr>|*YEC8>(pOryIEPOOk7V84OnnfNDA-XF zMPc(fncV8&ER%r>8UP&R`_2?ncg@%XvzZd!0tLjU%A`kEOXB;yJsBP`&zo^9No4g8 zcW@=4_q&apwY!3P@8FUTNhJ}#r}sG=9;x+Nrw8J=50e$*}=F6 zwI58yiAVZ_)Ml;IHuyFXnR0~*lYl1@<@bVK zQn7c8uK%xiVg|Vmd(Mzo2w^&qErgo(a0i5-EZ?Y=zOcpuk+QdRz=`2W0KXsWyU3B)SZY=~Jzrf&fH9k8-mOEJPwr_>+x=r8 z@_l$R-o_2yCs9>?G~W7BVf~#RmsGaa-}u`zZFmu$NG3<>#$}B zL3jMWE`b`Vt))MjZ%+6mw8a1h$9mX!pWmGjA`5SGWefSB{9amSZ8j@2yjQyi(5~Cx zhJb(`P(ay#B>EaC-R~tat>CXTd%Tacjx9kT@2!*|{VoMelFRU1*N~VPq>lo9@0jvf za#SH3%gKh#nO=nA_T2B4H1`*oz1W$L=x!~1&HLyHaAv%;!atMAq0r38%1Fm~2VvIj z47Msso|*x>GB*7QCT`iAN7!{Pk}~5Ae;R@fh-IipT#$cU^PK|oC#;xZK$&vgR*>S+46=zTFwh>YME?R zzY0W=voj2~V?y_LBstK#O?ymD45bxp0+#H2`D@SSwRz6tuLkNi@q5X)%p@PYp|ju7 zd|weel8Som-)U#=Jr!xcQ((>9?-M6Ro!udE2%KOp?pk3EU#~;{XE$>Fe}ugSRFv)7w?9K8C7^UE0wP0752+$ZiwX=<(j_Hb zf(VE-NVlYb#Ly|-CEeZKjeghoJo|n2{{HW`|I4*pvKGSJb;WTWzwT&E$JW8$0* z(B5lYV5vn4`Wi=a4<1lxtGVdd$I&5L_uB8Whs^s(iRoP-wNH>(BSj3N@Qa^nZB*Na zf#d+Z46*sOeN^|p8aGa^JpN((c!xk>s!;kK(X_MUqfaK-iT!4LNzM*8+j8S9-Ai33 zMI~f=x zVb|S!Ot9Q2?BsKV#CMdx}x zJ~z^GccdX2n`&iJYRFV$wM#$U@V>_HUza=f!^n|#*`#gR_xmm6Smsv!0+(-m8aLG^ zhdrzo^tYR8fO62v5h$R}=x^Vy{=3UQLX^q;XQ}e`7nTW0cy~aBNj&g8d&~LdUF1-#c=jaF{Xt$Db5&Glu`+$ihi9{oRo?0T2>ODOa~FfKEqReiuj7%^hzzIU%8 zSRzWJz>$U}&m~0Mm44eZF58i2J7s3EZ$=uP!n{H2DvG2EBzY3 z95!B%ZKsIoCyox9U^`EIQ$j>YM?r2qV2C;TrVkRHSWk}z7;lepok9atu)<>ml&CTyvkm_i{4WVk>^lI?lSUG+@*7 z(!akdLYSobbgRg*8}c5Bin21UEyKTS4q{ZJp z8dP$8ibq9h{bmx_b=`J@3ad!>V?(+D9E)U$s5atu;bXhwK0MBvP&@{xZXM7`8hP{< zCc&Py+j%u{bpwKv8dMW1@Md{9z;Ju89`G4s6q7q_rMBYbZt3X;t0FTLw9n*8eBP4u zmDc2~!)`_7p`g-)G@WxZta2%Qy>t#NP9K7ESzaz%f?lBEB0?IR7pbN_?gl(ag}3xJ z&BQD9=tLHsqm-cDS~G6lM9>51>em38;0j>y^`POw`d|76iol(K#nS`m&)P<6&{xG! z_mlB9n)g@x`7_|$MhmZKKIQy<2zW>wDjNXu2I}{00tx zEVWh5Pk9iUFanUtCW(S#2ngp}IZ6+Ecvt4UiTKlk_%(!CpNYxC7XrmC9_}#4r>4+# zdz_3L_n;i(oxpN%=VV3!7~|rIJ^6C3qhcc`x0@ayV&C`_90SqM8$Jj>8rx4oNBxfz z+3V2*Sh)7I6YNJ2SlX&idPz zBW};kS&PIK34_*O0Y=%KSKMoc!ox15XlIGceP>!*bCr_80Xhr zm=!l*Q6ITDPco<2SF?aB`imxD0^7BHau-xHX!eyq2vs(B7Hu9!JTfSH+JTh*3c zA`F?uulBr8jkSJp&=>6rxSd%?hn)4oEgi-2EcDmHv9{9cnyEDP=u2OQ*UzvDi_IBA zZIIw$tkTCb@OIm#wf~@lKRxK_z7?(MvYw%UwpB8yxL)CLeLSkLES&aPR0`fdv30)q zVAUq7(MW+!O^dhLzp-zpK+4()67sWTI8Cm>S#=^in+ZZ9f_D*zE-R zy?yx}*R_dDWn2P(aau!T42#ZvZl8c|@kxlqbAl7aD!^yk$Eej=rU1!^;9%jp)(jhtzFnon=ZArQfNR4;&0Eu)M`RWrRX0eS;x1NM48 zz>s5IKa_ycG9K(iT0|9m)hOle6xt2U6jnRS|G0c(HAJvd4VFkhb;lbL-u0TIOt86x zEKJTO?5-2on1GV#@fXQjP>kwhUzM1|2hsj4SDkfFbVBQ0WIbLmivbQ8Djces(b@#x z7tv9g|4hYm`Z<4$H4Pp_!f@VOk%yp;V579|1+}4T$_?HW9uW)y=auzGFjI+uD&3_> z@m`HACwpztr)~Y#A;tjs{bcE=8TF`VAu!RR_Q%352JCsen5mz!*_GU;d|o#xewF4| zlB@mEU6;MuY6J2UN^?QDJ`Ya5ta{;=Qg^}Aym(fNls+Un&Ww-uQJLq>e~wny!*#^3 zL)@8=j52az{tX^>JN=L6mn-pBmS#iwu?k&Q)!Sv62X`qQ{2z5L0;+tZ+EI*-H!yH9 zz-TU+*QN8ebeIJ1M1|@IQ;AyLQs4|4<~qE7i4frv+AyrDeo0C(B9T1_o+kW< zyrrf(zVeEoGE~A^tyt-gg`9T;^FpRwe_E~S(ZEE8Xa^|pBn^;74t`i`=6HB~P{JT| z4uCSu{HoGj+<|EME`mQEgWIjKA&!`sa zL!nxfWrF?pw589Es<9=ib1HwpD|T;dye-X;TRLk`i2w~d+acWFWnnPCk)%H}oC14_Y79faSn;N)!4N+9kOEjEIyy&oRg!`+|D9{|q&H`@XPl z`P9J;*+Ypo~}!qvbUT-7KD#x+9nH=v?Z2j25ox z>ZFH@&*ZJ8J=eK~#EMN^`X0vg;~7gLZ&4Qu)rJ;;=j%=r%cA*t*$ECpv5o}ATDA*L zWC)gN26;SeEQVnKHAC6a^q|5-;#bz#dix7){i%;%SivOoFba>l8$FR8z{=o?qs{ri zEqu_w`9iX-8iif4-m8x!+|1TK4>_DcktR9U;9@Q)^C9d%<%9Hdh%ucavre!l5h8YOpxQ6!VeMik%1onsgUtQH@2k&5+}%8-DGmR6PF|Hw%jhVe3py6r;e?PE z{kkE6LCO$CF$L%x`$JAWrJsZvs#a|eqJ%P{Md6Tl zbmEoyDzb7RTj#6EoW`;7&y<_LV~4C>R~ zcYCKq{GfFhyTioRh~0dGPMFUQTlY?r__c-2s7a|uiS&deM4n`@skPO8V#!Tk58|I_ zkDQD?($sz~B#EDgHTT(LBD$62k|c3*8K>&QR3f2vNFG+PSOKizK@As1k%QIvt$HL4 zxhSp~R2kO@5G&LBK487)FoBV?Uv3pCyg2IUD^(Fy30YB4mzwy@n>gq>eM^+mIKd`? zcB~eUjqer`3>A?>lVP2Pz4|viOMwhHzwlYQ@4)!9(avx)uQ<4?P30CXSn~xPZEFsZ_CO`N9q{ZI(W9ddG)A0>3~D?)kKi}>rn|di4l)$?%Kiyz39{8Wb(Hp zU^5ya>%#kZN5dMd{RB#T$c4G{>!`yrZ}6kLt?k1uJ}4*A+M%_pSYF;1KDDLTJ^`z9 z{pa5VLzLL)wqXo-sfAzA4$yMX8*_5=H#%)BH$quhqP@C7)!P3WseZ9QeS(y76-6_E zzTEFZD-mPBOZhDQ>9H@qjRe^yb6D2<32Hemxw+4%ASMQKBEe;p+tQ?B2a8_tK6NK* zOv*!UKfO3HgS^9@nQBRA+Fj`?Q)vck@Grw=tLt3}ZC|iPiJZQct# z;Le2Ch)f^-JA&nl&4SsXv*h1b#sc)ZxmkCiR({L!KdKTQ)i%9Lpo>O2h2aZ^yrD0I zUTv|^B9^p2?EzoNRhDw%NeTM5pqVhj#5So_^b_X%uncAw$3RZ!g#~RXoX-_RQPLQ+$kQXUsOV`0+S_gSCDdO{Dn3uP+2Gon-C;!u}Uh zCijB%e68jtPt+$8hD7*~YYR>n5VjIYu%YiZD?7|MuVzRUGEJot(TR**SFF-9KU$gJ z|H!$dpe}Y1GwMO08_1Qpm!ONsVUZH_T{F~=UIZtGkpj7uk|!EQzhHu`LOuN~S~R41 zi$U%J$Do*Zu==0~PAnQO_d^4OyBzPo~?