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Excel_RangeInsert Excel_RangeLinkAddRemove Excel_RangeRead Excel_RangeReplace Excel_RangeSort Excel_RangeValidate Excel_RangeWrite Excel_SheetAdd Excel_SheetCopyMove Excel_SheetDelete Excel_SheetList FileCountLines FileCreate FileListToArray FileListToArrayRec FilePrint FileReadToArray FileWriteFromArray FileWriteLog FileWriteToLine FTP_Close FTP_Command FTP_Connect FTP_DecodeInternetStatus FTP_DirCreate FTP_DirDelete FTP_DirGetCurrent FTP_DirPutContents FTP_DirSetCurrent FTP_FileClose FTP_FileDelete FTP_FileGet FTP_FileGetSize FTP_FileOpen FTP_FilePut FTP_FileRead FTP_FileRename FTP_FileTimeLoHiToStr FTP_FindFileClose FTP_FindFileFirst FTP_FindFileNext FTP_GetLastResponseInfo FTP_ListToArray FTP_ListToArray2D FTP_ListToArrayEx FTP_Open FTP_ProgressDownload FTP_ProgressUpload FTP_SetStatusCallback GDIPlus_ArrowCapCreate GDIPlus_ArrowCapDispose GDIPlus_ArrowCapGetFillState GDIPlus_ArrowCapGetHeight GDIPlus_ArrowCapGetMiddleInset GDIPlus_ArrowCapGetWidth GDIPlus_ArrowCapSetFillState GDIPlus_ArrowCapSetHeight GDIPlus_ArrowCapSetMiddleInset GDIPlus_ArrowCapSetWidth GDIPlus_BitmapApplyEffect GDIPlus_BitmapApplyEffectEx GDIPlus_BitmapCloneArea GDIPlus_BitmapConvertFormat GDIPlus_BitmapCreateApplyEffect GDIPlus_BitmapCreateApplyEffectEx GDIPlus_BitmapCreateDIBFromBitmap GDIPlus_BitmapCreateFromFile GDIPlus_BitmapCreateFromGraphics GDIPlus_BitmapCreateFromHBITMAP GDIPlus_BitmapCreateFromHICON GDIPlus_BitmapCreateFromHICON32 GDIPlus_BitmapCreateFromMemory GDIPlus_BitmapCreateFromResource GDIPlus_BitmapCreateFromScan0 GDIPlus_BitmapCreateFromStream GDIPlus_BitmapCreateHBITMAPFromBitmap GDIPlus_BitmapDispose GDIPlus_BitmapGetHistogram GDIPlus_BitmapGetHistogramEx GDIPlus_BitmapGetHistogramSize GDIPlus_BitmapGetPixel GDIPlus_BitmapLockBits GDIPlus_BitmapSetPixel GDIPlus_BitmapUnlockBits GDIPlus_BrushClone GDIPlus_BrushCreateSolid GDIPlus_BrushDispose GDIPlus_BrushGetSolidColor GDIPlus_BrushGetType GDIPlus_BrushSetSolidColor GDIPlus_ColorMatrixCreate GDIPlus_ColorMatrixCreateGrayScale GDIPlus_ColorMatrixCreateNegative GDIPlus_ColorMatrixCreateSaturation GDIPlus_ColorMatrixCreateScale GDIPlus_ColorMatrixCreateTranslate GDIPlus_CustomLineCapClone GDIPlus_CustomLineCapCreate GDIPlus_CustomLineCapDispose GDIPlus_CustomLineCapGetStrokeCaps GDIPlus_CustomLineCapSetStrokeCaps GDIPlus_Decoders GDIPlus_DecodersGetCount GDIPlus_DecodersGetSize GDIPlus_DrawImageFX GDIPlus_DrawImageFXEx GDIPlus_DrawImagePoints GDIPlus_EffectCreate GDIPlus_EffectCreateBlur GDIPlus_EffectCreateBrightnessContrast GDIPlus_EffectCreateColorBalance GDIPlus_EffectCreateColorCurve GDIPlus_EffectCreateColorLUT GDIPlus_EffectCreateColorMatrix GDIPlus_EffectCreateHueSaturationLightness GDIPlus_EffectCreateLevels GDIPlus_EffectCreateRedEyeCorrection GDIPlus_EffectCreateSharpen GDIPlus_EffectCreateTint GDIPlus_EffectDispose GDIPlus_EffectGetParameters GDIPlus_EffectSetParameters GDIPlus_Encoders GDIPlus_EncodersGetCLSID GDIPlus_EncodersGetCount GDIPlus_EncodersGetParamList GDIPlus_EncodersGetParamListSize GDIPlus_EncodersGetSize GDIPlus_FontCreate GDIPlus_FontDispose GDIPlus_FontFamilyCreate GDIPlus_FontFamilyCreateFromCollection GDIPlus_FontFamilyDispose GDIPlus_FontFamilyGetCellAscent GDIPlus_FontFamilyGetCellDescent GDIPlus_FontFamilyGetEmHeight GDIPlus_FontFamilyGetLineSpacing GDIPlus_FontGetHeight GDIPlus_FontPrivateAddFont GDIPlus_FontPrivateAddMemoryFont GDIPlus_FontPrivateCollectionDispose GDIPlus_FontPrivateCreateCollection GDIPlus_GraphicsClear GDIPlus_GraphicsCreateFromHDC GDIPlus_GraphicsCreateFromHWND GDIPlus_GraphicsDispose GDIPlus_GraphicsDrawArc GDIPlus_GraphicsDrawBezier GDIPlus_GraphicsDrawClosedCurve GDIPlus_GraphicsDrawClosedCurve2 GDIPlus_GraphicsDrawCurve GDIPlus_GraphicsDrawCurve2 GDIPlus_GraphicsDrawEllipse GDIPlus_GraphicsDrawImage GDIPlus_GraphicsDrawImagePointsRect GDIPlus_GraphicsDrawImageRect GDIPlus_GraphicsDrawImageRectRect GDIPlus_GraphicsDrawLine GDIPlus_GraphicsDrawPath GDIPlus_GraphicsDrawPie GDIPlus_GraphicsDrawPolygon GDIPlus_GraphicsDrawRect GDIPlus_GraphicsDrawString GDIPlus_GraphicsDrawStringEx GDIPlus_GraphicsFillClosedCurve GDIPlus_GraphicsFillClosedCurve2 GDIPlus_GraphicsFillEllipse GDIPlus_GraphicsFillPath GDIPlus_GraphicsFillPie GDIPlus_GraphicsFillPolygon GDIPlus_GraphicsFillRect GDIPlus_GraphicsFillRegion GDIPlus_GraphicsGetCompositingMode GDIPlus_GraphicsGetCompositingQuality GDIPlus_GraphicsGetDC GDIPlus_GraphicsGetInterpolationMode GDIPlus_GraphicsGetSmoothingMode GDIPlus_GraphicsGetTransform GDIPlus_GraphicsMeasureCharacterRanges GDIPlus_GraphicsMeasureString GDIPlus_GraphicsReleaseDC GDIPlus_GraphicsResetClip GDIPlus_GraphicsResetTransform GDIPlus_GraphicsRestore GDIPlus_GraphicsRotateTransform GDIPlus_GraphicsSave GDIPlus_GraphicsScaleTransform GDIPlus_GraphicsSetClipPath GDIPlus_GraphicsSetClipRect GDIPlus_GraphicsSetClipRegion GDIPlus_GraphicsSetCompositingMode GDIPlus_GraphicsSetCompositingQuality GDIPlus_GraphicsSetInterpolationMode GDIPlus_GraphicsSetPixelOffsetMode GDIPlus_GraphicsSetSmoothingMode GDIPlus_GraphicsSetTextRenderingHint GDIPlus_GraphicsSetTransform GDIPlus_GraphicsTransformPoints GDIPlus_GraphicsTranslateTransform GDIPlus_HatchBrushCreate GDIPlus_HICONCreateFromBitmap GDIPlus_ImageAttributesCreate GDIPlus_ImageAttributesDispose GDIPlus_ImageAttributesSetColorKeys GDIPlus_ImageAttributesSetColorMatrix GDIPlus_ImageDispose GDIPlus_ImageGetDimension GDIPlus_ImageGetFlags GDIPlus_ImageGetGraphicsContext GDIPlus_ImageGetHeight GDIPlus_ImageGetHorizontalResolution GDIPlus_ImageGetPixelFormat GDIPlus_ImageGetRawFormat GDIPlus_ImageGetThumbnail GDIPlus_ImageGetType GDIPlus_ImageGetVerticalResolution GDIPlus_ImageGetWidth GDIPlus_ImageLoadFromFile GDIPlus_ImageLoadFromStream GDIPlus_ImageResize GDIPlus_ImageRotateFlip GDIPlus_ImageSaveToFile GDIPlus_ImageSaveToFileEx GDIPlus_ImageSaveToStream GDIPlus_ImageScale GDIPlus_LineBrushCreate GDIPlus_LineBrushCreateFromRect GDIPlus_LineBrushCreateFromRectWithAngle GDIPlus_LineBrushGetColors GDIPlus_LineBrushGetRect GDIPlus_LineBrushMultiplyTransform GDIPlus_LineBrushResetTransform GDIPlus_LineBrushSetBlend GDIPlus_LineBrushSetColors GDIPlus_LineBrushSetGammaCorrection GDIPlus_LineBrushSetLinearBlend GDIPlus_LineBrushSetPresetBlend GDIPlus_LineBrushSetSigmaBlend GDIPlus_LineBrushSetTransform GDIPlus_MatrixClone GDIPlus_MatrixCreate GDIPlus_MatrixDispose GDIPlus_MatrixGetElements GDIPlus_MatrixInvert GDIPlus_MatrixMultiply GDIPlus_MatrixRotate GDIPlus_MatrixScale GDIPlus_MatrixSetElements GDIPlus_MatrixShear GDIPlus_MatrixTransformPoints GDIPlus_MatrixTranslate GDIPlus_PaletteInitialize GDIPlus_ParamAdd GDIPlus_ParamInit GDIPlus_ParamSize GDIPlus_PathAddArc GDIPlus_PathAddBezier GDIPlus_PathAddClosedCurve GDIPlus_PathAddClosedCurve2 GDIPlus_PathAddCurve GDIPlus_PathAddCurve2 GDIPlus_PathAddCurve3 GDIPlus_PathAddEllipse GDIPlus_PathAddLine GDIPlus_PathAddLine2 GDIPlus_PathAddPath GDIPlus_PathAddPie GDIPlus_PathAddPolygon GDIPlus_PathAddRectangle GDIPlus_PathAddString GDIPlus_PathBrushCreate GDIPlus_PathBrushCreateFromPath GDIPlus_PathBrushGetCenterPoint GDIPlus_PathBrushGetFocusScales GDIPlus_PathBrushGetPointCount GDIPlus_PathBrushGetRect GDIPlus_PathBrushGetWrapMode GDIPlus_PathBrushMultiplyTransform GDIPlus_PathBrushResetTransform GDIPlus_PathBrushSetBlend GDIPlus_PathBrushSetCenterColor GDIPlus_PathBrushSetCenterPoint GDIPlus_PathBrushSetFocusScales GDIPlus_PathBrushSetGammaCorrection GDIPlus_PathBrushSetLinearBlend GDIPlus_PathBrushSetPresetBlend GDIPlus_PathBrushSetSigmaBlend GDIPlus_PathBrushSetSurroundColor GDIPlus_PathBrushSetSurroundColorsWithCount GDIPlus_PathBrushSetTransform GDIPlus_PathBrushSetWrapMode GDIPlus_PathClone GDIPlus_PathCloseFigure GDIPlus_PathCreate GDIPlus_PathCreate2 GDIPlus_PathDispose GDIPlus_PathFlatten GDIPlus_PathGetData GDIPlus_PathGetFillMode GDIPlus_PathGetLastPoint GDIPlus_PathGetPointCount GDIPlus_PathGetPoints GDIPlus_PathGetWorldBounds GDIPlus_PathIsOutlineVisiblePoint GDIPlus_PathIsVisiblePoint GDIPlus_PathIterCreate GDIPlus_PathIterDispose GDIPlus_PathIterGetSubpathCount GDIPlus_PathIterNextMarkerPath GDIPlus_PathIterNextSubpathPath GDIPlus_PathIterRewind GDIPlus_PathReset GDIPlus_PathReverse GDIPlus_PathSetFillMode GDIPlus_PathSetMarker GDIPlus_PathStartFigure GDIPlus_PathTransform GDIPlus_PathWarp GDIPlus_PathWiden GDIPlus_PathWindingModeOutline GDIPlus_PenCreate GDIPlus_PenCreate2 GDIPlus_PenDispose GDIPlus_PenGetAlignment GDIPlus_PenGetColor GDIPlus_PenGetCustomEndCap GDIPlus_PenGetDashCap GDIPlus_PenGetDashStyle GDIPlus_PenGetEndCap GDIPlus_PenGetMiterLimit GDIPlus_PenGetWidth GDIPlus_PenSetAlignment GDIPlus_PenSetColor GDIPlus_PenSetCustomEndCap GDIPlus_PenSetDashCap GDIPlus_PenSetDashStyle GDIPlus_PenSetEndCap GDIPlus_PenSetLineCap GDIPlus_PenSetLineJoin GDIPlus_PenSetMiterLimit GDIPlus_PenSetStartCap GDIPlus_PenSetWidth GDIPlus_RectFCreate GDIPlus_RegionClone GDIPlus_RegionCombinePath GDIPlus_RegionCombineRect GDIPlus_RegionCombineRegion GDIPlus_RegionCreate GDIPlus_RegionCreateFromPath GDIPlus_RegionCreateFromRect GDIPlus_RegionDispose GDIPlus_RegionGetBounds GDIPlus_RegionGetHRgn GDIPlus_RegionTransform GDIPlus_RegionTranslate GDIPlus_Shutdown GDIPlus_Startup GDIPlus_StringFormatCreate GDIPlus_StringFormatDispose GDIPlus_StringFormatGetMeasurableCharacterRangeCount GDIPlus_StringFormatSetAlign GDIPlus_StringFormatSetLineAlign GDIPlus_StringFormatSetMeasurableCharacterRanges GDIPlus_TextureCreate GDIPlus_TextureCreate2 GDIPlus_TextureCreateIA GetIP GUICtrlAVI_Close GUICtrlAVI_Create GUICtrlAVI_Destroy GUICtrlAVI_IsPlaying GUICtrlAVI_Open GUICtrlAVI_OpenEx GUICtrlAVI_Play GUICtrlAVI_Seek GUICtrlAVI_Show GUICtrlAVI_Stop GUICtrlButton_Click GUICtrlButton_Create GUICtrlButton_Destroy GUICtrlButton_Enable GUICtrlButton_GetCheck GUICtrlButton_GetFocus GUICtrlButton_GetIdealSize GUICtrlButton_GetImage GUICtrlButton_GetImageList GUICtrlButton_GetNote GUICtrlButton_GetNoteLength GUICtrlButton_GetSplitInfo GUICtrlButton_GetState GUICtrlButton_GetText GUICtrlButton_GetTextMargin GUICtrlButton_SetCheck GUICtrlButton_SetDontClick GUICtrlButton_SetFocus GUICtrlButton_SetImage GUICtrlButton_SetImageList GUICtrlButton_SetNote GUICtrlButton_SetShield GUICtrlButton_SetSize GUICtrlButton_SetSplitInfo GUICtrlButton_SetState GUICtrlButton_SetStyle GUICtrlButton_SetText GUICtrlButton_SetTextMargin GUICtrlButton_Show GUICtrlComboBoxEx_AddDir GUICtrlComboBoxEx_AddString GUICtrlComboBoxEx_BeginUpdate GUICtrlComboBoxEx_Create GUICtrlComboBoxEx_CreateSolidBitMap GUICtrlComboBoxEx_DeleteString GUICtrlComboBoxEx_Destroy GUICtrlComboBoxEx_EndUpdate GUICtrlComboBoxEx_FindStringExact GUICtrlComboBoxEx_GetComboBoxInfo GUICtrlComboBoxEx_GetComboControl GUICtrlComboBoxEx_GetCount GUICtrlComboBoxEx_GetCurSel GUICtrlComboBoxEx_GetDroppedControlRect GUICtrlComboBoxEx_GetDroppedControlRectEx GUICtrlComboBoxEx_GetDroppedState GUICtrlComboBoxEx_GetDroppedWidth GUICtrlComboBoxEx_GetEditControl GUICtrlComboBoxEx_GetEditSel GUICtrlComboBoxEx_GetEditText GUICtrlComboBoxEx_GetExtendedStyle GUICtrlComboBoxEx_GetExtendedUI GUICtrlComboBoxEx_GetImageList GUICtrlComboBoxEx_GetItem GUICtrlComboBoxEx_GetItemEx GUICtrlComboBoxEx_GetItemHeight GUICtrlComboBoxEx_GetItemImage GUICtrlComboBoxEx_GetItemIndent GUICtrlComboBoxEx_GetItemOverlayImage GUICtrlComboBoxEx_GetItemParam GUICtrlComboBoxEx_GetItemSelectedImage GUICtrlComboBoxEx_GetItemText GUICtrlComboBoxEx_GetItemTextLen GUICtrlComboBoxEx_GetList GUICtrlComboBoxEx_GetListArray GUICtrlComboBoxEx_GetLocale GUICtrlComboBoxEx_GetLocaleCountry GUICtrlComboBoxEx_GetLocaleLang GUICtrlComboBoxEx_GetLocalePrimLang GUICtrlComboBoxEx_GetLocaleSubLang GUICtrlComboBoxEx_GetMinVisible GUICtrlComboBoxEx_GetTopIndex GUICtrlComboBoxEx_GetUnicode GUICtrlComboBoxEx_InitStorage GUICtrlComboBoxEx_InsertString GUICtrlComboBoxEx_LimitText GUICtrlComboBoxEx_ReplaceEditSel GUICtrlComboBoxEx_ResetContent GUICtrlComboBoxEx_SetCurSel GUICtrlComboBoxEx_SetDroppedWidth GUICtrlComboBoxEx_SetEditSel GUICtrlComboBoxEx_SetEditText GUICtrlComboBoxEx_SetExtendedStyle GUICtrlComboBoxEx_SetExtendedUI GUICtrlComboBoxEx_SetImageList GUICtrlComboBoxEx_SetItem GUICtrlComboBoxEx_SetItemEx GUICtrlComboBoxEx_SetItemHeight GUICtrlComboBoxEx_SetItemImage GUICtrlComboBoxEx_SetItemIndent GUICtrlComboBoxEx_SetItemOverlayImage GUICtrlComboBoxEx_SetItemParam GUICtrlComboBoxEx_SetItemSelectedImage GUICtrlComboBoxEx_SetMinVisible GUICtrlComboBoxEx_SetTopIndex GUICtrlComboBoxEx_SetUnicode GUICtrlComboBoxEx_ShowDropDown GUICtrlComboBox_AddDir GUICtrlComboBox_AddString GUICtrlComboBox_AutoComplete GUICtrlComboBox_BeginUpdate GUICtrlComboBox_Create GUICtrlComboBox_DeleteString GUICtrlComboBox_Destroy GUICtrlComboBox_EndUpdate GUICtrlComboBox_FindString GUICtrlComboBox_FindStringExact GUICtrlComboBox_GetComboBoxInfo GUICtrlComboBox_GetCount GUICtrlComboBox_GetCueBanner GUICtrlComboBox_GetCurSel GUICtrlComboBox_GetDroppedControlRect GUICtrlComboBox_GetDroppedControlRectEx GUICtrlComboBox_GetDroppedState GUICtrlComboBox_GetDroppedWidth GUICtrlComboBox_GetEditSel GUICtrlComboBox_GetEditText GUICtrlComboBox_GetExtendedUI GUICtrlComboBox_GetHorizontalExtent GUICtrlComboBox_GetItemHeight GUICtrlComboBox_GetLBText GUICtrlComboBox_GetLBTextLen GUICtrlComboBox_GetList GUICtrlComboBox_GetListArray GUICtrlComboBox_GetLocale GUICtrlComboBox_GetLocaleCountry GUICtrlComboBox_GetLocaleLang GUICtrlComboBox_GetLocalePrimLang GUICtrlComboBox_GetLocaleSubLang GUICtrlComboBox_GetMinVisible GUICtrlComboBox_GetTopIndex GUICtrlComboBox_InitStorage GUICtrlComboBox_InsertString GUICtrlComboBox_LimitText GUICtrlComboBox_ReplaceEditSel GUICtrlComboBox_ResetContent GUICtrlComboBox_SelectString GUICtrlComboBox_SetCueBanner GUICtrlComboBox_SetCurSel GUICtrlComboBox_SetDroppedWidth GUICtrlComboBox_SetEditSel GUICtrlComboBox_SetEditText GUICtrlComboBox_SetExtendedUI GUICtrlComboBox_SetHorizontalExtent GUICtrlComboBox_SetItemHeight GUICtrlComboBox_SetMinVisible GUICtrlComboBox_SetTopIndex GUICtrlComboBox_ShowDropDown GUICtrlDTP_Create GUICtrlDTP_Destroy GUICtrlDTP_GetMCColor GUICtrlDTP_GetMCFont GUICtrlDTP_GetMonthCal GUICtrlDTP_GetRange GUICtrlDTP_GetRangeEx GUICtrlDTP_GetSystemTime GUICtrlDTP_GetSystemTimeEx GUICtrlDTP_SetFormat GUICtrlDTP_SetMCColor GUICtrlDTP_SetMCFont GUICtrlDTP_SetRange GUICtrlDTP_SetRangeEx GUICtrlDTP_SetSystemTime GUICtrlDTP_SetSystemTimeEx GUICtrlEdit_AppendText GUICtrlEdit_BeginUpdate GUICtrlEdit_CanUndo GUICtrlEdit_CharFromPos GUICtrlEdit_Create GUICtrlEdit_Destroy GUICtrlEdit_EmptyUndoBuffer GUICtrlEdit_EndUpdate GUICtrlEdit_Find GUICtrlEdit_FmtLines GUICtrlEdit_GetCueBanner GUICtrlEdit_GetFirstVisibleLine GUICtrlEdit_GetLimitText GUICtrlEdit_GetLine GUICtrlEdit_GetLineCount GUICtrlEdit_GetMargins GUICtrlEdit_GetModify GUICtrlEdit_GetPasswordChar GUICtrlEdit_GetRECT GUICtrlEdit_GetRECTEx GUICtrlEdit_GetSel GUICtrlEdit_GetText GUICtrlEdit_GetTextLen GUICtrlEdit_HideBalloonTip GUICtrlEdit_InsertText GUICtrlEdit_LineFromChar GUICtrlEdit_LineIndex GUICtrlEdit_LineLength GUICtrlEdit_LineScroll GUICtrlEdit_PosFromChar GUICtrlEdit_ReplaceSel GUICtrlEdit_Scroll GUICtrlEdit_SetCueBanner GUICtrlEdit_SetLimitText GUICtrlEdit_SetMargins GUICtrlEdit_SetModify GUICtrlEdit_SetPasswordChar GUICtrlEdit_SetReadOnly GUICtrlEdit_SetRECT GUICtrlEdit_SetRECTEx GUICtrlEdit_SetRECTNP GUICtrlEdit_SetRectNPEx GUICtrlEdit_SetSel GUICtrlEdit_SetTabStops GUICtrlEdit_SetText GUICtrlEdit_ShowBalloonTip GUICtrlEdit_Undo GUICtrlHeader_AddItem GUICtrlHeader_ClearFilter GUICtrlHeader_ClearFilterAll GUICtrlHeader_Create GUICtrlHeader_CreateDragImage GUICtrlHeader_DeleteItem GUICtrlHeader_Destroy GUICtrlHeader_EditFilter GUICtrlHeader_GetBitmapMargin GUICtrlHeader_GetImageList GUICtrlHeader_GetItem GUICtrlHeader_GetItemAlign GUICtrlHeader_GetItemBitmap GUICtrlHeader_GetItemCount GUICtrlHeader_GetItemDisplay GUICtrlHeader_GetItemFlags GUICtrlHeader_GetItemFormat GUICtrlHeader_GetItemImage GUICtrlHeader_GetItemOrder GUICtrlHeader_GetItemParam GUICtrlHeader_GetItemRect GUICtrlHeader_GetItemRectEx GUICtrlHeader_GetItemText GUICtrlHeader_GetItemWidth GUICtrlHeader_GetOrderArray GUICtrlHeader_GetUnicodeFormat GUICtrlHeader_HitTest GUICtrlHeader_InsertItem GUICtrlHeader_Layout GUICtrlHeader_OrderToIndex GUICtrlHeader_SetBitmapMargin GUICtrlHeader_SetFilterChangeTimeout GUICtrlHeader_SetHotDivider GUICtrlHeader_SetImageList GUICtrlHeader_SetItem GUICtrlHeader_SetItemAlign GUICtrlHeader_SetItemBitmap GUICtrlHeader_SetItemDisplay GUICtrlHeader_SetItemFlags GUICtrlHeader_SetItemFormat GUICtrlHeader_SetItemImage GUICtrlHeader_SetItemOrder