From 88a963c62ed1ac15f2728c512e7179a745e503c7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Muraru=20=C8=98tefan?= <muraru.stefaan@gmail.com>
Date: Thu, 7 Aug 2025 15:08:20 +0300
Subject: [PATCH] feat[wip]: implement XLSX file type

---
 client.go                                |   5 +
 go.mod                                   |   7 ++
 go.sum                                   |  17 +++
 spec.go                                  |  16 ++-
 xlsx/client.go                           |  17 +++
 xlsx/read.go                             |  86 +++++++++++++++
 xlsx/spec.go                             |  23 ++++
 xlsx/spec_test.go                        |  25 +++++
 xlsx/testdata/TestWriteRead-default.xlsx | Bin 0 -> 26727 bytes
 xlsx/write.go                            | 132 +++++++++++++++++++++++
 xlsx/write_read_test.go                  | 114 ++++++++++++++++++++
 11 files changed, 440 insertions(+), 2 deletions(-)
 create mode 100644 xlsx/client.go
 create mode 100644 xlsx/read.go
 create mode 100644 xlsx/spec.go
 create mode 100644 xlsx/spec_test.go
 create mode 100644 xlsx/testdata/TestWriteRead-default.xlsx
 create mode 100644 xlsx/write.go
 create mode 100644 xlsx/write_read_test.go

diff --git a/client.go b/client.go
index cb2bffe0..e0d080ab 100644
--- a/client.go
+++ b/client.go
@@ -5,6 +5,7 @@ import (
 	jsonfile "github.com/cloudquery/filetypes/v4/json"
 	"github.com/cloudquery/filetypes/v4/parquet"
 	"github.com/cloudquery/filetypes/v4/types"
+	"github.com/cloudquery/filetypes/v4/xlsx"
 )
 
 type Client struct {
@@ -17,6 +18,7 @@ var (
 	_ types.FileType = (*csvfile.Client)(nil)
 	_ types.FileType = (*jsonfile.Client)(nil)
 	_ types.FileType = (*parquet.Client)(nil)
+	_ types.FileType = (*xlsx.Client)(nil)
 )
 
 // NewClient creates a new client for the given spec
@@ -49,6 +51,9 @@ func NewClient(spec *FileSpec) (*Client, error) {
 	case FormatTypeParquet:
 		client, err = parquet.NewClient(parquet.WithSpec(*spec.parquetSpec))
 
+	case FormatTypeXLSX:
+		client, err = xlsx.NewClient()
+
 	default:
 		// shouldn't be possible as Validate checks for type
 		panic("unknown format " + spec.Format)
diff --git a/go.mod b/go.mod
index cc83cf47..66811509 100644
--- a/go.mod
+++ b/go.mod
@@ -11,6 +11,7 @@ require (
 	github.com/invopop/jsonschema v0.13.0
 	github.com/stretchr/testify v1.10.0
 	github.com/wk8/go-ordered-map/v2 v2.1.8
+	github.com/xuri/excelize/v2 v2.9.1
 )
 
 require (
@@ -38,11 +39,17 @@ require (
 	github.com/oapi-codegen/runtime v1.1.1 // indirect
 	github.com/pierrec/lz4/v4 v4.1.22 // indirect
 	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
+	github.com/richardlehane/mscfb v1.0.4 // indirect
+	github.com/richardlehane/msoleps v1.0.4 // indirect
 	github.com/rs/zerolog v1.34.0 // indirect
 	github.com/samber/lo v1.49.1 // indirect
 	github.com/santhosh-tekuri/jsonschema/v6 v6.0.2 // indirect
 	github.com/thoas/go-funk v0.9.3 // indirect
+	github.com/tiendc/go-deepcopy v1.6.0 // indirect
+	github.com/xuri/efp v0.0.1 // indirect
+	github.com/xuri/nfp v0.0.1 // indirect
 	github.com/zeebo/xxh3 v1.0.2 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
 	golang.org/x/exp v0.0.0-20250620022241-b7579e27df2b // indirect
 	golang.org/x/mod v0.25.0 // indirect
 	golang.org/x/net v0.41.0 // indirect
diff --git a/go.sum b/go.sum
index f60fe434..cc341d53 100644
--- a/go.sum
+++ b/go.sum
@@ -88,6 +88,11 @@ github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINE
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/richardlehane/mscfb v1.0.4 h1:WULscsljNPConisD5hR0+OyZjwK46Pfyr6mPu5ZawpM=
+github.com/richardlehane/mscfb v1.0.4/go.mod h1:YzVpcZg9czvAuhk9T+a3avCpcFPMUWm7gK3DypaEsUk=
+github.com/richardlehane/msoleps v1.0.1/go.mod h1:BWev5JBpU9Ko2WAgmZEuiz4/u3ZYTKbjLycmwiWUfWg=
+github.com/richardlehane/msoleps v1.0.4 h1:WuESlvhX3gH2IHcd8UqyCuFY5yiq/GR/yqaSM/9/g00=
+github.com/richardlehane/msoleps v1.0.4/go.mod h1:BWev5JBpU9Ko2WAgmZEuiz4/u3ZYTKbjLycmwiWUfWg=
 github.com/rs/xid v1.6.0/go.mod h1:7XoLgs4eV+QndskICGsho+ADou8ySMSjJKDIan90Nz0=
 github.com/rs/zerolog v1.34.0 h1:k43nTLIwcTVQAncfCw4KZ2VY6ukYoZaBPNOE8txlOeY=
 github.com/rs/zerolog v1.34.0/go.mod h1:bJsvje4Z08ROH4Nhs5iH600c3IkWhwp44iRc54W6wYQ=
@@ -107,8 +112,16 @@ github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOf
 github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
 github.com/thoas/go-funk v0.9.3 h1:7+nAEx3kn5ZJcnDm2Bh23N2yOtweO14bi//dvRtgLpw=
 github.com/thoas/go-funk v0.9.3/go.mod h1:+IWnUfUmFO1+WVYQWQtIJHeRRdaIyyYglZN7xzUPe4Q=
+github.com/tiendc/go-deepcopy v1.6.0 h1:0UtfV/imoCwlLxVsyfUd4hNHnB3drXsfle+wzSCA5Wo=
+github.com/tiendc/go-deepcopy v1.6.0/go.mod h1:toXoeQoUqXOOS/X4sKuiAoSk6elIdqc0pN7MTgOOo2I=
 github.com/wk8/go-ordered-map/v2 v2.1.8 h1:5h/BUHu93oj4gIdvHHHGsScSTMijfx5PeYkE/fJgbpc=
 github.com/wk8/go-ordered-map/v2 v2.1.8/go.mod h1:5nJHM5DyteebpVlHnWMV0rPz6Zp7+xBAnxjb1X5vnTw=
+github.com/xuri/efp v0.0.1 h1:fws5Rv3myXyYni8uwj2qKjVaRP30PdjeYe2Y6FDsCL8=
+github.com/xuri/efp v0.0.1/go.mod h1:ybY/Jr0T0GTCnYjKqmdwxyxn2BQf2RcQIIvex5QldPI=
+github.com/xuri/excelize/v2 v2.9.1 h1:VdSGk+rraGmgLHGFaGG9/9IWu1nj4ufjJ7uwMDtj8Qw=
+github.com/xuri/excelize/v2 v2.9.1/go.mod h1:x7L6pKz2dvo9ejrRuD8Lnl98z4JLt0TGAwjhW+EiP8s=
+github.com/xuri/nfp v0.0.1 h1:MDamSGatIvp8uOmDP8FnmjuQpu90NzdJxo7242ANR9Q=
+github.com/xuri/nfp v0.0.1/go.mod h1:WwHg+CVyzlv/TX9xqBFXEZAuxOPxn2k1GNHwG41IIUQ=
 github.com/xyproto/randomstring v1.0.5 h1:YtlWPoRdgMu3NZtP45drfy1GKoojuR7hmRcnhZqKjWU=
 github.com/xyproto/randomstring v1.0.5/go.mod h1:rgmS5DeNXLivK7YprL0pY+lTuhNQW3iGxZ18UQApw/E=
 github.com/zeebo/assert v1.3.0 h1:g7C04CbJuIDKNPFHmsk4hwZDO5O+kntRxzaUoNXj+IQ=
@@ -127,8 +140,12 @@ go.opentelemetry.io/otel/sdk/metric v1.37.0 h1:90lI228XrB9jCMuSdA0673aubgRobVZFh
 go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
 go.opentelemetry.io/otel/trace v1.37.0 h1:HLdcFNbRQBE2imdSEgm/kwqmQj1Or1l/7bW6mxVK7z4=
 go.opentelemetry.io/otel/trace v1.37.0/go.mod h1:TlgrlQ+PtQO5XFerSPUYG0JSgGyryXewPGyayAWSBS0=
+golang.org/x/crypto v0.39.0 h1:SHs+kF4LP+f+p14esP5jAoDpHU8Gu/v9lFRK6IT5imM=
+golang.org/x/crypto v0.39.0/go.mod h1:L+Xg3Wf6HoL4Bn4238Z6ft6KfEpN0tJGo53AAPC632U=
 golang.org/x/exp v0.0.0-20250620022241-b7579e27df2b h1:M2rDM6z3Fhozi9O7NWsxAkg/yqS/lQJ6PmkyIV3YP+o=
 golang.org/x/exp v0.0.0-20250620022241-b7579e27df2b/go.mod h1:3//PLf8L/X+8b4vuAfHzxeRUl04Adcb341+IGKfnqS8=
+golang.org/x/image v0.25.0 h1:Y6uW6rH1y5y/LK1J8BPWZtr6yZ7hrsy6hFrXjgsc2fQ=
+golang.org/x/image v0.25.0/go.mod h1:tCAmOEGthTtkalusGp1g3xa2gke8J6c2N565dTyl9Rs=
 golang.org/x/mod v0.25.0 h1:n7a+ZbQKQA/Ysbyb0/6IbB1H/X41mKgbhfv7AfG/44w=
 golang.org/x/mod v0.25.0/go.mod h1:IXM97Txy2VM4PJ3gI61r1YEk/gAj6zAHN3AdZt6S9Ww=
 golang.org/x/net v0.41.0 h1:vBTly1HeNPEn3wtREYfy4GZ/NECgw2Cnl+nK6Nz3uvw=
diff --git a/spec.go b/spec.go
index f0c559c3..f44f98c8 100644
--- a/spec.go
+++ b/spec.go
@@ -9,6 +9,7 @@ import (
 	"github.com/cloudquery/filetypes/v4/csv"
 	jsonfile "github.com/cloudquery/filetypes/v4/json"
 	"github.com/cloudquery/filetypes/v4/parquet"
+	"github.com/cloudquery/filetypes/v4/xlsx"
 )
 
 type FormatType string
@@ -17,6 +18,7 @@ const (
 	FormatTypeCSV     = "csv"
 	FormatTypeJSON    = "json"
 	FormatTypeParquet = "parquet"
+	FormatTypeXLSX    = "xlsx"
 )
 
 // Compression type.
@@ -41,6 +43,7 @@ type FileSpec struct {
 	csvSpec     *csv.CSVSpec
 	jsonSpec    *jsonfile.JSONSpec
 	parquetSpec *parquet.ParquetSpec
+	xlsxSpec    *xlsx.Spec
 }
 
 func (s *FileSpec) SetDefaults() {
@@ -51,6 +54,8 @@ func (s *FileSpec) SetDefaults() {
 		s.jsonSpec.SetDefaults()
 	case FormatTypeParquet:
 		s.parquetSpec.SetDefaults()
+	case FormatTypeXLSX:
+		s.xlsxSpec.SetDefaults()
 	}
 }
 
@@ -68,10 +73,14 @@ func (s *FileSpec) Validate() error {
 		return s.jsonSpec.Validate()
 	case FormatTypeParquet:
 		if s.Compression != CompressionTypeNone {
-			return errors.New("compression is not supported for parquet format") // This won't work even if we wanted to, because parquet writer prematurely closes the file handle
+			return fmt.Errorf("compression is not supported for the %s format", s.Format)
 		}
-
 		return s.parquetSpec.Validate()
+	case FormatTypeXLSX:
+		if s.Compression != CompressionTypeNone {
+			return fmt.Errorf("compression is not supported for the %s format", s.Format)
+		}
+		return s.xlsxSpec.Validate()
 	default:
 		return fmt.Errorf("unknown format %s", s.Format)
 	}
@@ -96,6 +105,9 @@ func (s *FileSpec) UnmarshalSpec() error {
 	case FormatTypeParquet:
 		s.parquetSpec = &parquet.ParquetSpec{}
 		return dec.Decode(s.parquetSpec)
+	case FormatTypeXLSX:
+		s.xlsxSpec = &xlsx.Spec{}
+		return dec.Decode(s.xlsxSpec)
 	default:
 		return fmt.Errorf("unknown format %s", s.Format)
 	}
diff --git a/xlsx/client.go b/xlsx/client.go
new file mode 100644
index 00000000..35431e2c
--- /dev/null
+++ b/xlsx/client.go
@@ -0,0 +1,17 @@
+package xlsx
+
+type Options func(*Client)
+
+// Client is a csv client.