@7rLxIEKyYOMnub4++yJL#p~)?MdeP z#S5s^IJB9hU$#Fk+IN64G?ICumbb=YD$W}VZx5HtyC?rxpCJLm=^VQiHoNgrVSgvc z%}xaDlU?C)0&kqzn!C%)A@ucy$^P=SEHrTWD6lD$X(E#~5$PiAoQT+xLES1l>0My^ zq5bkQ}8msvW1Wh-^rZ*YMVtncKGIHr_9Y@??MWU-a^igZ=vSg zxH=S_9#)vVc6%yfDJ?|ImJoAb-dCc|!jC!trG;P?q@a6BiPM3!_ZKxvp?O1JfU`Ns z$P@eNLny7faZEMgx_Km~ouX=W-3#kWzSvim$uR0_eQ!yN(KM<}r}I)3|CelTFfPYY zoy$^Afn8t^fDgu3(E33`-wG0F&&&JsO-&y8cuF!^e>_a|OV}WX057QdXBH*R9L4Ec z83kf?whEWV8JHNiLY(v)Zqi10wLwbdBNSIm`|&iiv@<*~khU*3;t3VhkB8-JUFfz` z{uh)LFM_;xkD-NokR()AIMZ+|w@IY`-06G+u$Nj6xQjuC!$vglF0WgsMi))6#l8=5 za!yG8+gE+g27KA~=7!E+hQOj{)O3Un4M2+uw@gFlqjnXx05k97n_fdx7ZiF^cou|K8dGIG@v=)My$lj^U6X<#tM|H)jBr#GrK) zfIXZky)d?1#XIzo@pN`2ME#Zf+?L?OH55`W)8`0;bcmoxWW)LLDFPsqji zcfrQm)*f3ybgX4xX-MM#`UBye^UOm}CgT;(z9AuW!%?Hq6v`63PZYcJyI@^s{e4F< z%~Rp3=lCAW=By3ahEW|do=eZWHRb!|J)+tN76f?E5ce5<|FVhy`J0)bA_LRq9Fh$Y zuKcKb3-UIv%T@>Q)F2w_kaj?DO@`#OLKYa)tAgG1f27g!ZlvW)15s7@Am}>Sp+7sM ziY@~L(xDjHg3K`nl={!o)(sH3#|;s4!e|Jy+8LXK!hfVz8vr=}2k34cx0`XvDzmht(sBlFz#g$^h;MkL&MG40g#e`jqp&3RSv;h46L$krJ{6_+wiLOl{L6iNU z?4lT}MAZy?9Oq?Mcah!^fZ#+M7hxaHf`N}qxmlA0eB(hy_s*}hL&kZBE>znLO7LS= z^MiI0&qtUT5n}dNV57SN=EH{tH3y&1H*yQQL8Bn!%p@1H;${-L3cGAE=MDb9;B75i z-AbG}YPF=_N@Wf!2GUqOsNd8UdUDntg;!qgRQG_$y7^Z0a<@fsk5So_t=z+DyFtT) zPo%1uW)}txpNJW|*~_Q&c4|+x4?&na?iq7zb2kv2jB>x1@sKJCzA;MvN^6jlX^trv z%^d}PQSrD<8!cPMb31K+2jyoyZ@*sw#WV)|raqCgIqwyqjPavdlAwas-9SUstVm3L z|7&~-{HL9&J(Skm!5rU>g2+Z7EGIxJ&n3y6ECNRf&piMuSk$|YYB}FLP)XAE~3%<%l0E!&n8A`lepBt5LfL6a%I;y<_NaDNg#ivVPA!34v;yIKp@s1jv z8u@H3n^$wtx#CSEX0qVgOe`IP%5}2p7^7N%7&Q?H*eP;rVXd~Jvbm^MGg?c*hg);o z<+J<`dj-?d9#cbFr5eR9xAcR>e>q8CfK6X4IFIErrP`7xh%2mFwuS5>!`i8Rw3qWp zz0Yjn5|I+N@-T?v2j~#-0Oe3epc4u*R0125#8n^)uq&aC&^wPce}N_KYO~8kH~{TG zTVxiEcS8sC(+@qG{D>Tv9cOG@0e7r@jDE7ik1z<6dg^XIHuGNnQVtf%es2m8@~Dww z3Fb@V#;o)2AzxC^Mw&>}5mkC+#O6Xzay}Q7ajv z7xxOA+oGC-ymJQbp3L?F2;>r!Vb?$|L9;Z|aByBkQA8vBwwfmQGB*%%m>IVnx83jb z5n8iDb*?%!;dD-OUIsuNaYUX?Z1p&!3e20kpwq&1e2Yc3g>`k7XQZbpx*D2#>q(fk zEiiWBDW63ks#m%tkcu;R09;v3m_iNZCE_s+aP@$KK6%1j(7Xqrvn@*}3c5l*>4x9G zVX#etCjFyVc$2qXSM;g_fa=}OEyhG&9y+k{O!v2$?e}!QwawwAF##-rj&X>^jYB_9 zQ2sE@Fh1OhsIW`e3QsWr>a$(jD^H7YXQm0szTnD&Qm_V^2&&d1`%(iKBP%YK&oNFF zPjxdxPoL}*C|2xHp}8?Mfqhl{#5e$r%mD+aedG;;7c1^u&(#>>Eq^f4pHAXEquNr> zG>z4*%R2=!JLP7qy+IqDE6`&Ho(;D3Avp%>E`;gZ_PezEAMN5eefd;csIFqWT{=ny z4~s?lqqh(mdtjPN4-vMkJ2xr@;|{-_87L`njXX34PA#{$bfEB(=%ay>{R%6yxvv2n zJSWU!xW9YhyXjpK23DvjiXF=}xVfnk3e;6SrDL4%1KNtdgNe!z3?==EMbY0E0Lu;6 z-Lk2TZV)R~i1wc+{td=L&H%iOZBlqK=n5h{QN2^ul~*z#t8ffTx#p%`m=&#Jw07ps z(b_Ji@4zz}6RqPhu3mtAeZwmwqJr!V0)0yp%hmfWms0K7LI745;R-087lU$;^XdbH zQdZYq16+n|D<0LCCuIhdlUAeNrM&e;1uk@B{oG|OeL z)#74MvxufO#`3k*rIz-8FfQrnDXMHD0#Gy|{a6;CrC2@HDlo6%%cDgYwS{$KtFb<- zkx7X4AStmZ@_OoOlvM^}OkpA8t}W`00L>rt!u;%x+E4OdH=^L|^qs|@#2?&?`e@1b z+b3{2YpXpDI#}X`9YAlMYTL^J-4~QR2Rk*jxAlyYL6zWn`#7ZLaBt)6Q3-moYE``7 z;jDIwhPFn3XAQ}AO11tk&?6=Du+msi8q{ zhp)L%1{&Qkskc56B3?8_@7nGP$Xn3E(;m#Yg$#BVD)r*9Q}!i_66)q^!YAPQ`t~y1 z-WCY>nF{0foeI2P_Q8xKzn&t!8F(!rr8HsAc$-6xM?W3b9RPs9! zPzP*pByFFm6~;33 z+(O~H$A0c>o_vlX`&>K1;8Ba?r#odQn7eAzK;(zDOkC#OM1^{$y9&?@UMH%3rL_ZB z2|4}!eqsSCt5Lw^vl9?p!h`!oAgZRVlPish1B^*KQw9_9kJ1{jCBa|#*c>4z~K z1Gwl_%lYC`3od4w;eB+2=YEb+>NO#72dwIAmBwdyZ|5v^{AzIJ20@y$0D5V{_7}WW zwL!sK!O6z4$?}AUwMA>MO1x(T%D}*si<;hcCZO7Tt>>SUr)|5~@O3bX;WW-&hdlcj zA#*pB%#e?gXm3H0>Rou6cOOSdJM^bW=KpXY$9$$Oto0>i8n?aFuXMFunP+SnGrya| zJaqio3>D&_SWb+zCi*VAHFet{2eqA))N)BzJ;^MU(cI%b7*bKAb3k?ilD<;Aw~Sr{ zDR$_qIBMbepx!Jo>yY>nJx^KeFJx<`lqbTR9mMHc%9FSK{T;A1;NHzzG&|~)ooI+^ z1tk}xF0R+KF;@eg?%vVCy+^P~-Pg{fWTtvkj=T(_d$wCP#omd^$VaI4pdIIrR}8QJ zj8C=uPrDpu=j?i07oBt%ZX#VPFFrp!^yEB4j@^18KTmgROuUM^U-WQEC1MB>5@a*7 zXvLuDs;0)~rU{PuLx1V&Aid?;9X!Z)d>|BhQrM?I{A@q}d}T)x#`%E7dF?D*j>BfV z0r7Lae<{p|xFZAe2&nFJx7r}_5L$|%Nvj{CMe&4iYj`sUcVR#wbxi?iGb>VzQG`(_ z7)&>=Nc2ADht^i&7?GBscQY=>V+2D$6@*JLb!`6t`$mAg;DO zeg+q(ivj#C+WA$H199u82uR4MrM|l1_0GaXvV$V_*FPcD^-sJhpvOOZK{v%k!?3>y zh*%c%a^$U^c;NgN=vl7QkP$P5D?xvHwjFZ{p2tqRBr0Y$!AjWofYrhQjw4iz&?L!U{VxBr^${U59rnd}fC16b{))3p6) zQTEG(wyfJB4&Y)bPvz29OP>8fwXOK8nS{=^wv;#t$|qfV>j740_tB3A86~2+aF7tx zfL;PhN4yYL{HDD;Tny3!yo zb9q3rcOv4*UgVmRseAt=h%X7_8r&gYVY^({6wsly_@O#x*1pgb?=tu8Ys1dy=8_Ny zv&7}prv+3FpO)ZpZrQAR6>!9yFJbt4W0ScZ^W1c+Bs~Z0`3?<$j_dBnP=woO!cCS! zaf$}mNELMbu!XZ)$dVK+9i!