GUICtrlHeader_SetItemParam GUICtrlHeader_SetItemText GUICtrlHeader_SetItemWidth GUICtrlHeader_SetOrderArray GUICtrlHeader_SetUnicodeFormat GUICtrlIpAddress_ClearAddress GUICtrlIpAddress_Create GUICtrlIpAddress_Destroy GUICtrlIpAddress_Get GUICtrlIpAddress_GetArray GUICtrlIpAddress_GetEx GUICtrlIpAddress_IsBlank GUICtrlIpAddress_Set GUICtrlIpAddress_SetArray GUICtrlIpAddress_SetEx GUICtrlIpAddress_SetFocus GUICtrlIpAddress_SetFont GUICtrlIpAddress_SetRange GUICtrlIpAddress_ShowHide GUICtrlListBox_AddFile GUICtrlListBox_AddString GUICtrlListBox_BeginUpdate GUICtrlListBox_ClickItem GUICtrlListBox_Create GUICtrlListBox_DeleteString GUICtrlListBox_Destroy GUICtrlListBox_Dir GUICtrlListBox_EndUpdate GUICtrlListBox_FindInText GUICtrlListBox_FindString GUICtrlListBox_GetAnchorIndex GUICtrlListBox_GetCaretIndex GUICtrlListBox_GetCount GUICtrlListBox_GetCurSel GUICtrlListBox_GetHorizontalExtent GUICtrlListBox_GetItemData GUICtrlListBox_GetItemHeight GUICtrlListBox_GetItemRect GUICtrlListBox_GetItemRectEx GUICtrlListBox_GetListBoxInfo GUICtrlListBox_GetLocale GUICtrlListBox_GetLocaleCountry GUICtrlListBox_GetLocaleLang GUICtrlListBox_GetLocalePrimLang GUICtrlListBox_GetLocaleSubLang GUICtrlListBox_GetSel GUICtrlListBox_GetSelCount GUICtrlListBox_GetSelItems GUICtrlListBox_GetSelItemsText GUICtrlListBox_GetText GUICtrlListBox_GetTextLen GUICtrlListBox_GetTopIndex GUICtrlListBox_InitStorage GUICtrlListBox_InsertString GUICtrlListBox_ItemFromPoint GUICtrlListBox_ReplaceString GUICtrlListBox_ResetContent GUICtrlListBox_SelectString GUICtrlListBox_SelItemRange GUICtrlListBox_SelItemRangeEx GUICtrlListBox_SetAnchorIndex GUICtrlListBox_SetCaretIndex GUICtrlListBox_SetColumnWidth GUICtrlListBox_SetCurSel GUICtrlListBox_SetHorizontalExtent GUICtrlListBox_SetItemData GUICtrlListBox_SetItemHeight GUICtrlListBox_SetLocale GUICtrlListBox_SetSel GUICtrlListBox_SetTabStops GUICtrlListBox_SetTopIndex GUICtrlListBox_Sort GUICtrlListBox_SwapString GUICtrlListBox_UpdateHScroll GUICtrlListView_AddArray GUICtrlListView_AddColumn GUICtrlListView_AddItem GUICtrlListView_AddSubItem GUICtrlListView_ApproximateViewHeight GUICtrlListView_ApproximateViewRect GUICtrlListView_ApproximateViewWidth GUICtrlListView_Arrange GUICtrlListView_BeginUpdate GUICtrlListView_CancelEditLabel GUICtrlListView_ClickItem GUICtrlListView_CopyItems GUICtrlListView_Create GUICtrlListView_CreateDragImage GUICtrlListView_CreateSolidBitMap GUICtrlListView_DeleteAllItems GUICtrlListView_DeleteColumn GUICtrlListView_DeleteItem GUICtrlListView_DeleteItemsSelected GUICtrlListView_Destroy GUICtrlListView_DrawDragImage GUICtrlListView_EditLabel GUICtrlListView_EnableGroupView GUICtrlListView_EndUpdate GUICtrlListView_EnsureVisible GUICtrlListView_FindInText GUICtrlListView_FindItem GUICtrlListView_FindNearest GUICtrlListView_FindParam GUICtrlListView_FindText GUICtrlListView_GetBkColor GUICtrlListView_GetBkImage GUICtrlListView_GetCallbackMask GUICtrlListView_GetColumn GUICtrlListView_GetColumnCount GUICtrlListView_GetColumnOrder GUICtrlListView_GetColumnOrderArray GUICtrlListView_GetColumnWidth GUICtrlListView_GetCounterPage GUICtrlListView_GetEditControl GUICtrlListView_GetExtendedListViewStyle GUICtrlListView_GetFocusedGroup GUICtrlListView_GetGroupCount GUICtrlListView_GetGroupInfo GUICtrlListView_GetGroupInfoByIndex GUICtrlListView_GetGroupRect GUICtrlListView_GetGroupViewEnabled GUICtrlListView_GetHeader GUICtrlListView_GetHotCursor GUICtrlListView_GetHotItem GUICtrlListView_GetHoverTime GUICtrlListView_GetImageList GUICtrlListView_GetISearchString GUICtrlListView_GetItem GUICtrlListView_GetItemChecked GUICtrlListView_GetItemCount GUICtrlListView_GetItemCut GUICtrlListView_GetItemDropHilited GUICtrlListView_GetItemEx GUICtrlListView_GetItemFocused GUICtrlListView_GetItemGroupID GUICtrlListView_GetItemImage GUICtrlListView_GetItemIndent GUICtrlListView_GetItemParam GUICtrlListView_GetItemPosition GUICtrlListView_GetItemPositionX GUICtrlListView_GetItemPositionY GUICtrlListView_GetItemRect GUICtrlListView_GetItemRectEx GUICtrlListView_GetItemSelected GUICtrlListView_GetItemSpacing GUICtrlListView_GetItemSpacingX GUICtrlListView_GetItemSpacingY GUICtrlListView_GetItemState GUICtrlListView_GetItemStateImage GUICtrlListView_GetItemText GUICtrlListView_GetItemTextArray GUICtrlListView_GetItemTextString GUICtrlListView_GetNextItem GUICtrlListView_GetNumberOfWorkAreas GUICtrlListView_GetOrigin GUICtrlListView_GetOriginX GUICtrlListView_GetOriginY GUICtrlListView_GetOutlineColor GUICtrlListView_GetSelectedColumn GUICtrlListView_GetSelectedCount GUICtrlListView_GetSelectedIndices GUICtrlListView_GetSelectionMark GUICtrlListView_GetStringWidth GUICtrlListView_GetSubItemRect GUICtrlListView_GetTextBkColor GUICtrlListView_GetTextColor GUICtrlListView_GetToolTips GUICtrlListView_GetTopIndex GUICtrlListView_GetUnicodeFormat GUICtrlListView_GetView GUICtrlListView_GetViewDetails GUICtrlListView_GetViewLarge GUICtrlListView_GetViewList GUICtrlListView_GetViewRect GUICtrlListView_GetViewSmall GUICtrlListView_GetViewTile GUICtrlListView_HideColumn GUICtrlListView_HitTest GUICtrlListView_InsertColumn GUICtrlListView_InsertGroup GUICtrlListView_InsertItem GUICtrlListView_JustifyColumn GUICtrlListView_MapIDToIndex GUICtrlListView_MapIndexToID GUICtrlListView_RedrawItems GUICtrlListView_RegisterSortCallBack GUICtrlListView_RemoveAllGroups GUICtrlListView_RemoveGroup GUICtrlListView_Scroll GUICtrlListView_SetBkColor GUICtrlListView_SetBkImage GUICtrlListView_SetCallBackMask GUICtrlListView_SetColumn GUICtrlListView_SetColumnOrder GUICtrlListView_SetColumnOrderArray GUICtrlListView_SetColumnWidth GUICtrlListView_SetExtendedListViewStyle GUICtrlListView_SetGroupInfo GUICtrlListView_SetHotItem GUICtrlListView_SetHoverTime GUICtrlListView_SetIconSpacing GUICtrlListView_SetImageList GUICtrlListView_SetItem GUICtrlListView_SetItemChecked GUICtrlListView_SetItemCount GUICtrlListView_SetItemCut GUICtrlListView_SetItemDropHilited GUICtrlListView_SetItemEx GUICtrlListView_SetItemFocused GUICtrlListView_SetItemGroupID GUICtrlListView_SetItemImage GUICtrlListView_SetItemIndent GUICtrlListView_SetItemParam GUICtrlListView_SetItemPosition GUICtrlListView_SetItemPosition32 GUICtrlListView_SetItemSelected GUICtrlListView_SetItemState GUICtrlListView_SetItemStateImage GUICtrlListView_SetItemText GUICtrlListView_SetOutlineColor GUICtrlListView_SetSelectedColumn GUICtrlListView_SetSelectionMark GUICtrlListView_SetTextBkColor GUICtrlListView_SetTextColor GUICtrlListView_SetToolTips GUICtrlListView_SetUnicodeFormat GUICtrlListView_SetView GUICtrlListView_SetWorkAreas GUICtrlListView_SimpleSort GUICtrlListView_SortItems GUICtrlListView_SubItemHitTest GUICtrlListView_UnRegisterSortCallBack GUICtrlMenu_AddMenuItem GUICtrlMenu_AppendMenu GUICtrlMenu_CalculatePopupWindowPosition GUICtrlMenu_CheckMenuItem GUICtrlMenu_CheckRadioItem GUICtrlMenu_CreateMenu GUICtrlMenu_CreatePopup GUICtrlMenu_DeleteMenu GUICtrlMenu_DestroyMenu GUICtrlMenu_DrawMenuBar GUICtrlMenu_EnableMenuItem GUICtrlMenu_FindItem GUICtrlMenu_FindParent GUICtrlMenu_GetItemBmp GUICtrlMenu_GetItemBmpChecked GUICtrlMenu_GetItemBmpUnchecked GUICtrlMenu_GetItemChecked GUICtrlMenu_GetItemCount GUICtrlMenu_GetItemData GUICtrlMenu_GetItemDefault GUICtrlMenu_GetItemDisabled GUICtrlMenu_GetItemEnabled GUICtrlMenu_GetItemGrayed GUICtrlMenu_GetItemHighlighted GUICtrlMenu_GetItemID GUICtrlMenu_GetItemInfo GUICtrlMenu_GetItemRect GUICtrlMenu_GetItemRectEx GUICtrlMenu_GetItemState GUICtrlMenu_GetItemStateEx GUICtrlMenu_GetItemSubMenu GUICtrlMenu_GetItemText GUICtrlMenu_GetItemType GUICtrlMenu_GetMenu GUICtrlMenu_GetMenuBackground GUICtrlMenu_GetMenuBarInfo GUICtrlMenu_GetMenuContextHelpID GUICtrlMenu_GetMenuData GUICtrlMenu_GetMenuDefaultItem GUICtrlMenu_GetMenuHeight GUICtrlMenu_GetMenuInfo GUICtrlMenu_GetMenuStyle GUICtrlMenu_GetSystemMenu GUICtrlMenu_InsertMenuItem GUICtrlMenu_InsertMenuItemEx GUICtrlMenu_IsMenu GUICtrlMenu_LoadMenu GUICtrlMenu_MapAccelerator GUICtrlMenu_MenuItemFromPoint GUICtrlMenu_RemoveMenu GUICtrlMenu_SetItemBitmaps GUICtrlMenu_SetItemBmp GUICtrlMenu_SetItemBmpChecked GUICtrlMenu_SetItemBmpUnchecked GUICtrlMenu_SetItemChecked GUICtrlMenu_SetItemData GUICtrlMenu_SetItemDefault GUICtrlMenu_SetItemDisabled GUICtrlMenu_SetItemEnabled GUICtrlMenu_SetItemGrayed GUICtrlMenu_SetItemHighlighted GUICtrlMenu_SetItemID GUICtrlMenu_SetItemInfo GUICtrlMenu_SetItemState GUICtrlMenu_SetItemSubMenu GUICtrlMenu_SetItemText GUICtrlMenu_SetItemType GUICtrlMenu_SetMenu GUICtrlMenu_SetMenuBackground GUICtrlMenu_SetMenuContextHelpID GUICtrlMenu_SetMenuData GUICtrlMenu_SetMenuDefaultItem GUICtrlMenu_SetMenuHeight GUICtrlMenu_SetMenuInfo GUICtrlMenu_SetMenuStyle GUICtrlMenu_TrackPopupMenu GUICtrlMonthCal_Create GUICtrlMonthCal_Destroy GUICtrlMonthCal_GetCalendarBorder GUICtrlMonthCal_GetCalendarCount GUICtrlMonthCal_GetColor GUICtrlMonthCal_GetColorArray GUICtrlMonthCal_GetCurSel GUICtrlMonthCal_GetCurSelStr GUICtrlMonthCal_GetFirstDOW GUICtrlMonthCal_GetFirstDOWStr GUICtrlMonthCal_GetMaxSelCount GUICtrlMonthCal_GetMaxTodayWidth GUICtrlMonthCal_GetMinReqHeight GUICtrlMonthCal_GetMinReqRect GUICtrlMonthCal_GetMinReqRectArray GUICtrlMonthCal_GetMinReqWidth GUICtrlMonthCal_GetMonthDelta GUICtrlMonthCal_GetMonthRange GUICtrlMonthCal_GetMonthRangeMax GUICtrlMonthCal_GetMonthRangeMaxStr GUICtrlMonthCal_GetMonthRangeMin GUICtrlMonthCal_GetMonthRangeMinStr GUICtrlMonthCal_GetMonthRangeSpan GUICtrlMonthCal_GetRange GUICtrlMonthCal_GetRangeMax GUICtrlMonthCal_GetRangeMaxStr GUICtrlMonthCal_GetRangeMin GUICtrlMonthCal_GetRangeMinStr GUICtrlMonthCal_GetSelRange GUICtrlMonthCal_GetSelRangeMax GUICtrlMonthCal_GetSelRangeMaxStr GUICtrlMonthCal_GetSelRangeMin GUICtrlMonthCal_GetSelRangeMinStr GUICtrlMonthCal_GetToday GUICtrlMonthCal_GetTodayStr GUICtrlMonthCal_GetUnicodeFormat GUICtrlMonthCal_HitTest GUICtrlMonthCal_SetCalendarBorder GUICtrlMonthCal_SetColor GUICtrlMonthCal_SetCurSel GUICtrlMonthCal_SetDayState GUICtrlMonthCal_SetFirstDOW GUICtrlMonthCal_SetMaxSelCount GUICtrlMonthCal_SetMonthDelta GUICtrlMonthCal_SetRange GUICtrlMonthCal_SetSelRange GUICtrlMonthCal_SetToday GUICtrlMonthCal_SetUnicodeFormat GUICtrlRebar_AddBand GUICtrlRebar_AddToolBarBand GUICtrlRebar_BeginDrag GUICtrlRebar_Create GUICtrlRebar_DeleteBand GUICtrlRebar_Destroy GUICtrlRebar_DragMove GUICtrlRebar_EndDrag GUICtrlRebar_GetBandBackColor GUICtrlRebar_GetBandBorders GUICtrlRebar_GetBandBordersEx GUICtrlRebar_GetBandChildHandle GUICtrlRebar_GetBandChildSize GUICtrlRebar_GetBandCount GUICtrlRebar_GetBandForeColor GUICtrlRebar_GetBandHeaderSize GUICtrlRebar_GetBandID GUICtrlRebar_GetBandIdealSize GUICtrlRebar_GetBandLength GUICtrlRebar_GetBandLParam GUICtrlRebar_GetBandMargins GUICtrlRebar_GetBandMarginsEx GUICtrlRebar_GetBandRect GUICtrlRebar_GetBandRectEx GUICtrlRebar_GetBandStyle GUICtrlRebar_GetBandStyleBreak GUICtrlRebar_GetBandStyleChildEdge GUICtrlRebar_GetBandStyleFixedBMP GUICtrlRebar_GetBandStyleFixedSize GUICtrlRebar_GetBandStyleGripperAlways GUICtrlRebar_GetBandStyleHidden GUICtrlRebar_GetBandStyleHideTitle GUICtrlRebar_GetBandStyleNoGripper GUICtrlRebar_GetBandStyleTopAlign GUICtrlRebar_GetBandStyleUseChevron GUICtrlRebar_GetBandStyleVariableHeight GUICtrlRebar_GetBandText GUICtrlRebar_GetBarHeight GUICtrlRebar_GetBarInfo GUICtrlRebar_GetBKColor GUICtrlRebar_GetColorScheme GUICtrlRebar_GetRowCount GUICtrlRebar_GetRowHeight GUICtrlRebar_GetTextColor GUICtrlRebar_GetToolTips GUICtrlRebar_GetUnicodeFormat GUICtrlRebar_HitTest GUICtrlRebar_IDToIndex GUICtrlRebar_MaximizeBand GUICtrlRebar_MinimizeBand GUICtrlRebar_MoveBand GUICtrlRebar_SetBandBackColor GUICtrlRebar_SetBandForeColor GUICtrlRebar_SetBandHeaderSize GUICtrlRebar_SetBandID GUICtrlRebar_SetBandIdealSize GUICtrlRebar_SetBandLength GUICtrlRebar_SetBandLParam GUICtrlRebar_SetBandStyle GUICtrlRebar_SetBandStyleBreak GUICtrlRebar_SetBandStyleChildEdge GUICtrlRebar_SetBandStyleFixedBMP GUICtrlRebar_SetBandStyleFixedSize GUICtrlRebar_SetBandStyleGripperAlways GUICtrlRebar_SetBandStyleHidden GUICtrlRebar_SetBandStyleHideTitle GUICtrlRebar_SetBandStyleNoGripper GUICtrlRebar_SetBandStyleTopAlign GUICtrlRebar_SetBandStyleUseChevron GUICtrlRebar_SetBandStyleVariableHeight GUICtrlRebar_SetBandText GUICtrlRebar_SetBarInfo GUICtrlRebar_SetBKColor GUICtrlRebar_SetColorScheme GUICtrlRebar_SetTextColor GUICtrlRebar_SetToolTips GUICtrlRebar_SetUnicodeFormat GUICtrlRebar_ShowBand GUICtrlRichEdit_AppendText GUICtrlRichEdit_AutoDetectURL GUICtrlRichEdit_CanPaste GUICtrlRichEdit_CanPasteSpecial GUICtrlRichEdit_CanRedo GUICtrlRichEdit_CanUndo GUICtrlRichEdit_ChangeFontSize GUICtrlRichEdit_Copy GUICtrlRichEdit_Create GUICtrlRichEdit_Cut GUICtrlRichEdit_Deselect GUICtrlRichEdit_Destroy GUICtrlRichEdit_EmptyUndoBuffer GUICtrlRichEdit_FindText GUICtrlRichEdit_FindTextInRange GUICtrlRichEdit_GetBkColor GUICtrlRichEdit_GetCharAttributes GUICtrlRichEdit_GetCharBkColor GUICtrlRichEdit_GetCharColor GUICtrlRichEdit_GetCharPosFromXY GUICtrlRichEdit_GetCharPosOfNextWord GUICtrlRichEdit_GetCharPosOfPreviousWord GUICtrlRichEdit_GetCharWordBreakInfo GUICtrlRichEdit_GetFirstCharPosOnLine GUICtrlRichEdit_GetFont GUICtrlRichEdit_GetLineCount GUICtrlRichEdit_GetLineLength GUICtrlRichEdit_GetLineNumberFromCharPos GUICtrlRichEdit_GetNextRedo GUICtrlRichEdit_GetNextUndo GUICtrlRichEdit_GetNumberOfFirstVisibleLine GUICtrlRichEdit_GetParaAlignment GUICtrlRichEdit_GetParaAttributes GUICtrlRichEdit_GetParaBorder GUICtrlRichEdit_GetParaIndents GUICtrlRichEdit_GetParaNumbering GUICtrlRichEdit_GetParaShading GUICtrlRichEdit_GetParaSpacing GUICtrlRichEdit_GetParaTabStops GUICtrlRichEdit_GetPasswordChar GUICtrlRichEdit_GetRECT GUICtrlRichEdit_GetScrollPos GUICtrlRichEdit_GetSel GUICtrlRichEdit_GetSelAA GUICtrlRichEdit_GetSelText GUICtrlRichEdit_GetSpaceUnit GUICtrlRichEdit_GetText GUICtrlRichEdit_GetTextInLine GUICtrlRichEdit_GetTextInRange GUICtrlRichEdit_GetTextLength GUICtrlRichEdit_GetVersion GUICtrlRichEdit_GetXYFromCharPos GUICtrlRichEdit_GetZoom GUICtrlRichEdit_GotoCharPos GUICtrlRichEdit_HideSelection GUICtrlRichEdit_InsertText GUICtrlRichEdit_IsModified GUICtrlRichEdit_IsTextSelected GUICtrlRichEdit_Paste GUICtrlRichEdit_PasteSpecial GUICtrlRichEdit_PauseRedraw GUICtrlRichEdit_Redo GUICtrlRichEdit_ReplaceText GUICtrlRichEdit_ResumeRedraw GUICtrlRichEdit_ScrollLineOrPage GUICtrlRichEdit_ScrollLines GUICtrlRichEdit_ScrollToCaret GUICtrlRichEdit_SetBkColor GUICtrlRichEdit_SetCharAttributes GUICtrlRichEdit_SetCharBkColor GUICtrlRichEdit_SetCharColor GUICtrlRichEdit_SetEventMask GUICtrlRichEdit_SetFont GUICtrlRichEdit_SetLimitOnText GUICtrlRichEdit_SetModified GUICtrlRichEdit_SetParaAlignment GUICtrlRichEdit_SetParaAttributes GUICtrlRichEdit_SetParaBorder GUICtrlRichEdit_SetParaIndents GUICtrlRichEdit_SetParaNumbering GUICtrlRichEdit_SetParaShading GUICtrlRichEdit_SetParaSpacing GUICtrlRichEdit_SetParaTabStops GUICtrlRichEdit_SetPasswordChar GUICtrlRichEdit_SetReadOnly GUICtrlRichEdit_SetRECT GUICtrlRichEdit_SetScrollPos GUICtrlRichEdit_SetSel GUICtrlRichEdit_SetSpaceUnit GUICtrlRichEdit_SetTabStops GUICtrlRichEdit_SetText GUICtrlRichEdit_SetUndoLimit GUICtrlRichEdit_SetZoom GUICtrlRichEdit_StreamFromFile GUICtrlRichEdit_StreamFromVar GUICtrlRichEdit_StreamToFile GUICtrlRichEdit_StreamToVar GUICtrlRichEdit_Undo GUICtrlSlider_ClearSel GUICtrlSlider_ClearTics GUICtrlSlider_Create GUICtrlSlider_Destroy GUICtrlSlider_GetBuddy GUICtrlSlider_GetChannelRect GUICtrlSlider_GetChannelRectEx GUICtrlSlider_GetLineSize GUICtrlSlider_GetLogicalTics GUICtrlSlider_GetNumTics GUICtrlSlider_GetPageSize GUICtrlSlider_GetPos GUICtrlSlider_GetRange GUICtrlSlider_GetRangeMax GUICtrlSlider_GetRangeMin GUICtrlSlider_GetSel GUICtrlSlider_GetSelEnd GUICtrlSlider_GetSelStart GUICtrlSlider_GetThumbLength GUICtrlSlider_GetThumbRect GUICtrlSlider_GetThumbRectEx GUICtrlSlider_GetTic GUICtrlSlider_GetTicPos GUICtrlSlider_GetToolTips GUICtrlSlider_GetUnicodeFormat GUICtrlSlider_SetBuddy GUICtrlSlider_SetLineSize GUICtrlSlider_SetPageSize GUICtrlSlider_SetPos GUICtrlSlider_SetRange GUICtrlSlider_SetRangeMax GUICtrlSlider_SetRangeMin GUICtrlSlider_SetSel GUICtrlSlider_SetSelEnd GUICtrlSlider_SetSelStart GUICtrlSlider_SetThumbLength GUICtrlSlider_SetTic GUICtrlSlider_SetTicFreq GUICtrlSlider_SetTipSide GUICtrlSlider_SetToolTips GUICtrlSlider_SetUnicodeFormat GUICtrlStatusBar_Create GUICtrlStatusBar_Destroy GUICtrlStatusBar_EmbedControl GUICtrlStatusBar_GetBorders GUICtrlStatusBar_GetBordersHorz GUICtrlStatusBar_GetBordersRect GUICtrlStatusBar_GetBordersVert GUICtrlStatusBar_GetCount GUICtrlStatusBar_GetHeight GUICtrlStatusBar_GetIcon