+type Client struct {
+}
+
+func NewClient(options ...Options) (*Client, error) {
+	c := &Client{}
+
+	for _, option := range options {
+		option(c)
+	}
+
+	return c, nil
+}
diff --git a/xlsx/read.go b/xlsx/read.go
new file mode 100644
index 00000000..1424d422
--- /dev/null
+++ b/xlsx/read.go
@@ -0,0 +1,86 @@
+package xlsx
+
+import (
+	"bytes"
+	"fmt"
+
+	"github.com/apache/arrow-go/v18/arrow"
+	"github.com/apache/arrow-go/v18/arrow/array"
+	"github.com/apache/arrow-go/v18/arrow/memory"
+	"github.com/cloudquery/filetypes/v4/types"
+	"github.com/cloudquery/plugin-sdk/v4/schema"
+	"github.com/goccy/go-json"
+	"github.com/xuri/excelize/v2"
+)
+
+func (cl *Client) Read(r types.ReaderAtSeeker, table *schema.Table, res chan<- arrow.Record) error {
+	file, err := excelize.OpenReader(r)
+	if err != nil {
+		return fmt.Errorf("failed to open xlsx reader: %w", err)
+	}
+
+	sheetName := "data"
+	rows, err := file.GetRows(sheetName)
+	if err != nil {
+		return fmt.Errorf("failed to get rows from sheet %s: %w", sheetName, err)
+	}
+
+	for _, row := range rows {
+		rb := array.NewRecordBuilder(memory.DefaultAllocator, table.ToArrowSchema())
+		for i, field := range rb.Fields() {
+			err := appendValue(field, row[i])
+			if err != nil {
+				return fmt.Errorf("failed to read from sheet %s: %w", table.Name, err)
+			}
+		}
+		res <- rb.NewRecord()
+	}
+	return nil
+}
+
+func appendValue(builder array.Builder, value any) error {
+	if value == nil {
+		builder.AppendNull()
+		return nil
+	}
+	switch bldr := builder.(type) {
+	case array.ListLikeBuilder:
+		lst := value.([]any)
+		if lst == nil {
+			bldr.AppendNull()
+			return nil
+		}
+		bldr.Append(true)
+		valBuilder := bldr.ValueBuilder()
+		for _, v := range lst {
+			if err := appendValue(valBuilder, v); err != nil {
+				return err
+			}
+		}
+		return nil
+	case *array.StructBuilder:
+		m := value.(map[string]any)
+		bldr.Append(true)
+		bldrType := bldr.Type().(*arrow.StructType)
+		for k, v := range m {
+			idx, _ := bldrType.FieldIdx(k)
+			fieldBldr := bldr.FieldBuilder(idx)
+			if err := appendValue(fieldBldr, v); err != nil {
+				return err
+			}
+		}
+		return nil
+	case *array.MonthIntervalBuilder, *array.DayTimeIntervalBuilder, *array.MonthDayNanoIntervalBuilder:
+		b, err := json.Marshal(value)
+		if err != nil {
+			return err
+		}
+		dec := json.NewDecoder(bytes.NewReader(b))
+		return bldr.UnmarshalOne(dec)
+	case *array.Int8Builder, *array.Int16Builder, *array.Int32Builder, *array.Int64Builder:
+		return bldr.AppendValueFromString(fmt.Sprintf("%d", int64(value.(float64))))
+	case *array.Uint8Builder, *array.Uint16Builder, *array.Uint32Builder, *array.Uint64Builder:
+		return bldr.AppendValueFromString(fmt.Sprintf("%d", uint64(value.(float64))))
+	}
+	return builder.AppendValueFromString(fmt.Sprintf("%v", value))
+}
diff --git a/xlsx/spec.go b/xlsx/spec.go
new file mode 100644
index 00000000..258a9838
--- /dev/null
+++ b/xlsx/spec.go
@@ -0,0 +1,23 @@
+package xlsx
+
+import (
+	"github.com/invopop/jsonschema"
+)
+
+type Spec struct{}
+
+func (Spec) JSONSchema() *jsonschema.Schema {
+	properties := jsonschema.NewProperties()
+	return &jsonschema.Schema{
+		Description:          "CloudQuery XLSX file output spec.",
+		Properties:           properties,
+		Type:                 "object",
+		AdditionalProperties: jsonschema.FalseSchema, // "additionalProperties": false
+	}
+}
+
+func (s *Spec) SetDefaults() {}
+
+func (s *Spec) Validate() error {
+	return nil
+}
diff --git a/xlsx/spec_test.go b/xlsx/spec_test.go
new file mode 100644
index 00000000..fcd6230e
--- /dev/null
+++ b/xlsx/spec_test.go
@@ -0,0 +1,25 @@
+package xlsx
+
+import (
+	"testing"
+
+	"github.com/cloudquery/codegen/jsonschema"
+	"github.com/stretchr/testify/require"
+)
+
+func TestSpec_JSONSchema(t *testing.T) {
+	schema, err := jsonschema.Generate(Spec{})
+	require.NoError(t, err)
+
+	jsonschema.TestJSONSchema(t, string(schema), []jsonschema.TestCase{
+		{
+			Name: "empty",
+			Spec: `{}`,
+		},
+		{
+			Name: "extra keyword",
+			Err:  true,
+			Spec: `{"extra":true}`,
+		},
+	})
+}
diff --git a/xlsx/testdata/TestWriteRead-default.xlsx b/xlsx/testdata/TestWriteRead-default.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..081df403c7fd21e7f0b59b6abf29ace748fd3a6a
GIT binary patch
literal 26727
zcmaI61AHY<xAz-Nl8K$n#I|kQn%K7OiEZ1q&53O%6WjLPdH&CH&Ux>>?@2zp_P2j~
zRae*QRp_dglLY;S0`wj5|Ns8`0T5g*X<cmWEgVdZj2s<k|Mf*r<7#CYk)fuDX*L^p
z*{#EW)CFs*0x>OL=0aWzMXl>VDyT=PF6S9%*><=j`(00c%8k_iU~*C3oc*3h=|KD}
zpZCLE{p_78x!mpEQ<L+}QErVg`?5Uv`L=m?)e*`2bn%1jxjTQ!{Q2<2L#^r&V9iw>
zWwEt%n!NS+sPecqR=jeec(1_odEek#ktADxf1=p<*3|8;mQ)|yoL4;H{r)$n^OGr^
zcd4oR>h;FQE%M~r&ReJL<YP$jxnr|yxK49?@%F^+-s_{TEEB7<v){J$kxi#!Y+v|Z
z4rd9+B>a~eC%b#97v<2t`^!yHHR*!w!@1xlFZ-$wEf2eU3UA^RCh|kl{;nN0=UZos
zm1Wk=LqxjUbKC0k?dIv*bFMo!O}Ud>w|BkuYnn&-<$^^?k}NM;Jt|Jb*mM8$TdOAa
z(&8BIC45xbQinRq{#mZ3KnrE^!Vu`#bMxh?xRW+d6|c5E_bUet`u=;H=W=EHORe^J
z_Sp57tWNpB5HwdpbUkkP{Q=?LLZ14E``clMCwCRM4UEqG!{Wl&0ric2?eY(~we~G8
zmn&OM3swt{&$6=O>vv0eoFzDTIOh-VXXUDB>j<9gcdd8V+f%KLjJ)b!_lF0$6Q?+q
zG+S%U%RfFDJZPdVF0=ERSle}`e3Cvr(|kU<s5dm;KVJ)94kfI$T_2~qtJGXM75n#T
zNktYc<gGQitFRY&oirLd%`Mj5p6fLu%9`Qd?Cv)#xjEU@m8(6*c31JUUmyO&=f6fa
zJSUv)t{%vJaIv$ke!AH=_<UB~yEF=#KUXOiA2>IHGk2FWmj-H83R7R0TbU13E#|T;
zFSO0exHRH4GJ3kuA7JINIRML7v<8rEYVxBv1R)G$T7>9Neb0Mh3?c)U#tRcv%mA`G
z0?%V}gqFv8fdPC#<gwcP$>5CGj+|=A`sJ&`MSsG#rzC8*EDaRGKy=}=7_r^JUX%Cd
z+JwmejPer97`45^)c+Nfza>{~`-FLdD&r&A*>`PIqQdqGdk+P~v_Oe4tyJyHr`QPs
zDt!-y01)K91b%=30TA#2Ld=&SAlV55O?_PkkEXu!3zw?lPdSgOX{d@<%`{T=i*7El
z_Wkp&PREIVV3O+s#6O0s?#ZCgR`*a;4GWYt)5_I70vdpG{QnA$^8gEZfQ2Z)0vnL!
z{}iq%AfU1TE7AHQt@G?20hNx?-v2XMK?qf0S3N3I(akN_{vBB54u<A_f~tB{3J{6`
zLe~E#Y+vzByhy2Sya=eBx8+lLw?@?cIABA@3NfH5rb=QLRpWBVs!KTlF|wQZ9VU3b
zqQ$SK=>R&)F`J>Fyu?OhdU;`}E4RePVETE%#$*a{$;M&|f62yXihjw)VTyan#$`%+
z$;M+!d&$OU%6eIpu+WG(dV)bdle8I&bbgFYK2!7sC*0&SO`GvZ=cfP|{DLz8EPlZ`
z01m$30ss$Ra0vkLEdX2r0PPE|J7Jc-PD%qfu(}1PJYR4J0GThi2Y~h$JOIG@3myUB
z%^QPc^#n>j6ZHkp0Lc1+7XVa!!7Bi|zTgc2lV9)-fXy%X0Kml;d;;JD0N6l&-{ilp
z01+<+DH9lkd<OpuKmb7h1)u=n|AKD><TLVkaY&h90MPpaZ~)kS0R#Ykf5CSE#C`!J
z0CK+o3IMfV01bfNFMt8S%oo5Ckd>ZVB9JC5Fhg1`Fb_6yU<!dZ0}_$1B<L#{1SBZq
zHcl*LKmMLr%F*>MtmNnhl-KiblZRUf=TKFl#@4kcqa+M8>hr0o;1&b!5##8|D!Y*r
zY{EPs7Y%v2g$h8#H*z{pt7~J)tEh?v6bz-1SI^Hc;mATJ7CH$IM!u2?`;feFIwVu|
zQTw~xM*Oh+t~vUn2$$Q(r(<mq*X=@OfWLF;nEAvV^uC*dGdR<_dSQht-+S4*F=4mH
zOJ6JfZ;MyQhB>iww@;wIzjNoN<q@oHP2%S%W_DM%UGZ~iVM@l&RX6OQQ=X_Yn!Toz
zCDva&kEoRU0dS?GCT&F&L6Ie+%s7gPbL{jB<iFV4Se5qoHU$>0&lrE%JwpRNQDql8
z45Mwn$LUL~V-wIB>|HGvHXYOu8c|J}a*OBFJxQ`w&*Mqr!gU@5Xd^erarSkk{uve7
z!$Fe;Kewk-nJ`x_rMVmpCx(NgDt-db#4;1&bJQ6N35hPA)l(xQWtuW7#97vgiPsGh
z5Rc%5ClG~G0fah$FbdTqB@y=vom|{mtAI$&IX2F4O;{q%2_QUt39edc=nXzbI&une
zXJb`XZiZt98YILcEY{{@tWBO4V+BMj_kcVrq7shNQ{v)v7lgzkUC{|d(7b>G-T(#M
z0E9_^Alcpbu?hO>5g%u0A|?@6h)*uw6a**$GcL~11|SRo1eRccfDI5_0K)$EpQ^0Y
z1waAZ0Oc8=oD-6ZFGd##34)7CFd5qB6y)OjkCC4$49hRF4=64c%H>o@=8CB$3xFAE
zLBW!pDjX%$wK<EZX>m4})1H~j&5A810|Mq2-{}4=t<Ie%uOcg&y!;S(^yE3A&fQy3
zO{=}IqUv{?NL|;P0N^0MVk|bIjz;u_WQ&LO`C)Qz%_H7MR)PuVx<KgANoRQhwEbni
zil@GO>ih({JuShMV@Es`oYUJ>MQ3e+u-)BKMfU8ZR7+ZdDeeYPF%>}70S9qT%;Yn`
zoH0m|;vkpAY4P7SC7H+|JCaQmkX&hJ=!jyFqy<69XV{2P9v*R)x6%_#(~!hM2g!dY
zm}UV0oB{wj04PEOKn(&wf&MqZJ?iPJ$ex=k<kbq{5o1Vx`v=lE0njQ)M4ZMc^bcTA
z0l>kOh?pZ-L?N$NfQa~C%0KW&vHfMdisZko|0~=77dX~M74mLf04MVK4}6``!L)-B
zlA0lYI?o14eUBs;jC^LL8;_Xd6}`7A%GpUz1^(>hKc%Rn6bLDX@61+p)s+W3-#2P;
z*Od=B16<Tmh)0~(4EPl}-Y?;dh-CSOnWxD!vYFHzrrGO`^*uJDn|IT~TzzLVvER9U
z#@s26f4ciLv){O0#bz-*Q#*g{6vz2Ku<sQ@BI#{yC_T8+Ft+m-+}eh9{(_V@veA{K
zbwm5TcKhZ=hg0!_*{P{Ro0oq1%FFx=?uto}^QQ0aO&Pk<{^8`l@<!G3pE^qAFj>Je
z``oHrb2jEYic8KS3Q+_7GQ~1`a_f??=w^WFt4Z0;O|llV)@`lw67EkUEuXuI)AaoV
zut_XlwYr1)eciE{B<RtRw5fkL=s*&;pEaiDamiW=i^3bIMq2Z*<fkMTX?4~+A`c$_
z1gH5}LS0r8=BPW04S9KKw$;xVCgzc`3$jxg^85;y2p*%2%Dn`q<{h$AYd|BA)~wkV
zQ$u$GG=U^Q6R3kpU}8QxjgNDj7&5=lNHB$4?q;Gj{T%Je$=Tzrc((jkgU*tZS@dl3
zG#G0JbOub^=kZ7rz^?^D4m}wOMBT)~5=_!#;-N)m?Bp{{)TG2|Mf(Lpa}9u#l_jA6
zCq_vUv*i~fQOIYgXaE)i0E_w-fCXCet#+Q8=A_40c0jZj?E?aRE$(0KV!|WT*zQaG
zvepRCNI2Ty{mRR(kY|=g2(Se}eH$S$M>*&JfdBgGf51QOTOrRs8<6cQzgot>^M4s}
zc>m8c{#UkU7eFr}?Et6>ldQxY&dKZl*~;(GPQ}G<FuMb_xNFK~&rcZJU)HO-YRbh!