@BeL!pn1xb{3kh#8kIzolWi*3E<7eNyeKp8sX+WCe^ z*pmALygCn9B8J2M=d~};DU9W>Y*%k|V~;^GN$EXU679m(&P=eiOYQg`Vi**!c*9bQ zS8hL}M}>Cbrh>WF`Hcae$xkWf0_R5LK(j22;^}JMx=pmQ-~~d=6Lg%)>ZtT?k7r=c z0t`~yq)AR0G?&zVfW}26)`Lfz0L)WU5ACn`^c>|)u8j4sc_5BZ{nY;((Te`2EYwa+ zzU@ms=AqnBtE-m&qdw&5NKXyJ7ib9_^8-zEP$aTgn85JdGtccC-fP(0*CRjit2>xQ z>e`T-H$pc+Lb0C&&}>~YXX5q&n2T|OeZzbrg`)M=%X&|Rc$?860rq`c@);RS0uQc} z5V4C-=?XTW5c`DYp-U+iXmGmKN>k=ZeqBf`Q1&sEy`I#ovhA-?so1%Kxqi^sra8n_ z4XvL`Dc`;?jtH6F8>e;;ByUlavPeJ>AX>+NAzI(t|3b8V?tc)i3P7|D{fZ2Dx>z6~ zuLc+`hG)D4fot(Z!Kd?P^G>!V>~{?1p3?D>~Vc%>mj*&6W(ha!zB!pl{2W!qOj5~$AQh;UAw)yEvdaubuxSa=7=Gpg`c2C`%h_Z)?yW5l#rCHWTYPbnVW~t-n|XHZq`9(1f16N52tNj>8^Q^ zHLp)npGZTNw(3)Z%T}Nb+jOV$B&QSLIcn@D<62)}9xK15awP_i-I{jbCbX7|22Kl_ z9xi?JL>x-WrjQ^GKi>;*U?}}r%e%6DJo1{;y$IXElgW6jgq}{061k=Oy>vv@E3}M} z4*knHn6LlBw7vK7>+jE*i|=>l`Hra(UZK@AML%aH_k118WN&z`%kgnB6i!j7)$T<^ zrt5g0at?nX9HW2XFFK1?S%!bH6SVaM%ivW=Z#p^6;n% z$$3v}O)r-tGe@=+K2yKO)1>a)!qwYyU~f%IX`T5-d3irARb-Q4H+}+PujjEl0;zjt z=_vf{ZG+32H<~mYCnsBt#GnUT?9JiI?E#dD=pr4sS$4gURs`u%@3Y8MHr!%}@V}2U z?q%;=xfwcLt~tchiYCmGt2H|w+UK2Tt4mvb{-a66K{TgGz#>oOfu&Cf=1MC^8;=8P zQniDIw1iQ-Lr-o|%E%ZsM4uKz!H$A+Q_8`m&~wIMJvA`l1XJP=xD-^I>wF1a+dY9r z665MwsuB3x-4vdDgt}|!U)r&=BMoJ`LDoOy%0H&y#7 z9LF@9Zu#%8_?-<9UY@tw5zc(x%e#q+@oW57r7~6yFNMTYmR^~u{hmV91&*wtkTZ|cKs(Qh zbO?;^)qhbV>2zmht6~~)^d192T*0Goh@#|eaM7*^l}~Y>oK(uKV6uWrbd5ubQN8Tw2VFN zd8>ys++;{vD+EwM`z7j2(6ZqQMquGVdpZFE9GK z+wrpq@?vcaq_akj5(0eOha=9SK@Oo=i5Fj_;MxBs+m0-SF+qH8;4mK!Nyf1xIW?k; zZzGUv69|AIKT-0UD1W=Kcw9~o9N)p}1(3FG1&hpwMtMc8Jb(%m#R3)68%^8pr_>6d zW?dQ7`hnctgzzohRyx-$tSZ4beA#K{*o;pDxqvzu@TY;@pHMjnTRjBIQ0(`ziB5SC zP4!v600u=5t>e_2ow`fQ!~X|THNlR}S=WHJ-sI;7pCTT7d(jt~?-Rg8Q8C-OzYlD- zH^BZ8I|MRk9IE>qtfc>u(YK5!9-z5e&pW`m>D>SYTLEe%|6DDqy#h!~kcERqzz#Qf z$IFjc;3RbeCaavScy9xVwZ*`41~T_b1mf_9duMl&O`FAkou$E_b{_$gEWx7ocw~Lo zm)cThZ~gTZXyB)3uDL_OJ=op0zc=5c1riB6HH!|X#Sj5s?XOin7N5e~ zXdN~0bO1b?P!h~{*?j~)U4Qc~H~~s~0jaK3PCz;!#Z#?Wm}HJM-WpRyNO^ zIi1UcJ{ujNk5FU>Fz_?YTxxVd1JDl8fFnLQtu~dF>G5sX&koA6!?cVZV3Qcp;EkQd z&#-z7!dzdKs}tjhW&l5Zna?vC40_MPzn=oiczffq)tx_i9F#VB4)g%m02$G{(m=ef zm?)ds10lKtX#axcYCB^HFX)89pDRo>4Rq*{k|l{lc{V4K^q|XjmoI}Yd0{8TEvWRc zGqCesu);$5PL`BHib+tN3=StQJLz54?x1txZQ&=?eano?@q)SNQVso#^nOez)U1n- z3V*J8m6CIz@3tU}6Ai`Tq65x)dj`z62!+=e^f_$-6wS1GhuMm180k2J7y>ZKIkB9+ zEahm7nkUM~;G*RF+ahf&8h2C4Ti?5G-pqiRN@issk|>oGU*XNt0}8By0K;6xnNI}Hz{ z#hwt`+OB6r^OsfvyqiH6csB{+gs=NBhSWeE^iFso2KZeZOm^@mp~@>e_BYYk8H*)A zv15+8-1d3Ex*7Hzr7>0UUzs*Z)4P{YJ66}+cLpVjK{wscfO(HZjx%AIdZ>PV0aRhS zahTBMqhG+r-8{1Nve3C%{+1_m(#p_T^R1jVSI`x>^dmHYID;v_jvKJV;@2$4Kn9ON z`AO;$3mePB*j|>=M@OwsLh{tEwK|$L?t^x~!lQuRj*R(tj~QZRW=r$SnM^@J8D}7$ z!to%tpw5NV^r)WqTl%Ph?sl=3#?lgS&mHk=(7t~}HEpy29WC;6Y9;yEzL%(w#+zU( zJXqhy@4kF(QRIW7!hx8u6~LnffN>vks2jQ8ZiK6i@?Z>13sw(`GHDlsivB3HRK9I= zyNV3;4~4<=EbxU~C|meHG}(`vy&xl?w{;-1`U)$lA2$r=cK8kb zXxbQH4h~v?Tu#Pn4UZe}<=ONb>Wbv@@izcJb~6IN-{I|xG8AL20n%-&FlkTWo2CSE z8uLiv5n%WZJq*%M_~9fD-K~%y-}}1AO0l*V9Dy&jjDb}H3S2!P9KNy#O+wD&63jUF z?^etFdMmeCT67?26$I-9xLE`|8&9`H3QwMg!CR>iwfs?Zh)NFC{GiB9{n%i0lq@UN zFq2nNE$X7MF70;a*viC zUTK(L9^}xU;{aD9S`}~2%L5nb>s??qGRV1#M*K$c)m79nP7SSraC~UgEO=Rh!m<=k zPA@is4uPkaXyI_Kuh*dcfW?9WXtKelP=k6G-5NZI@Od$3r7Tjn3O^Z}&WQol&!1}I z@#G29=F-p$C51_3eVM;6PZ9`Eu+q-xx4Vcpa8Sx?gI4ih%CZy4p0I%Zby2xHUU&y#SHkJ}RTL2u-RASz2F&^6Ey&4?crB`GhOriEuw?GlO{&37;w zyWDZMA;=N$-Lr*sIJo!^F$2l-<%jLQLskopTbY3I9~a+TSduM!wr%x(^Gu%i=MziI zz5UOBp@j)dgD#ZkxD$L1atYyR(co=1!))E4+_q`r))iKB`=!w^%JjoMf*73wl+`ST zE1ze~P1+8+lEmeUqZ*g!IhxAs4HRq5#_PsvMWH{n@1P}HJ_KVui+UMUDEhT!B?jRm zSQ}vXZ#9$L%@W5PNobTV?>z)EtUgKgVgOrllCoo<$Ql%Sg(J9qiEHURDh`^UG>ajg zpy zTfk_#7k+!ehfVIGXuK8uGp2Xl+|mGI$!w{bT5jo*pM+^LS-~7~<_vCxXsUj42+fGy zSyqE0|4hw0K>`|Bp^P_6URyf*q@Et2iksykoW-<%JFxYj`-!u`cGTDWKI@@ZxKiiV zrx+sZ5Z~|y4o++2m>~fVyyG>aoJWMBu&G|O67NtoXcaTKU($u8g?KJB-+oj(s2iOi zm?SmwOaN!F(F-bb>}-f@;Lb3zb7x&5Z#tg6Xp@@~ED3B+u0rpwxzF`5`)6$+- z0ORW!hgJkc=oUW+ZCPZUkzBafg}2`rnU$EtR(;UPHi#QS&eQyGtW9T+qJ)HNbZtFP=+a6*B zwB`JK)w7EG$zZMV2cXhmhhloF`id~%NdyWHP_|U<-Pfn|{5ODlHFvaTXL8WK0#*Mq z-twaZAhHF|t?Sd-*}|;6qxJzjxw!}Wo@(y$5NHmHwRO?bW($l=#pVp#I*6nkJAjib7ZMK6M2%Nl51}5SLk2 z4RHv~P0GKe3Ps+mK+UB6k*SK*E&BEehi4u3k*r<{{fw?a?C#pqt@?AI8+?VgV0i5d znRxGRT?F#w?D;+-;+gv?z9QM*k$l~*B&+(7=+ibfjpl20Z#-$Qt8t?C3Z7;j11Lg} zZCg$)KiHjEN%h&_36r~;rOv=RXD~W)7gBk$U6|@n$!