GUICtrlStatusBar_GetParts GUICtrlStatusBar_GetRect GUICtrlStatusBar_GetRectEx GUICtrlStatusBar_GetText GUICtrlStatusBar_GetTextFlags GUICtrlStatusBar_GetTextLength GUICtrlStatusBar_GetTextLengthEx GUICtrlStatusBar_GetTipText GUICtrlStatusBar_GetUnicodeFormat GUICtrlStatusBar_GetWidth GUICtrlStatusBar_IsSimple GUICtrlStatusBar_Resize GUICtrlStatusBar_SetBkColor GUICtrlStatusBar_SetIcon GUICtrlStatusBar_SetMinHeight GUICtrlStatusBar_SetParts GUICtrlStatusBar_SetSimple GUICtrlStatusBar_SetText GUICtrlStatusBar_SetTipText GUICtrlStatusBar_SetUnicodeFormat GUICtrlStatusBar_ShowHide GUICtrlTab_ActivateTab GUICtrlTab_ClickTab GUICtrlTab_Create GUICtrlTab_DeleteAllItems GUICtrlTab_DeleteItem GUICtrlTab_DeselectAll GUICtrlTab_Destroy GUICtrlTab_FindTab GUICtrlTab_GetCurFocus GUICtrlTab_GetCurSel GUICtrlTab_GetDisplayRect GUICtrlTab_GetDisplayRectEx GUICtrlTab_GetExtendedStyle GUICtrlTab_GetImageList GUICtrlTab_GetItem GUICtrlTab_GetItemCount GUICtrlTab_GetItemImage GUICtrlTab_GetItemParam GUICtrlTab_GetItemRect GUICtrlTab_GetItemRectEx GUICtrlTab_GetItemState GUICtrlTab_GetItemText GUICtrlTab_GetRowCount GUICtrlTab_GetToolTips GUICtrlTab_GetUnicodeFormat GUICtrlTab_HighlightItem GUICtrlTab_HitTest GUICtrlTab_InsertItem GUICtrlTab_RemoveImage GUICtrlTab_SetCurFocus GUICtrlTab_SetCurSel GUICtrlTab_SetExtendedStyle GUICtrlTab_SetImageList GUICtrlTab_SetItem GUICtrlTab_SetItemImage GUICtrlTab_SetItemParam GUICtrlTab_SetItemSize GUICtrlTab_SetItemState GUICtrlTab_SetItemText GUICtrlTab_SetMinTabWidth GUICtrlTab_SetPadding GUICtrlTab_SetToolTips GUICtrlTab_SetUnicodeFormat GUICtrlToolbar_AddBitmap GUICtrlToolbar_AddButton GUICtrlToolbar_AddButtonSep GUICtrlToolbar_AddString GUICtrlToolbar_ButtonCount GUICtrlToolbar_CheckButton GUICtrlToolbar_ClickAccel GUICtrlToolbar_ClickButton GUICtrlToolbar_ClickIndex GUICtrlToolbar_CommandToIndex GUICtrlToolbar_Create GUICtrlToolbar_Customize GUICtrlToolbar_DeleteButton GUICtrlToolbar_Destroy GUICtrlToolbar_EnableButton GUICtrlToolbar_FindToolbar GUICtrlToolbar_GetAnchorHighlight GUICtrlToolbar_GetBitmapFlags GUICtrlToolbar_GetButtonBitmap GUICtrlToolbar_GetButtonInfo GUICtrlToolbar_GetButtonInfoEx GUICtrlToolbar_GetButtonParam GUICtrlToolbar_GetButtonRect GUICtrlToolbar_GetButtonRectEx GUICtrlToolbar_GetButtonSize GUICtrlToolbar_GetButtonState GUICtrlToolbar_GetButtonStyle GUICtrlToolbar_GetButtonText GUICtrlToolbar_GetColorScheme GUICtrlToolbar_GetDisabledImageList GUICtrlToolbar_GetExtendedStyle GUICtrlToolbar_GetHotImageList GUICtrlToolbar_GetHotItem GUICtrlToolbar_GetImageList GUICtrlToolbar_GetInsertMark GUICtrlToolbar_GetInsertMarkColor GUICtrlToolbar_GetMaxSize GUICtrlToolbar_GetMetrics GUICtrlToolbar_GetPadding GUICtrlToolbar_GetRows GUICtrlToolbar_GetString GUICtrlToolbar_GetStyle GUICtrlToolbar_GetStyleAltDrag GUICtrlToolbar_GetStyleCustomErase GUICtrlToolbar_GetStyleFlat GUICtrlToolbar_GetStyleList GUICtrlToolbar_GetStyleRegisterDrop GUICtrlToolbar_GetStyleToolTips GUICtrlToolbar_GetStyleTransparent GUICtrlToolbar_GetStyleWrapable GUICtrlToolbar_GetTextRows GUICtrlToolbar_GetToolTips GUICtrlToolbar_GetUnicodeFormat GUICtrlToolbar_HideButton GUICtrlToolbar_HighlightButton GUICtrlToolbar_HitTest GUICtrlToolbar_IndexToCommand GUICtrlToolbar_InsertButton GUICtrlToolbar_InsertMarkHitTest GUICtrlToolbar_IsButtonChecked GUICtrlToolbar_IsButtonEnabled GUICtrlToolbar_IsButtonHidden GUICtrlToolbar_IsButtonHighlighted GUICtrlToolbar_IsButtonIndeterminate GUICtrlToolbar_IsButtonPressed GUICtrlToolbar_LoadBitmap GUICtrlToolbar_LoadImages GUICtrlToolbar_MapAccelerator GUICtrlToolbar_MoveButton GUICtrlToolbar_PressButton GUICtrlToolbar_SetAnchorHighlight GUICtrlToolbar_SetBitmapSize GUICtrlToolbar_SetButtonBitMap GUICtrlToolbar_SetButtonInfo GUICtrlToolbar_SetButtonInfoEx GUICtrlToolbar_SetButtonParam GUICtrlToolbar_SetButtonSize GUICtrlToolbar_SetButtonState GUICtrlToolbar_SetButtonStyle GUICtrlToolbar_SetButtonText GUICtrlToolbar_SetButtonWidth GUICtrlToolbar_SetCmdID GUICtrlToolbar_SetColorScheme GUICtrlToolbar_SetDisabledImageList GUICtrlToolbar_SetDrawTextFlags GUICtrlToolbar_SetExtendedStyle GUICtrlToolbar_SetHotImageList GUICtrlToolbar_SetHotItem GUICtrlToolbar_SetImageList GUICtrlToolbar_SetIndent GUICtrlToolbar_SetIndeterminate GUICtrlToolbar_SetInsertMark GUICtrlToolbar_SetInsertMarkColor GUICtrlToolbar_SetMaxTextRows GUICtrlToolbar_SetMetrics GUICtrlToolbar_SetPadding GUICtrlToolbar_SetParent GUICtrlToolbar_SetRows GUICtrlToolbar_SetStyle GUICtrlToolbar_SetStyleAltDrag GUICtrlToolbar_SetStyleCustomErase GUICtrlToolbar_SetStyleFlat GUICtrlToolbar_SetStyleList GUICtrlToolbar_SetStyleRegisterDrop GUICtrlToolbar_SetStyleToolTips GUICtrlToolbar_SetStyleTransparent GUICtrlToolbar_SetStyleWrapable GUICtrlToolbar_SetToolTips GUICtrlToolbar_SetUnicodeFormat GUICtrlToolbar_SetWindowTheme GUICtrlTreeView_Add GUICtrlTreeView_AddChild GUICtrlTreeView_AddChildFirst GUICtrlTreeView_AddFirst GUICtrlTreeView_BeginUpdate GUICtrlTreeView_ClickItem GUICtrlTreeView_Create GUICtrlTreeView_CreateDragImage GUICtrlTreeView_CreateSolidBitMap GUICtrlTreeView_Delete GUICtrlTreeView_DeleteAll GUICtrlTreeView_DeleteChildren GUICtrlTreeView_Destroy GUICtrlTreeView_DisplayRect GUICtrlTreeView_DisplayRectEx GUICtrlTreeView_EditText GUICtrlTreeView_EndEdit GUICtrlTreeView_EndUpdate GUICtrlTreeView_EnsureVisible GUICtrlTreeView_Expand GUICtrlTreeView_ExpandedOnce GUICtrlTreeView_FindItem GUICtrlTreeView_FindItemEx GUICtrlTreeView_GetBkColor GUICtrlTreeView_GetBold GUICtrlTreeView_GetChecked GUICtrlTreeView_GetChildCount GUICtrlTreeView_GetChildren GUICtrlTreeView_GetCount GUICtrlTreeView_GetCut GUICtrlTreeView_GetDropTarget GUICtrlTreeView_GetEditControl GUICtrlTreeView_GetExpanded GUICtrlTreeView_GetFirstChild GUICtrlTreeView_GetFirstItem GUICtrlTreeView_GetFirstVisible GUICtrlTreeView_GetFocused GUICtrlTreeView_GetHeight GUICtrlTreeView_GetImageIndex GUICtrlTreeView_GetImageListIconHandle GUICtrlTreeView_GetIndent GUICtrlTreeView_GetInsertMarkColor GUICtrlTreeView_GetISearchString GUICtrlTreeView_GetItemByIndex GUICtrlTreeView_GetItemHandle GUICtrlTreeView_GetItemParam GUICtrlTreeView_GetLastChild GUICtrlTreeView_GetLineColor GUICtrlTreeView_GetNext GUICtrlTreeView_GetNextChild GUICtrlTreeView_GetNextSibling GUICtrlTreeView_GetNextVisible GUICtrlTreeView_GetNormalImageList GUICtrlTreeView_GetParentHandle GUICtrlTreeView_GetParentParam GUICtrlTreeView_GetPrev GUICtrlTreeView_GetPrevChild GUICtrlTreeView_GetPrevSibling GUICtrlTreeView_GetPrevVisible GUICtrlTreeView_GetScrollTime GUICtrlTreeView_GetSelected GUICtrlTreeView_GetSelectedImageIndex GUICtrlTreeView_GetSelection GUICtrlTreeView_GetSiblingCount GUICtrlTreeView_GetState GUICtrlTreeView_GetStateImageIndex GUICtrlTreeView_GetStateImageList GUICtrlTreeView_GetText GUICtrlTreeView_GetTextColor GUICtrlTreeView_GetToolTips GUICtrlTreeView_GetTree GUICtrlTreeView_GetUnicodeFormat GUICtrlTreeView_GetVisible GUICtrlTreeView_GetVisibleCount GUICtrlTreeView_HitTest GUICtrlTreeView_HitTestEx GUICtrlTreeView_HitTestItem GUICtrlTreeView_Index GUICtrlTreeView_InsertItem GUICtrlTreeView_IsFirstItem GUICtrlTreeView_IsParent GUICtrlTreeView_Level GUICtrlTreeView_SelectItem GUICtrlTreeView_SelectItemByIndex GUICtrlTreeView_SetBkColor GUICtrlTreeView_SetBold GUICtrlTreeView_SetChecked GUICtrlTreeView_SetCheckedByIndex GUICtrlTreeView_SetChildren GUICtrlTreeView_SetCut GUICtrlTreeView_SetDropTarget GUICtrlTreeView_SetFocused GUICtrlTreeView_SetHeight GUICtrlTreeView_SetIcon GUICtrlTreeView_SetImageIndex GUICtrlTreeView_SetIndent GUICtrlTreeView_SetInsertMark GUICtrlTreeView_SetInsertMarkColor GUICtrlTreeView_SetItemHeight GUICtrlTreeView_SetItemParam GUICtrlTreeView_SetLineColor GUICtrlTreeView_SetNormalImageList GUICtrlTreeView_SetScrollTime GUICtrlTreeView_SetSelected GUICtrlTreeView_SetSelectedImageIndex GUICtrlTreeView_SetState GUICtrlTreeView_SetStateImageIndex GUICtrlTreeView_SetStateImageList GUICtrlTreeView_SetText GUICtrlTreeView_SetTextColor GUICtrlTreeView_SetToolTips GUICtrlTreeView_SetUnicodeFormat GUICtrlTreeView_Sort GUIImageList_Add GUIImageList_AddBitmap GUIImageList_AddIcon GUIImageList_AddMasked GUIImageList_BeginDrag GUIImageList_Copy GUIImageList_Create GUIImageList_Destroy GUIImageList_DestroyIcon GUIImageList_DragEnter GUIImageList_DragLeave GUIImageList_DragMove GUIImageList_Draw GUIImageList_DrawEx GUIImageList_Duplicate GUIImageList_EndDrag GUIImageList_GetBkColor GUIImageList_GetIcon GUIImageList_GetIconHeight GUIImageList_GetIconSize GUIImageList_GetIconSizeEx GUIImageList_GetIconWidth GUIImageList_GetImageCount GUIImageList_GetImageInfoEx GUIImageList_Remove GUIImageList_ReplaceIcon GUIImageList_SetBkColor GUIImageList_SetIconSize GUIImageList_SetImageCount GUIImageList_Swap GUIScrollBars_EnableScrollBar GUIScrollBars_GetScrollBarInfoEx GUIScrollBars_GetScrollBarRect GUIScrollBars_GetScrollBarRGState GUIScrollBars_GetScrollBarXYLineButton GUIScrollBars_GetScrollBarXYThumbBottom GUIScrollBars_GetScrollBarXYThumbTop GUIScrollBars_GetScrollInfo GUIScrollBars_GetScrollInfoEx GUIScrollBars_GetScrollInfoMax GUIScrollBars_GetScrollInfoMin GUIScrollBars_GetScrollInfoPage GUIScrollBars_GetScrollInfoPos GUIScrollBars_GetScrollInfoTrackPos GUIScrollBars_GetScrollPos GUIScrollBars_GetScrollRange GUIScrollBars_Init GUIScrollBars_ScrollWindow GUIScrollBars_SetScrollInfo GUIScrollBars_SetScrollInfoMax GUIScrollBars_SetScrollInfoMin GUIScrollBars_SetScrollInfoPage GUIScrollBars_SetScrollInfoPos GUIScrollBars_SetScrollRange GUIScrollBars_ShowScrollBar GUIToolTip_Activate GUIToolTip_AddTool GUIToolTip_AdjustRect GUIToolTip_BitsToTTF GUIToolTip_Create GUIToolTip_Deactivate GUIToolTip_DelTool GUIToolTip_Destroy GUIToolTip_EnumTools GUIToolTip_GetBubbleHeight GUIToolTip_GetBubbleSize GUIToolTip_GetBubbleWidth GUIToolTip_GetCurrentTool GUIToolTip_GetDelayTime GUIToolTip_GetMargin GUIToolTip_GetMarginEx GUIToolTip_GetMaxTipWidth GUIToolTip_GetText GUIToolTip_GetTipBkColor GUIToolTip_GetTipTextColor GUIToolTip_GetTitleBitMap GUIToolTip_GetTitleText GUIToolTip_GetToolCount GUIToolTip_GetToolInfo GUIToolTip_HitTest GUIToolTip_NewToolRect GUIToolTip_Pop GUIToolTip_PopUp GUIToolTip_SetDelayTime GUIToolTip_SetMargin GUIToolTip_SetMaxTipWidth GUIToolTip_SetTipBkColor GUIToolTip_SetTipTextColor GUIToolTip_SetTitle GUIToolTip_SetToolInfo GUIToolTip_SetWindowTheme GUIToolTip_ToolExists GUIToolTip_ToolToArray GUIToolTip_TrackActivate GUIToolTip_TrackPosition GUIToolTip_Update GUIToolTip_UpdateTipText HexToString IEAction IEAttach IEBodyReadHTML IEBodyReadText IEBodyWriteHTML IECreate IECreateEmbedded IEDocGetObj IEDocInsertHTML IEDocInsertText IEDocReadHTML IEDocWriteHTML IEErrorNotify IEFormElementCheckBoxSelect IEFormElementGetCollection IEFormElementGetObjByName IEFormElementGetValue IEFormElementOptionSelect IEFormElementRadioSelect IEFormElementSetValue IEFormGetCollection IEFormGetObjByName IEFormImageClick IEFormReset IEFormSubmit IEFrameGetCollection IEFrameGetObjByName IEGetObjById IEGetObjByName IEHeadInsertEventScript IEImgClick IEImgGetCollection IEIsFrameSet IELinkClickByIndex IELinkClickByText IELinkGetCollection IELoadWait IELoadWaitTimeout IENavigate IEPropertyGet IEPropertySet IEQuit IETableGetCollection IETableWriteToArray IETagNameAllGetCollection IETagNameGetCollection IE_Example IE_Introduction IE_VersionInfo INetExplorerCapable INetGetSource INetMail INetSmtpMail IsPressed MathCheckDiv Max MemGlobalAlloc MemGlobalFree MemGlobalLock MemGlobalSize MemGlobalUnlock MemMoveMemory MemVirtualAlloc MemVirtualAllocEx MemVirtualFree MemVirtualFreeEx Min MouseTrap NamedPipes_CallNamedPipe NamedPipes_ConnectNamedPipe NamedPipes_CreateNamedPipe NamedPipes_CreatePipe NamedPipes_DisconnectNamedPipe NamedPipes_GetNamedPipeHandleState NamedPipes_GetNamedPipeInfo NamedPipes_PeekNamedPipe NamedPipes_SetNamedPipeHandleState NamedPipes_TransactNamedPipe NamedPipes_WaitNamedPipe Net_Share_ConnectionEnum Net_Share_FileClose Net_Share_FileEnum Net_Share_FileGetInfo Net_Share_PermStr Net_Share_ResourceStr Net_Share_SessionDel Net_Share_SessionEnum Net_Share_SessionGetInfo Net_Share_ShareAdd Net_Share_ShareCheck Net_Share_ShareDel Net_Share_ShareEnum Net_Share_ShareGetInfo Net_Share_ShareSetInfo Net_Share_StatisticsGetSvr Net_Share_StatisticsGetWrk Now NowCalc NowCalcDate NowDate NowTime PathFull PathGetRelative PathMake PathSplit ProcessGetName ProcessGetPriority Radian ReplaceStringInFile RunDos ScreenCapture_Capture ScreenCapture_CaptureWnd ScreenCapture_SaveImage ScreenCapture_SetBMPFormat ScreenCapture_SetJPGQuality ScreenCapture_SetTIFColorDepth ScreenCapture_SetTIFCompression Security__AdjustTokenPrivileges Security__CreateProcessWithToken Security__DuplicateTokenEx Security__GetAccountSid Security__GetLengthSid Security__GetTokenInformation Security__ImpersonateSelf Security__IsValidSid Security__LookupAccountName Security__LookupAccountSid Security__LookupPrivilegeValue Security__OpenProcessToken Security__OpenThreadToken Security__OpenThreadTokenEx Security__SetPrivilege Security__SetTokenInformation Security__SidToStringSid Security__SidTypeStr Security__StringSidToSid SendMessage SendMessageA SetDate SetTime Singleton SoundClose SoundLength SoundOpen SoundPause SoundPlay SoundPos SoundResume SoundSeek SoundStatus SoundStop SQLite_Changes SQLite_Close SQLite_Display2DResult SQLite_Encode SQLite_ErrCode SQLite_ErrMsg SQLite_Escape SQLite_Exec SQLite_FastEncode SQLite_FastEscape SQLite_FetchData SQLite_FetchNames SQLite_GetTable SQLite_GetTable2d SQLite_LastInsertRowID SQLite_LibVersion SQLite_Open SQLite_Query SQLite_QueryFinalize SQLite_QueryReset SQLite_QuerySingleRow SQLite_SafeMode SQLite_SetTimeout SQLite_Shutdown SQLite_SQLiteExe SQLite_Startup SQLite_TotalChanges StringBetween StringExplode StringInsert StringProper StringRepeat StringTitleCase StringToHex TCPIpToName TempFile TicksToTime Timer_Diff Timer_GetIdleTime Timer_GetTimerID Timer_Init Timer_KillAllTimers Timer_KillTimer Timer_SetTimer TimeToTicks VersionCompare viClose viExecCommand viFindGpib viGpibBusReset viGTL viInteractiveControl viOpen viSetAttribute viSetTimeout WeekNumberISO WinAPI_AbortPath WinAPI_ActivateKeyboardLayout WinAPI_AddClipboardFormatListener WinAPI_AddFontMemResourceEx WinAPI_AddFontResourceEx WinAPI_AddIconOverlay WinAPI_AddIconTransparency WinAPI_AddMRUString WinAPI_AdjustBitmap WinAPI_AdjustTokenPrivileges WinAPI_AdjustWindowRectEx WinAPI_AlphaBlend WinAPI_AngleArc WinAPI_AnimateWindow WinAPI_Arc WinAPI_ArcTo WinAPI_ArrayToStruct WinAPI_AssignProcessToJobObject WinAPI_AssocGetPerceivedType WinAPI_AssocQueryString WinAPI_AttachConsole WinAPI_AttachThreadInput WinAPI_BackupRead WinAPI_BackupReadAbort WinAPI_BackupSeek WinAPI_BackupWrite WinAPI_BackupWriteAbort WinAPI_Beep WinAPI_BeginBufferedPaint WinAPI_BeginDeferWindowPos WinAPI_BeginPaint WinAPI_BeginPath WinAPI_BeginUpdateResource WinAPI_BitBlt WinAPI_BringWindowToTop WinAPI_BroadcastSystemMessage WinAPI_BrowseForFolderDlg WinAPI_BufferedPaintClear WinAPI_BufferedPaintInit WinAPI_BufferedPaintSetAlpha WinAPI_BufferedPaintUnInit WinAPI_CallNextHookEx WinAPI_CallWindowProc WinAPI_CallWindowProcW WinAPI_CascadeWindows WinAPI_ChangeWindowMessageFilterEx WinAPI_CharToOem WinAPI_ChildWindowFromPointEx WinAPI_ClientToScreen WinAPI_ClipCursor WinAPI_CloseDesktop WinAPI_CloseEnhMetaFile WinAPI_CloseFigure WinAPI_CloseHandle WinAPI_CloseThemeData WinAPI_CloseWindow WinAPI_CloseWindowStation WinAPI_CLSIDFromProgID WinAPI_CoInitialize WinAPI_ColorAdjustLuma WinAPI_ColorHLSToRGB WinAPI_ColorRGBToHLS 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BilateralFilter Binarize BinaryFormat BinaryImageQ BinaryRead BinaryReadList BinaryWrite BinCounts BinLists Binomial BinomialDistribution BinomialProcess BinormalDistribution BiorthogonalSplineWavelet BipartiteGraphQ BirnbaumImportance BirnbaumSaundersDistribution BitAnd BitClear BitGet BitLength BitNot BitOr BitSet BitShiftLeft BitShiftRight BitXor Black BlackmanHarrisWindow BlackmanNuttallWindow BlackmanWindow Blank BlankForm BlankNullSequence BlankSequence Blend Block BlockRandom BlomqvistBeta BlomqvistBetaTest Blue Blur BodePlot BohmanWindow Bold Bookmarks Boole BooleanConsecutiveFunction BooleanConvert BooleanCountingFunction BooleanFunction BooleanGraph BooleanMaxterms BooleanMinimize BooleanMinterms Booleans BooleanTable BooleanVariables BorderDimensions BorelTannerDistribution Bottom BottomHatTransform BoundaryStyle Bounds Box BoxBaselineShift BoxData BoxDimensions Boxed Boxes BoxForm BoxFormFormatTypes BoxFrame BoxID BoxMargins BoxMatrix BoxRatios BoxRotation