zjbpMBOu>);J6P}k>8OO}6ak$B#2vtKd;pNX{qhnY0H6zm`g8vcKA&WOmJbeS;HG#n
zaYWxK&n~%Zx>?C*JOMgv2tW_`g5Ll@`Lg^1tS`k602QP$NE7aT|1OR(8c0Gt%`IRG
z(52A=KAfXzS;l}!m@TeoPt2&hP{sm;hU;isEL4IMA((_Z$KIe{opk{?;K<2bC3|Jz
z5ReHP(D@Mq`ol0le^^kFrK6}kC7Q6{AU8WJM<_#9ZlMSmabb;|A`_0@u*E|sb7K>Z
zurMyA1j5IO8jjKf&|1Y!`6c3f)&XON&pPVaiKz;@^L<YhPh<JinYlvTTRoFPUa7F1
znTpQJf?)g0Y8B4Pg27i`xv2oCiw0n@4i)E@a7KzhPqXnk<Xv0;e1bQT{lEqS`uvoW
zg!oQ6b7X-D2LzO_3<M<ie|^A&|L+G(eH$B#e?3>qOWUl`!E|1#eD9!5s?QMv9UG|8
zxA^UaBANU^A?aB03k^23wEq327p}vV4~|oOZ_Z=KgUULp621CIe0~m|ju^rZ7&Y_<
zC~q!r&-S478|fKE&(aX>KehMx<fbX@(n-W~y5)0z956$RODGx>X8d;9g*16hrTlw~
zCX(dUb;|8Pq=C|JxUgjwCRa)0xdT0<u_4;^`7szv#AM;CZtIx`=xwK6Cupdi1lMnF
zuP{cj6IVCYk-=mNg73{Iq!=<#4Uc#g#^crd68x23eZM`uc@L5Dx8-Tu=dn&Q`*||i
z1=&AbMQ7fNdRA?ui7ruXx$q*E;Rrb$AXnhXc}^&#r56_-@xj0(TR~>pbxXSin{8Bk
zIl8rFI!R4h<zsX@HLCfrvImPmAa|CYd2Z=p)X`SP`&xRBQS>5~%oqC&Lp*Iz_waTG
z)xfSd5AcvIM8K+PT1TVlqiBm669WfU!5aFj6x0kqlSDjj5dsY&(yl?VK`4g{zaiFs
z2%w>MOzHL6%+xF6p(`BptB^j7%RiI;=f-B{=ci@>0|D)V{BJiF8gOHE?2RlPXlcIE
zh}m9=KXeG-e_wfoQ(jp%P=yMPwS|_`#k_n|q}Ha1kV)is*P#85!cHGPZl_rL9fL7C
zT!km2^8B>s{CZ4>+t|omF)o@}ZI4(t2;H@?2DsW2gkgD%!5qksl}9a&VK`V5=obHq
z?&L^XhmfW=sNDtFZ#6B&`8e}+BkmL^V^xCitYU|3b8n})V~CnuMU6}LsD7l}Py*{u
zbLq*;b$SwNXN4vefy3WWnRI74cxwQ<_ww+hpdZbl<oM{p&l-j!Ty%wRsV%x~>Nahj
z1QlTU!mr&D#dm=xdn2rOxB!Rz6Ze^uSuF>E$_xFk?m+-p7}^-f+1uDU(CXRReg%HU
z6u%@WJp$O@*N-r|M{8wx0^)XIgicok&BCRa@uuH~B!+`^?~e-KPFsgkA#g8SH`MFc
z_2U09^=a|?@<U-EV~adx=&(fV3ULc(r`iTELY);&cCuD2Gv%f<8pa_;l{r~d1`wjr
za;p?H?geUGQ*bx??;D8&XR~{v6E!~eU+LQYDhRPt{N#H=Z6@tRjl`mP-?QLRK}q2-
zSRX&R&47~euV30l;$BEoyh=+cQek;*j_$1g%+9P|>YS4WROufV828lM4FHaq08aV8
zH+{ta=>h{Ad!sKOSWZuU#mUfhyR5wZmQ<Ucm{~ikER-LVwjhJE|1+bZ$eNeOO5QKq
zsoN3sn^SnnunAISIAZv+1rg>Ht!sQ)e|NX8wT-f%0b?735w;TKI*tgH&iu*5u;@kv
zWys-)IQ@gknVcwsdEgpO{kjThJ#7U~N@g`Zt&?wt8||404}<G`0=1iAfeyB!8uDJG
zoojJ-^1B#UaCG{8R4|p++e<}wq<!JE-cddcy3(GA)ydK{SS-v_^;y*_&8$U%OTn+j
z_vP&|Q;O_L2JoNY7~Oz4_{S}rm!25QfJ$5buWmsGSOAvX98Ha^jQ&agwc2*3E^D*i
zg4%tkh|ocLyY&-O87;NeWR7H$+0rJAyDOFr$si0xEb6=!b;aN}h;XwoEtvaht|_K2
z`VsLvlUcKAGhdegzZq3HQei4~#8P^dmsk$zhxaAz7GdDZ=MjbRk)N0_*rV;CJSJhE
z7or@F`%``WNI$-a1Sq^OqzqRF9+c1BUN6ttamb%<S_2W~+*h^*PIXJ><h%s*C87lQ
zZxqIi_y*G_u`zm-F}C7vKkAj6H#W@%_}E3T^mn#pO&Cw&gCT@wVs=U45!#e(hsC5?
zltq#xyhvo<m7Ea6>K~88{&qOLC-9U9Vlal%__{sC-SBB<#ZpEhf))-*xwm9~Y%5RB
z)QLUlMIZl40BaL}F_}aCt^nQ6k_l7Hu46L0<>e{YRAiwx2gJ+8g@x-px*BeK<<&O^
zhf4kuuV<oEm-B7Z41?-tGsJmUe37|yb(XOU69%la7E>pbba$5V^5!w`d7J4AY8t<w
zrHJg%E;jl^jzGPlETdaT`<%<{8Hy=^$g>-FXz8kbu3C)OaysNgMXJ%Vb#rjxNwd62
zoK1V-aK*O!fK0@8VhnO`V`1j+BCKO!0pq{O@X`2L5>TvY1?AsSk`gwb%RVycp~-b-
zg*={$A#F8PUq8;Xx4Pe<I(=RbHcqRzIzQIhX}eq>U#g{HrhJ2igKR#Z%0E9o4v%<s
z-nZ9ied<9<!g_o@_R&9|UaM8`91*W4Y_{G`Pg%F#E|Nb#=8~mbijj(h*MCNa3S`Gf
zIuhvrjieY+vi{B;?yD{rBBUvk7sxgr8~9`hT!BbO;C!YdG3qb!XXsWXiMKd5!(uhS
z6=wi#N9;QbQr*hq;b27Gr2|e?jpSswFS2jANc~{p33~=9Vkl+$pFyEN_WLQoO9)6Z
zObnNQ*zu*GrpOy_9E7~c6H?6X*o6smCVq3}E1rw+=F`)uGOc=}{YIV1Pc|h|&F=%X
z*Aw&&?!ibzFgDsYNU;b>@AOMS#i!*Hjf~2mDX<}yF@xkHlFI4#C0qFZp+rNKoCTUs
zNpTuNt&d5-%xx3U0fZkG18T<;g(s8tp2tPu=bbkhsOuXQXx${c?6J%RE%Lj%sw6q#
z2sVArgehWuz;tumXjhxK?*bp11yn)KWKhqjF4au*8Ds9Ev>=h9GutVBl0$_FlXP98
z=kr*T)0dr>gv<QTdUT^XJ0N+jJ*ctqFt9QbZF|=<hOasUarJ7|7}d2wt8TlPATua-
z?;VCVn&Kn=0ZWoli)lt8`+SpbiWHf8E<F~y5!@*!Kp~`Xlr4{)DH4MK?_w)1SVE;?
zPc9K~V~e>~eG*AgEvaHY>eOVa>%&*~%!eC_r?F(wj$Ra{eM+6W#_+J%HqBVpyf1Qj
zt<^d+@}qfA)TE{em)Y%A#@jGXAvM(>cmKQV(e|Va>n$8P?hi<*)TFStwhW(P=FL)Z
zcab0be2Z!-A>PH!fk#{VsLa+Uuy38^<`&guO%2<e?#;RTlR=YgZFg4}Ih;Mi!GHQ0
z!7&JVWkBF588LnbuJ?B(?VCGI`rSJi4tXzi&Wr^vI#ZX!dQ8lVn<1Cp0hf>w%BUpf
zkF^jgZSZdu>^U1Ov{})*_fH0&2tVwV*fOLe>Ts5KT$L4Yc<h?D>sN(xMfyoH89BIt
z{0@FyafT_G#ktVt6@!O=8Ot<hb#(!y^m%f*Yjwo0A@Vco|GD^>9#PdsX#YB<X4~RP
zNHcKMq`&lvW1uppc46T1SgY{>*C$R}@~tm8MU1bA-Bnc#J5){pN#2J5Y>5WFa605S
z3oxJ5)t!$xjf6ik_4&vXrTI@-LN5V9BC{hsY;l38dxp&|X^Y}hF1Z3&%hCcYLQyKI
z03=b@qCLMF#<_79sWiH<s$j*&OZBHTKkCr)O%7O6-c?Gy&sQ!~b(*_ox9=CMT7^&$
zwHxg>&X^`2euNv$bBowaOs!7XE7k1dq&b9!AJ;Xqg;U?FT5KjyO?CpFF!ohY3%K8G
zTP)98ZBMo*Yfchptdy2DP6b;+I5JwdUweHD$>!B3-ka4e)@=9C%&q>CF%NxcSI<U_
zGt)+JecqW0iO4;hrLY4_>mcgj#{3*t+kVuiV8^T140Yp4s_eT}`Ub7hr^GTA#_)^1
zfZkicI0RfJDpIa2Xy2x|EIB?NbL@uiu%dH9H5m)dh9$@0;KF#EJ>07PFYEYm@*e8h
zxSqqHJXN4TPkp^u)&SE(bJiTJK?6bY`Go4y@Np1xOJT-IIjnt}$qbj0OZD}&gyavM
z&zrNr*-BFQoAb{-pZ}U6?UtDq41ogybx{0o(*u-$#z6;DJ$oZVMMrxxYZHgB8NylT
zRumC=9IfXkcVPKt{i+?rCvw{H!b$uj^cg!Vr+Q;ud7ZKSuhfNN1_!468Lm}xTr-_*
zGCD>q+kRk|kdiYvD=XPwY(I2Uem;QqKlOLNogYiyE(P1rM(bpMKKVaQe@t_6`MkXx
zUq4UzylsEJU4A;TzF*PuzWeyNy17|>JlyR+??>~#?cd)o%|-KedA^PH&%KWYS9kMp
zeV!kW9ae8;UFhiWc)mXz;_7(6KiGaA@6*D=SIg>npRGDST_1m3KL;P|E;S!6@qXmE
z-wWP8ygm7B;e34VCue_L-8{|VYWujq-38<7_`LK-ANp+5PE{k{rvFI6eT{myi}{GQ
z!J1%AI>MB^k0gG59$WG#s`+r!dPyESe6{g;^zm|ge|UO3{Iyc8)6KQcTitd&SbMs?