*Em`Cq4eT*R(~)7F4yZAKYt zBXzMW5?f$ATHWciHg2V-BVBC5Q5WzN$$Q^?k4chU66Tf5>8lb$FN#d$_j3D1A(v1g zh`aYm=2xM!Xea6gEYTqZy#ZKb6q}RRJ0FI@9iII)pLnd?kkn)AYrDFvq^V9}+TS?z zCt;1*x|z`{hFqUNa&XCr%LzqDxJ~cE-}38xibUnEA=fju!R-X12?B#VEK!YPoY9%? z(!UF@8PGl1>(hU&pJG39^L(GJBN)Dwk2W(4LME>K+Y2xTb4ME4^VGLG^;H@r{%>zm zKC=BlXr8{_E#dCzR&6ec1_@pSl&a1Ulcb`Px8CpCARayUKu#NBI_3YYFISN?uQP^$ zj2md(1L;+yO_#l-4{qsyd-l_l9MaxrnM0pP#;GZJ+dfhk2m^MD{%vohnt)P~=py*J z?&i(ylxzpr;QVO`vT(mGR#2Y}DkxwAEVWmkc56g&{YrbN;pfhI3aLcYbu)R%o-IYe z8?eNo4UlbdcGK85F@_>=d@^o@lK%^%cG~oe-ceHIz>7Cdat;Rz4_^0u0@v}cwcrRK zIcJ7Y4FZEA9BQkoc|XiXp0_`a79{eo2co;mU9b6^zzY&^HEp^}ID;ir<6rdAFFxnq zVRjeK_tN-FWxc^l<)mi*1OG*~Y>oA8l^1HCxE$wtwB$7oEX9;4x~ZqOA<07Q7b8|B z-Xh-}vht=S%07Wi(OR#1mujW2Em(_1k8_|ZapOJMV;kRO)qj-Xv+RGw>{Uj$aj}NJi6Y`9ZMTm}c!!sK5&DmL^ z@#$R-k_DgKPf@~h-f%1Vu`$MQ=;}V$Mui1uU8ge!OyLoW!RuAIr&8-ZAPowkrWq1< zCnO~#weAx_$MepC5F3xXunz*Wr?N-_0TKl6JIehn_KC_QTnyGd8Q@a=BCNz842 zmoo4CnTZ}1(bgc?ZP2xHD#7IB(w+kqo;^m<+5?|$6iC$)9%GbHbx_Spg)I>mZp1*M ziZGDv=rV>|=p`7%Jj^jtU`P7x`*G(Jve4y3bu#7UEE$^t-GqRTPV*1GX7mo=1F==X zVJ}_pZ-tes_pHI&Q|JRqNxci%WWW-?_Vye7cW{d3S|0)rf%J0`g-`*V_0#r`uq%a@RFlne`&x_^Au3mj#X?ZI3DU4_$)2@iNk1x|Mdfzr8V=i9RW zvg>dSwB6GOxq0C`*a2CyJnb2tp+tudb;{6_!s#E^^I&K;Isf`<<@5#*kT6J3C}XzU&qqTHQ5eg=t)F-%lu~=M8DNLR%+yh|ySMgfIvt^pQ-8b!34 ztHa;p)wWYudKB#?`PXUpg4litVPD~wdptG52$V2y;p6wy_k8)r^qanvS$&2HEyiI* zZbY$qqWFgKrW%1f-9{51acAPQng-0#RtKw`FXWL-EJeRe_#N0A8|JOoJ}bQqro4qVn_!3&mRP z7UiRZ!b~((2UEB zfDr1P_U3soj~DrPI}5%`z*1pG@)*Qq^>BP{eR~!|-U#0p+3>A&t;vccX)Vam+n^g; zbTIps#ds6N0f&u}`TM~Y>@-ipJES;imZ)|=P5MZy zVj6}XAWW@7FKlHmom8cHqvA{Xa)0mt8fjk+J09qW=J1KM>Nch!2baA=nvG_O`jE2C z$2<1r!Ou8p2i^yU*1>lEZL6-kn=l<-`pb)?{E|M-ki7J8IQWmQS1s=I65;K%(6?1rU;H%^UeyKx4x1_b@u*h`Vwv57men+F^ z&OZ4mxG;AeufY4bfB)uL3p)GPi;uV6F{fzxMm((V?U%d~+@2VZdiU{eWO#(bj6rw=c>A&C zN=L^tqnh8pPJj5zEs6hPQsg-IwkF@=;lTULY=KoQnW34i~vzkjww6#C*d;58jUrOZkhRKk#u5}|2Cv>ho^9S(ISvk(3- zt_&fh&iQGcUs{%IG2bq@_xsoE??Ez7Wc%H)(y6%3clAs4t50j*M0h)0&RA7;c=ZK2 zH7x>z$La&+d+Zz>a;S1)XV$zZVlC@@nJ4kc4Qn^HS42j7%o8R=T5g4|I(6MQ5>FFK zYIDhqZF4IA+R9c!v3VPt4~YOW?RxQN&%qG=iu>Y&oh$VGcAv=1sSvgTinCaGf|sI` zW)a>n>4h2rp-;uL#ozgb+HLRkUOotdjZ36Zq7@;iW|}zBUq0(I-V^&W%Zn6qTp*bA zylpjm$u1zYS4nI&w!|<~clz4WcJ3YHOre><&np)Q8#Ft)jVL0~IfegAva=h#9hQN6 za5Hrol9R_Fn3{kYp{j2?z8?ByxuLH>>Oh$5tZOS zSq^2}`DMJRK-lhI;U3{#ahd#GK!|~5;lw+>w*HS$Yo57 zfjPt~^Kkg(i%PIj7mJBvXS)pCIwWW}5*ndAMX8;x00T~g6~R{7m>ynvJsRH7t0H=j zvxaGuyb5GNdq(MCyIPlHTT~;3Nw5t?*>`HMq6pMq!A#|vfqS!nVyXfL?Ke+B*OzMW z=DQL0n!QF#RPWcbX@LdQ`x^~=fkbNw^1b(AjY}z^qHmw&W&OUou^?(YZWvvOB1a*L zO(13;0ix^M1Fqt_;G(6~&VwI5KtL-zgvwj*fJCZ2Fe*!4gOrKZY@NHDntU+S9=wLq zHZ%jo82c4KLY>gq7nRwy{LGr!&YmSh=&95T8vpts0msx40JL-^YLNxy#qNMCwc}x* z_>XEZ#b4dSbG(l|^pwmV4=USiT>3qw32zISrcZ7A6+kL}2Y8pmCCVP+gl`1JKx>3k zEQ3f<+T&Fq?%J{C6+W6U1}}n&g98s(ZgfAtddC*^;z(D(k#i3iegQ`|_cJF|Va_M^ zudFl_Vr~_iqXo&X0Al5IVy{(zE)CP5-NUQMC~`0IInYvg3A~>-`yQkjSkSU`m96nK zAZwT5A9R$gBY9;16I+ps`vN@B*DzCXcN0JKBQvaAj(XQ8awxA6=Hj^pWOFUP9|-{WZQ=MI1uA-yYL0lHgaf%O>+HV`wbNjN9)9=Oz%Oi}8O_zG)XPaXQT zHQn}G4#w9xwyVK=zRF%Qq4Z2Y4__?5UNH3hJoiYuUM=4O&52bIA6nmnEb?gtuLxM5 z<{0HYki2Ulf@70WYNKod)eWZN>qG&%{P(|qS%L_ay_&XjhN9VXYLh9zk5?N%OR{41 z!$J0aePad)ep?{(COO=Dmr-@2@IrcPj$HK~b`ToEBnp%hoU}|q=hfn?HhVXU`rkl* zwnh~-Cc)zZud5SPm2?}&Oa6Aui4YrdJxkpLPN<>-II1Tl)^Qvu_x1}=vx^InxSfBe z&f>gZKCqOZFV2heu1VHnjKyt22ysjrjOW4ug@zMLq`iS6Gt8KESx{m&Ur09v>Cdt+ zo!EC{pKrbr_9i|N#5Ne`tOQLBayzF%XO2>(JLI5kh{7uu{ztr6thJDsCD2!6$Q6o2 z4CJ^*ct40L5%~(gUR6`A_dltI&0qY?Xk^CD7#n)|6##L>rBZi5IGDWB`_MA$&w}?Q z}k3tOuC*-zo}`OA&j9#6`87Xa1=~L^OJ0KwHbA1QAQcz zIjXG(-)epFI>>b0@pIfDmZnMNU+w>(pFwH~EO~han03f3=gj{h?5*RX+}i%_8EWVd z>5&vr7^G8DN@+xp5(XHM5-DkrP7#ohE-5K-2q|&s7Ni6eK}refF5floJNErN?{okD z+w9MV%{8p+y4L!h$9bHc!>%E8!}*G9WR1Y@3c324*JKDJL?35Bp0}}5oMYezsgUY& zo0PCxYFYXCxx=QNZ4e>y#**WuJ<4CxQOvX;);j$S=ys%aAEWZ-YscS zBBy*HKl_W1#y>dF7Ysqk$ncWnADM=xO{oyk?3Az@VG}KdjB$I7C_NOT7~eha_9IT zFvK{f$6fKKvB8&3C4(AuQ1xtp+E>&-^9yY8iYhb*iM&+vMja1Q3n|<4pNp=dKvrAe z7~`Tf*A5#=0zfy!rL+ppBWUls{_bZI)Mqo_M>L=XTY@zq&4j)B2nEEs>Kz+G2~(cm z(e9rD^*yZ+igC`646q1ee5Q5`{SC7EFui~qgk1Or+iN<|9f+(D?#RclECyZw< zfESE5${LYon;#`I3uf+?f%v#C8(XEb3;}I3cQuEUe6xGh{M#;of9QNvD1)X4A1xb+ zU*9RiKiQ5^5p&NQL6<#H0CM(L1Oay!)xd}pKDz3~GrbZCp~{ zj*OF_paBv`08ldS#YXse!nY)=`4c$4h>*z*5AT50)_IaT>qm~<5A*+d3Sp+FV077s zuqB45NPPV&y$`ks)Xz>qi9TNol^YdyaNF_HlW`b2Y&=ILCF%U3VZ9_gzPe!41=7FG zrpkKtVMF)}w}n8#dLu_rXdYX-ke<)q&IP<9$f6A=mY_zqylgKaHfZf@85MhASm5F{ zMSru%r#kT58(!uom4raKz!CT6nWdR+k_EwB@yiPC{+<)8>nbJUFrfNDvPvBxhMkNK zbG^M;74AWMvBdvWSAYbWf&Zqt8`9-WJ9Y^Z+@(R1K675%PiM7>0%5CuPzS|V&wU)D z3mpNyeksA+&kyG!