BoxRotationPoint 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CDFWavelet Ceiling Cell CellAutoOverwrite CellBaseline CellBoundingBox CellBracketOptions CellChangeTimes CellContents CellContext CellDingbat CellDynamicExpression CellEditDuplicate CellElementsBoundingBox CellElementSpacings CellEpilog CellEvaluationDuplicate CellEvaluationFunction CellEventActions CellFrame CellFrameColor CellFrameLabelMargins CellFrameLabels CellFrameMargins CellGroup CellGroupData CellGrouping CellGroupingRules CellHorizontalScrolling CellID CellLabel CellLabelAutoDelete CellLabelMargins CellLabelPositioning CellMargins CellObject CellOpen CellPrint CellProlog Cells CellSize CellStyle CellTags CellularAutomaton CensoredDistribution Censoring Center CenterDot CentralMoment CentralMomentGeneratingFunction CForm ChampernowneNumber ChanVeseBinarize Character CharacterEncoding CharacterEncodingsPath CharacteristicFunction CharacteristicPolynomial CharacterRange Characters ChartBaseStyle ChartElementData ChartElementDataFunction ChartElementFunction ChartElements ChartLabels ChartLayout ChartLegends ChartStyle Chebyshev1FilterModel Chebyshev2FilterModel ChebyshevDistance ChebyshevT ChebyshevU Check CheckAbort CheckAll Checkbox CheckboxBar CheckboxBox CheckboxBoxOptions ChemicalData ChessboardDistance ChiDistribution ChineseRemainder ChiSquareDistribution ChoiceButtons ChoiceDialog CholeskyDecomposition Chop Circle CircleBox CircleDot CircleMinus CirclePlus CircleTimes CirculantGraph CityData Clear ClearAll ClearAttributes ClearSystemCache ClebschGordan ClickPane Clip ClipboardNotebook ClipFill ClippingStyle ClipPlanes ClipRange Clock ClockGauge ClockwiseContourIntegral Close Closed CloseKernels ClosenessCentrality Closing ClosingAutoSave ClosingEvent ClusteringComponents CMYKColor Coarse Coefficient CoefficientArrays CoefficientDomain CoefficientList CoefficientRules CoifletWavelet Collect Colon ColonForm ColorCombine ColorConvert ColorData ColorDataFunction ColorFunction ColorFunctionScaling Colorize ColorNegate ColorOutput ColorProfileData ColorQuantize ColorReplace ColorRules ColorSelectorSettings ColorSeparate ColorSetter ColorSetterBox ColorSetterBoxOptions ColorSlider ColorSpace Column ColumnAlignments ColumnBackgrounds ColumnForm ColumnLines ColumnsEqual ColumnSpacings ColumnWidths CommonDefaultFormatTypes Commonest CommonestFilter CommonUnits CommunityBoundaryStyle CommunityGraphPlot CommunityLabels CommunityRegionStyle CompatibleUnitQ CompilationOptions CompilationTarget Compile Compiled CompiledFunction Complement CompleteGraph CompleteGraphQ CompleteKaryTree CompletionsListPacket Complex Complexes ComplexExpand ComplexInfinity ComplexityFunction ComponentMeasurements ComponentwiseContextMenu Compose ComposeList ComposeSeries Composition CompoundExpression CompoundPoissonDistribution CompoundPoissonProcess CompoundRenewalProcess Compress CompressedData Condition ConditionalExpression Conditioned Cone ConeBox ConfidenceLevel ConfidenceRange ConfidenceTransform ConfigurationPath Congruent Conjugate ConjugateTranspose Conjunction Connect ConnectedComponents ConnectedGraphQ ConnesWindow ConoverTest ConsoleMessage ConsoleMessagePacket ConsolePrint Constant ConstantArray Constants ConstrainedMax ConstrainedMin ContentPadding ContentsBoundingBox ContentSelectable ContentSize Context ContextMenu Contexts ContextToFilename ContextToFileName Continuation Continue ContinuedFraction ContinuedFractionK ContinuousAction ContinuousMarkovProcess ContinuousTimeModelQ ContinuousWaveletData ContinuousWaveletTransform ContourDetect ContourGraphics ContourIntegral ContourLabels ContourLines ContourPlot ContourPlot3D Contours ContourShading ContourSmoothing ContourStyle ContraharmonicMean Control ControlActive ControlAlignment ControllabilityGramian ControllabilityMatrix ControllableDecomposition ControllableModelQ ControllerDuration ControllerInformation ControllerInformationData ControllerLinking ControllerManipulate ControllerMethod ControllerPath ControllerState ControlPlacement ControlsRendering ControlType Convergents ConversionOptions ConversionRules ConvertToBitmapPacket ConvertToPostScript ConvertToPostScriptPacket Convolve ConwayGroupCo1 ConwayGroupCo2 ConwayGroupCo3 CoordinateChartData CoordinatesToolOptions CoordinateTransform CoordinateTransformData CoprimeQ Coproduct CopulaDistribution Copyable CopyDirectory CopyFile CopyTag CopyToClipboard CornerFilter CornerNeighbors Correlation CorrelationDistance CorrelationFunction CorrelationTest Cos Cosh CoshIntegral CosineDistance CosineWindow CosIntegral Cot Coth Count CounterAssignments CounterBox CounterBoxOptions CounterClockwiseContourIntegral CounterEvaluator CounterFunction CounterIncrements CounterStyle CounterStyleMenuListing CountRoots CountryData Covariance CovarianceEstimatorFunction CovarianceFunction CoxianDistribution CoxIngersollRossProcess CoxModel CoxModelFit CramerVonMisesTest CreateArchive CreateDialog CreateDirectory CreateDocument CreateIntermediateDirectories CreatePalette CreatePalettePacket CreateScheduledTask CreateTemporary CreateWindow CriticalityFailureImportance CriticalitySuccessImportance CriticalSection Cross CrossingDetect CrossMatrix Csc Csch CubeRoot Cubics Cuboid CuboidBox Cumulant CumulantGeneratingFunction Cup CupCap Curl CurlyDoubleQuote CurlyQuote CurrentImage CurrentlySpeakingPacket CurrentValue CurvatureFlowFilter CurveClosed Cyan CycleGraph CycleIndexPolynomial Cycles CyclicGroup Cyclotomic Cylinder CylinderBox CylindricalDecomposition D DagumDistribution DamerauLevenshteinDistance DampingFactor Darker Dashed Dashing DataCompression DataDistribution DataRange DataReversed Date DateDelimiters DateDifference DateFunction DateList DateListLogPlot DateListPlot DatePattern DatePlus DateRange DateString DateTicksFormat DaubechiesWavelet DavisDistribution DawsonF DayCount DayCountConvention DayMatchQ DayName DayPlus DayRange DayRound DeBruijnGraph Debug DebugTag Decimal DeclareKnownSymbols DeclarePackage Decompose Decrement DedekindEta Default DefaultAxesStyle DefaultBaseStyle DefaultBoxStyle DefaultButton DefaultColor DefaultControlPlacement DefaultDuplicateCellStyle DefaultDuration DefaultElement DefaultFaceGridsStyle DefaultFieldHintStyle DefaultFont DefaultFontProperties DefaultFormatType DefaultFormatTypeForStyle DefaultFrameStyle DefaultFrameTicksStyle DefaultGridLinesStyle DefaultInlineFormatType DefaultInputFormatType DefaultLabelStyle DefaultMenuStyle DefaultNaturalLanguage DefaultNewCellStyle DefaultNewInlineCellStyle DefaultNotebook DefaultOptions DefaultOutputFormatType DefaultStyle DefaultStyleDefinitions DefaultTextFormatType DefaultTextInlineFormatType DefaultTicksStyle DefaultTooltipStyle DefaultValues Defer DefineExternal DefineInputStreamMethod DefineOutputStreamMethod Definition Degree DegreeCentrality DegreeGraphDistribution DegreeLexicographic DegreeReverseLexicographic Deinitialization Del Deletable Delete DeleteBorderComponents DeleteCases DeleteContents DeleteDirectory DeleteDuplicates DeleteFile DeleteSmallComponents DeleteWithContents DeletionWarning Delimiter DelimiterFlashTime DelimiterMatching Delimiters Denominator DensityGraphics DensityHistogram DensityPlot DependentVariables Deploy Deployed Depth DepthFirstScan Derivative DerivativeFilter DescriptorStateSpace DesignMatrix Det DGaussianWavelet DiacriticalPositioning Diagonal DiagonalMatrix Dialog DialogIndent DialogInput DialogLevel DialogNotebook DialogProlog DialogReturn DialogSymbols Diamond DiamondMatrix DiceDissimilarity DictionaryLookup DifferenceDelta DifferenceOrder DifferenceRoot DifferenceRootReduce Differences DifferentialD DifferentialRoot DifferentialRootReduce DifferentiatorFilter DigitBlock DigitBlockMinimum DigitCharacter DigitCount DigitQ DihedralGroup Dilation Dimensions DiracComb DiracDelta DirectedEdge DirectedEdges DirectedGraph DirectedGraphQ DirectedInfinity Direction Directive Directory DirectoryName DirectoryQ DirectoryStack DirichletCharacter DirichletConvolve DirichletDistribution DirichletL DirichletTransform DirichletWindow DisableConsolePrintPacket DiscreteChirpZTransform DiscreteConvolve DiscreteDelta DiscreteHadamardTransform DiscreteIndicator DiscreteLQEstimatorGains DiscreteLQRegulatorGains DiscreteLyapunovSolve DiscreteMarkovProcess DiscretePlot DiscretePlot3D DiscreteRatio DiscreteRiccatiSolve DiscreteShift DiscreteTimeModelQ DiscreteUniformDistribution DiscreteVariables DiscreteWaveletData DiscreteWaveletPacketTransform DiscreteWaveletTransform Discriminant Disjunction Disk DiskBox DiskMatrix Dispatch DispersionEstimatorFunction Display DisplayAllSteps DisplayEndPacket DisplayFlushImagePacket DisplayForm DisplayFunction DisplayPacket DisplayRules DisplaySetSizePacket DisplayString DisplayTemporary DisplayWith DisplayWithRef DisplayWithVariable DistanceFunction DistanceTransform Distribute Distributed DistributedContexts DistributeDefinitions DistributionChart DistributionDomain DistributionFitTest DistributionParameterAssumptions DistributionParameterQ Dithering Div Divergence Divide DivideBy Dividers Divisible Divisors DivisorSigma DivisorSum DMSList DMSString Do DockedCells DocumentNotebook DominantColors DOSTextFormat Dot DotDashed DotEqual Dotted DoubleBracketingBar DoubleContourIntegral DoubleDownArrow DoubleLeftArrow DoubleLeftRightArrow DoubleLeftTee DoubleLongLeftArrow DoubleLongLeftRightArrow DoubleLongRightArrow DoubleRightArrow DoubleRightTee DoubleUpArrow DoubleUpDownArrow DoubleVerticalBar DoublyInfinite Down DownArrow DownArrowBar DownArrowUpArrow DownLeftRightVector DownLeftTeeVector DownLeftVector DownLeftVectorBar DownRightTeeVector DownRightVector DownRightVectorBar Downsample DownTee DownTeeArrow DownValues DragAndDrop DrawEdges DrawFrontFaces DrawHighlighted Drop DSolve Dt DualLinearProgramming DualSystemsModel DumpGet DumpSave DuplicateFreeQ Dynamic DynamicBox DynamicBoxOptions DynamicEvaluationTimeout DynamicLocation DynamicModule DynamicModuleBox DynamicModuleBoxOptions DynamicModuleParent DynamicModuleValues DynamicName DynamicNamespace DynamicReference DynamicSetting DynamicUpdating DynamicWrapper DynamicWrapperBox DynamicWrapperBoxOptions E EccentricityCentrality EdgeAdd EdgeBetweennessCentrality EdgeCapacity EdgeCapForm EdgeColor EdgeConnectivity EdgeCost EdgeCount EdgeCoverQ EdgeDashing EdgeDelete EdgeDetect EdgeForm EdgeIndex EdgeJoinForm EdgeLabeling EdgeLabels EdgeLabelStyle EdgeList EdgeOpacity EdgeQ EdgeRenderingFunction EdgeRules EdgeShapeFunction EdgeStyle EdgeThickness EdgeWeight Editable EditButtonSettings EditCellTagsSettings EditDistance EffectiveInterest Eigensystem Eigenvalues EigenvectorCentrality Eigenvectors Element ElementData Eliminate EliminationOrder EllipticE EllipticExp EllipticExpPrime EllipticF EllipticFilterModel EllipticK EllipticLog EllipticNomeQ EllipticPi EllipticReducedHalfPeriods EllipticTheta EllipticThetaPrime EmitSound EmphasizeSyntaxErrors EmpiricalDistribution Empty EmptyGraphQ EnableConsolePrintPacket Enabled Encode End EndAdd EndDialogPacket EndFrontEndInteractionPacket EndOfFile EndOfLine EndOfString EndPackage EngineeringForm Enter EnterExpressionPacket EnterTextPacket Entropy EntropyFilter Environment Epilog Equal EqualColumns EqualRows EqualTilde EquatedTo Equilibrium EquirippleFilterKernel Equivalent Erf Erfc Erfi ErlangB ErlangC ErlangDistribution Erosion ErrorBox ErrorBoxOptions ErrorNorm ErrorPacket ErrorsDialogSettings EstimatedDistribution EstimatedProcess EstimatorGains EstimatorRegulator EuclideanDistance EulerE EulerGamma EulerianGraphQ EulerPhi Evaluatable Evaluate Evaluated EvaluatePacket EvaluationCell EvaluationCompletionAction EvaluationElements EvaluationMode EvaluationMonitor EvaluationNotebook EvaluationObject EvaluationOrder Evaluator EvaluatorNames EvenQ EventData EventEvaluator EventHandler EventHandlerTag EventLabels ExactBlackmanWindow ExactNumberQ ExactRootIsolation ExampleData Except ExcludedForms ExcludePods Exclusions ExclusionsStyle Exists Exit ExitDialog Exp Expand ExpandAll ExpandDenominator ExpandFileName ExpandNumerator Expectation ExpectationE ExpectedValue ExpGammaDistribution ExpIntegralE ExpIntegralEi Exponent ExponentFunction ExponentialDistribution ExponentialFamily ExponentialGeneratingFunction ExponentialMovingAverage ExponentialPowerDistribution ExponentPosition ExponentStep Export ExportAutoReplacements ExportPacket ExportString Expression ExpressionCell ExpressionPacket ExpToTrig ExtendedGCD Extension ExtentElementFunction ExtentMarkers ExtentSize ExternalCall ExternalDataCharacterEncoding Extract ExtractArchive ExtremeValueDistribution FaceForm FaceGrids FaceGridsStyle Factor FactorComplete Factorial Factorial2 FactorialMoment FactorialMomentGeneratingFunction FactorialPower FactorInteger FactorList FactorSquareFree FactorSquareFreeList FactorTerms FactorTermsList Fail FailureDistribution False FARIMAProcess FEDisableConsolePrintPacket FeedbackSector FeedbackSectorStyle FeedbackType FEEnableConsolePrintPacket Fibonacci FieldHint FieldHintStyle FieldMasked FieldSize File FileBaseName FileByteCount FileDate FileExistsQ FileExtension FileFormat FileHash FileInformation FileName FileNameDepth FileNameDialogSettings FileNameDrop FileNameJoin FileNames FileNameSetter FileNameSplit FileNameTake FilePrint FileType FilledCurve FilledCurveBox Filling FillingStyle FillingTransform FilterRules FinancialBond FinancialData FinancialDerivative FinancialIndicator Find FindArgMax FindArgMin FindClique FindClusters FindCurvePath FindDistributionParameters FindDivisions FindEdgeCover FindEdgeCut FindEulerianCycle FindFaces FindFile FindFit FindGeneratingFunction FindGeoLocation FindGeometricTransform FindGraphCommunities FindGraphIsomorphism FindGraphPartition FindHamiltonianCycle FindIndependentEdgeSet FindIndependentVertexSet FindInstance FindIntegerNullVector FindKClan FindKClique FindKClub FindKPlex FindLibrary FindLinearRecurrence FindList FindMaximum FindMaximumFlow FindMaxValue FindMinimum FindMinimumCostFlow FindMinimumCut FindMinValue FindPermutation FindPostmanTour FindProcessParameters FindRoot FindSequenceFunction FindSettings FindShortestPath FindShortestTour FindThreshold FindVertexCover FindVertexCut Fine FinishDynamic FiniteAbelianGroupCount FiniteGroupCount FiniteGroupData First FirstPassageTimeDistribution FischerGroupFi22 FischerGroupFi23 FischerGroupFi24Prime FisherHypergeometricDistribution FisherRatioTest FisherZDistribution Fit FitAll FittedModel FixedPoint FixedPointList FlashSelection Flat Flatten FlattenAt FlatTopWindow FlipView Floor FlushPrintOutputPacket Fold FoldList Font FontColor FontFamily FontForm FontName FontOpacity FontPostScriptName FontProperties FontReencoding FontSize FontSlant FontSubstitutions FontTracking FontVariations FontWeight For ForAll Format FormatRules FormatType FormatTypeAutoConvert FormatValues FormBox FormBoxOptions FortranForm Forward ForwardBackward Fourier FourierCoefficient FourierCosCoefficient FourierCosSeries FourierCosTransform FourierDCT FourierDCTFilter FourierDCTMatrix FourierDST FourierDSTMatrix FourierMatrix FourierParameters FourierSequenceTransform FourierSeries FourierSinCoefficient FourierSinSeries FourierSinTransform FourierTransform FourierTrigSeries FractionalBrownianMotionProcess FractionalPart FractionBox FractionBoxOptions FractionLine Frame FrameBox FrameBoxOptions Framed FrameInset FrameLabel Frameless FrameMargins FrameStyle FrameTicks FrameTicksStyle FRatioDistribution FrechetDistribution FreeQ FrequencySamplingFilterKernel FresnelC FresnelS Friday FrobeniusNumber FrobeniusSolve FromCharacterCode FromCoefficientRules FromContinuedFraction FromDate FromDigits FromDMS Front FrontEndDynamicExpression FrontEndEventActions FrontEndExecute FrontEndObject FrontEndResource FrontEndResourceString FrontEndStackSize FrontEndToken FrontEndTokenExecute FrontEndValueCache FrontEndVersion FrontFaceColor FrontFaceOpacity Full FullAxes FullDefinition FullForm FullGraphics FullOptions FullSimplify Function FunctionExpand FunctionInterpolation FunctionSpace FussellVeselyImportance GaborFilter GaborMatrix GaborWavelet GainMargins GainPhaseMargins Gamma GammaDistribution GammaRegularized GapPenalty Gather GatherBy GaugeFaceElementFunction GaugeFaceStyle GaugeFrameElementFunction GaugeFrameSize GaugeFrameStyle GaugeLabels GaugeMarkers GaugeStyle GaussianFilter GaussianIntegers GaussianMatrix GaussianWindow GCD GegenbauerC General GeneralizedLinearModelFit GenerateConditions GeneratedCell GeneratedParameters GeneratingFunction Generic GenericCylindricalDecomposition