z0Jye~{LeX`E>Er4SI5tnnv0L;C8tZ?POo+!ueX=CTgj_2#iu!qr@7mcx!v2-{^ssY
zpXcY})7w)WKONqU&-cTnq2l24leXpC_gj_j<zzr<-cPC7C{Kg36Rjg%8uh?FI*i+I
zdNDB2SN&<ghw!x3kFwo2l|7_g_)mk)U|Wk5UhYp%PmZ6$j+CfwfXjTaBi4$}_Wrne
zs{43;c7pOk5ImCH3haW3d%r=mJfvQq)@UhgwpA?I+P3-aj;C}+8bjWNcEq(c(u@c2
z(h9unBksx;|Dk_22%&m|&+Dz?-mAvmE92*e;_(E5A)3PXSS#JJRdD_Mp23K?(&d*Q
ze^cl&G;~1M>&8X*UPX2d#R$Mav{a=e#Gp5MZtTO)Jm2na=iaNw@4&j`8tbjT|AO(<
zC=1ier}?xi^~@U6HTu|9aErlAe2!Lqwz3%RjaJ^j%IVjsJlWO@?p9yu2Zi?;I5Erw
zy=UcF`__lO{1owRn&sO`aJRnGTQ=YQm5Mp`Qn=jh_SB!x=9;9yuAi}9uCS6+pA#@g
z1|@)rf-;v!O>SDQjVda7C*S^+O1ZnLOrK8aOPy<wm}Sz{2-m>zm9VFPjh%oeV)nE{
z27-=Zt?xq}7D|OGd3MG%m_AA~)QuNYm0*Np2b&v0Q#WD`2IX$dY7=cO!_&YM9WaB&
zmKKs;?FN-DB5<&&zgUg0BoS3rIv5qfp0-uY3RxXN!$evo1Es<m%qm4aLE}VGC4(U@
z8ZDh64vQq!>E4P4Ow4y5;sLNd6s7sAL*d(ED<lmtG=dOm))LDE)nPpMHN1LxeSCj0
z8~<?;$Q!)8iWM5Y*ibrBg+Bx+da?x}!eo6pVu(bBHuwQ#1Eb3Y1esxp{0e9#u<~Ij
zYD%|=y_Z4W)~LBSYU#MWG{U3P>z%?(-u1rn2<s}4r$ZvZ^=01c1-18?Qb%=K$azTQ
z`iNoQWedI|+Bf_8{n;7t^pg!mVI6%Y+CmbyPPi54A&pxnYyP3<qe4k#B`)mMH>s_f
z;M~BpWn+R&y(*@UU5D|3qZ#6@z#nYtcPv2>lAYPvh0tq?pR6i`zf(wMKW4mx)_Sf$
z(;7nXM^bI??0l5kuhyP24w5PYO%qXC*RbJlm?;QnKG=wIYkM`nA}VbY)op_gCP9-{
z!SmW&^4wVUBQEa8Q-Adqjy6u$`~7xs_QzrO=h)k|*~e-3anWHHriw|d)~DOYQz_<!
zcdV96vG+66)<k^9CC^lML_ZfS?tTl$5-M&$22TU-DsJFScjLKPQt?!_3~u|};j7}~
z3hfo?%)K-%CVr4eLmr~Qara}Lydq=xt<J&qn-2N?7U^3%1|~7a0*eH5nZ-dDV&+Tq
zg6nEkx5ZGq^Ii9NzH!gVFr1H0Ht<gHJusfPYW4@@XRuGk81v!h8{=E(=VlY>d+^Vk
z7K;I`HD;x~t#^j}vp+dX<vbAvl&`IrYYTq>9mET1&2=%aQ<>G?vSXRWpY?Z9|IO{=
z+xO(;VDOAQWLxEpMn%xg$lLJP&$)T$+lnIVx11NX@m-?B+*+)tx#==-$mhFRRcNmF
z7t42Z?*?xVM&7PYrla$0_XQuh^XZ&1>yP)RW1_Tr7q=6oSN_kfXvO^PsbiUlb1o)~
zzKjc{U?oggVHp>#V&fGFd|!VrQpc5J$0gSCUmthyTK8|+J}ehE6`Va)OUlF*&)Kv(
z*|M+q`8M;mAJrMu@1|!9p4@W}b)Ev8z@DycpRO-&*LStt;&w0d**rcxp;g-wX^po+
zAmY4k-ABZh_jBow$d&k{GP9U#&O;JH&>dhBKmt5Y<_ZR&WRC@H+Kz%tz3?W-CPYGl
zck!m}2QU#b0?w6|q;8}`-Ytsf#nCSHNGCFx=a#%<uT$BVDrjf2^`-^04yAXReOsd3
zy`#0i4@WXE!5p?&?KwWlrt0Qc1R^3$N#8#e%)=@_<}B2)6SGQT1G_UY@f4xw4|$eH
z9^Sau^OnmvkFuiMG7-Rz)>;h=8b}WnDrrjI1_;*svj*uZQA4awH9O`CUDFsJ2$eEP
zpo{!S{pOhdCIpLArgJotm|5#RfWLFf{=`^J)cdQ-xGbT^PDLFshN7W}ZmNFd42GJ?
zGW<~YQ;D&8qCi+Fq!rO>3ufo77(VpvS#T>vIn$~F!?BT{x{(Dl-M!{nz#J;gbL};*
zW8ncDQKg|@i#@&S=W!N#mh!hW1E?TT2m+U?yg_50`a0r9#X~R{p(CyZb;3hPiHMi2
zwD_`qAEa3ETftcqHxdt;0-yDaoKzxb0^s?*!n_v{PH+bMixDnGSzmwdRJitPvby1<
zD7FUnbCX`&5=sA$SD{br+S1D29K_W1G$kF_*u`FVsbw2xy>5+jGvD7SrdSdhjkml_
z90kx*s<@#R@5;lZwM_XM-#8mqCI%WTBx&#G)4PS1cbCqNX%RPT#)j2qS=V+K5i1hb
zlsGRftxHqZ_F8{yNz<U#r&~U<tcau$v8vY#>IT+JQkN2lWgjUG|1pvaamrgz&P7(1
zp5o0-npDPo1wzA$EMEw1f{hXX0lkFivcJB8=;4l}S~u`3iq(t?MNUc)6*6;jchflg
zCrgnXXY-U<L=$YsWAem3y(Vd|(AdxO^5?OYHW&UfhxW?Xp(ATYw!P+uRZdNhyz`qe
z<6wxhwbn^7WoQccBX0`T715g#&Tp*p8Z5GdrE@m~ji$fl?&?wl&=SN6-}KIF2*9Wn
zL0+lFZhXV8vG02VNQYVofjJD)jL_6TH}+;5WQ7PQ>qBF#O<$Sfk;7b#YsCD*!J(rB
zO8jS;bQQ0hdIffOqE%s`beoPl8N%2pJvs-RA)xmV_iU4Infmgi@y{x9LIZY%7$Kv?
zg+#M$Ar#2IAvOtHTsKl<LoPM!nbjA~f}WUNH+iE`TerY=Y33<b%Ac%GG;KJhC;dRX
z=4LI@B-cT0f{4zuxf%&emvRaRRiL(xZ%7an7htpCEUft<=vFiASE!i?Jef&7Bt!wY
z2C$3;0*=*Ays^gPG&;h~-Lz%>@8zEQk4w;9OUK`~uEZ>0;IU2c^I5TI=Tx&!v%j@)
z^ZlyWeej$zZeD<~bWTqqspo0pzWar$%H`HJZ{#yJAh)@hSPQPlT#(%8rX7+)o0rN7
zS^>@tp2KsbLsU_L+|x5jpqd+<MdN?Hv)FG%>KH#y&#;PP4}FZNu*<K&gsOf%m2u)q
zx|6b-zVI+Q)nd4|WWMyMI@-VuuHv&m==2B85^U(5zQ@^mTJ#+AwI`t5hLay+$tSzv
z8rYbkGa<jO5*9k4NeTpp))N2WXkj<&WMwe&NXeAh|6RCr`eoZVj~!e9{BIwa;S9s^
z!{kP&-qSDx9n3^XxXIG7?88T=T0j#&N_((%W%CFdlyjl*?vDgbEL4KHi2R7X2r?Ej
z5WhEzPywr^>tE6OX`lqkByvc5Mbg&9V}Hq#uH>->kSB<aG>EfINum^lOl%`%zX^er
z8xfGPF$4dp3>1ztO27%hNJl{k^dP1FFw*jl%(sm<8IUNdg2=PHg~V86HZBfX88bWI
z;GJ}zC7)}PBK|f2;{xwj2X=*5bj|S|g@DpO#*}nOPy*B(PC!;3xqC%!v_Tb}U4d`;
zoAjI%Na*BvUH%iE4%3xBHW-AG!yJ7=XPalUXO2bz*yIB|i)Q_Txd&O8AP_OE^K43K
zRX2F?C9v9tlb3MeIBox}l@N)9&8%U4v$86dTZGn-97RM1Ls$ys5(Lfz;;(qN$v8%f
zxPMrKKfIpPZ2&)W&A!x;BqoG(wN(-!ycfm7SOK918;U)wkM>`MOR5#e@p;TGQya%0
z+g)DVuore#caF&>Ex{uY2K)xQB?H$Wq6k}HuVZ5^AvaYW4d&yuCQpflw3FeZ_6_Ou
z1N#DPxs&u=D9MQMDwo^hT6!afa$3FQJ(W911%16|^u`M@BtMs(R{G1^;+%Z#778nf
z(4i%<w46e&ODb%ESs!4!ix3KL^71;)Or+FW<u1+>e~3a!21BDh+UDn_7}gaP)nFYe
z>XkxnNrlyxR(u<o==A4~C?l79ZB>?U8Lh9WsaOE%G$NKi-w0go-%b-y58pr)e#+~h
zrP?@f@2wHjh)DE+qi<Ss>9={TDJ&AZ*q*uYDsGs>GEr4ypWQkzPD!t|AXynk{E#ko
zr*}?d4l*%ENMb*ZydDXkS?{k71947pLzUKml|f7H$Y>v@*A^Kug4Qo9T<;%k6Htq*
zPBdyDi60xKM7~Df)pDe$Gh~?lty!gn(uqw~My4J3^h-JHrJRT~WI{lV|9ori+F97?
ziRZ8_Z?LmGv^sCeR$a*D84nMw8YS)TGJo;;^qF)@RfaG_Wi+S&!a>mPMPXAHTH>K4
zb%9Fk#DEbC<?rw`+d-rh4R7INOer~JnEgN96d@p1)E+5ghiyBWk;jSBuf!%f6$Ofn
z1gzd^lFdIdgX-$K+b>U-FS(KB<x!oZEte{kl%h63$r*)>oC;;dN>O*6)L{R5>}k8L
z^*4v*Y59esf;FLuj!6<=RuL*eeU3tJ58iikua{BzK&Yyy-9g=63n(<N^M%%43d9{c
zlO<a$#dJBMX$yixU*8HSkPRxKX^TN^!0p?gV<@Cd_F0H+(|c=6K&=6EKuW0D9)?0v
ze?_6-8j@{PIL#Dq8_qR2R>Ia+oFC|sG&U4wpSpIR;(G!6NwGem38xY_-;hz$9>?VR
zh^Fs=jQT|N+Rom?p+@#FenNbA@S3_4cG}OGdMTmakxII!o|<DYD<{6)J(fZ4VYrXf
zw5<g-NjyGmBN8^Mo}qoK1%6ZThlHl=T8+o5gSNG!ti<kma*(JiZVTg5l?FXrGJ_*&
zhInv&M?o#8yOpb&vK0*6k^7it`gwhYtQwdSTx{5VWi~PPDlC}}*hsK>zP1?dfv%(O
zX=&ek;HrvJN?2`W$e7^y<L*#?X#ReJsntazC(txa^Msn^^2G^chdAfbVyq7<gL6fY
z(P1wrBxD||l{<9A_d!X%A-7;`GY3{eeTUPvGIZjsrku%zFb*UY6t-4^7#YnQjx*^>
zfg;m3!<2-d_ZCam@eb04blA%7V2^K(#d5x3?vK?%Lw(x_pfs~tPndAe=ga3p;^9C#
z*zfMY)-|vn{ub7aKZYerY0>gm;c2i_CrRI%KK?NHF71eA#3@>pxwlRMYUxm+5{lJ2
z9`bmmyu$FEQVuZUOfQ`}_Q5^IE=n8>8@Z+q-e?x!{CxoWRU5VD5Q`abXx@L#)CxI9
zBCCQm%y$Zx*X&}b5^BEzq{W<SLF{S(x`}6p^UcZLHR-ajctW?`y42pF;1Bh$s=0^8
z)qCtD2CL}adt8+bv`(Ndzuotg?*Uo5$?H{?9zX$ldzO{g+?6kcUMCp-TQCjKa=1yq
zdxk6Rl@=$HpreMQRN((gBibIBI7H?N4nurkX^H`{3ie<UD70h0;Bqf2f{#Pq+?<8a
z&_}2_M^nNkk|T5>Vxbp0YP8l=ET0mGHKj)3)g#0j8nVpdE=wKBX%qmPPalZ&QEotn
z8pJJd7(Q@vfcVvYr`m<Y4KM=EOa1n~5Js8?Ip#<$#BZyjY&CyZ=K^7I(9hs{2)^lq
zg?1f_tWEBSySP2U(8sV$3EI;@aoNwX!q#qrMw!}%LuDbJ#Q!jX6JVM`U4nC-4z10u
zO2Q?x7-$6Wcn^aHI6Me(_1xw6B>E0112-BfXxnx&Du>2xHY!Oq*0Eg%7nFB!n)o&|
zP<OM$EV)UbI&uGbV_S<Cq#COE5lpHzVG1B*>zcE^b8U<y{I}ovi|lf}c0k5=+)1!X
zYz0o1w<HXLV?c>uZa`t{erVW)%N@eJ2H|b*AO%+<z4(l5d(%Po1XG}k*rin6MZ%Ur
z!ER8o={<%dF~DFH)8foLZfn~q-#U<2F5y>7UDHxS)(sgmd`Q+ib{E9u_t>OaX4{TN