@Pxz5c^RwFH6DNV0VLGy2>!MUVruvvlLqOc;`JwT&DfhwN8C3f zJ1_f!SC3(8?8Oar%P5gW4f0#2b`Rhw=n|) zJlMNS%mKGQ8eFo*ye@YQLn6Xfu@yFJvBI*z`tyv$Ce_`#4_e`eQOLm`&5+H%w#9#p z3@vIse83zZ=6YM~fgN*dNcdM!^{iY$-_cI&pP=r**h4C9iyax&QPdBDM{i?z$C{>Y zlqBFw6jmVGWu5n1d21{8-admQ;!gInk@L%(;8pA?rW@iI7Nx1wO|k2k$~v;LJv*Yx zeSEI&VQ)VT^#29hhCB#YQ}WhJsuR7R{c8}?yaiL(55{`R-$9bK$yzVAG4p}pVf&xk z|C3<7p?nJcpCW|jmJo7Z^^5}_0%j5V> z;LqAh4F1k8`O}Uyh8T(O1M1&*zC8DtKT?o_m<0B&C(p>~l)>j%l441sucj`ARRTC5 zE6zZUqNguP(azh;qsL+-^2hf{;YQb;8JjGP89?bE| zGf1_dlX;QI_yrrs=H2Sbl57!NBLJ{aAEOQ1VjoNN(+)Wh#TPD%QVfR&B5L2X*w9)8 zYEPQWbDRP=ybR<_I_h)AD#8x(V!U@N-gn;>v`Ng15z_&!h3Q2LCGqUAsX(L^H`mEG z&(vBs9n5Qbqx&LAYr9`9wQ$U25Ctmt_ZgUmXFP@*szKi8TKmKuTv(d%_XoFpW&H#= z{#wN?u|qjOEFgt`zfJNwE;QFQ?ZD(ZM7o>3E;XRoEaNx`eJv<`|t;w+p=Y z75d{K%yTV)L$Z0+7Msl~hOi(@a#%)%VwufkmFj4Sj@f0}QtodH!x+o;q4c1+tLz=` z@OtuH@v2+2e>o8Lv}Nnc>Xsryk+i}h_ExQ4C6h#^iUEWJHnnf-#aT@_)}PffAg|O~bbhGW|K+=(2=cApZbmjgn##4RS zm7c3JlvFQ5l8}zM*tZEF2QnZJJq&%fDpLC@!h`2a0SFIl;!1u1kcZQ2yvs~PLV>e!qNun20#w9C?GlEpn# zAR!h0fZkU!*BxEUASGv!mCjqSP!BAhophuhxCK|>^QYg#DQ}a-efax3qV@x*jWI@e z`E@0EyxohzAQbrgf{nt-dWv=?T!N%o`_t$H=s~Mzd5PzTfb%_Ah{(E42it)3TgbyX zi{Q(y%D4uR-{yU?altufq9tS*Pt`eZ(>aOc>okfThv54q33c4ZL4w3{H z!y;nI#1P8+#!UAg|6b~aidWA$s%v6dOu|FS-;x*?y%OrzQFVK9slr z%7%v8Jn(9xv?QjB^*P&Cf}F2KC--9XVlFq<LB8VI$D3cX>Z|wZYc=fi z=k%)cyTccBz{GvAC2g2_^8M!QWy<~bqk%yWjKM`WB{DqFQ=;3vhK#9hZuK>{yznW7 zJR{4)To1Z!K3p_g1tRrlh+#NX<1OhkMR%z2If=1YCco*81Mncll*{XtS_21Fyvf4Ogi^NK3j?RwV#MG;&BN>@uDJjqFYUfRb=IQz z+oB3CfRyk2x+-T<0?DyFcV!eRFmG%6X9OJktFmpLx=aJ?H0s43B`F&@$vM+Z;X6OpWZIOqQsy^NNRzN@&W(lB7&zXTJ2L%S}x0lXz|QUoTRo1=oxG_QP81x?hXs z-Cto7FG9XPlO*DTNj_WI`pGUyFKVAe?MB1RFLVCQ|Bcyu`?{{hT&@^nwZOwVzwJ*% z7+3U2%IP}0WY6HecpY_eC5EES)N&1IQ*Nc@ECWJ@|H>wxZvD?w^>y7Wjrx#d2W7Fl z&mnH-Sv}0uS3H&T;!o+{dOyLj&(eToUSll%Ic%P<>|t9BIWd(5$1p(>*PXWr?(}ba zS*(c+-10_mE%Z5k1T3X(t#r)@b=aA6C$tqOG*i=FvTnLrI;(b$^Ba;9Q5fE9k~OgKNL5@)Sj;|73?GAUibA zi7<9_rJPsubK!z*?|YYYa>3XtJLrlTrw~BvFwm7K6VUi3i>y%i5gJ$07lY3*dyT)%gqj!k)jY_puMeuPwa_|4v#LdMj&`D9hk@ufG|_mV`Drzj@0@ zkl|eXo3n*?S@aLh~^E_AmdK6-DOrzCkh z@m3?`Mfc?*Sq0&KYWBR&acg;Bu%)#-$a^7R0qjyN}w3(pDy+G2|$M*5cD zAl~jgUrM)A;54^0?;|sbEl#h z{d2g~e-w+Rvshm;Ws2wgym0Uc6aBA0#_S^NzarQ3Too}AFwM>1Ut)G4*!eBWs}IJtqAYv6G=P@k6WG0<3{wz8{vjV6x)#WEt>| zfB#vv;$}->z~*q`eI_uK2D4W@PU}8YcnG{UxBuI>IT>Q7xJ^){hR^R9_Djn`Yyyhd z-ax0M$-8JkvTk~w_1QQvMEYX~&0|-}`%iz=PAsy<3A=QH)v8mih#4u~g>o;X!463y zex`o(+e?dBAwcz}{g=gBKShFI%e_iixSX_I5Hutbx^kPYPdlAG=a{sI*5!J(2)M+R zwfvNH_+=OFY!OfsIB6^?1GJNag6B#xZ!dOs4O6}0P@HMj&xt}M;$T5 z=)$E0(B2sXyu7DhK^y;`xE$8Z38H|>U*JIO1k|RbO|n?yXcHJR^%Wq4t18doD?aXd*+@1+yKXE#7Qvl|G~Uz-3S=?r!PF?hS0G|GZ7AcG0W`9cu>pikckG$?yw zspu~NIGF+MkqIVR32;b8CSah+tvA61IDsSg0AIJZ7m(Y31&PweGB_W4cGBEGxvb;Y%ZZ3BSR_wQ=daA!E8g{Gu}mtPlW-wm4w1@^m) z^`1(dO-50m^wZCg+ac4Aml5d;Ak`}bi~}AvSx*eG+T8{$e(4V`mAoxh0PpKiyQ?AB znY60$O;xct#Rao7P&rsk0m9EL3s7x1&?gHVKytzVz1hMgAaw@Vb>;z^$o~kK$2+9K z(k)~@0~LWrFhi;R9JD)cXg@tkv`6OkGRXMUoPvozudIIoU|Qcg4f|2@QGr0GTJg6$ zuIlG2tR%;+Hy43k-@@f2K#(;9{b~WnFbp392X9zF${w5kzBr%3N_i_m;BywQIHUYd+r?$E$l7`WCCGT>7BRH_@vXTs9W&3YAXvQm(*cP;`v}0X#sq!dV6@a(fr#lQKMB|ECiHXzFr}V7@4%C8&0aiP z6RX2mQ9Hth&b~Ui_}#>GUqP=zYP#VZ^9S>1t^beEd16+uW|f`-xggzpHL+kxlrMg~ z>*Np{JXZ|&$upe-%${Ss?S#=NJf`NY#;z!Otb?80Vzh_2{5P)TXwOBE)Tl$WG=Ixb zspFjaJgkUCtbcLror3$$L_d6TplAha+ST_-BNWuV-H)9I8*CKag$o5OpynLBtOg6# zLRo~9>UP7lLQJyn{}qc$h0vwEO1B-#O^V z>yOvGt41xPN^H}k1bQ4M(w_pI#YcZRu-<9|5o;6zzM!Xp6O=lf*wZ^rS)0ImbMQ9+ zFCHZ=yW6O7R;tr)c*_C;FL~DbQg(q5>8ijNc^NQta$HHQn=7QV*#Q(rMZ|Hrs6R#FO%!#9-M*j8_l@_*L2rF z3pO3g0-?}ghc~?#Mi}BbxurhC z;ukjc#m?|~)qX93M;Ma^fArq3K>g<1L7FHjgAG|QCv!9+ zc`>;YfsVNEr}K=4hb;9fgcWQp1x+q9T^;X2>Vz5;C2$syKiXhH8-u1HJ*l~EWr7cJ z8cMl>*A^i6(mb)PvKL^U=IUgSpw-A7?r{;)F*f0_e7gH-51BNF+`!An7ubay%oT6q zY0_swja>8H{F`@=nYvv4dZ-9{jVkjNze*rUooF*$x)`1`$i>y$N|)fHEQs+bQ=R}D z#I#xs14iRH>3|Kdzj+;8vQH<6Zl2{btc0ZN&MXbo2x7Uo%^f>H5-T(SIom_;qZo|L zpWBS@2z(R&qHl+afgnbl6==vofY;+F5cSn#?VACnbs1W~74>plg;>S$eTjEC1Z zHlOWuM#?-0$Go`RLqlfB<`d(<4BPsWOonT3fOpCZp&|_w5X6Mmr7Q$SG5Aijni5%m zZ$rCHq`^^=BNwMC;4WgnvpA{p>mdX-%Micc@F~p#QMT*33PR=D!v74F^Yx`J-xFaT z!