GenomeData GenomeLookup GeodesicClosing GeodesicDilation GeodesicErosion GeodesicOpening GeoDestination GeodesyData GeoDirection GeoDistance GeoGridPosition GeometricBrownianMotionProcess GeometricDistribution GeometricMean GeometricMeanFilter GeometricTransformation GeometricTransformation3DBox GeometricTransformation3DBoxOptions GeometricTransformationBox GeometricTransformationBoxOptions GeoPosition GeoPositionENU GeoPositionXYZ GeoProjectionData GestureHandler GestureHandlerTag Get GetBoundingBoxSizePacket GetContext GetEnvironment GetFileName GetFrontEndOptionsDataPacket GetLinebreakInformationPacket GetMenusPacket GetPageBreakInformationPacket Glaisher GlobalClusteringCoefficient GlobalPreferences GlobalSession Glow GoldenRatio GompertzMakehamDistribution GoodmanKruskalGamma GoodmanKruskalGammaTest Goto Grad Gradient GradientFilter GradientOrientationFilter Graph GraphAssortativity GraphCenter GraphComplement GraphData GraphDensity GraphDiameter GraphDifference GraphDisjointUnion GraphDistance GraphDistanceMatrix GraphElementData GraphEmbedding GraphHighlight GraphHighlightStyle GraphHub Graphics Graphics3D Graphics3DBox Graphics3DBoxOptions GraphicsArray GraphicsBaseline GraphicsBox GraphicsBoxOptions GraphicsColor GraphicsColumn GraphicsComplex GraphicsComplex3DBox GraphicsComplex3DBoxOptions GraphicsComplexBox GraphicsComplexBoxOptions GraphicsContents GraphicsData GraphicsGrid GraphicsGridBox GraphicsGroup GraphicsGroup3DBox GraphicsGroup3DBoxOptions GraphicsGroupBox GraphicsGroupBoxOptions GraphicsGrouping GraphicsHighlightColor GraphicsRow GraphicsSpacing GraphicsStyle GraphIntersection GraphLayout GraphLinkEfficiency GraphPeriphery GraphPlot GraphPlot3D GraphPower GraphPropertyDistribution GraphQ GraphRadius GraphReciprocity GraphRoot GraphStyle GraphUnion Gray GrayLevel GreatCircleDistance Greater GreaterEqual GreaterEqualLess GreaterFullEqual GreaterGreater GreaterLess GreaterSlantEqual GreaterTilde Green Grid GridBaseline GridBox GridBoxAlignment GridBoxBackground GridBoxDividers GridBoxFrame GridBoxItemSize GridBoxItemStyle GridBoxOptions GridBoxSpacings GridCreationSettings GridDefaultElement GridElementStyleOptions GridFrame GridFrameMargins GridGraph GridLines GridLinesStyle GroebnerBasis GroupActionBase GroupCentralizer GroupElementFromWord GroupElementPosition GroupElementQ GroupElements GroupElementToWord GroupGenerators GroupMultiplicationTable GroupOrbits GroupOrder GroupPageBreakWithin GroupSetwiseStabilizer GroupStabilizer GroupStabilizerChain Gudermannian GumbelDistribution HaarWavelet HadamardMatrix HalfNormalDistribution HamiltonianGraphQ HammingDistance HammingWindow HankelH1 HankelH2 HankelMatrix HannPoissonWindow HannWindow HaradaNortonGroupHN HararyGraph HarmonicMean HarmonicMeanFilter HarmonicNumber Hash HashTable Haversine HazardFunction Head HeadCompose Heads HeavisideLambda HeavisidePi HeavisideTheta HeldGroupHe HeldPart HelpBrowserLookup HelpBrowserNotebook HelpBrowserSettings HermiteDecomposition HermiteH HermitianMatrixQ HessenbergDecomposition Hessian HexadecimalCharacter Hexahedron HexahedronBox HexahedronBoxOptions HiddenSurface HighlightGraph HighlightImage HighpassFilter HigmanSimsGroupHS HilbertFilter HilbertMatrix Histogram Histogram3D HistogramDistribution HistogramList HistogramTransform HistogramTransformInterpolation HitMissTransform HITSCentrality HodgeDual HoeffdingD HoeffdingDTest Hold HoldAll HoldAllComplete HoldComplete HoldFirst HoldForm HoldPattern HoldRest HolidayCalendar HomeDirectory HomePage Horizontal HorizontalForm HorizontalGauge HorizontalScrollPosition HornerForm HotellingTSquareDistribution HoytDistribution HTMLSave Hue HumpDownHump HumpEqual HurwitzLerchPhi HurwitzZeta HyperbolicDistribution HypercubeGraph HyperexponentialDistribution Hyperfactorial Hypergeometric0F1 Hypergeometric0F1Regularized Hypergeometric1F1 Hypergeometric1F1Regularized Hypergeometric2F1 Hypergeometric2F1Regularized HypergeometricDistribution HypergeometricPFQ HypergeometricPFQRegularized HypergeometricU Hyperlink HyperlinkCreationSettings Hyphenation HyphenationOptions HypoexponentialDistribution HypothesisTestData I Identity IdentityMatrix If IgnoreCase Im Image Image3D Image3DSlices ImageAccumulate ImageAdd ImageAdjust ImageAlign ImageApply ImageAspectRatio ImageAssemble ImageCache ImageCacheValid ImageCapture ImageChannels ImageClip ImageColorSpace ImageCompose ImageConvolve ImageCooccurrence ImageCorners ImageCorrelate ImageCorrespondingPoints ImageCrop ImageData ImageDataPacket ImageDeconvolve ImageDemosaic ImageDifference ImageDimensions ImageDistance ImageEffect ImageFeatureTrack ImageFileApply ImageFileFilter ImageFileScan ImageFilter ImageForestingComponents ImageForwardTransformation ImageHistogram ImageKeypoints ImageLevels ImageLines ImageMargins ImageMarkers ImageMeasurements ImageMultiply ImageOffset ImagePad ImagePadding ImagePartition ImagePeriodogram ImagePerspectiveTransformation ImageQ ImageRangeCache ImageReflect ImageRegion ImageResize ImageResolution ImageRotate ImageRotated ImageScaled ImageScan ImageSize ImageSizeAction ImageSizeCache ImageSizeMultipliers ImageSizeRaw ImageSubtract ImageTake ImageTransformation ImageTrim ImageType ImageValue ImageValuePositions Implies Import ImportAutoReplacements ImportString ImprovementImportance In IncidenceGraph IncidenceList IncidenceMatrix IncludeConstantBasis IncludeFileExtension IncludePods IncludeSingularTerm Increment Indent IndentingNewlineSpacings IndentMaxFraction IndependenceTest IndependentEdgeSetQ IndependentUnit IndependentVertexSetQ Indeterminate IndexCreationOptions Indexed IndexGraph IndexTag Inequality InexactNumberQ InexactNumbers Infinity Infix Information Inherited InheritScope Initialization InitializationCell InitializationCellEvaluation InitializationCellWarning InlineCounterAssignments InlineCounterIncrements InlineRules Inner Inpaint Input InputAliases InputAssumptions InputAutoReplacements InputField InputFieldBox InputFieldBoxOptions InputForm InputGrouping InputNamePacket InputNotebook InputPacket InputSettings InputStream InputString InputStringPacket InputToBoxFormPacket Insert InsertionPointObject InsertResults Inset Inset3DBox Inset3DBoxOptions InsetBox InsetBoxOptions Install InstallService InString Integer IntegerDigits IntegerExponent IntegerLength IntegerPart IntegerPartitions IntegerQ Integers IntegerString Integral Integrate Interactive InteractiveTradingChart Interlaced Interleaving InternallyBalancedDecomposition InterpolatingFunction InterpolatingPolynomial Interpolation InterpolationOrder InterpolationPoints InterpolationPrecision Interpretation InterpretationBox InterpretationBoxOptions InterpretationFunction InterpretTemplate InterquartileRange Interrupt InterruptSettings Intersection Interval IntervalIntersection IntervalMemberQ IntervalUnion Inverse InverseBetaRegularized InverseCDF InverseChiSquareDistribution InverseContinuousWaveletTransform InverseDistanceTransform InverseEllipticNomeQ InverseErf InverseErfc InverseFourier InverseFourierCosTransform InverseFourierSequenceTransform InverseFourierSinTransform InverseFourierTransform InverseFunction InverseFunctions InverseGammaDistribution InverseGammaRegularized InverseGaussianDistribution InverseGudermannian InverseHaversine InverseJacobiCD InverseJacobiCN InverseJacobiCS InverseJacobiDC InverseJacobiDN InverseJacobiDS InverseJacobiNC InverseJacobiND InverseJacobiNS InverseJacobiSC InverseJacobiSD InverseJacobiSN InverseLaplaceTransform InversePermutation InverseRadon InverseSeries InverseSurvivalFunction InverseWaveletTransform InverseWeierstrassP InverseZTransform Invisible InvisibleApplication InvisibleTimes IrreduciblePolynomialQ IsolatingInterval IsomorphicGraphQ IsotopeData Italic Item ItemBox ItemBoxOptions ItemSize ItemStyle ItoProcess JaccardDissimilarity JacobiAmplitude Jacobian JacobiCD JacobiCN JacobiCS JacobiDC JacobiDN JacobiDS JacobiNC JacobiND JacobiNS JacobiP JacobiSC JacobiSD JacobiSN JacobiSymbol JacobiZeta JankoGroupJ1 JankoGroupJ2 JankoGroupJ3 JankoGroupJ4 JarqueBeraALMTest JohnsonDistribution Join Joined JoinedCurve JoinedCurveBox JoinForm JordanDecomposition JordanModelDecomposition K KagiChart KaiserBesselWindow KaiserWindow KalmanEstimator KalmanFilter KarhunenLoeveDecomposition KaryTree KatzCentrality KCoreComponents KDistribution KelvinBei KelvinBer KelvinKei KelvinKer KendallTau KendallTauTest KernelExecute KernelMixtureDistribution KernelObject Kernels Ket Khinchin KirchhoffGraph KirchhoffMatrix KleinInvariantJ KnightTourGraph KnotData KnownUnitQ KolmogorovSmirnovTest KroneckerDelta KroneckerModelDecomposition KroneckerProduct KroneckerSymbol KuiperTest KumaraswamyDistribution Kurtosis KuwaharaFilter Label Labeled LabeledSlider LabelingFunction LabelStyle LaguerreL LambdaComponents LambertW LanczosWindow LandauDistribution Language LanguageCategory LaplaceDistribution LaplaceTransform Laplacian LaplacianFilter LaplacianGaussianFilter Large Larger Last Latitude LatitudeLongitude LatticeData LatticeReduce Launch LaunchKernels LayeredGraphPlot LayerSizeFunction LayoutInformation LCM LeafCount LeapYearQ LeastSquares LeastSquaresFilterKernel Left LeftArrow LeftArrowBar LeftArrowRightArrow LeftDownTeeVector LeftDownVector LeftDownVectorBar LeftRightArrow LeftRightVector LeftTee LeftTeeArrow LeftTeeVector LeftTriangle LeftTriangleBar LeftTriangleEqual LeftUpDownVector LeftUpTeeVector LeftUpVector LeftUpVectorBar LeftVector LeftVectorBar LegendAppearance Legended LegendFunction LegendLabel LegendLayout LegendMargins LegendMarkers LegendMarkerSize LegendreP LegendreQ LegendreType Length LengthWhile LerchPhi Less LessEqual LessEqualGreater LessFullEqual LessGreater LessLess LessSlantEqual LessTilde LetterCharacter LetterQ Level LeveneTest LeviCivitaTensor LevyDistribution Lexicographic LibraryFunction LibraryFunctionError LibraryFunctionInformation LibraryFunctionLoad LibraryFunctionUnload LibraryLoad LibraryUnload LicenseID LiftingFilterData LiftingWaveletTransform LightBlue LightBrown LightCyan Lighter LightGray LightGreen Lighting LightingAngle LightMagenta LightOrange LightPink LightPurple LightRed LightSources LightYellow Likelihood Limit LimitsPositioning LimitsPositioningTokens LindleyDistribution Line Line3DBox LinearFilter LinearFractionalTransform LinearModelFit LinearOffsetFunction LinearProgramming LinearRecurrence LinearSolve LinearSolveFunction LineBox LineBreak LinebreakAdjustments LineBreakChart LineBreakWithin LineColor LineForm LineGraph LineIndent LineIndentMaxFraction LineIntegralConvolutionPlot LineIntegralConvolutionScale LineLegend LineOpacity LineSpacing LineWrapParts LinkActivate LinkClose LinkConnect LinkConnectedQ LinkCreate LinkError LinkFlush LinkFunction LinkHost LinkInterrupt LinkLaunch LinkMode LinkObject LinkOpen LinkOptions LinkPatterns LinkProtocol LinkRead LinkReadHeld LinkReadyQ Links LinkWrite LinkWriteHeld LiouvilleLambda List Listable ListAnimate ListContourPlot ListContourPlot3D ListConvolve ListCorrelate ListCurvePathPlot ListDeconvolve ListDensityPlot Listen ListFourierSequenceTransform ListInterpolation ListLineIntegralConvolutionPlot ListLinePlot ListLogLinearPlot ListLogLogPlot ListLogPlot ListPicker ListPickerBox ListPickerBoxBackground ListPickerBoxOptions ListPlay ListPlot ListPlot3D ListPointPlot3D ListPolarPlot ListQ ListStreamDensityPlot ListStreamPlot ListSurfacePlot3D ListVectorDensityPlot ListVectorPlot ListVectorPlot3D ListZTransform Literal LiteralSearch LocalClusteringCoefficient LocalizeVariables LocationEquivalenceTest LocationTest Locator LocatorAutoCreate LocatorBox LocatorBoxOptions LocatorCentering LocatorPane LocatorPaneBox LocatorPaneBoxOptions LocatorRegion Locked Log Log10 Log2 LogBarnesG LogGamma LogGammaDistribution LogicalExpand LogIntegral LogisticDistribution LogitModelFit LogLikelihood LogLinearPlot LogLogisticDistribution LogLogPlot LogMultinormalDistribution LogNormalDistribution LogPlot LogRankTest LogSeriesDistribution LongEqual Longest LongestAscendingSequence LongestCommonSequence LongestCommonSequencePositions LongestCommonSubsequence LongestCommonSubsequencePositions LongestMatch LongForm Longitude LongLeftArrow LongLeftRightArrow LongRightArrow Loopback LoopFreeGraphQ LowerCaseQ LowerLeftArrow LowerRightArrow LowerTriangularize LowpassFilter LQEstimatorGains LQGRegulator LQOutputRegulatorGains LQRegulatorGains LUBackSubstitution LucasL LuccioSamiComponents LUDecomposition LyapunovSolve LyonsGroupLy MachineID MachineName MachineNumberQ MachinePrecision MacintoshSystemPageSetup Magenta Magnification Magnify MainSolve MaintainDynamicCaches Majority MakeBoxes MakeExpression MakeRules MangoldtLambda ManhattanDistance Manipulate Manipulator MannWhitneyTest MantissaExponent Manual Map MapAll MapAt MapIndexed MAProcess MapThread MarcumQ MardiaCombinedTest MardiaKurtosisTest MardiaSkewnessTest MarginalDistribution MarkovProcessProperties Masking MatchingDissimilarity MatchLocalNameQ MatchLocalNames MatchQ Material MathematicaNotation MathieuC MathieuCharacteristicA MathieuCharacteristicB MathieuCharacteristicExponent MathieuCPrime MathieuGroupM11 MathieuGroupM12 MathieuGroupM22 MathieuGroupM23 MathieuGroupM24 MathieuS MathieuSPrime MathMLForm MathMLText Matrices MatrixExp MatrixForm MatrixFunction MatrixLog MatrixPlot MatrixPower MatrixQ MatrixRank Max MaxBend MaxDetect MaxExtraBandwidths MaxExtraConditions MaxFeatures MaxFilter Maximize MaxIterations MaxMemoryUsed MaxMixtureKernels MaxPlotPoints MaxPoints MaxRecursion MaxStableDistribution MaxStepFraction MaxSteps MaxStepSize MaxValue MaxwellDistribution McLaughlinGroupMcL Mean MeanClusteringCoefficient MeanDegreeConnectivity MeanDeviation MeanFilter MeanGraphDistance MeanNeighborDegree MeanShift MeanShiftFilter Median MedianDeviation MedianFilter Medium MeijerG MeixnerDistribution MemberQ MemoryConstrained MemoryInUse Menu MenuAppearance MenuCommandKey MenuEvaluator MenuItem MenuPacket MenuSortingValue MenuStyle MenuView MergeDifferences Mesh MeshFunctions MeshRange MeshShading MeshStyle Message MessageDialog MessageList MessageName MessageOptions MessagePacket Messages MessagesNotebook MetaCharacters MetaInformation Method MethodOptions MexicanHatWavelet MeyerWavelet Min MinDetect MinFilter MinimalPolynomial MinimalStateSpaceModel Minimize Minors MinRecursion MinSize MinStableDistribution Minus MinusPlus MinValue Missing MissingDataMethod MittagLefflerE MixedRadix MixedRadixQuantity MixtureDistribution Mod Modal Mode Modular ModularLambda Module Modulus MoebiusMu Moment Momentary MomentConvert MomentEvaluate MomentGeneratingFunction Monday Monitor MonomialList MonomialOrder MonsterGroupM MorletWavelet MorphologicalBinarize MorphologicalBranchPoints MorphologicalComponents MorphologicalEulerNumber MorphologicalGraph MorphologicalPerimeter MorphologicalTransform Most MouseAnnotation MouseAppearance MouseAppearanceTag MouseButtons Mouseover MousePointerNote MousePosition MovingAverage MovingMedian MoyalDistribution MultiedgeStyle MultilaunchWarning MultiLetterItalics MultiLetterStyle MultilineFunction Multinomial MultinomialDistribution MultinormalDistribution MultiplicativeOrder Multiplicity Multiselection MultivariateHypergeometricDistribution MultivariatePoissonDistribution MultivariateTDistribution N NakagamiDistribution NameQ Names NamespaceBox Nand NArgMax NArgMin NBernoulliB NCache NDSolve NDSolveValue Nearest NearestFunction NeedCurrentFrontEndPackagePacket NeedCurrentFrontEndSymbolsPacket NeedlemanWunschSimilarity Needs Negative NegativeBinomialDistribution NegativeMultinomialDistribution NeighborhoodGraph Nest NestedGreaterGreater NestedLessLess NestedScriptRules NestList NestWhile NestWhileList NevilleThetaC NevilleThetaD NevilleThetaN NevilleThetaS NewPrimitiveStyle NExpectation Next NextPrime NHoldAll NHoldFirst NHoldRest NicholsGridLines NicholsPlot NIntegrate NMaximize NMaxValue NMinimize NMinValue NominalVariables NonAssociative NoncentralBetaDistribution NoncentralChiSquareDistribution NoncentralFRatioDistribution NoncentralStudentTDistribution NonCommutativeMultiply NonConstants None NonlinearModelFit NonlocalMeansFilter NonNegative NonPositive Nor NorlundB Norm Normal NormalDistribution NormalGrouping Normalize NormalizedSquaredEuclideanDistance NormalsFunction NormFunction Not NotCongruent NotCupCap NotDoubleVerticalBar Notebook NotebookApply NotebookAutoSave NotebookClose NotebookConvertSettings NotebookCreate NotebookCreateReturnObject NotebookDefault NotebookDelete NotebookDirectory NotebookDynamicExpression