zkVE~N04|*dKcu+Oh`U1P`Uu=r7muPW43oEt_t#K1R$&U~mAb@D^0nsL_MfKaV~WqQ
zfpp7Dou0^|mPp5_I?gNsvp5iBT^7VZqiPYcx#(X5KCK-7(Z9G{Rs+9rw6Mtx@Fk67
zJc^IMOfsI;4|HMq2ZM^uv>tWKWi=htl7O|8?TcQkCLkOk1?}Q3L~Db8MeRD;UuUy*
zV`fF5W?_{HijoP8el&B%yOTYb^l;?AQt?m_Z^J*)dP@1<l%X1HGdpqt55U$X=Z~SQ
zwui3HOYfEa4QK;0sWpG9u31$G56wi;J|p{?7Tg4N@zb3(8y-x>0`-8NOuKXFVUOg;
zU;ZK>W-^S7Nh^;=N#SO;H5P?sCowo@DAVh+!{%m6Ta~Z<fZ&c3*M!U?cSMHgZvgl#
zWHBFw;Ef@RW!sx=U1%d0D}sI4&`4_nQ6id<3~W-hPqg=^?3cT)T=P=@MmTFEiS<{e
zv9PU`r9w<5c=14>8D~Pzu?O!{H!#r)8uW{zwhhA!6I?1+7?yb)n#V=JEdMk}821jS
z-J~|djxd#WvvnUxDh-%QLA>lWX@bEKlKS!&&p-b11o%tb^T4d%&NHdT7!AU76ORQr
zE!6qjMxn6e449gL5y#2(y3elzCF<oNOrAC2lb|W@>?as(DYmSipr}||5YAdaN%!B7
zNR~W8{xZ5#I;))=-_yRC#{{=>HU)mb2%UD~+dfJ4=waZL^P^_+WIu64(}3h(fbtL`
z6wz(-V4s4%MhG&_{oIP<_nFF7U-2-jXA1-Vy`O(=U(lf0_SOMDcGD6Ms@BY9_XJV3
z_ARKJRRJbAn-T?8R(&f!U|51x-iLBWVIU|Z^4iQ!GNt9FOj>0V1lxZ|{=u%cYc^5W
z%t)(bcnd=TN|Cq{b~8srVs%YY*WRsFYl8)rK~;Twij!SSD~__Zv(8e-5zbt!{km+Q
z0@K`<Y4&U%c1($KR40j!eBVj$mc(hgUG6vCXXdS<mS`1&S|amNdrIp~8gqUk6pX$|
ztJq&3H6!`O^De$2$4eK6x;m(YU31~ms_~tjx;7wiUpdR_-aD~Adq^xAn&#0?ZA>&E
zsE5swzikYfp=(b2&k7Z^v}@c>>qK7Wu|mGLLYpO}Cy>shR#YfxuM?6xZ(PGy_ko#n
z3TlKjJfh5r`|T+;H||Q#4%G*f+G=14LrByCq@GJ)xtTk1YCc=hmP$%*TLC!<&6wcX
za7@0_QH3*-X1Z3h7e-8Y>D?mjGbYH>yfHu!$+^Ff+A<@mD{}8m_;J|s#D4Uk78SJ6
z98Ebej!!Hz$6M~TNC*zX9Ir>JHM1Y5A9BczlqJ%!8mauj(T^0N7FApu-i)T%5v4!A
z>T9(US%~mgG&zJ>_?1>Jtui2d@|xO?v5MN6yj$c2HNHuL_?Q_LFhW)3k(&DU05hva
z=OSb4wEu=<(q47am0U_&wdQHgWb9eQUl2oQWQ00@$(NIUdVOZ-q(xmm@)%ZTe=JT$
zbIHvw%yq_c=z<`-Jaac17|!vc1wrTs<cl9e0`*No*Mv!CDRQm3*N;Sy+>2Nm2(?9H
zk=2o1x*2)}H@Edx&e2bOL*x7VpcMWX^D9m*h_-aUWz18(`Rurr+QxZx{2ash!&tH1
zN-2<2<+L>BY(s9IaA)bD_CiS`3!fZzpkog-X^kG4nfjDe-Vj|=3c1ND{c+2fuUFoa
z(M!?@VI%l=Bm(K6yvcL3Q9Am5>F~LUh-PlOHFWxbt*!Z`jW>^AdpW^VlkeX2O=#yo
zjG2#*ny~C$1xi;N^1SK|o97*kN6ktrOM4c_xjW$8((#Z6v>4STYH^WX4?2Q@@`LU&
zYKkmjv(YX?h4jspOSuw5FXnmKE$ph~lvv>|B?V5}C@*z1&6g1xCq?zN|6()|<HuOa
z%~tjV{G_!(W(h*J+cAK=bdgba!tTC+QC?iRwB{&3!b9)s+(U!}!D)or9F%~(Ro1?3
z@jYM0BSNn|ha+(DJ2_oLH7>79@*-7qVc)P<K;0i-R-o5gq$x0f^xr16U`|<wY>%rV
zhH2?J(-J&H5>Ymzpe^>$kBFkzr5=h{X^*)eh9S`<d+*(oSx$7M)$0K>zQkxtrmK@s
zbmQN!$Txr)*G{MRNS^I{(gi_2fG2V3t19%k21ZZmEI-orG)ye2Yq>~Gnq@eo_n*j(
zq0638OsQCcuV(IBcdIPVV+SQ0^h=q=X>q*fhGTUZJT<e&8|!wO$qHILAh~Fm@W^oU
z<d8HPxV*dw>C`L;)m-`I?GUl3U}qTd5LO?(;*`a|PJV^XV8?pgU6bsn7-;#c#N@Sk
zkx~YBwt<*+*ETE9@*#C5g=t{)+@VY6m%2R5O7D?k+UkBCq3kZpt7j#Ip$o-f;9_Zd
z(FMSwNL&BDz4UyOCs}@N$HE*}l62D6xn0Ju0B!5Nge7eKxzs|r9G1~o`Q%(*2~*)>
zd|{f(iLIBD_r>24nWQr)2<Obn$a-&7(n*?^tzz`7t!#jeEnu`_B(Z=Z$z(uJ{MeGN
zRg8^)iX?bZyC9DprzE{-DF)7vubEWZH806z=pCie`-d&bC6+Z}rFKyt|DRUiGG07n
z6s^OU17k3`1hlze&_0E&vkr}sQt!@vRw9uBE4U^Uw=0P(59r7UWbKcv`s`4{>UNE3
z=^jZMI`Fv%k*nH_O8yIX@;H0~1)VUa;7hz;j1w)bBFt1c$$6A<O-l0qAZ*s|)i7vA
zIv#O`xG0SbuD#Y~0mA75uH=a_Y%+k+?Gp(3Uz6Kzbn>))_3R?FDq~)>pB3Pb@iRpO
zI$>usGGY$T7$0ydmA5)KqJk?s*-maASF@U9R&Le|3!S8d!2`27PFbd4Cv0<Ue|>(A
zmXi`Lfa%<ufOj6A4I~MvULm!2ZywxmWZI7U6g0+Fi!gl6wl1nPeb;o=O8~RleiS2e
z0=DnHD({uXXrdy`OsP%`&kMr^!U@Gx58We2u>Izy_ttw{1Z)BenPMK-64`FsI*pMl
zS<M|0H(qxQKdF|_H->+Z+j+3gn!T!@zgSDAHVx&V=K!7F9a-F<VzKIyWX}f*M?r5d
z>2#lNA(|pH@wwu<lW<WW=;JpvW=B1g!lRjWqbn_XbJ%C~T%3?hf=heA$KZ;j1+Pjw
zW4ybJYcb~JB3IV%K-*jC(k0xWM~cwyimF^M`HQM<F-=@p{-_2od@)+G;Z1--6c1A1
ze)g)Fpo^LQ0pZqAP)wM5i{3yMrTVicRy}nXo#tC1U~Z9%@~^o?JYa4i7Y0{exPKLF
zv1)2wZcLKnCq*ryEh1owlUBzn0^*EP*eY0UsI}~`FzT({V??aDG$3#4AT2^s4>5It
z_mlGeeVfeZj|X1@Vvm2y;OPaYfE*7xGFxVNCL0Mlm`oKo7K98Ww6WXr9-KZj3w|>q
zrnsv~_fU5Z{5LzUmwm4*_OPBJIb53>GxSnlOdo$~bnC~Rn$mnQ6<n}u)Q(C6W`tD+
z2p!OmA0^%1);^DExP4OAyIATBZe@->`1tuu!T4>FZg)V4-2Kt6kSLPODW<nlIGhs2
zrneR6xwBgysTdGHHwZ=}wZ#1mOw`hWPLEZ<CM&gIqe_MQ9{XznQ!zGh1xOsaJr2;m
zE6b7P6h-4dpNq#1aA@0qQ`m2@<*_7tYnit}Y$Nc~#AALNz|2Uo8TUC(96!{^&jlH1
zFf(qa{C1)q4TqR8Bq0zK668`(e&kOTKWx<}Q(WR)&r_sFvE^S};fmv!#gz+$gXoiU
z=3j9;D`!YV_{q4#oim>F$6svZ^p3O72<B^nFMJYYod#-J(~1pl8YyY|2518N4;o**
zt+FsW0+}7@6()ljCxk}cJ=_N6-3|DRb1W2J5T;POZF_Q%X-nMP0$G=zeRDxC7P&-b
zbxO#nbVv{>qQ4W@4B|z8GQ4i|4@rtWLEkohv!03>njt-AS8$+COYt`9zlEUU;`bAh
z-)rEBq-~=f{?;~>LKBS?FDa{LXKxFkvaKsjFr9vy>n+<g2rHw^WVEl6fReYiM7;i1
z3K64-iE|8swD2Y3*<Jazf&5Jc*=xAV4y0fgLEq>#$Y_CoM8!xBMe>O(Y$wzh>23m1
zmI+ySW(LucJK%KrDYQC1I3r>nPnW<Am=Uj&>%|}*BrEBvBPkdU$5s7|dPt(^g@a8l
zhb^Dr=aRFKI0R<NI5Iv$Syz$ecCp+c<u<ADACIeeYJUjC$faYKfb1XIMYUY$ykIR_
zD7>w!wphHv=o2?bBiMat?i{!1nk<ht-_sNRpnSS(xS3|SK$*ggJ>CXoJIA(d7jMye
z=fxZhfQDk(^;UsZ>|$qvv$vwKTq9pJrA+(a8Rh{`OwbD#!xBETaydcs;uC0$+C4!=
zH6iQ*8F^+#WW~*GWRQbGIF5E$u%@^Fc+p~ae}LOGOFzbal1mp-4u2;nIN3yy60|wI
zxAP;&w;a@4(o^LJDux3m2?{9yVG}Y2b*r(x(Us}@Cehpgf;=I^59h14q7!EQO%DF3
z>wAy^B<_GM*Nl{3m-t?&u>o5{;Q`I2vNZZgpvA#9`#xA*lk^cgQ#1l@qA5+9eXSQv
zL_JRBZOe$#qizPj{Q+%5eC0T*D60X`vV2e->@Em|>w@mO`JY$ab%G#>--!VKf$b`P
z^^$-cvsNvX!7u*}7FJ~K$7XPbQ4<Bj_nmyw0EhdoT>VlLviYlDHmNm4;dleS3vgd=
z%NBD)ehPAzAN=m$tn+{ma(9q-5wA5^jw9dzIxL)Ob}ikh9uC8-gAN?l3jzEf#Vg((
zla^Jmv)<r(4<g`tx>I9e$>w&To^AG2>%3w76mK1nMUY%}o={7aUsMItSo+wI<S>Zh
z;0ngHzzC=z5e*DRjzopC9LQIC8YE#1)L}-XdEdkIA#sJ}|K%g$ozR0^GBaW%KQ%}d
z4N-Q+g`2DR0?8thr}?o2;7EPCT*eAt)WTajx&V9qQ4hXRz8+@Q)V5RIzN{Qo(NVp;
zB0c2Zl=&>zfd_N1eo49k3Se^MX%F87>QIQ>uVDLD@K3ObeFd9XE0i6U7;#1RzFh)m
zh%^?M_HqE`@Z?G|k}Fow<LI_cA&qC?i>tqUyBOH|3uZ*ySF4pbc2Kd}D7)dpvkypK
zQzt3K)!7P?htTq^%&(ce0T!T>$cOYq{q<@-yXWxhd+Oa=&&rQ;u$gb;`SM);<s2vW
z%`N&+%Jj_o5XhHaBV}eLa|mk%X{B>MJ(iat8dPx08G8~Q!0EC?KWkFc`K}uKA(N0d
zVdId0w@rdr3Od~Fh0o6P;Q#I;TLejoB=$t9zXt4oyc|T6rUkE{2*VxfHQ6>=j)Q~f
z2L!U;+6%=u&p)K1FQ+=WHS*koI1XLMmR{sCFLx328^~<+Vr=`(Ase;brrY03a?o0m
zLH|_Zw;0cP%wYzsc<hjVt$0-av*Mxtwc?@ffV#t`9$uZf-<!r6L|s$Vkg53N6?90a
z=ChLen>Qw8quHy<xAMR?*M4(=&uaQ%%e7iID0P`FL96I$Q0F=95!-a*P(<tCR%xdB
zA@D*L&J1UIZ)qUi4JPY`V|ucf{a_+2PU&k9KgA!r$1|&w2x=4aDk+X=u%Yru?e1DE
zegGDRi%L@mjpN$&!NY%(N(j3iZK{NbF}Q;CZ&9~9A!X=+$V!gqK*r}546+aF8NHDi
zVDIdr?Ue$#0>TVT_FrMf4G6Q}q~fh_h+w^t?llK5<Kfk*5V?E=$#XO<@+^22^pCxh
zynQ1oH_~+VsEsrgi$mJjQ;J0wFU#R|t`zky=Lfz6Y}R4sF%G_U*jyz~42g0mfYE_$
z6m8JIWe_kr2+034I^+RHhp;@r=n$2+6K?8;vLB@fEj*DhXd6^$FQA(5C^ex*DviP1
zIXmH;Ar^?U$u|$!a47x&&jV~Y6!IrzQ1dE*QLy2SuD2JwsSWbOF1ftpSt=4x8!2F?