$BJ{85$rcdMq!+N#)JxG|Dp(%N~)d|E7m2{4fWMf{B_z5uCCg2H!Ih=nTond{_*j zN++201fPoNj6p4aMmNj3oFYL-?Y4jBO#=AUYg`+xWjLM;A*WK|7q21 z`gU*K9F1!_3T##!u@QIf{`CP(`(ArJ{IuS-c;z!>({ECiL#Bpdpm@JMiDdC6a1ERl zAnR|F`!M$8;|Nq3gGmJ=b+57|0^-Rrv`8Ue>qCk$9@r7gdZ8_pV%ady0gxI$UX2go zqFse<8#8BLan)h}?k#cftkOV60mfv%V*rE=`J=mi_Oe!8@p-&Jsfeiv$m zi58OM#oHO~n9d#R37Yry*h&KL%yeKJAG63aX49A|nYH^A(Q z(uZzV{3oI!RImG3sjfvZ4xyPsL4L*{pR%9wW_V>;ps&KuCgaYNW9220{7)Zo(IuBP zuIrd*5>UB*4UL(#nV=a@v|$A^0BqUKY1PGBz9USe-*C#)%G2Cu&IN@_<_}?;U$Mz%Ef@@Qq#4mMdQQy}(BA%fXr~VA67| zC|xf4k*v4`*}7-M{bS$W{|4Cfl_I{Pn2bf+!)4N$LwEA4bYuhr6mes=r5p%?sck7| zFR{k-Q4O5P*1ln5jd>+bXaKc;9osqOayC!*{64!g*)bbf(_QH*b!xQTD};`hI_{gY z>ba**=`k^#2*y|1V%TGk2bUl=-{`BhZx*+2(w|4Sv~%XTqh2^gV*1HLWCkdH3OI1T zf6UDbOXYU$c~`Xb%Ux8GmF{Nu8+_DTL9VMXZ$1I0Dd~^y2F-q#?>sFV&TkutCqG4b z?Y;2xN%_>U0Db;^ep_2W5SQ!vT69-PHXeF%IGji#$<2L|n>A-ypE>jC#qqNndu!KW z%VPB0E>fiH`u;FKE*933lWERDX5^3611Ra*#~VBFs=;t=k>J*eJP?3J*fdDvk$cfD5dh z;#Efqvu5;7v#`rAJjt|6O{H44nm z+v{o Gr1W-1;y>JRhIVX1~FTm)$R=M=SX&?f}Hud$vk$5ggB|86V2?>KIU9cQ@BpgR3pg1j4xA%U&i`x z_gq48U#Y~pqNRT+_3WQc0P3&QXgB|{{pSHkJefYIpOxuHbN8c`x`Dc^%>7i877c?Z z@PxuH)>sX%tjRW>SPk3Kmi??jYyqdI-o;#<{LFw*X95UH>9Wp#MpyMJ;NP4M2muK) zUN1?$TGA00NWiAH0xFR(n{xhkDIz~R(PDs zz5otgKKYjP9$#uB`V#A5l;!R!-k4MxL_$~O-lx0|N-^uhTF|{4aTNPwdINYfAj{0O z^%?aH*09NhSabJ1E0x+qb$AVT^ugXNw1M>3GzTy7ztD}PJr+L!Pa37SE>s(kUM%dN>B4(q5 z4v?fRvJ|y|&g)1%0#V8Q+OAHFCMZNl@oRxsway((S}eEknY;N-Cbfr|o2SR;Ug78N zqdhNpT~0w3JoDS}eJ@m!>K%ym{uS;95Tg_WFPC4(slGk5%;7%)C6sv*cpy~U!jJiag-_5KSF*962`{*WNf@lm$W~&#g(=1p)Fu z4T{3#L31O^r7QiSqrqw|9X=1$Z@)e8vu?uPtW;~@g;y?PKIN1cq88BM^U~>n9TzAk zv;}%aPGmJxK59FN$n{;V7h_eg?Eb%#c7<3+S}@q{q`VLJb?)`Pp&In@uQ8mQwg2`P zsRv1^0i|uYykkoE;Z{FHe`J@TnPLfB56Jp&>2oIY2Ym`)oY>zzvOo({jD_zA$8Cmu z3@jf?_;26#wMr$0m8P6SfUI-rZHl)aWZ+Cg(F_;u4S&Y_ji9{#K=GYOACfrEM5mA=iWr*jSzbkDAmig#sWj;|X|0Hb(3N3q2bk#MHvBHo4L;VA7-ii_@p7wiszK9Z{PwPg}P$Co&I7^4~_{?yp!W888?mv z{uLe1?fyGDwpYdyZX4iK>W=Lb{_@XkcfbuV8MZ>pU*D%|2F0+Mo7&CgSO={KG5p!1QK9(|I>p< z^=2~LW=DYO`wF(6zrb-`{2fS28$s(i`kp_t_ac=ih?&>C+`)gJ)MusiYbkKLC!d&2 zKI*8vj>et79L&hNf0eEgaA@E5H)fjh9dYz!DVEx|Wiy=Q>*724?)ZT&^snqOh!>{_ zNGce=DkUz%|NUPa^Wi@^=8(mMc@Vr8CScXL=O_DaKrX8_?k1Sl@GoAOHd+ECXjn%4 z2jrQ*IG7#Q2s)tea*Kkh*q;);KO_}cB74Z-5<0vgL}XpjXeV?pmm7qs7T%{c)glZK z{ZB0dT(3Y1TyzSe)lwdpHX`nNjyP#FPm6()_ItW-{)Z350a3KFUun;*}8+SDa0I*_Gy#dnI_gFeUi5%kv(uF4g zw~f6CJ{EWvMYDt%5N>|PB8_NL%)j#CFIZ+0x0`s31SObo43s3P@7qApiMLz^fNw`oA$`2Wl8XTS~kRLXqjG@l?!P1pwC{rh6drK&-L{A)a@ZyS?B7-l@)c@1KLfRiFi!7iKC+YmTeJ!u-F2 zbyO*|3tA<>VcH|3_R)1n-E$%D@rNG(tsW*;Syl1l#b*#ku1%OfJ&%@ZpD@OtPj_>E zuUB=XJ}HXocP-clSn}`p(;e;Q5cO2U@J?69_l#4`>53e6AkwuH67j`GZ8V^>gGSw$ z8R{mS>Yux*?4rNzXS@FP2NW9*PmjCGoSXH4AQkfjwAf}rt3`LYe zc@u(!(}U~ZD9Yi0KaQpvAg499Wqa^|2fap7+XTRuI!_Ru*MqX0+5O7@K#*a=alis| z>kutZLT+MR4+h~1h`zej0C+Vr*z{|2is+KYYA2_WaB21?^bJEk*T5h}zl~m6UYD z4mL+dqoDmOb3Vo#O`wFZQl2nPYj3W>@dcVSBTv&|V|GeCeb3e^I1xW?JdCDcat2^MJQ$m$Oz4Swnc<(ZeVYU@d5wmRabU^=mdT7=;Jq}w1F-dFFa;VtAd(T0BN z6&cl_M(D}A?tq7RA;>EO|6s|rfsTY2oDNH)D$sC1jAE;g#5FA31QKpzmX4D@Br?c? zPx?6HJ1Gp-r(b}PVq6VB^J6X%3Y=6h9|E`hRiQQYEyX0GDjQK&6AIYP2wH#s>3S4+ zaC}zKsDX;|iu(W;0EXIRisuB&JZpAu%B_)N{v=u86pK#K>4r523cl`j!@l;r6kZyl6OwNM`v+b&*?AJ+`n;JXHuzlp`K=M3EU54`ua{iPMp1rbX=J!+X%wTS^QXOk5iK|)r!(44>eMp_Ve zI7x2QBiWmRs3jS%CzBYxD0>}iy~ZjW4>kIzmfMh*ILOfp@a(JatR*Ylr-yg*k#!TI&&fb@HH z*_K)ERsWXlz8@3Yr`JsRmbc>BQ z9JX{N@e3V6iihcwTwG1{q-@(le9%Aw4rZM^xQIu+9twaWfepJD+h*DY(@tn zAc8wbYFC%TR2Xa^0X|bc0LgkfDEisfTgOKP8w5k|fhbtC3a@5MP_gw6{&{B&gfWF3 zn*!sSu=HHQuzwUm4{ls+B=dLuSlNN52t~s^s)swoPb-Gsj2Ga|3=m{Py~`9a0&hg%qD4a2jVK|lUIk$B}S3**`Wp?=$@sQ|d#Z5WvJmi8Wf3bRkfJ!{{| zg9I}e{0zQcytxxto=KRH67etso}}xw3`|m)T%Sw12`xA@tqFE;7yDo1HxiK_g6zyY z<2|9VB5R5rrNLw$q+`Bq?gf5j{ZJF3fqxDwt?Uh4^lObLC?t4a>VF6EA2!$Bi|Amn z&F0UcF1IgxUk_4IU8%d)}ZO(IrxzL$R2OYenglB>Oa{aUFe?<*=% zvozanOjmW~F@vfMO#}8~h)|!np83Y#e`bWud3A+JMtA!1Tp>rL<%zpKwX$@k&I!0>mljy?2R>7DzGDP2?(+PI(Bnq%^+GLK@eSiB0it@B}kTTb6PfBC2 zAnMrgDsL;+|73T@Cu=u)1fI=2Mvm$oP#8SECuo3&yBuP(IM!toMjyUKzqrNGjdtUE zD2A?;7-LvT^|rzsXft9S)9pYRFd+2R;LYHM#Ye4A1xxhBst(RcdVhpyFh888Gbia; z?u9x?qk7`+1yoU0Jp(N_?S;!DnZPJD{kRIhGn`LKe8=5^|L?Oh&@A2bK7DTZ{_VZ*8Zu&# zbTTyzx5fpq!3O?