NotebookEvaluate NotebookEventActions NotebookFileName NotebookFind NotebookFindReturnObject NotebookGet NotebookGetLayoutInformationPacket NotebookGetMisspellingsPacket NotebookInformation NotebookInterfaceObject NotebookLocate NotebookObject NotebookOpen NotebookOpenReturnObject NotebookPath NotebookPrint NotebookPut NotebookPutReturnObject NotebookRead NotebookResetGeneratedCells Notebooks NotebookSave NotebookSaveAs NotebookSelection NotebookSetupLayoutInformationPacket NotebooksMenu NotebookWrite NotElement NotEqualTilde NotExists NotGreater NotGreaterEqual NotGreaterFullEqual NotGreaterGreater NotGreaterLess NotGreaterSlantEqual NotGreaterTilde NotHumpDownHump NotHumpEqual NotLeftTriangle NotLeftTriangleBar NotLeftTriangleEqual NotLess NotLessEqual NotLessFullEqual NotLessGreater NotLessLess NotLessSlantEqual NotLessTilde NotNestedGreaterGreater NotNestedLessLess NotPrecedes NotPrecedesEqual NotPrecedesSlantEqual NotPrecedesTilde NotReverseElement NotRightTriangle NotRightTriangleBar NotRightTriangleEqual NotSquareSubset NotSquareSubsetEqual NotSquareSuperset NotSquareSupersetEqual NotSubset NotSubsetEqual NotSucceeds NotSucceedsEqual NotSucceedsSlantEqual NotSucceedsTilde NotSuperset NotSupersetEqual NotTilde NotTildeEqual NotTildeFullEqual NotTildeTilde NotVerticalBar NProbability NProduct NProductFactors NRoots NSolve NSum NSumTerms Null NullRecords NullSpace NullWords Number NumberFieldClassNumber NumberFieldDiscriminant NumberFieldFundamentalUnits NumberFieldIntegralBasis NumberFieldNormRepresentatives NumberFieldRegulator NumberFieldRootsOfUnity NumberFieldSignature NumberForm NumberFormat NumberMarks NumberMultiplier NumberPadding NumberPoint NumberQ NumberSeparator NumberSigns NumberString Numerator NumericFunction NumericQ NuttallWindow NValues NyquistGridLines NyquistPlot O ObservabilityGramian ObservabilityMatrix ObservableDecomposition ObservableModelQ OddQ Off Offset OLEData On ONanGroupON OneIdentity Opacity Open OpenAppend Opener OpenerBox OpenerBoxOptions OpenerView OpenFunctionInspectorPacket Opening OpenRead OpenSpecialOptions OpenTemporary OpenWrite Operate OperatingSystem OptimumFlowData Optional OptionInspectorSettings OptionQ Options OptionsPacket OptionsPattern OptionValue OptionValueBox OptionValueBoxOptions Or Orange Order OrderDistribution OrderedQ Ordering Orderless OrnsteinUhlenbeckProcess Orthogonalize Out Outer OutputAutoOverwrite OutputControllabilityMatrix OutputControllableModelQ OutputForm OutputFormData OutputGrouping OutputMathEditExpression OutputNamePacket OutputResponse OutputSizeLimit OutputStream Over OverBar OverDot Overflow OverHat Overlaps Overlay OverlayBox OverlayBoxOptions Overscript OverscriptBox OverscriptBoxOptions OverTilde OverVector OwenT OwnValues PackingMethod PaddedForm Padding PadeApproximant 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Raster Raster3D Raster3DBox Raster3DBoxOptions RasterArray RasterBox RasterBoxOptions Rasterize RasterSize Rational RationalFunctions Rationalize Rationals Ratios Raw RawArray RawBoxes RawData RawMedium RayleighDistribution Re Read ReadList ReadProtected Real RealBlockDiagonalForm RealDigits RealExponent Reals Reap Record RecordLists RecordSeparators Rectangle RectangleBox RectangleBoxOptions RectangleChart RectangleChart3D RecurrenceFilter RecurrenceTable RecurringDigitsForm Red Reduce RefBox ReferenceLineStyle ReferenceMarkers ReferenceMarkerStyle Refine ReflectionMatrix ReflectionTransform Refresh RefreshRate RegionBinarize RegionFunction RegionPlot RegionPlot3D RegularExpression Regularization Reinstall Release ReleaseHold ReliabilityDistribution ReliefImage ReliefPlot Remove RemoveAlphaChannel RemoveAsynchronousTask Removed RemoveInputStreamMethod RemoveOutputStreamMethod RemoveProperty RemoveScheduledTask RenameDirectory RenameFile RenderAll RenderingOptions RenewalProcess 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RogersTanimotoDissimilarity Root RootApproximant RootIntervals RootLocusPlot RootMeanSquare RootOfUnityQ RootReduce Roots RootSum Rotate RotateLabel RotateLeft RotateRight RotationAction RotationBox RotationBoxOptions RotationMatrix RotationTransform Round RoundImplies RoundingRadius Row RowAlignments RowBackgrounds RowBox RowHeights RowLines RowMinHeight RowReduce RowsEqual RowSpacings RSolve RudvalisGroupRu Rule RuleCondition RuleDelayed RuleForm RulerUnits Run RunScheduledTask RunThrough RuntimeAttributes RuntimeOptions RussellRaoDissimilarity SameQ SameTest SampleDepth SampledSoundFunction SampledSoundList SampleRate SamplingPeriod SARIMAProcess SARMAProcess SatisfiabilityCount SatisfiabilityInstances SatisfiableQ Saturday Save Saveable SaveAutoDelete SaveDefinitions SawtoothWave Scale Scaled ScaleDivisions ScaledMousePosition ScaleOrigin ScalePadding ScaleRanges ScaleRangeStyle ScalingFunctions ScalingMatrix ScalingTransform Scan ScheduledTaskActiveQ ScheduledTaskData 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StarGraph StartAsynchronousTask StartingStepSize StartOfLine StartOfString StartScheduledTask StartupSound StateDimensions StateFeedbackGains StateOutputEstimator StateResponse StateSpaceModel StateSpaceRealization StateSpaceTransform StationaryDistribution StationaryWaveletPacketTransform StationaryWaveletTransform StatusArea StatusCentrality StepMonitor StieltjesGamma StirlingS1 StirlingS2 StopAsynchronousTask StopScheduledTask StrataVariables StratonovichProcess StreamColorFunction StreamColorFunctionScaling StreamDensityPlot StreamPlot StreamPoints StreamPosition Streams StreamScale StreamStyle String StringBreak StringByteCount StringCases StringCount StringDrop StringExpression StringForm StringFormat StringFreeQ StringInsert StringJoin StringLength StringMatchQ StringPosition StringQ StringReplace StringReplaceList StringReplacePart StringReverse StringRotateLeft StringRotateRight StringSkeleton StringSplit StringTake StringToStream StringTrim StripBoxes StripOnInput 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b/img/slides.css new file mode 100644 index 0000000..305bba6 --- /dev/null +++ b/img/slides.css @@ -0,0 +1,203 @@ +@import url(webfont-ubuntu-400-300-100.css); +@import url(webfont-ubuntu-mono-400-700-400italic.css); + +body { + font-family: 'Ubuntu'; + font-weight: normal; +} + +h1, h2, h3, h4, h5, h6 { + font-family: 'Ubuntu'; + font-weight: 300; + margin-top: 0; +} +h1 { + margin-top: 0.5em; +} +h2 { + font-size: 140%; + line-height: 150%; +} +h3 { + font-size: 120%; + line-height: 140%; +} + + + +li { + font-size: 120%; + line-height: 180%; +} + +li li { + font-size: 100%; + line-height: 160%; +} + +p { +font-size: 120%; + line-height: 140%; +} + +.singleimg .middlebelowheader { + text-align: center; +} + +.singleimg img { + max-width: 90%; + max-height: 600px; + /*border: 2px solid #ddd;*/ +} +table { + margin: 0 auto 0.8em; + border-collapse: collapse; +} +td, th { + border: 1px solid #ddd; + padding: 0.3em 0.5em; +} + +.bgheader h1 { + background-color: rgba(0, 0, 0, 0.9); + opacity: 50%; + padding: 0.5em; + color: white; + border-radius: .5em; +} +.middlebelowheader { + /* This fixed size height was found to work well with the slide + scaling mechanism of remark.js: + */ + height: 500px; + display: table-cell; + vertical-align: middle; +} +.widespace h2 { + line-height: 200%; +} +.big .remark-code { + font-size: 200%; +} +.remark-code, .remark-inline-code { + font-family: 'Ubuntu Mono'; + font-size: 110%; +} + +.medium .remark-code { + font-size: 130%; +} + +.mmedium .remark-code { + font-size: 99%; +} + +.small .remark-code { + font-size: 93%; +} + +.affiliations img { + /*height: 100px;*/ + margin: 2em; + margin-right: 0.5em; + margin-left:0.5em; +} + +.hidden { + visibility: hidden; +} + +.small { + font-size: 90%; +} + +.credits { + font-style: italic; + font-size: 70%; +} + +.bunchoflogos img { + max-height: 100px; + padding: 1em; +} + +.bunchoflogos p { + text-align: center; + width: 750px; +} + +a:visited { + color: blue; +} + +.inverse a:visited { + color: Maroon; +} + +.inverse { + background: #272822; + color: #777872; + text-shadow: 0 0 20px #333; +} +.inverse h1, .inverse h2 { + color: #f3f3f3; +} + +code { + background: #e7e8e2; + border-radius: 5px; +} +.pull-left { + float: left; + width: 47%; +} +.pull-right { + float: right; + width: 47%; +} +.pull-right ~ p { + clear: both; +} + +.left-column { + width: 40%; + float: left; + font-size: 120%; +} +.right-column { + width: 56%; + float: left; + font-size: 120%; +} +.right-column { + float: right; +} +.left-column { + float: left; +} +.reset-column { + overflow: auto; + width: 100%; + } + +.red { color: #fa0000; } +.blue { color: #0000ff; } +.darkred {color: #C10000;} + +.fat { font-weight: 800; } + + +/*@page { + size: 1024px 768px; + margin: 0; +} + +@media print { + .remark-slide-scaler { + width: 100% !important; + height: 100% !important; + transform: scale(1) !important; + top: 0 !important; + left: 0 !important; + } +}*/ diff --git a/img/spatial-operations-base.png 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b/img/spatial-operations-buffer-polygon.png differ diff --git a/img/spatial-operations-difference.png b/img/spatial-operations-difference.png new file mode 100644 index 0000000..0672717 Binary files /dev/null and b/img/spatial-operations-difference.png differ diff --git a/img/spatial-operations-intersection.png b/img/spatial-operations-intersection.png new file mode 100644 index 0000000..62e9918 Binary files /dev/null and b/img/spatial-operations-intersection.png differ diff --git a/img/spatial-operations-union.png b/img/spatial-operations-union.png new file mode 100644 index 0000000..79e804a Binary files /dev/null and b/img/spatial-operations-union.png differ diff --git a/img/vector_example.png b/img/vector_example.png new file mode 100644 index 0000000..ad559ba Binary files /dev/null and b/img/vector_example.png differ diff --git a/img/webfont-ubuntu-400-300-100.css b/img/webfont-ubuntu-400-300-100.css new file mode 100644 index 0000000..bbf8f87 --- /dev/null +++ b/img/webfont-ubuntu-400-300-100.css @@ -0,0 +1,96 @@ +/* cyrillic-ext */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 300; + src: local('Ubuntu Light'), local('Ubuntu-Light'), url(https://fonts.gstatic.com/s/ubuntu/v9/X_EdMnknKUltk57alVVbVxJtnKITppOI_IvcXXDNrsc.woff2) format('woff2'); + unicode-range: U+0460-052F, U+20B4, U+2DE0-2DFF, U+A640-A69F; +} +/* cyrillic */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 300; + src: local('Ubuntu Light'), local('Ubuntu-Light'), url(https://fonts.gstatic.com/s/ubuntu/v9/nBF2d6Y3AbOwfkBM-9HcWBJtnKITppOI_IvcXXDNrsc.woff2) format('woff2'); + unicode-range: U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 300; + src: local('Ubuntu Light'), local('Ubuntu-Light'), url(https://fonts.gstatic.com/s/ubuntu/v9/CdlIlwqST01WNAKqZbtZkhJtnKITppOI_IvcXXDNrsc.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 300; + src: local('Ubuntu Light'), local('Ubuntu-Light'), url(https://fonts.gstatic.com/s/ubuntu/v9/7k0RmqCN8EFxqS6sChuRzRJtnKITppOI_IvcXXDNrsc.woff2) format('woff2'); + unicode-range: U+0370-03FF; +} +/* latin-ext */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 300; + src: local('Ubuntu Light'), local('Ubuntu-Light'), url(https://fonts.gstatic.com/s/ubuntu/v9/WtcvfJHWXKxx4x0kuS1koRJtnKITppOI_IvcXXDNrsc.woff2) format('woff2'); + unicode-range: U+0100-024F, U+1E00-1EFF, U+20A0-20AB, U+20AD-20CF, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 300; + src: local('Ubuntu Light'), local('Ubuntu-Light'), url(https://fonts.gstatic.com/s/ubuntu/v9/_aijTyevf54tkVDLy-dlnFtXRa8TVwTICgirnJhmVJw.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2212, U+2215, U+E0FF, U+EFFD, U+F000; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu'), url(https://fonts.gstatic.com/s/ubuntu/v9/ODszJI8YqNw8V2xPulzjO_esZW2xOQ-xsNqO47m55DA.woff2) format('woff2'); + unicode-range: U+0460-052F, U+20B4, U+2DE0-2DFF, U+A640-A69F; +} +/* cyrillic */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu'), url(https://fonts.gstatic.com/s/ubuntu/v9/iQ9VJx1UMASKNiGywyyCXvesZW2xOQ-xsNqO47m55DA.woff2) format('woff2'); + unicode-range: U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu'), url(https://fonts.gstatic.com/s/ubuntu/v9/WkvQmvwsfw_KKeau9SlQ2_esZW2xOQ-xsNqO47m55DA.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu'), url(https://fonts.gstatic.com/s/ubuntu/v9/gYAtqXUikkQjyJA1SnpDLvesZW2xOQ-xsNqO47m55DA.woff2) format('woff2'); + unicode-range: U+0370-03FF; +} +/* latin-ext */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu'), url(https://fonts.gstatic.com/s/ubuntu/v9/Wu5Iuha-XnKDBvqRwQzAG_esZW2xOQ-xsNqO47m55DA.woff2) format('woff2'); + unicode-range: U+0100-024F, U+1E00-1EFF, U+20A0-20AB, U+20AD-20CF, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Ubuntu'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu'), url(https://fonts.gstatic.com/s/ubuntu/v9/sDGTilo5QRsfWu6Yc11AXg.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2212, U+2215, U+E0FF, U+EFFD, U+F000; +} diff --git a/img/webfont-ubuntu-mono-400-700-400italic.css b/img/webfont-ubuntu-mono-400-700-400italic.css new file mode 100644 index 0000000..f74a431 --- /dev/null +++ b/img/webfont-ubuntu-mono-400-700-400italic.css @@ -0,0 +1,144 @@ +/* cyrillic-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu Mono'), local('UbuntuMono-Regular'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ViZhet7Ak-LRXZMXzuAfkTTOQ_MqJVwkKsUn0wKzc2I.woff2) format('woff2'); + unicode-range: U+0460-052F, U+20B4, U+2DE0-2DFF, U+A640-A69F; +} +/* cyrillic */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu Mono'), local('UbuntuMono-Regular'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ViZhet7Ak-LRXZMXzuAfkTUj_cnvWIuuBMVgbX098Mw.woff2) format('woff2'); + unicode-range: U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu Mono'), local('UbuntuMono-Regular'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ViZhet7Ak-LRXZMXzuAfkUbcKLIaa1LC45dFaAfauRA.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu Mono'), local('UbuntuMono-Regular'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ViZhet7Ak-LRXZMXzuAfkWo_sUJ8uO4YLWRInS22T3Y.woff2) format('woff2'); + unicode-range: U+0370-03FF; +} +/* latin-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu Mono'), local('UbuntuMono-Regular'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ViZhet7Ak-LRXZMXzuAfkSYE0-AqJ3nfInTTiDXDjU4.woff2) format('woff2'); + unicode-range: U+0100-024F, U+1E00-1EFF, U+20A0-20AB, U+20AD-20CF, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 400; + src: local('Ubuntu Mono'), local('UbuntuMono-Regular'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ViZhet7Ak-LRXZMXzuAfkY4P5ICox8Kq3LLUNMylGO4.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2212, U+2215, U+E0FF, U+EFFD, U+F000; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 700; + src: local('Ubuntu Mono Bold'), local('UbuntuMono-Bold'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ceqTZGKHipo8pJj4molytp6iIh_FvlUHQwED9Yt5Kbw.woff2) format('woff2'); + unicode-range: U+0460-052F, U+20B4, U+2DE0-2DFF, U+A640-A69F; +} +/* cyrillic */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 700; + src: local('Ubuntu Mono Bold'), local('UbuntuMono-Bold'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ceqTZGKHipo8pJj4molyti_vZmeiCMnoWNN9rHBYaTc.woff2) format('woff2'); + unicode-range: U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 700; + src: local('Ubuntu Mono Bold'), local('UbuntuMono-Bold'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ceqTZGKHipo8pJj4molytiFaMxiho_5XQnyRZzQsrZs.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 700; + src: local('Ubuntu Mono Bold'), local('UbuntuMono-Bold'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ceqTZGKHipo8pJj4molytgalQocB-__pDVGhF3uS2Ks.woff2) format('woff2'); + unicode-range: U+0370-03FF; +} +/* latin-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 700; + src: local('Ubuntu Mono Bold'), local('UbuntuMono-Bold'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ceqTZGKHipo8pJj4molytujkDdvhIIFj_YMdgqpnSB0.woff2) format('woff2'); + unicode-range: U+0100-024F, U+1E00-1EFF, U+20A0-20AB, U+20AD-20CF, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: normal; + font-weight: 700; + src: local('Ubuntu Mono Bold'), local('UbuntuMono-Bold'), url(https://fonts.gstatic.com/s/ubuntumono/v6/ceqTZGKHipo8pJj4molytolIZu-HDpmDIZMigmsroc4.