zWk9^w@j}~5u5wP|V-X+Tlc|y!#gUf{G$Yvd5!<<6B|z8Ai<Lw9lCy7b#uh|v^MyeB
zeph#BIXL7nr15>9^7%}D-t~E1^6~h3ug8S>LEvetsH@%PRTkdmmaEal+`7H}IUdO+
zd!fH1NQdLuP0l;BDjrve)d#`gk>7DHdZSEeE0gE3`1RQF)Aq%PYXZLf)x2Frw5<u;
z9tcLwF5ja4qw1H-d7Ftu{WkH{tKw0=#!>(6Nk8u-FYA9^0BF8lzpp&ukuu;N6K|N?
zOLlAfyqE3f;@R?feLa@dS~@nEl97=nJ^VEFetx+h>wmxfXXpQ5?)_A7E7KRVKlA9G
z*5A?F?cZ+z&6!~YRb>bK;FYR8nrCV{pZ9csb^d&Lx_>?_PM#}yag#fr8@oBJf4*ON
zS$H#je=zp;^f2S`d3OI?bt$%cnV#Z)bBMW{8j>xpa`W_d<-Xs5pm)Jtg+GrLV2Ylq
z)@R#r5_mXyi|*pwxEH&7yX4Qh_=DG`T~eDqU(n`uG?k!TJh!1Xj+3o}3wSBxV{9t>
z;`8J7ba$@*7`N@>nfFt(i^t2$`+ZE@mG?+u>Tyb^QbP5XSEq|7`(dmh)N3&~k8Ez@
zpSPgc*%q#zh07lxe_^p*JAPi@xp9<k-?_1sKHte_6ivaZ+>HBmamre)_2IsZyc)$E
zrat(%-+H^db^5&AOI2EM+AW2(H(8YQbOUzR@`>}nHbICt`9ubtG48frFXm<IFpI6z
z0zQmlNJT_88)6(QO*c0ucUbS<*<|`R`kBHw7akv79`n;K=S82*a7gL7LuAj0HO1X5
z6W_18#LpX^RY|%P!7YXb#)O>y;9SFNB8yyY*f0f;koqm0dsQMJnpF{<bO)4<q^<}5
zUcAU!yt8@<xfn^O|EVWnm5Pm$L=povKakIg%+#lNWCp5qOD0s-_y(@W&bS){lftBX
zfaKEthGbq+fkgu+(Hs+mEm|N}twa`Y>>dxVEuz}?F~w}f04y4`K4$Evn_mieLj>j)
z>Vjc!iqFneWL=GIZDo?%0;ahsQ+YLRcVduLo<iKI1-Gc^hnau6S;z_`d^BL1E;vk%
z4cl`JcCiW+RSaW?A=Tu_1N0p?Q^kx3tpMxMn550opSN5ZjyxVEgCc5>zlg}ucE{X)
zQ9J-G<_*YxrW9@h9d=}|v;GkTrIV+*Hw#S<$ueo@Segxvn651L&lcH&F-?`NPeH5C
z%A6fz36W(U-&@T$9zEk(>v{|2<yr?X#gV~`jNap>zJ_AI2W|sRMN7KW^@I5~5~;$h
zopX`aUq&l+@C`%Ml&a*-<cBdt#jS<<*71|MLNf7^17{>_ozhLQB&@76TC#eNByHSr
z%dtkL7H;BVE;)oOCP)mOmeyg69pVOh7e%f(j|7;{l>gcO4=NOOi=IyBW_F*DU9lOK
zyct}xvZA|Kt}5PbCMHai(Vec6H`xek-N`>SMzoD0Vvt=F6cRca;UHdBNuUrH_!Ep*
z?a<>xam&KVowdV4b|bSm@k;gWI1H=2x|9QrBi1}XpQQ1A^Daz((~M&`2&}x-g#={b
zEK<7>>Ue*0M$g0xFZ7I^R&Es($}%5w9WH&byw4mv%yLsu<7=$S%%L31atx0YobGaG
zLZ)+PLQ$LP@>3C+XXiH&=`fjS1iSj1+5{Nc9sMS+7$Wyup>2HE3T3A&jia)2NGp@M
z{-3_S0;sL#?H+fR;ts(z#i51b?hY-M0L9(iT~i>qTajYLixih)#i2N~xRn+t{6jmx
z|J(2V<jG8Cl9}C^yLa#Iea<=0S&;K#)DpR@qwkvoPZrvv2{FQ<zOs6N3;p5NW$x3s
z-8w&-U#Yvxygmf1&Z4ppCe%gj7ur{Il1(JBSS?iydBJP;X!F;-=uA2Sif_r8i&dw;
zsDLFzr6<Z9dXsyCUt(xT?qN}xm`FZYBoQ6+jF2UErBjk&bo%XcJQFl)j^N({iv*w!
z=&KE14HhLsULpe)<7kEE$2yCgn6<p0c|8Hc(!hS@6dY4^gmM0&<hpmmK-+NNku3#f
zm2+)^fX)&FIDvOziS*1cc3koc{h9Q|DPh|ckI^L@xTVzUSqT4ydRp=5Ld#F=U3cp{
z`zKz=iQWR4@5{YZZE}+>-;I)MlUX;Jb7}cwS0df(O*4FrsaI1F$%CX>7(glLY)1}m
zb4bPp`mlU(YwD3NXr~|Pawp>7bopi_j4t0~)1yn+s{9dRNUhy!v4Ehni^J>?v_K+m
z1Nm6JjjRh9eLeF19Hk1D+O+%>)OX+T;Kr#sWQQswYBlc9(>m~IaK0|OC)e#6sB8t6
z4#|ZST*ddio(>b2ar7=sB=*nVyu+2Z6`5J2yd3#xSRiGNto$iWoT}Lu(p4&?6$-E<
z+aP~QOKi=lg~KL?7yFT95j7UnDLxZyDK_n+N4Be)iD!>#z-8q&iL#;{zl|4z@)M88
zod$ntzXE-Jf9RE6MdC^YO%$3#`tCVd?M^fZ2ZElFUQE4qR@%M8Y{t@*(S?M~IxR<Q
z;~_FvR+h%kQm~w!9ekcr<4d_^>iiB_x*-w~0^*6Laz}ps-0`)1<Wug^M2#*Y5<*|+
z<-VkEy(xV;ZJMrWIy)e_LhcAIWx3Ed8mh$U3^s+m<8QAn)tX{WAWXK;PrfM{c*{O{
zBN`Ku2&2uTSTEp|k56q!G}yS=V#Wdn($X<gn}8F^_0wiJn`uj<@gwFbJ<yn5%^<b@
z5|lJ+vucR?(}9Zm7sY5C>|SlscyAUuH|HT0h;dac<~yzWGMgymjjeGt)-81<(t@x$
z-D9S@rnh2>KKy->Ep8f06Hk1P+QU%l_Rd?o8g<QlWDL44vC<$k`)B7hs(ut!?f!&3
z>s0$F%VpOE#pv>@d)>O(8-COZz_T2tK|t~QGF52W@vhG@-jOnE1f(hBhN3w9`L$dW
zSR0xmd>ebl!8ZToM)43g`%uLPq10hD$M}uT(}2OBo|Xp!C9Wlz2FCX;#moa^EUg?2
z?FuSw>;BAw2QgrUIo+qTB<rpQ6`&WW7KgDDvTrQO>CK;3@6{I<?jNnI$(*tEysbZ<
z(E^WMs9i`)LGbKs!%J8djY?QpAs;1j-wZgMt51@BSH^YgrVr73Abi^KHtHMTa-XG~
zRG`67NN~RF1X$9Z1gIfZ{nAuh?K|K60})Iv;kb$hQW8!?t`GQhsH+`*;#$f6df69x
zy-9$pwP7q;JQ|rKKrg^MMO}eBUVMf2Ltf1WdeETsp)s;GHQ0S;pGUByb=bxo_jZ!g
zC-nZQ@!Nds4`IhTAp0|7t5RPZ!y?-819{%G7|pn`x*6W!i5Ma-Igo%}EK-Dkff~2s
z)3Dv@Z_%a7gV6@!<2$Y<%dg_Uy7QkD0@Zb=E69>5)Q{-tvC0!vqzo3nEPLWI82Eq6
ziH%vR^K`lelokdYQpvX(uvPK?`tILY3~7E#ZFh;*+wNfqjhTLw3V>izfmo$N%Oa03
z#f?|qbe4T?ACFDS+s-}1+#xcxJT%;l?xT=2(pxS@Z-+>iRuAm2N>&^EjHjf}xf#RF
zl|dWf#gj+sT=O+_;a@pAB8aHB_DYKDR6rZBZ}HxyDtR+L%v$>J$RA`mmpV5))v8c1
z0ayB<SL-TJu*`MCVTTX@#r)2i*alNO^|DTrXht^D2PYcWMWZ=QC>VhiNkot48f?!q
z$6#h&sF(rr7DTl+NMJy`ba;N4`8npzooM!E4ErAe0i_b<<|lWk{GmK$3IjHTC?J(2
zj<FbBnTs1^XoShGubn7cDI@ty9Fa^D$LRYbL9Nn{fSP<kiW7ORBDR~_vx%2|7V+0?
z>EZpLBU8h4QmfGsi{Ob}zK)u)C!~{*?KX)|u4VLWw+3s<YKhq_x1S?$<^ycP$62}V
zn1gSZe~ou)%w(Mg?xPvsWK}c(vJRzP(YFr1yR;W#s^?wRugT;neUj4t*1+*hfN=PV
z`4$`mWylx04d%C|gNp05NPey%VWxeG!1&r;>kZ+4?mcXU`ypLe;R@SG&A%DTC=u(E
zq8pI2_>#qh&;r?3b~tjmJRplTW$wt$rdNU0n!{n?dCdt-9chZpl*~|tNi~5%!tv3J
zs<B%hM1*`N{@ea!Q+`qJteD*qowTx%?U8<3^_HDB41}v8URD=5Lv8|UD#_74*mior
zG{_&Z76Z`Tovxt`-ygcfwrrbETitH?=91~$ihr_@;(}DCMYj5C%cyn+eR)C7kUfJe
zeG5cB3f%CDT1M3F7jgI`1J1}P!yW`~0p7k5GjV45`c^z@ZO!t#)>bc#pCb}*GbBQ7
z8)=b7rA8jwd!BQdMs_&P33P}{YXJ?oFLmj*lYEN9#79ipV$$w8^E12w8saGyyg>Q3
z{FoDVGmCTlGQ<uZS+a57KsFsRVqdQe{?#?4tcQ7;x5OH<7yEf~lD&uOhVr5%fBd3;
zsd=B!X5_ms1FyD$6ObJ{GCnDyW&Xq@uYI#KF(;&Nq{|$kx05C&Jc?0@cQS5j={au-
z_6zyUNOcaCn}tyB=PBI`{OAbUD5=%xB;A%Uyf6d{U=am2=UXaDZC1gUYqX!%9T&4i
z8PL888(RXmLgebO0@Ol4_7*3_HKVsfcG7{?<0_@c<e5`UG9N=?ge;ni_KBJ5d?fM;
z4#kc5&g$xMgpA_7Q2C53PifW9+in9)7h_`4vnP-&IZ|T_dG!zzir$6sH;9qDqP`0s
z0M`iul&IJ4h_HM4;5}JL!b$_3jAPDMJ2u{#6eIjtj~IldhW%&yv1?2%g?`9ZpUVbE
z;!Y~ZFk}2cCz%8og9At8B7q^Q8{F&U`el;NVt~%FLMbohyyuNdYLftTc?~`WRfJR!