`!Q`wY%IsVPAUn_$OmL8adUO~p3(;cVjBPP0aOq9}{s6;KqJE6lVGKhy4q>;^ub8MTM?tp1;)0?1? zg;$1xwwUPnqxiV|xqz%&^_8up--39lY=PZp=lPE&tMKn@%RtkOR3UcHHpe#DnXP=P zAAkU%mDitT7^h&KS#@C!X$CPWNg^^^!7XRk81Ad0FpgUzy%l(I`7U4BQ z-mVawYw}w-$^quSFKs>&rNS2liaI|Xy+2s{%s(?35)k^Dz6yFW;i>F8H!Apb<`74A zB=qp|YUp3&u*;FFX;0WlkojWuo0TGi#cupLTA?tKhvNcz=4+C<_%rq`PRJ9S*$%hN&}b$G`QPhKcDFVZ<;q`7_V}+lxk1e;?bt+s}~O zK$C#QhxwVjJ9aF`HVwd-=P~cAA6qK2`_ogn=l*cRi3$_Fj$fiwMBf1!df;2d=fCds zQ$8|vVh9Mv8UkFnGr3{5LDvxQE{LQ}iF=3!xmtB8XQmW4awhy@b1p`vG?B&R@}-B@#+=!AZ)xR$IC{oJh6M z+6BeWw`f_Ak>_hK*j+&9($!4;$$i%j)tW7QUH&f+_b=@8w#!fz#chA7aDTa^2$x)v zWSTxX$Dfq3V%Xg7s11Z#pMT`hX23)1FPVdFkDouY{o7uJNZ#$v*8nx;A(E)xM#bf9 zfMWT|vt56=4=h7fIZnWK!07~R2mfyW*ChWpNvs{@NEjb1s*I#vner=8m4mglEIdHCtfXG`hu$b zWCfAvA{(32gC zXe_Zl^ji0v7BmA#!X@r$W`tc+|`QP*!AQAod4;fu}w+b!C%MD25Q?J+Ov|zB0Ub$kAz+yY()^7U2Bh-e92Q`$j;&Kx z?XCD>dcBrgW!l-KiiBDGmn|9r-NE&LFI5Vs0~~e2YectROIl0Y%?XoPNR5Q;Bo_5N zl*L6Wn?`dFf=m22EesCle{)y>o4}>OU@!&Fd;JIuHTw#j0GqPsdwPe!_|O0(xSs~G z@`$&cw4;dHorvrNf3ORZ-gqZ|0gho$_*;(hGrZ=bW&rK`9gGtTYUJ4i;b8sEjr#WY zpo_(6u_vMO{u?tMad5_r1qb4l(mph_ESmFC)Y1Pl0=BQ$vR>+4%(b8u=UbR-4bkTk zIM@Wi^o-B*UWIp)pHl|R1C9%sq})ru5Vr2iB#6JIxqJ_DRJxP%w?VHxxF`=SEBpma zMwv;{(=sZRjg#Jqym_|OJ_BIV&C2@u=)2y}N(SNaT3XInV++koLW5wEZPNDNAW7cG zq6=ysz?6ZdHOm{dKu5_U@DXco9h(fd|KMyZv^XN=h&{yGhr_=w_}C7I_z+=4KeNHX z=fZvIQ(N4zM#g}r7C4DF+Is-?1Q#~GPB#z0vGW4{2;!7|&=tvDKTsQo3(Tu`*^!*T zct6Zyb-LKd#i7J?zbCO*K@s7kR`ltWDmON5P!TgAvXvzA4?Ug@x6}d z$1(gy-EpaBL{&QU9X1s~{@#vzdX++EPiF@kc!0gQ5wSfM+cgCzy8Aej<=XO~f0ol# z=Y%bF4^cfJv_f$O_r8q02f(1BY+Xcu=UnU+F9LO5)5R7xj`zO~T)PdejhD#`TS;lB z7T^-VCsI2LqTi@RfE{aNvq}^IPqe#Op8CboX==<2mEX_SAYZj{(G$YzPI^HOY${0Z z4(myWixg(08~+5+M-mbz#uEe1W5rgIU7^@n1IZ-FVB^Z03u>RdhOfng$VfF2q;%p_ zpiA08|NX)UAOt;@&H>Ig;_}47CM?(E&2Y!1s*%Imx1=C4+$T2Nz66vUo0qF@?M9RE zOW4{$ol3$6PsTcIT6s5#EHyd43{*ZYUk3_h!>8AP*1;1;UXLRF*XpVoE!d0?Rs%!F zRq%tJtf+x2EhG_ab8J^!Ju`@&Vhy2AJLQI`F?^uqUCTy<#_n32R_LvesUIiXtX2HJ z30A)jElBW9480R1Kh*=rLnZmU9lc=tpOD^nKxA4LXy`yr;9E{O{HS>F<-G76)+u0*X*Y+q;3RjQkfY7 zz2O!$o{6klebzmeH*}d?G9WydDMgG=T`AS-6*R8d-?`7$4q&5pt{5M%m@jH=Fh1B<2YZL98q#c>L*r%^z!hI1cnZ z3)sHV#Z0$l3E=$k^Xs`8$Y3J*7g*OpSWy%BRcF9+vEoSHz`=d91IP{5xYAHBYMP7i zbG-+fY|Z2~5q`E0EJC0a4o?O7G0!5W4XGdxm{k}ZZL8A_(=Q)wkF~WGbENI$b8;6%ghfP68oMk|iufJl=-uLHm5Li<~ zp8JZLvTQs5-W?=)r%zkAJ?`jR7L2FB>w@cHIjUj}Cn(W&z$*(!$oik$8>1Qu_XeK< z2wT+yAJLGlc>z5`k^5vfYhMZLFAxd7YzF-z*B?#!wAHwSrxj7kbymp)Md%1H5)h`- zQci;Y+)&K_Y=LO#w*B>f_j@pF}`XL!!q% z-4iXA>;5(tdym=CzI#@6Q+{GG*Lr5`6@?GzhPXSo10H(>{n?J_-XsE#>iv43F7S>3 zefONhxT!MhRqbOpXp3HW|D|_0_@~|h={66#EV3{IJKbvZ#FQ6+VT(p^U`u!8g1j;f%zO#LvYa4swQ8jVxkdZ%C<| zmyhvkJ?s^-WTx@3T5{tsc(ufU;mRsL8X^Zjn=p2$P+EUYJwUiL(1QAd%AU!y#r?Cf z+Z&E?dUBArd6=-opGuwVGLyg!PTFuMKFwFy)lqvsmZ+WhKimww^Nd&S1MtjPp0-E_ zVqx?WhRUnxNQEH}!0dyE)yXX&ZwKb6!Xc7vifG(1{7v_4xw0S;1`A4*oD8UI2Q_^KQj{lJ1S zx)y;NO zCi+HTwNnFXCotBvtwyPpPRpu6sXoWJ(|Q@uGXE4a2qM3$26D3ho>wLN1HyK%U~z09LwJ!S|%J zID0k6*cqtC?$Pk7-Yi`3=EGOjx8cv9sJ|=1EP~sEw#UdG+2YI^?KC{$8egJI)_bGE zL;*P2+acHSSA7AeFkjc_A}kh=VRZkVb~Xb-wUP@&5%(Im$yls0V5S?Y8&@YeVr44( zt~Xv;CJTS~jE@0B<5g*$k&Zi!X6J{jw|SI4I!Fq33rWK|Jk$Bn4yV~DBo?fV)v%Xd8`>4a+bS(>> zTXBq9PI*D>^#sgw2>PZNj^egW510Ss9YhoAG3rVl>7Sh4dMzUVX4>EyL%VnK&q`@* z-+i6`cK(BkQ@BxL$iY4cy8upqQJu}yh@EW-IuC2}4W|Y-7pZG~3?x3@a%J*B7Cg@_R>-V-Yf>44=w(uQi5S_=M2|=I%Y)0K*XS z@1@}|UirAwG8aseSss0VF@Z*xyHA3jjSZf_UXd8>>KafSD~>vMAv8(+ z_z>-5ZS&dR%f%){&^SvsCzqyr+9;XB=hbgCpn{j!qy{FGBKLQGp{y}?7Lj(bLs;{} zuFdhX_)FYW@BYB7Ijs7@1FL@62g8Id0kliltDqK7wAh=dZG$!c3AfdXpuHCq%zpi8 z8Z+7kFhtSCh6PDm+O!5-+nT*85)f_Xbr+3wk`xrX3mf|BD{g6S6FFS zU(SiHQDaVITM_f5Jw@n=grH_R@{ggMRjs|WEr|>!>EScaBtp};Y3E3r!S!@;YqtYl zR}B?Z=oAaaLU*pNYDKC5KyEHWnMJ9fWRYWAawxVW!ee zmjc6G3~dU8fim*K@Z#sESNcY+U^nJA>9S*L2f6ph?NH)rYT>;V^A8voFBv;c0}bi~ zh4N$%t8X#rb&czhcir9KZLMDFM@89wpw2vM-$jBBwT|fS6Rw-UhWs}mS73SPkOcFL z%)}Y!3UbqgAgr-*!p>F<^Cko+MPnlYDqLD9q8(Bc8A2sMKEml-NTJE(v0<%%fL8o7 zuq9^rRnIit)x&+kvl`9<#as`SY$~I!mT|;egbq-;56^cqNX0zI2it@K!4Ke7LT9?A zFZN+`_$fWY+NfgQR&1=`Hu){l!9?!