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2212, U+2215, U+E0FF, U+EFFD, U+F000; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: italic; + font-weight: 400; + src: local('Ubuntu Mono Italic'), local('UbuntuMono-Italic'), url(https://fonts.gstatic.com/s/ubuntumono/v6/KAKuHXAHZOeECOWAHsRKAxNcqx07xvyppV96iFRdwiM.woff2) format('woff2'); + unicode-range: U+0460-052F, U+20B4, U+2DE0-2DFF, U+A640-A69F; +} +/* cyrillic */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: italic; + font-weight: 400; + src: local('Ubuntu Mono Italic'), local('UbuntuMono-Italic'), url(https://fonts.gstatic.com/s/ubuntumono/v6/KAKuHXAHZOeECOWAHsRKA-fhZE2STYI3KzBGzrJG_ik.woff2) format('woff2'); + unicode-range: U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: italic; + font-weight: 400; + src: local('Ubuntu Mono Italic'), local('UbuntuMono-Italic'), url(https://fonts.gstatic.com/s/ubuntumono/v6/KAKuHXAHZOeECOWAHsRKA26cj8HaeL2jS4NIBPr3RFo.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: italic; + font-weight: 400; + src: local('Ubuntu Mono Italic'), local('UbuntuMono-Italic'), url(https://fonts.gstatic.com/s/ubuntumono/v6/KAKuHXAHZOeECOWAHsRKA9cKKn5Xt5n-nnvkqIBMZms.woff2) format('woff2'); + unicode-range: U+0370-03FF; +} +/* latin-ext */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: italic; + font-weight: 400; + src: local('Ubuntu Mono Italic'), local('UbuntuMono-Italic'), url(https://fonts.gstatic.com/s/ubuntumono/v6/KAKuHXAHZOeECOWAHsRKA0_0lycXMw8PhobHtu2Qgco.woff2) format('woff2'); + unicode-range: U+0100-024F, U+1E00-1EFF, U+20A0-20AB, U+20AD-20CF, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Ubuntu Mono'; + font-style: italic; + font-weight: 400; + src: local('Ubuntu Mono Italic'), local('UbuntuMono-Italic'), url(https://fonts.gstatic.com/s/ubuntumono/v6/KAKuHXAHZOeECOWAHsRKA8u2Q0OS-KeTAWjgkS85mDg.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2212, U+2215, U+E0FF, U+EFFD, U+F000; +} diff --git a/notebooks/01-introduction-geospatial-data.ipynb b/notebooks/01-introduction-geospatial-data.ipynb new file mode 100644 index 0000000..73b63e6 --- /dev/null +++ b/notebooks/01-introduction-geospatial-data.ipynb @@ -0,0 +1,2664 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to geospatial vector data in Python" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import geopandas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing geospatial data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Geospatial data is often available from specific GIS file formats or data stores, like ESRI shapefiles, GeoJSON files, geopackage files, PostGIS (PostgreSQL) database, ...\n", + "\n", + "We can use the GeoPandas library to read many of those GIS file formats (relying on the `fiona` library under the hood, which is an interface to GDAL/OGR), using the `geopandas.read_file` function.\n", + "\n", + "For example, let's start by reading a shapefile with all the countries of the world (adapted from http://www.naturalearthdata.com/downloads/110m-cultural-vectors/110m-admin-0-countries/, zip file is available in the `/data` directory), and inspect the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n", + "# or if the archive is unpacked:\n", + "# countries = geopandas.read_file(\"data/ne_110m_admin_0_countries/ne_110m_admin_0_countries.shp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iso_a3namecontinentpop_estgdp_md_estgeometry
    0AFGAfghanistanAsia34124811.064080.0POLYGON ((61.21082 35.65007, 62.23065 35.27066...
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    " + ], + "text/plain": [ + " iso_a3 name continent pop_est gdp_md_est \\\n", + "0 AFG Afghanistan Asia 34124811.0 64080.0 \n", + "1 AGO Angola Africa 29310273.0 189000.0 \n", + "2 ALB Albania Europe 3047987.0 33900.0 \n", + "3 ARE United Arab Emirates Asia 6072475.0 667200.0 \n", + "4 ARG Argentina South America 44293293.0 879400.0 \n", + "\n", + " geometry \n", + "0 POLYGON ((61.21082 35.65007, 62.23065 35.27066... \n", + "1 MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -... \n", + "2 POLYGON ((21.02004 40.84273, 20.99999 40.58000... \n", + "3 POLYGON ((51.57952 24.24550, 51.75744 24.29407... \n", + "4 MULTIPOLYGON (((-66.95992 -54.89681, -67.56244... " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "countries.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What can we observe:\n", + "\n", + "- Using `.head()` we can see the first rows of the dataset, just like we can do with Pandas.\n", + "- There is a 'geometry' column and the different countries are represented as polygons\n", + "- We can use the `.plot()` method to quickly get a *basic* visualization of the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What's a GeoDataFrame?\n", + "\n", + "We used the GeoPandas library to read in the geospatial data, and this returned us a `GeoDataFrame`:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "geopandas.geodataframe.GeoDataFrame" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(countries)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A GeoDataFrame contains a tabular, geospatial dataset:\n", + "\n", + "* It has a **'geometry' column** that holds the geometry information (or features in GeoJSON).\n", + "* The other columns are the **attributes** (or properties in GeoJSON) that describe each of the geometries\n", + "\n", + "Such a `GeoDataFrame` is just like a pandas `DataFrame`, but with some additional functionality for working with geospatial data:\n", + "\n", + "* A `.geometry` attribute that always returns the column with the geometry information (returning a GeoSeries). The column name itself does not necessarily need to be 'geometry', but it will always be accessible as the `.geometry` attribute.\n", + "* It has some extra methods for working with spatial data (area, distance, buffer, intersection, ...), which we will see in later notebooks" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 POLYGON ((61.21082 35.65007, 62.23065 35.27066...\n", + "1 MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -...\n", + "2 POLYGON ((21.02004 40.84273, 20.99999 40.58000...\n", + "3 POLYGON ((51.57952 24.24550, 51.75744 24.29407...\n", + "4 MULTIPOLYGON (((-66.95992 -54.89681, -67.56244...\n", + " ... \n", + "172 MULTIPOLYGON (((167.84488 -16.46633, 167.51518...\n", + "173 POLYGON ((52.00001 19.00000, 52.78218 17.34974...\n", + "174 POLYGON ((19.89577 -24.76779, 20.16573 -24.917...\n", + "175 POLYGON ((23.21505 -17.52312, 22.56248 -16.898...\n", + "176 POLYGON ((29.43219 -22.09131, 28.79466 -21.639...\n", + "Name: geometry, Length: 177, dtype: geometry" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries.geometry" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "geopandas.geoseries.GeoSeries" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(countries.geometry)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " countries.geometry.area\n" + ] + }, + { + "data": { + "text/plain": [ + "0 63.593500\n", + "1 103.599439\n", + "2 3.185163\n", + "3 7.095047\n", + "4 278.923392\n", + " ... \n", + "172 0.631326\n", + "173 38.475618\n", + "174 112.718524\n", + "175 62.789498\n", + "176 32.280371\n", + "Length: 177, dtype: float64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries.geometry.area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**It's still a DataFrame**, so we have all the pandas functionality available to use on the geospatial dataset, and to do data manipulations with the attributes and geometry information together.\n", + "\n", + "For example, we can calculate average population number over all countries (by accessing the 'pop_est' column, and calling the `mean` method on it):" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41712369.84180791" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries['pop_est'].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or, we can use boolean filtering to select a subset of the dataframe based on a condition:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "africa = countries[countries['continent'] == 'Africa']" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The rest of the tutorial is going to assume you already know some pandas basics, but we will try to give hints for that part for those that are not familiar. \n", + "A few resources in case you want to learn more about pandas:\n", + "\n", + "- Pandas docs: https://pandas.pydata.org/pandas-docs/stable/10min.html\n", + "- Other tutorials: chapter from pandas in https://jakevdp.github.io/PythonDataScienceHandbook/, https://github.com/jorisvandenbossche/pandas-tutorial, https://github.com/TomAugspurger/pandas-head-to-tail, ..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**REMEMBER:**
    \n", + "\n", + "* A `GeoDataFrame` allows to perform typical tabular data analysis together with spatial operations\n", + "* A `GeoDataFrame` (or *Feature Collection*) consists of:\n", + " * **Geometries** or **features**: the spatial objects\n", + " * **Attributes** or **properties**: columns with information about each spatial object\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Geometries: Points, Linestrings and Polygons\n", + "\n", + "Spatial **vector** data can consist of different types, and the 3 fundamental types are:\n", + "\n", + "![](img/simple_features_3_text.svg)\n", + "\n", + "* **Point** data: represents a single point in space.\n", + "* **Line** data (\"LineString\"): represents a sequence of points that form a line.\n", + "* **Polygon** data: represents a filled area.\n", + "\n", + "And each of them can also be combined in multi-part geometries (See https://shapely.readthedocs.io/en/stable/manual.html#geometric-objects for extensive overview)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the example we have seen up to now, the individual geometry objects are Polygons:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "POLYGON ((21.0200403174764 40.84272695572588, 20.99998986174722 40.58000397395401, 20.67499677906363 40.43499990494303, 20.61500044117275 40.11000682225935, 20.15001590341052 39.62499766698397, 19.98000044117015 39.69499339452341, 19.96000166187321 39.91500580500605, 19.40608198413673 40.25077342382247, 19.31905887215714 40.72723012955356, 19.40354983895429 41.40956574153546, 19.54002729663711 41.71998607031276, 19.37176883309496 41.87754751237065, 19.37176816334725 41.8775506797835, 19.30448611825079 42.19574514420782, 19.73805138517963 42.68824738216557, 19.80161339689869 42.50009349219084, 20.07070000000004 42.58863000000008, 20.28375451018189 42.32025950781508, 20.52295000000004 42.21787000000006, 20.59024654668023 41.85540891928363, 20.59024743010491 41.85540416113361, 20.4631750830992 41.51508901627534, 20.60518191903736 41.08622630468523, 21.0200403174764 40.84272695572588))\n" + ] + } + ], + "source": [ + "print(countries.geometry[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's import some other datasets with different types of geometry objects.\n", + "\n", + "A dateset about cities in the world (adapted from http://www.naturalearthdata.com/downloads/110m-cultural-vectors/110m-populated-places/, zip file is available in the `/data` directory), consisting of Point data:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "POINT (12.45338654497177 41.90328217996012)\n" + ] + } + ], + "source": [ + "print(cities.geometry[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And a dataset of rivers in the world (from http://www.naturalearthdata.com/downloads/50m-physical-vectors/50m-rivers-lake-centerlines/, zip file is available in the `/data` directory) where each river is a (multi-)line:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LINESTRING (51.9371337598152 55.70106609892139, 51.88086646731369 55.68625891701544, 51.82031249962222 55.69745514553858, 51.7476018274624 55.69366250841807, 51.6628417966117 55.60817291874525, 51.57871093775964 55.59943268477065, 51.51342773400279 55.58312409100404, 51.50854492161091 55.52948639548083, 51.48583984403365 55.49640534033426, 51.36914062543957 55.46796295772435, 51.21306254869774 55.50264985760492, 51.13452148447897 55.48273346527725, 51.07934570274205 55.46759674659262, 50.98022460947817 55.46637604371949, 50.83445217522774 55.45630956063775, 50.6883789060617 55.42011139502489, 50.4118652342932 55.40119049644431, 50.07802734358711 55.38112213757665, 49.82216796867687 55.33466217681809, 49.53222656260584 55.260614325191, 49.38232421848795 55.17182037990665, 49.24808475131027 55.11301870345045)\n" + ] + } + ], + "source": [ + "print(rivers.geometry[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The `shapely` library\n", + "\n", + "The individual geometry objects are provided by the [`shapely`](https://shapely.readthedocs.io/en/stable/) library" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "shapely.geometry.polygon.Polygon" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(countries.geometry[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To construct one ourselves:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from shapely.geometry import Point, Polygon, LineString" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "p = Point(0, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "POINT (0 0)\n" + ] + } + ], + "source": [ + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "polygon = Polygon([(1, 1), (2,2), (2, 1)])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "polygon.area" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.4142135623730951" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "polygon.distance(p)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**REMEMBER**:
    \n", + "\n", + "Single geometries are represented by `shapely` objects:\n", + "\n", + "* If you access a single geometry of a GeoDataFrame, you get a shapely geometry object\n", + "* Those objects have similar functionality as geopandas objects (GeoDataFrame/GeoSeries). For example:\n", + " * `single_shapely_object.distance(other_point)` -> distance between two points\n", + " * `geodataframe.distance(other_point)` -> distance for each point in the geodataframe to the other point\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting our different layers together" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(-40.0, 40.0), (-20.0, 60.0)]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = countries.plot(edgecolor='k', facecolor='none', figsize=(15, 10))\n", + "rivers.plot(ax=ax)\n", + "cities.plot(ax=ax, color='red')\n", + "ax.set(xlim=(-20, 60), ylim=(-40, 40))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See the [04-more-on-visualization.ipynb](04-more-on-visualization.ipynb) notebook for more details on visualizing geospatial datasets." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's practice!\n", + "\n", + "Throughout the exercises in this course, we will work with several datasets about the city of Paris.\n", + "\n", + "Here, we start with the following datasets:\n", + "\n", + "- The administrative districts of Paris (https://opendata.paris.fr/explore/dataset/quartier_paris/): `paris_districts_utm.geojson`\n", + "- Real-time (at the moment I downloaded them ..) information about the public bicycle sharing system in Paris (vélib, https://opendata.paris.fr/explore/dataset/stations-velib-disponibilites-en-temps-reel/information/): `data/paris_bike_stations_mercator.gpkg`\n", + "\n", + "Both datasets are provided as files.\n", + "\n", + "Let's explore those datasets:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "We will start with exploring the bicycle station dataset (available as a GeoPackage file: `data/paris_bike_stations_mercator.gpkg`)\n", + " \n", + "* Read the stations datasets into a GeoDataFrame called `stations`.\n", + "* Check the type of the returned object (with `type(..)`)\n", + "* Check the first rows of the dataframes. What kind of geometries dooes this datasets contain?\n", + "* How many features are there in the dataset? (hint: use the `.shape` attribute)\n", + " \n", + "
    Hints\n", + "\n", + "* The geopandas.read_file() function can read different geospatial file formats. You pass the file name as first argument.\n", + "\n", + "
    \n", + " \n", + " \n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    namebike_standsavailable_bikesgeometry
    014002 - RASPAIL QUINET444POINT (259324.887 6247620.771)
    120503 - COURS DE VINCENNES PYRÉNÉES213POINT (267824.377 6249062.894)
    220011 - PYRÉNÉES-DAGORNO210POINT (267742.135 6250378.469)
    331008 - VINCENNES (MONTREUIL)560POINT (271326.638 6250750.824)
    443006 - MINIMES (VINCENNES)2827POINT (270594.689 6248007.705)
    ...............