z?UFJx_eh7lu&Hy&9v&9H0lFm7hIrb`<AlKqFUvfX<*>;?m%UFGv9^cA!C7{PN~L1S
zEKZm(FvsDDK9_*LMg+43`>7;~%=_`FNM@A;G4f#F4USA6)Wx|lObLMq*vkq^J+Cy7
zjsiJqU92MhwZKbE-BDCq4|?Jl{L^3x{&b{8(<)QzA3%1JS~91PE~ypAlFbgRA4r{9
z=4M!wEqkLZQ)!pSJo5=GEl@g9n-){N@D#ms0_3{mH((Reb;BrVSq4A53U3hKc>3Ic
zy05iw;iFU3r^Cow(TkZVYn)Yjo$uHW>fDZa4kQ(D#VwL8nD2d^(U_B;+-<N6y;N6w
zDWzr&zT}a@>djoI0-cX!g<aPb*gtKDIYG&<QdYRXq<iuq_*KaO@JoU4ihD0o%th33
zw);l_GlE^vj;WwQraU~7U7Z^8*J`@aD=~hqpmy0P7jn(4Aq$%<_&1-ak`wxa$V--;
zw|e-34Ph9CIuI2V2oEA$7t-fCkgr!%P;d<z8R=5A#C3RSDm#my|A^;Q{l;?uFgz#v
z^EN_xAF*B9fc8+I)ySb`IPMIA*`hgsUmFHmCy`+=3<|*%kfYtlpBO(7Mb(ZWOH7fn
zptKXzfqBxfIkviVUs#OkU+420&Eae^JYqTVf3O_#M=Xcj^=e&+T*-ibG?dqq$jB7y
zJr47EWur<K-O;`^NV7lhl3Ep?@yWMM?C2wUVhI#MMi1DVUBXBCnkiRPc9s*K@xvUP
z(d3M<>%AX0T%@VHE2Cl^(t<0DCGbhRGX59P38F%W?u_$@?qFV8R@%4tJ)zTs=3YV(
zcooF^TeS5lginHUH$07<@CbW6h~VWh7q4y;X9`Is>uXFVcq%(<+mxb>Y2u3*HmqMe
zQeT6@SB8UEVzY<feP$G(f;Bx4v#4*U^SKUE3VJ%taNvkBq#)nv$~@VpjFar55nEm8
z4ovX;6JO9Dm<a!>mRH7BLXg76!55w>8#Be`PbZ=y$bg4k!QtDQAY^YN6VcavZ4oPl
z4}1>n*0w)o?J@G$hk5i-d5|{N$X$KH7C)D?5$ti(ZIEO~kn?emGXc2z_TS`4W<s`?
z4d+t`N=qX&*G0q(mCjnmc6TMhnod&$KXhCtiE4bl+A(a<H7V%IV&$l@t^A^owda<l
zYwR2+HGHkoWSs+39Mo{7ZN4_?`K>sJS>}Zs4e2aR2yF)Nw6^SXLAeFQBE8?a-+CMC
z#j*2t)M&p-y6tD8^dzosufVKXBaf*s^?dodlq_@eJn<Ra3Vk7F+CF-iY{C9h5?@u;
zuJu8f@Ig-$CVX&r-)qlo-GnlYiyQg^>!h~8pF$hAA|tR#9GgGBrnTYmjRlS;bpxih
zy{xK5h3ll)r!urcP(DThx+#lO3Ww{8d*SU}y2C0w84<v<08T!c`+Nr#-<`r5*$<+0
z6}H#`gam}~$<1}fmDC$i8&Rfxp9K*ieSG<0Hu18Ajf~&;sz1d5w4lq3evzzDO+z^f
zQL?~O%FUaGy2GQ)+mv05(2~+}veVe%6Edo9{!+%aO2gJKsoUR_)w9+W9M9u=6MvYY
zxYYppQ)eHjWq=i60;Q6$=tas1H^CguNIFCB;|NN+7zH7J44mziYt@Hf3m@N0(Y+yE
zidk%n;rQyO3eqYyQ*`6SudI4;awi7{FIUH2YWKPPn)5Tj9a{(2zCD_2B;!2J+2x*D
z+;S5%z5e8ELUSpabJ~`>D+>L^V(ZGkGTDQBx1LeOfZm{Mtn!nB!#J>0<7nH%#H4EY
zrVYdOt2YbRRU2_|`rt$$BJRsq>_z2MnJx~dP7KIaFT_%gO_w)uMSOf4omhX8HneKZ
zJ3?_<+5ohg-qgIz=wXIj_nlv3?{8D&r!TF4Vxa~)eHoz~=quN$+|o7<^u>N>#m<EF
z9rffw0mCzc6$F@!jM5}pd83%sCQ&bC(jT3}+Gv`31VryvHUs&P8|JHB2&z4?QbGBI
zPZ-GNzb=v}p*XMM6<*yh8UZX(T5$Y%uvD1!qL@Y6q{?R|;n$KzzqXBKl&BczJyrPo
zoi8%$KclXEm+Z`3y*#4%TEsOKToys`jZNRngI<Asg&d1Rbuw!<6_>0$(5_Iy?OoIX
z=~{_dz`1Y&VQz8lUD>u)TUpP1EkVAuEXvta%rjlg(&n_ALOd=*!bKj}P+5(TlPD~G
zA|0hBpBr?(2DGtr72h@+K8?Q94e1^YyOX#l0t2TcltJ!z-9QOZL@6m&X*tUZK0)g7
zAH*g}AFCupcM98TFDJr^+dBQO3AFlC!dzcw+?Gh1ncDUa8!cte^I-MhtHckd=84gN
zJvHC!_&k4ErE2cp|LY#y7z1#D-%x5x>4s}{a(bJ_<F0d=hzXyV5Q+)sIhZUechz)^
zL8$v`zAJUHJv&0!JJ|(bUy;G%oIcZ-c2;-MM6Pz6ZKANHiQ?ynP+RQH8d?R+N}rM7
z9T*(S8t1h@;4TYh-P+(ReV)4_+@69`iuL0M(n|$IEfhT~0q*i(d%w6lq-HWgFG*}=
zQrzcO_g*f0hlb=CJnLJ8UYxN1jB^&_UYpLjo_Q$Qp#RF~*;SX%n6{QyzhRG?Cx3Zd
zJmSL*HI7BbFVW$5L3m~RwsnT;^TvwKY~#n0CO7VjnaK&x&HREZeFvrG=E2Ot4<4p*
zcgYD0wldHT;#WI@kzY&67Q~f(TNei%ZC8b-@qK?TabLK1CS@Uf#Bz|~{#uH?xTNlg
zyr3L5X8i)%yA60TF#{QY22@NfHEQ*rfK?D4i~!_FA&N5{#tGZ3tKdAcBPFfrm1pTw
zpD?R+1wpIJdw!tKNpi25l}>-IqSh%0zh_`^;*N-wP`e4Ur2gn}ur|eu<L%kiy>fvu
z_9Kush1zlB=Sfy~p%by+VhV6aiv#tc3rKexL&=@$kC-C2T4>>6#BZ3m=x($ho${P7
zSL&R4$bbj${rFBeb*F#H42_+OwR<3(ub}DOGrrP6nls!^gJfD^jjYrxqtbMw*C^k<
zDyurF2@0W@hmheJE5;7RDu^HziY4VQ3sOjIG2Qr9O64A=r?*Aht~H&`szhI8r510l
zJt{0BZ7KPalTVXpk9N9r6if!5wM40O@2IL{&F~N=uki0q%<}cFM6yXqqaior5kwdR
z1A1Q&NLLmO^DlGK>Rh%YX3J9{8w5?*s>8LboIrx}4>7gfdK8nH8LYU!amLqKYoT$M
zOrsAzvaU4Yo6!l+Hjdu2sp#gzSI0Mn*Zs2I(N$@A5sSQ4tLKr>!Sf!?o(aHqP{s}!
zc0`IDuIvzZvC+hH@w5EarlzNuYOreg4Hz4b4kb&<w^t$?3H@BMW_a+HuNycR2Jz}n
zAv?>xcwz)63Yq$KRr+TBYqd!&LN&y%JLUKL)%7~UN`#kh<<|EV9vK5DY5@F0P)QYb
z>_edubZjZ(E(kQ;JFN8tH8;{N(v1IOrzv`(*2K;9^Fw!xwkEV@hiPEJrHpvXykqN=
z9nr59K+@V}iZ{HPo8Kc!ehZ9OAuxfl8LBDZv~b=HCNPE{Ym7m(OKk~bXxu!gU8_sG
zK*%T_p0!P=#VVyhOLe1|MfK#EU@5n24?#8^p%sr#@kmKC0P1B}@-`SeBf2?KN1*9U
zQ+G2Y$XtK(r9+}(Uqi=|X>zMLR4j*@k46F#c=*MeLYz<vmI_#~*fw-?Ai^E*)CGZL
zHWPwIM?(lu@z^nil9Ci(+}C48z{sM0_1|QX28;tYXKApo8`o_qjW1|^4K^=-^4^*8
z$U^~FY7zX@@`Yr=IErAbt}zyJVGKc=Ig{3ExW-6_%VdgrRw!C<+EF!wLgqBth(KHj
zVXjW5B2Nt288s<rbY0SP%l(F`hb1E2hT~JX2D}4|UDO2*nrZiL8X!v>gf1XyT;6<m
zDy${Z-=sp2AtVd^&~ywnC`c5<YKqnFF8g3s4tt}u!3y64I?Yn~4F<*+Fmf%d`>{wq
zY#+3fVz`k!nDbS{KSjC-KtB?^?NUIK>iJrz6NRi!)kd_$Xmg16%t*-(84qMtLV1>#
z)<^ig+N>4cS8#^6c1?IXYwDtLq4cBa(7v~eE|wCxh?aJ{eFVH--%p<(V`A6d+i~pD
zjKp~xXIvn8X)@$_3)*XU>o-~l)H<^!oJH#}d2F>^4LH33?b#y-ZuNUCd$yv%o4{zC
zR7&gjWvk^jTMgAv?;pz3eN!pWB$P$3Nqc_^I@9X$=01ca-JM?ywLSH-Tt+Z`wl3iu
zeEQ-<VLYQk!IgCl6SmbR3+^#q%N)BIKTJ(f2jxseol1RF6MX(d@K!w%yj72Ecoh?8
z$<7p1G)|=v<(o+IElAg8?-Wy<UPgE%w!2B4+0n@!mLB-E^fW!D2Q71k30CDHTNsiZ
zG0|fsdWb9WjXcJp-w^EbJck##278<EGg0#~Hi!%PFJFg28uNNx8T)M*z`!yyAc#UR
z30o2zt1RlX!Y@IgC?~Nma}?uL={T0~D?kWV4TVwmq&4(;B`-7FK1J611El-pr%J;5
z=1rCvk;B!qXH4rvYCmYRG4No;P~04_0TV(t8)OJ6bfOZ}PpV2qEm-$bfG&V=loV2Z
zzmVZMK1+9UBOL2wJK18EaG|7u4O0N0{nSKCp((tLop&UPR%WBo3QKkaSB(VI=|@;S
zlvjPp32pWxz}rpu8{iEog8{rD%zDHLp=Dv91~E4m)OW}^;1Jb@9)%zDcwF<Raqyjl
zJiflc#5Z12sxVGh>?ef_j0Y!?Q)S@n^3QK{QEOFpqv86z-Xa1P#>y)8KBh^q+n+?|
zQek2LhBDEe)*3*J1bSJV55&L`?rFE)4^(FWXySeMqD^yZg;TO(UeC_bY$S{mo8-dK
ze_o+NmGm{owPxkk#GRX^Oj2+vb4X6#yrZmED?f|H<#X)XoKV>E3+WW+tk!Z11pBW8
zqb|s3;32d&3FlAnob1b0#?_NC`UvmO!f-d6;T~ld!Z6vzrhuygCIFpU6>HA;=mrV)
z1PiHGOkk@w_7a&4#tN>1A0)3DKQyq_F7Wijv1fiW&Y+iX<a<9ROW=C&^R%RZXulMy
zwD#Rxwga_uk<SZH?J*7A|C5GJJ*J^kSykABQ%1cb2GpIcp;7sQLOTSz!J=5-csyC(
zzS5Pi@*{CvhfOmIuUr2RL1Av&7OYKf+z(S%@L{<A4Pueq^Vgd}2^<d;>*GhyV^?;O
zO@fbv0%0hPZshx>)1g?dJjo#XY&-bMK4Oees+{+eR}`r??3YLT74zPlD1v9k=FqN4
z3vO<0K9Xm!<*kpo9NXv)V2am^uA)hX$L&fO<$|?s8VR|gKv(c&%nvU_Gw7AuAp9*W
zOM=PDPNP%K;T9lTB7RGindo^e4Ka(!DY^m-dq*~?Zm5Ult!l`=?Ae}2d4ZCbaD(cP
zb$23s1-rcwoeba*RFRdRFB+dHWzw<UPPgeZQTD^QgoOI=Gury!T*9ByyUoYayG>Z>
z9Re+z88&BPA*}T71&a_ovs;)x1|ss6i@awiShT(lCI@Nv3RQ<qHRBtKu-}pkb;ZdW
zOi6b;<Q*BDkP~y=WBfp@`D=REfZZGIy$a~U#gW0EE6_(S83IV!<!AFE;h7Rqd5i;n
z#4|8MUBuU)q$HqBHz)W!?>ok6%=GxAG&d@g6)^{vpzCf@ux8J~oRdxt<q~qZ?BnK3
zh9&B3nyG*i_#p;ku~|)8)TQS^&oQp#D#D{an*uZ$pwo8F<$Uswsd~llRNdn-Ri8xz
z!`L-VS8|8XW74lvk~-1VS0IUq@mwWVCh6DkhPI1%>50lFxcQmd@*#)ZOkA>Lf;RCY
zPgnfLiap!eQSB*1!By{$yFsxlRACA)J-^_x7&-F>&ty8qfm}2=c1P}=h2GT3zmc;z
zrfr5JbKroo<VD{#ps$d%j519bXusaj4#bLw2`>;W+vQi`7Eef$Bqh*((89(n$7YJ#
z%V&~%!Y;pyB-OfnVcyBd1!2FDJUT(>?#H_))DoQGLK3pN(J28*)KgdV;=)M|I#9i?