=ue~!5r*dEW_*x6eoFVg6LgsnQJS5v#A~QuY zB_va1NEFd3V-)ISOj;SEl4PEz3K3eSqRex2?q@aZ&VKja*L%)&z3*Sgf3C|Pto1z0 z@A=-J`}56sjkr0_*D!z0yEIB6Jlz3>ye{MV)JM#|jKXf^CGT*y^W3EJz7$a_nhqbH zC@H{8G2bH0O5eZq;jLQH*m`Q`rp*PJa|3ZLm2p zOJ*cKg5b9bv^~+$I(RLCf!!B>&P_8i_Us3gCe-%S9 z=Q6$1j^m>r$HH92V%Q?w6oMR%IXM{$&W!Efxm76YZa3OI*3k{i&oIyk%nbgppwTmH zfW)k(iCBnUpMN(uba~+}X@|u4KK#hm(XX#vW^4g6V^Pw%Sg*e0qvc}7r{!R|VnPL% z#Je+2%8+YnzY|~X-fv|h>ACH>;1n)u?gseR?ruV4mpGq0@se0wtO>ov=0jC zwKaEhY*5J7f~g@exgiSRD>f9zitgoXxnTZA$9ghjGi!6xE1XxEX$H&_q9WJhR#91$ z@$F!0Fza;cc@jSi(iEZjNH++|y!i^jbnt8V^j)9|nC-rOe<^D)6q&1_w}ZrNZ9}Q| z1R_3p9|Ni0!wyXmS%sZmyjAkAU^j{veM&ZcX1*u*liU8=URAS`t9X_b@Qdgb*8Vlk zDS)LyAHiksY~8Dzc5Uf$6#m&e{}5(7q314+%GuiNC1|1d?W?Kala=6kpV_2ddwW)9 zXsp`dVC@U*9?TrEy%e!D*%96N2Gwv=)!Qc}+jHi7m;om87X0hnjLXP3i#ObSJRxwo z-qo0Q@Y4C%SK@sU2e!oKZFG~p<3de>JKZ=#?RAfNUx_dJ@`WH2ewHnf(H$qE^Zwvf z=DdJYH%rSmRvP{lh^>}KQSZl^&Ix25z9WblXC4%=H$m}#o~OCK@pW}>cF6&MFG4hn z&7^vEoSe5=J(Z!G1gn%SzD$;Ck-m#eq!4DN_K^xd<-~*pH%yQ^*G2tx5b7xEw)7rm zA~m5!N#z7H*^rZ068(hV=u-%;(@ozN*;6;LnD_~vx5sn}{P;+JL2hj-`(r4%)#{XA z?CY7@l(tY*ebDt~fBeWmsBi`6|3VflNOLbdo8SsAH=zhBZ1_8EFYJn2sQ>$#V9&rW zX3C+7sNN2IR8zZ>FZ%K-D2z6@6p$(G``Tyu-J0Se@AZf7HnL+X?S+H)f%$tk z*=v76Zo!6vF~)`3OJ3su$><|whi?d0%SRA=R1Vfz5mWFx0)LQYw%sXJ)FH>6*0ALz zR;8zc^ZM@Vl{F7&?119~lRo%}0kqQDh71v5Z_a8)QhKdz89~_S0gvmx2WD^=(_HiO zSPMGrH0^ ze>CX*B?4RpwHz1LMm?aP#1C3gFJ(B6QWJn$4~x#G&4RK-wM9gh@R)mFRhnlF*${k_ zO73NQ;d#*4b>R$T!{l?^+flH^)*bh3K8w;of;aIB=W22%TqEaXHPZ10ey2f5OHE8= z`St+%_uR@gFDt*>RaGT{@Yu#AwmMgl$L#P>2wVN!ulC9hqFj|{O0EH z*UwHcBV8IFOMZ!C#4bj4l$>=u%PdWO@Htdoc|dttC(8=B!|h&$6G+<{Q!={4()O38 zL<%Pr#O|ed2e9^pA|~n~T@a{E!Hzf(*MkI*w`(;#Uu-{57Lu7qSq; zmd=OXVv`FlXdKy6b?w~`P}^d~_SWVT$dKOH1dJyt=4s!@Vah>_!6Z8e(6KM-S#g_e zT48-Fv=)8_Yr@e_!jhsO!mhL=$})#-Kqgj_qE2D>Q|BwYeLzuolB>UK6}4@?=Q)(9 z4Q8i#40N6Q)YS~5P}<_qXuTwwWzGvzbfXuhzHWIRuiPBDKl{`vCoSpn% z;T61?ocl!v`AOq~`8h7urA%9lds{4?9h-&Mijcd`n^tMHSL!2ia>a@lbgJBdx4tYN z0}*!4iqOUi?1bk1CKkPGS3v;MOsK`DfWWtDbz|JgG9r4rVvPodCHELm!!GS57`cg3aYji|Kafc0nldt5unBC z)Ta~AVJv-|pQ+2eAf^x9ckbl$I^eSvAcc9W3;~8>y5{}3d6aBBvMOL{+k*inCWNcI z^|zO%c=A|bC*9uq?vRl%QfZFVe(b@d0rTv2Rtwh?v{5)0N0QfH!*03QZ>!z@Afqk2 zmdj`l@3c{7tiZIRM!`DF$dudm^8FSFQBD#245i{y^3zN@$bJuol-y;s3tmoKQP{B2 zC%?}rAY1IBD6Y<9sL#+Xi408aX=9xoNorjyKx%Ec*Iq1m$3Xb29oa1tbB%~;!+V`xo?&iC(yEku0+Zb17)0fonW0%qHviivE z$71MRx;L5Q{7WXQma(5+T~*>nwd=6g9KB#+xhNm1LVwy?5)^CG+K;#()K z6-=;;qZ0v*U6FCA0#A~e%Y2TzGBO|IXaV<)o{Td6rvPt=9eHO!fHSNrQfv`s%{}er zfc6Ns>IZwV+KYVl!*`t12F$rr=QB+dJCCK+mAaHMQ~1r{z}K*+4so^=vY0rm}K+@*F|nb0B~Y( zfsF)iOLz#GdBaFZa4W|7vyQupg^_(cccKUzE>y5KR&jS#gOKBnQ2oqtLBzW@b}p(V z>Eg3PBN9Kd+*Cd%stZ0x9C=z6;KR03tCe4H0VytY35mX$oJ~k`KYR?*4)f;W#UEr+O_Wi2RAOqnrA$-uT7;z_(-sYMJR56`+9t;;b?%4Vu}6iXxP(j2#tQE_=MnSOU*-vfc-`o0z`q7N?#0Ba zv-lzA1C~y5H6o2u(CENi{^ej;K`bfWOm(v~@ef(s|fg`jZ zhPfGSW*b%R3f>8KRK#jk_fs1)fh+F210j+0PZHhCC1)hj)wsL>3w|O_q#&SwEJ^I@ z5o#7{&OI0M167$K|q0YhM3_pggn zhqph6!((|ufxZHF5{>*+v3(#BK(9?YInq>BfPM<=A3FJmDA&Ea=W)^Ux4yRlfwX$M zeyyAw`mkfUe#JJ%JZU7wy`6N8H8~1lGlP0#N)^N^@5N1saF^Q1KF@dmmH>Gn!ZD z>kX-0GN+*lvfE!+`4nMM{?qeW7w#Cwe*ezx3nKYw*+9JC)fnGY73Fv9xGpU z=_myiZmzi1f^lSfd`D3(h5r2{P)?V8%H@yax<`Z~Nolq1-y$k)MsKV4KNg=)HX#Xr z1JmDjo%jjO2%#<=ne<=E58B?&Xm_$=9_e4iIf>m8A?1$Aa89r*-Axt(47ESqgqiwBCYZ<%fs3Dhy55pUU zZfkqKt8+~i2K!=${hT!{6V>+`Q_G~El-mhjlQvXQL3t3vZ*oyyUn=3KlX5iK?x-OT z>nC`xe|wRDS*~;0wWk~=w{D8{QwZkTrp9RF)1?(>Yw%NbkmN)h5Go7Zn6|-f!Zm%t zl)GXmFiEcnk^=}Av1h=aYZ%gczLENqpJ#R84{-+vskpEGr05Qj5LvE#v_4Jd?VUCy zdGJ3T@fdVC{{Hs3;ng=cOZ2InH7g)&J$n5YQSOt;fQ>7+!cxQUSO!2o=7h26rNE~L z_3OV40F2{xzN<%|t-?`ilu_b2Z`+5jC&MX3bDJ>_MC+$I^I84}>Y5tXs8G%N(`m4S z-g*x=1(6H;xEd?UsCkJ(3*R9-x5j#M+BCeV{-g>Z%F-lSD86&o?J_XC( z=ihmA%c9JTkdIE>(XQKJsJQNau5wacMY&~aa2}6^vC;K;)I zn-bSwJO0c(J&BBBKD+Ysuocb42~#1md=owr7IiV`FSoqmrq z)vHqo76YhBX`Hei4s{oGQxrtQunM7C{e5{+RCrwLp=5qiSx&4bK3f%bVUF@#8J73W z(VW(46XdHx>G}Y(7^}{%Il>dNQWI^|2&eo&x<*XO9S;Oo@zWHtsTRPM3&~(SV%uE^@ zVsn)^{a`Hq`W?quDTT(91}$`RoSBS~lGtzPs!D*jJzl-}u9s}6fflTF>dCFBQQPm0 zFp0^0v}BXc?v8u0Lts~PGwm$8S)Y$fvLLn)f*U!>jponjfkq#REpN z&0bSfi#TFT4`=$BoKcWZ-*uiu{sSHY(;%FhO4oE^`aYNzUlC+D6h#*Hyq}sr#>Tgw zm*in4QKoa_8y%qa-l{rBFxBQx zr47hPv8iA4Mh!DFE$-#NSPigEPybETZSa4py5*er zeENoMmIm*JEVeh4T)rr4uRXYK+XK&~PFn2J3YQ-*KFdyH_iw!{p8}%Wbd-B!D4)8Z z%fgxt?mrUUQsw_wbo<>p{9n=S|A*-I1_zYih?!mRx!CsZk!^ryJVEQ3 zeIAsQgOEVsC!iITkVFB~gv;%v87CEw)J#S9Czx{VehiP7L%{P*A&T7cI!3Fn zcQz758g>*!_Pxd5L@WSu&Yj$H{&V)LumD*Jq1`(X=;!l5w#-fRCA4iiAcA>Qatky= zO-)QY2t;Yw@P+eo;1L{4a`48sq?W-N4xyy&ho-=488@G4HRGl?@%I&LZ*sc4vi>wf zJ+cfnV+4zBA--$(G3&#E*Jw*`5_LC`6+#kP`hEjKWIF51UqJwL12k9r`#}}3thm&v z8INq7i*?Um05G=+`k~^xC24|K?$OZ}5@*z1>VUOa@E5o$1zFQj1saQ?OD7Z~h+rtG zwKqOiBEuzqy&fr;Gj97Rpu=ZOFpwfqEB#H}y)9AAW2}sGH}%OSVm@+wJQE?og|BFXWBp3~5+iIV O_|nxj)GE}l5C10yy1AwR literal 0 HcmV?d00001