zZG@ryJB;3?G`cx~T`?SaH2Th<dMP<06RZ2c45*C|#h`Jc_Mvrb$jwSrq;fYAeF|a*
zk#M;im}y)JVfvgIyZ5<QIcQZ}8lQSZf(cgTS^n{Nl_w*N$I>R)U$h9p{LEO!wE~-P
zknT#TT{<U~llv1F@+{)QJ?yU`nbxD0CToMrF3GPF3zS!{N@|jQY-_R*0uK+vISq9b
zPU!j4R+UWB<FG7cI}nA1Vd&6=S5Cn5_2}PlC7pKEvW!L=?6K6)9{FZKE!$eO5Taoo
zjTSaV@yufL#ZZ{!{0CErn{mf^X9ryc3|h<mg{=TntHd&}M&GmAMV}JSsU{VNGRj;J
zZlp{2FB6OGBiK>dU%e#JXGD$>Tc1nRWr*iyq|%AnDXuD$k%6XiMtKcnnWlYFrM;u4
z%y$eJ|M3Y&FKQCGmgd#Vmw`9`IMp2Xs-aoS!ohWsBmN&ocI1DYYW}z#J|30uA1BM-
z&WCR&Kd6RDz#Q$?$`+KlG0S)d;O0qFZHZ}25&MpJzrXU3-C0`;>kainM#i?xI`KQN
zN=)_KqyR3Gl9$I2AVoaG5!gq0*8cw1N~qcMN>rp@0EJH=Iimw}HponsTT|0<lAX=G
zm&aRh;E-4gzu}F-l~sub^~kxxE(mc+M=Lu5<=m!R!i~*#8zsQ}S*oOE%0(?3;6%bL
zJ<LdT(792(Yv6v=Vx0ovrzhN!As6p^n@INfxDg>gr)J5SwYNHc6h|A17NOKTcdPz&
zt!*loEu^vBIM=UiYVHT$=FZ;3jC}ss+wp|SUGBh!V*UR#K76#dGm>(2a05BGz0&q}
z0=b$zy83jaeM(rS#fv=g$B4BB$@`R7j(Fhwa<yaN7uO>i5WwI;15{jmCswUrvMhpB
zOZx_6UfezdBYl4D)Vv_2jN(83#;*tC6r<_PWIVvJD?M+a(p%3S2VRp`=s;`Sr|{Gu
zs@TVg&lzhS)ygPNRdbV66u)?B1m|O9|7MZ;KDrnr4XCg6YegzfR_fiG<N$e8e!@Wd
z1xBxz24_3^Ntyhqboxb%WS8bASH#s~$u2uyfGa@pb!fxeijSFYSrr=93=xc$XkvO}
z2o}ra$mE|Vf|+p;gXi-{@pvT|5nVZnWHV}=y8>%+$Ego1&K`Ii9_Sr_5B8Bf`pG_I
zk`IN}e(AfO>#y-xrISRi;I=tF4COjVqhjLfkx4O&iqQ-+aGp=(JPoKvzgk~!;W}w1
zvj7yi63T8d4jcvCg9LNWUy=KV>mG9ue>v}acAtP7K+4>!GJ7!JfrGboy>bV$S^aa9
zcI3$yEn!Yf<H-M)_Y(G>8SU!kZ3p^ex}>Gzuq=kR8dyf#@}Rsd5nGr~T8s(5N+h#|
zu*x?rPp>$Ew!Hvxxd|zz6s<DOugbg@`ryd;s}6~q3on(yZrkjAIznC1+Q!0AUfK5t
zwez04GQwKwTmak?rPB;@Vct)95XDubo>HpuAf;2pepBHimIStOe7igs&C_o!Ujnsz
zMABq&!?LC2thQyT1$y@{>AB_v&z+J+tQ+Ck0^%lal(7YbKIoojL??*J^bjHqg@^IA
zVKp+LL=w4XS7OH~$l^}i&fm)!pch$<V&NO@buQe^h)6Lc<Gs!#xK_O+J@OF>Xi;JT
zko{7A7x@Exp-6UQW(sn1+e+h{d3(+P3^(2*Zx$Zj$LR<h(fi5Y!P<h=JJIlprjvqK
zqV&36^OfQ;_ItMnC`oI9<K8LOJI=k1cV8HI-Hf{+okZ>#wf^wlgH=jHS+RSQ5!j^m
zwNla1g}!v#ex>+$g;$zFhqZ`htRi>*g>yP%b*H%Iw@bGO$tLMDRf?K-(H_rwG&dW-
zqo$2*=@l{G)oQOV*)%JbxgGy``s9uVt8!sC7J&44W8o2q;Ql$$<!>wA#}i%tYy5BL
zyZpPCzkOdHZF~O-7^?f9Q)2$J^!>NSf4QPQTEqSmA}}k|zl>u4-SBTO(MQwNf5HG}
zAo_0$)ql7C+j8^KZ}guqCituMf80m^-TZH-vd4w%pKyi!{2yF8|J}jg8_1)f*+1b6
z+cjVv{5N~EfA{eBs`|Lm{1Z%OzkB#!ww-_X^Y?@QUoS<|{C`}L|J}jg6YOz)_$RI{
d{#?rcUoF&?kYT$592^Gh69n50CPBY{{Xe?zv@!qy

literal 0
HcmV?d00001

diff --git a/xlsx/write.go b/xlsx/write.go
new file mode 100644
index 00000000..f0918e27
--- /dev/null
+++ b/xlsx/write.go
@@ -0,0 +1,132 @@
+package xlsx
+
+import (
+	"fmt"
+	"io"
+
+	"github.com/apache/arrow-go/v18/arrow"
+	"github.com/apache/arrow-go/v18/arrow/array"
+	"github.com/apache/arrow-go/v18/arrow/memory"
+	"github.com/cloudquery/filetypes/v4/types"
+	"github.com/cloudquery/plugin-sdk/v4/schema"
+	"github.com/xuri/excelize/v2"
+)
+
+const (
+	defaultSheetName = "data"
+)
+
+type Handle struct {
+	w      io.Writer
+	schema *arrow.Schema
+
+	idx  int
+	file *excelize.File
+}
+
+var _ types.Handle = (*Handle)(nil)
+
+func (cl *Client) WriteHeader(w io.Writer, t *schema.Table) (types.Handle, error) {
+	file := excelize.NewFile()
+
+	err := file.SetSheetName("Sheet1", defaultSheetName)
+	if err != nil {
+		return nil, fmt.Errorf("failed to create new sheet: %w", err)
+	}
+
+	var cells []any
+	for _, name := range t.Columns.Names() {
+		cells = append(cells, name)
+	}
+
+	if err = file.SetSheetRow(defaultSheetName, "A1", &cells); err != nil {
+		return nil, fmt.Errorf("failed to set header row: %w", err)
+	}
+
+	return &Handle{
+		w:      w,
+		schema: convertSchema(t.ToArrowSchema()),
+		idx:    2,
+		file:   file,
+	}, nil
+}
+
+func (h *Handle) WriteContent(records []arrow.Record) error {
+	for _, record := range records {
+		record := h.castToString(record)
+		for i := 0; i < int(record.NumRows()); i++ {
+			cellname, err := excelize.CoordinatesToCellName(1, h.idx)
+			if err != nil {
+				return fmt.Errorf("failed to convert coordinates to cell name: %w", err)
+			}
+			var cells []any
+			for j := 0; j < int(record.NumCols()); j++ {
+				cells = append(cells, record.Column(j).GetOneForMarshal(i))
+			}
+			h.idx += 1
+			if err := h.file.SetSheetRow(defaultSheetName, cellname, &cells); err != nil {
+				return fmt.Errorf("failed to set row in stream writer: %w", err)
+			}
+		}
+	}
+
+	return nil
+}
+
+func (h *Handle) WriteFooter() error {
+	return h.file.Write(h.w)
+}
+
+func convertSchema(sch *arrow.Schema) *arrow.Schema {
+	oldFields := sch.Fields()
+	fields := make([]arrow.Field, len(oldFields))
+	copy(fields, oldFields)
+	for i, f := range fields {
+		if !isTypeSupported(f.Type) {
+			fields[i].Type = arrow.BinaryTypes.String
+		}
+	}
+
+	md := sch.Metadata()
+	newSchema := arrow.NewSchema(fields, &md)
+	return newSchema
+}
+
+func isTypeSupported(t arrow.DataType) bool {
+	switch t.(type) {
+	case *arrow.BooleanType,
+		*arrow.Int8Type, *arrow.Int16Type, *arrow.Int32Type, *arrow.Int64Type,
+		*arrow.Uint8Type, *arrow.Uint16Type, *arrow.Uint32Type, *arrow.Uint64Type,
+		*arrow.Float32Type, *arrow.Float64Type,
+		*arrow.StringType,
+		*arrow.TimestampType,
+		*arrow.Date32Type, *arrow.Date64Type,
+		*arrow.Decimal128Type, *arrow.Decimal256Type,
+		*arrow.BinaryType:
+		return true
+	}
+
+	return false
+}
+
+func (h *Handle) castToString(rec arrow.Record) arrow.Record {
+	cols := make([]arrow.Array, h.schema.NumFields())
+	for c := 0; c < h.schema.NumFields(); c++ {
+		col := rec.Column(c)
+		if isTypeSupported(col.DataType()) {
+			cols[c] = col
+			continue
+		}
+
+		sb := array.NewStringBuilder(memory.DefaultAllocator)
+		for i := 0; i < col.Len(); i++ {
+			if col.IsNull(i) {
+				sb.AppendNull()
+				continue
+			}
+			sb.Append(col.ValueStr(i))
+		}
+		cols[c] = sb.NewArray()
+	}
+	return array.NewRecord(h.schema, cols, rec.NumRows())
+}
diff --git a/xlsx/write_read_test.go b/xlsx/write_read_test.go
new file mode 100644
index 00000000..52fe26ca
--- /dev/null
+++ b/xlsx/write_read_test.go
@@ -0,0 +1,114 @@
+package xlsx
+
+import (
+	"bufio"
+	"bytes"
+	"io"
+	"testing"
+	"time"
+
+	"github.com/apache/arrow-go/v18/arrow"
+	"github.com/bradleyjkemp/cupaloy/v2"
+	"github.com/cloudquery/filetypes/v4/types"
+	"github.com/cloudquery/plugin-sdk/v4/plugin"
+	"github.com/cloudquery/plugin-sdk/v4/schema"
+	"github.com/stretchr/testify/require"
+)
+
+func TestWriteRead(t *testing.T) {
+	cases := []struct {
+		name        string
+		options     []Options
+		outputCount int
+	}{
+		{name: "default", outputCount: 2},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			table := schema.TestTable("test", schema.TestSourceOptions{})
+			sourceName := "test-source"
+			syncTime := time.Date(2021, 1, 1, 0, 0, 0, 0, time.UTC)
+			opts := schema.GenTestDataOptions{
+				SourceName: sourceName,
+				SyncTime:   syncTime,
+				MaxRows:    2,
+				StableTime: time.Date(2021, 1, 2, 0, 0, 0, 0, time.UTC),
+			}
+			tg := schema.NewTestDataGenerator(0)
+			record := tg.Generate(table, opts)
+
+			cl, err := NewClient(tc.options...)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			var b bytes.Buffer
+			writer := bufio.NewWriter(&b)
+			reader := bufio.NewReader(&b)
+
+			if err := types.WriteAll(cl, writer, table, []arrow.Record{record}); err != nil {
+				t.Fatal(err)
+			}
+			writer.Flush()
+
+			rawBytes, err := io.ReadAll(reader)
+			if err != nil {
+				t.Fatal(err)
+			}
+			snap := cupaloy.New(
+				cupaloy.SnapshotFileExtension(".xlsx"),
+				cupaloy.SnapshotSubdirectory("testdata"),
+			)
+			snap.SnapshotT(t, string(rawBytes))
+
+			byteReader := bytes.NewReader(rawBytes)
+
+			ch := make(chan arrow.Record)
+			var readErr error
+			go func() {
+				readErr = cl.Read(byteReader, table, ch)
+				close(ch)
+			}()
+			received := make([]arrow.Record, 0, tc.outputCount)
+			for got := range ch {
+				received = append(received, got)
+			}
+			require.Empty(t, plugin.RecordsDiff(table.ToArrowSchema(), []arrow.Record{record}, received))
+			require.NoError(t, readErr)
+			require.Equalf(t, tc.outputCount, len(received), "got %d row(s), want %d", len(received), tc.outputCount)
+		})
+	}
+}
+
+func BenchmarkWrite(b *testing.B) {
+	table := schema.TestTable("test", schema.TestSourceOptions{})
+	sourceName := "test-source"
+	syncTime := time.Now().UTC().Round(time.Second)
+	opts := schema.GenTestDataOptions{
+		SourceName: sourceName,
+		SyncTime:   syncTime,
+		MaxRows:    1000,
+	}
+	tg := schema.NewTestDataGenerator(0)
+	record := tg.Generate(table, opts)
+
+	cl, err := NewClient()
+	if err != nil {
+		b.Fatal(err)
+	}
+	var buf bytes.Buffer
+	writer := bufio.NewWriter(&buf)
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		if err := types.WriteAll(cl, writer, table, []arrow.Record{record}); err != nil {
+			b.Fatal(err)
+		}
+
+		err = writer.Flush()
+		if err != nil {
+			b.Fatal(err)
+		}
+		buf.Reset()
+	}
+}