    122112011 - CHARENTON3635POINT (265227.474 6248579.501)
    122213110 - MOULIN DE LA POINTE224POINT (262307.142 6244549.880)
    122307006 - QUAI VOLTAIRE3225POINT (259532.287 6250960.774)
    122421311 - GAMBETTA (ISSY LES MOULINEAUX)5547POINT (253646.981 6245637.291)
    122501020 - RIVOLI CONCORDE4037POINT (258845.540 6252203.175)
    \n", + "

    1226 rows × 4 columns

    \n", + "
    " + ], + "text/plain": [ + " name bike_stands available_bikes \\\n", + "0 14002 - RASPAIL QUINET 44 4 \n", + "1 20503 - COURS DE VINCENNES PYRÉNÉES 21 3 \n", + "2 20011 - PYRÉNÉES-DAGORNO 21 0 \n", + "3 31008 - VINCENNES (MONTREUIL) 56 0 \n", + "4 43006 - MINIMES (VINCENNES) 28 27 \n", + "... ... ... ... \n", + "1221 12011 - CHARENTON 36 35 \n", + "1222 13110 - MOULIN DE LA POINTE 22 4 \n", + "1223 07006 - QUAI VOLTAIRE 32 25 \n", + "1224 21311 - GAMBETTA (ISSY LES MOULINEAUX) 55 47 \n", + "1225 01020 - RIVOLI CONCORDE 40 37 \n", + "\n", + " geometry \n", + "0 POINT (259324.887 6247620.771) \n", + "1 POINT (267824.377 6249062.894) \n", + "2 POINT (267742.135 6250378.469) \n", + "3 POINT (271326.638 6250750.824) \n", + "4 POINT (270594.689 6248007.705) \n", + "... ... \n", + "1221 POINT (265227.474 6248579.501) \n", + "1222 POINT (262307.142 6244549.880) \n", + "1223 POINT (259532.287 6250960.774) \n", + "1224 POINT (253646.981 6245637.291) \n", + "1225 POINT (258845.540 6252203.175) \n", + "\n", + "[1226 rows x 4 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data1.py\n", + "stations = geopandas.read_file(\"data/paris_bike_stations_mercator.gpkg\")\n", + "stations" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "geopandas.geodataframe.GeoDataFrame" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data2.py\n", + "type(stations)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    namebike_standsavailable_bikesgeometry
    014002 - RASPAIL QUINET444POINT (259324.887 6247620.771)
    120503 - COURS DE VINCENNES PYRÉNÉES213POINT (267824.377 6249062.894)
    220011 - PYRÉNÉES-DAGORNO210POINT (267742.135 6250378.469)
    331008 - VINCENNES (MONTREUIL)560POINT (271326.638 6250750.824)
    443006 - MINIMES (VINCENNES)2827POINT (270594.689 6248007.705)
    \n", + "
    " + ], + "text/plain": [ + " name bike_stands available_bikes \\\n", + "0 14002 - RASPAIL QUINET 44 4 \n", + "1 20503 - COURS DE VINCENNES PYRÉNÉES 21 3 \n", + "2 20011 - PYRÉNÉES-DAGORNO 21 0 \n", + "3 31008 - VINCENNES (MONTREUIL) 56 0 \n", + "4 43006 - MINIMES (VINCENNES) 28 27 \n", + "\n", + " geometry \n", + "0 POINT (259324.887 6247620.771) \n", + "1 POINT (267824.377 6249062.894) \n", + "2 POINT (267742.135 6250378.469) \n", + "3 POINT (271326.638 6250750.824) \n", + "4 POINT (270594.689 6248007.705) " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data3.py\n", + "stations.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1226, 4)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data4.py\n", + "stations.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "* Make a quick plot of the `stations` dataset.\n", + "* Make the plot a bit larger byt setting the figure size to (12, 6) (hint: the `plot` method accepts a `figsize` keyword).\n", + " \n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data5.py\n", + "stations.plot(figsize=(12,6))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A plot with just some points can be hard to interpret without any spatial context. Therefore, in the next exercise we will learn how to add a background map.\n", + "\n", + "We are going to make use of the [contextily](https://github.com/darribas/contextily) package. The `add_basemap()` function of this package makes it easy to add a background web map to our plot. We begin by plotting our data first, and then pass the matplotlib axes object (returned by dataframe's `plot()` method) to the `add_basemap()` function. `contextily` will then download the web tiles needed for the geographical extent of your plot.\n", + "\n", + "\n", + "\n", + "\n", + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "* Import `contextily`.\n", + "* Re-do the figure of the previous exercise: make a plot of all the points in `stations`, but assign the result to an `ax` variable.\n", + "* Set the marker size equal to 5 to reduce the size of the points (use the `markersize` keyword of the `plot()` method for this).\n", + "* Use the `add_basemap()` function of `contextily` to add a background map: the first argument is the matplotlib axes object `ax`.\n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data6.py\n", + "import contextily" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data7.py\n", + "ax = stations.plot(figsize=(12,6), markersize=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = stations.plot(figsize=(12,6), markersize=5)\n", + "contextily.add_basemap(ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "* Make a histogram showing the distribution of the number of bike stands in the stations.\n", + "\n", + "
    \n", + " Hints\n", + "\n", + "* Selecting a column can be done with the square brackets: `df['col_name']`\n", + "* Single columns have a `hist()` method to plot a histogram of its values.\n", + " \n", + "
    \n", + " \n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['name', 'bike_stands', 'available_bikes', 'geometry'], dtype='object')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data8.py\n", + "stations.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "stations['bike_stands'].hist()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "Let's now visualize where the available bikes are actually stationed:\n", + " \n", + "* Make a plot of the `stations` dataset (also with a (12, 6) figsize).\n", + "* Use the `'available_bikes'` colums to determine the color of the points. For this, use the `column=` keyword.\n", + "* Use the `legend=True` keyword to show a color bar.\n", + " \n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data9.py\n", + "stations.plot(figsize=(12, 6), column='available_bikes', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "Next, we will explore the dataset on the administrative districts of Paris (available as a GeoJSON file: \"data/paris_districts_utm.geojson\")\n", + "\n", + "* Read the dataset into a GeoDataFrame called `districts`.\n", + "* Check the first rows of the dataframe. What kind of geometries does this dataset contain?\n", + "* How many features are there in the dataset? (hint: use the `.shape` attribute)\n", + "* Make a quick plot of the `districts` dataset (set the figure size to (12, 6)).\n", + " \n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iddistrict_namepopulationgeometry
    01St-Germain-l'Auxerrois1672POLYGON ((451922.133 5411438.484, 451922.080 5...
    12Halles8984POLYGON ((452278.419 5412160.893, 452192.407 5...
    23Palais-Royal3195POLYGON ((451553.806 5412340.522, 451528.058 5...
    34Place-Vendôme3044POLYGON ((451004.908 5412654.095, 450960.640 5...
    45Gaillon1345POLYGON ((451328.752 5412991.278, 451294.721 5...
    ...............
    7576Combat38988POLYGON ((455155.128 5414359.413, 455239.337 5...
    7677Belleville35773POLYGON ((454767.853 5412865.188, 454761.185 5...
    7778Saint-Fargeau42087POLYGON ((457014.145 5413260.154, 457015.161 5...
    7879Père-Lachaise42332POLYGON ((455648.392 5411702.054, 455580.676 5...
    7980Charonne62901POLYGON ((457155.511 5410584.127, 457153.394 5...
    \n", + "

    80 rows × 4 columns

    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + ".. .. ... ... \n", + "75 76 Combat 38988 \n", + "76 77 Belleville 35773 \n", + "77 78 Saint-Fargeau 42087 \n", + "78 79 Père-Lachaise 42332 \n", + "79 80 Charonne 62901 \n", + "\n", + " geometry \n", + "0 POLYGON ((451922.133 5411438.484, 451922.080 5... \n", + "1 POLYGON ((452278.419 5412160.893, 452192.407 5... \n", + "2 POLYGON ((451553.806 5412340.522, 451528.058 5... \n", + "3 POLYGON ((451004.908 5412654.095, 450960.640 5... \n", + "4 POLYGON ((451328.752 5412991.278, 451294.721 5... \n", + ".. ... \n", + "75 POLYGON ((455155.128 5414359.413, 455239.337 5... \n", + "76 POLYGON ((454767.853 5412865.188, 454761.185 5... \n", + "77 POLYGON ((457014.145 5413260.154, 457015.161 5... \n", + "78 POLYGON ((455648.392 5411702.054, 455580.676 5... \n", + "79 POLYGON ((457155.511 5410584.127, 457153.394 5... \n", + "\n", + "[80 rows x 4 columns]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data10.py\n", + "districts = geopandas.read_file(\"data/paris_districts_utm.geojson\")\n", + "districts" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iddistrict_namepopulationgeometry
    01St-Germain-l'Auxerrois1672POLYGON ((451922.133 5411438.484, 451922.080 5...
    12Halles8984POLYGON ((452278.419 5412160.893, 452192.407 5...
    23Palais-Royal3195POLYGON ((451553.806 5412340.522, 451528.058 5...
    34Place-Vendôme3044POLYGON ((451004.908 5412654.095, 450960.640 5...
    45Gaillon1345POLYGON ((451328.752 5412991.278, 451294.721 5...
    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + "\n", + " geometry \n", + "0 POLYGON ((451922.133 5411438.484, 451922.080 5... \n", + "1 POLYGON ((452278.419 5412160.893, 452192.407 5... \n", + "2 POLYGON ((451553.806 5412340.522, 451528.058 5... \n", + "3 POLYGON ((451004.908 5412654.095, 450960.640 5... \n", + "4 POLYGON ((451328.752 5412991.278, 451294.721 5... " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data11.py\n", + "districts.head() # the data frame contains polygon" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(80, 4)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data12.py\n", + "districts.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data13.py\n", + "districts.plot(figsize=(12, 6))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + " \n", + "What are the largest districts (biggest area)?\n", + "\n", + "* Calculate the area of each district.\n", + "* Add this area as a new column to the `districts` dataframe.\n", + "* Sort the dataframe by this area column for largest to smallest values (descending).\n", + "\n", + "
    Hints\n", + "\n", + "* Adding a column can be done by assing values to a column using the same square brackets syntax: `df['new_col'] = values`\n", + "* To sort the rows of a DataFrame, use the `sort_values()` method, specifying the colum to sort on with the `by='col_name'` keyword. Check the help of this method to see how to sort ascending or descending.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 8.685379e+05\n", + "1 4.122371e+05\n", + "2 2.735494e+05\n", + "3 2.693111e+05\n", + "4 1.879097e+05\n", + " ... \n", + "75 1.294254e+06\n", + "76 8.061191e+05\n", + "77 1.486139e+06\n", + "78 1.598127e+06\n", + "79 2.089783e+06\n", + "Length: 80, dtype: float64" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data14.py\n", + "districts.geometry.area" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data15.py\n", + "districts['area'] = districts.geometry.area / 1e6 #we divide the are to have the variable in kms2" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iddistrict_namepopulationgeometryarea
    4546Picpus62947POLYGON ((456790.759 5408686.978, 456841.941 5...7.201383
    6061Auteuil67967POLYGON ((444930.499 5411923.067, 444957.444 5...6.380679
    4445Bel-Air33976POLYGON ((456987.121 5409120.599, 456996.502 5...5.967841
    6162Muette45214POLYGON ((444686.860 5413985.234, 445358.893 5...5.475037
    6263Porte-Dauphine27423POLYGON ((446548.869 5414236.010, 447025.036 5...3.085061
    ..................
    910Enfants-Rouges8562POLYGON ((453580.220 5412266.849, 453591.609 5...0.271603
    34Place-Vendôme3044POLYGON ((451004.908 5412654.095, 450960.640 5...0.269311
    56Vivienne2917POLYGON ((451686.936 5412747.032, 451682.879 5...0.243418
    1112Sainte-Avoie7501POLYGON ((452928.277 5412227.550, 452830.786 5...0.213201
    45Gaillon1345POLYGON ((451328.752 5412991.278, 451294.721 5...0.187910
    \n", + "

    80 rows × 5 columns

    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "45 46 Picpus 62947 \n", + "60 61 Auteuil 67967 \n", + "44 45 Bel-Air 33976 \n", + "61 62 Muette 45214 \n", + "62 63 Porte-Dauphine 27423 \n", + ".. .. ... ... \n", + "9 10 Enfants-Rouges 8562 \n", + "3 4 Place-Vendôme 3044 \n", + "5 6 Vivienne 2917 \n", + "11 12 Sainte-Avoie 7501 \n", + "4 5 Gaillon 1345 \n", + "\n", + " geometry area \n", + "45 POLYGON ((456790.759 5408686.978, 456841.941 5... 7.201383 \n", + "60 POLYGON ((444930.499 5411923.067, 444957.444 5... 6.380679 \n", + "44 POLYGON ((456987.121 5409120.599, 456996.502 5... 5.967841 \n", + "61 POLYGON ((444686.860 5413985.234, 445358.893 5... 5.475037 \n", + "62 POLYGON ((446548.869 5414236.010, 447025.036 5... 3.085061 \n", + ".. ... ... \n", + "9 POLYGON ((453580.220 5412266.849, 453591.609 5... 0.271603 \n", + "3 POLYGON ((451004.908 5412654.095, 450960.640 5... 0.269311 \n", + "5 POLYGON ((451686.936 5412747.032, 451682.879 5... 0.243418 \n", + "11 POLYGON ((452928.277 5412227.550, 452830.786 5... 0.213201 \n", + "4 POLYGON ((451328.752 5412991.278, 451294.721 5... 0.187910 \n", + "\n", + "[80 rows x 5 columns]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data16.py\n", + "districts.sort_values(by='area', ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE**:\n", + "\n", + "* Add a column `'population_density'` representing the number of inhabitants per squared kilometer (Note: The area is given in squared meter, so you will need to multiply the result with `10**6`).\n", + "* Plot the districts using the `'population_density'` to color the polygons. For this, use the `column=` keyword.\n", + "* Use the `legend=True` keyword to show a color bar.\n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iddistrict_namepopulationgeometryareapopulation_density
    01St-Germain-l'Auxerrois1672POLYGON ((451922.133 5411438.484, 451922.080 5...0.8685381925.074371
    12Halles8984POLYGON ((452278.419 5412160.893, 452192.407 5...0.41223721793.281432
    23Palais-Royal3195POLYGON ((451553.806 5412340.522, 451528.058 5...0.27354911679.793285
    34Place-Vendôme3044POLYGON ((451004.908 5412654.095, 450960.640 5...0.26931111302.915113
    45Gaillon1345POLYGON ((451328.752 5412991.278, 451294.721 5...0.1879107157.691434
    .....................
    7576Combat38988POLYGON ((455155.128 5414359.413, 455239.337 5...1.29425430123.911627
    7677Belleville35773POLYGON ((454767.853 5412865.188, 454761.185 5...0.80611944376.817729
    7778Saint-Fargeau42087POLYGON ((457014.145 5413260.154, 457015.161 5...1.48613928319.685707
    7879Père-Lachaise42332POLYGON ((455648.392 5411702.054, 455580.676 5...1.59812726488.507305
    7980Charonne62901POLYGON ((457155.511 5410584.127, 457153.394 5...2.08978330099.295856
    \n", + "

    80 rows × 6 columns

    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + ".. .. ... ... \n", + "75 76 Combat 38988 \n", + "76 77 Belleville 35773 \n", + "77 78 Saint-Fargeau 42087 \n", + "78 79 Père-Lachaise 42332 \n", + "79 80 Charonne 62901 \n", + "\n", + " geometry area \\\n", + "0 POLYGON ((451922.133 5411438.484, 451922.080 5... 0.868538 \n", + "1 POLYGON ((452278.419 5412160.893, 452192.407 5... 0.412237 \n", + "2 POLYGON ((451553.806 5412340.522, 451528.058 5... 0.273549 \n", + "3 POLYGON ((451004.908 5412654.095, 450960.640 5... 0.269311 \n", + "4 POLYGON ((451328.752 5412991.278, 451294.721 5... 0.187910 \n", + ".. ... ... \n", + "75 POLYGON ((455155.128 5414359.413, 455239.337 5... 1.294254 \n", + "76 POLYGON ((454767.853 5412865.188, 454761.185 5... 0.806119 \n", + "77 POLYGON ((457014.145 5413260.154, 457015.161 5... 1.486139 \n", + "78 POLYGON ((455648.392 5411702.054, 455580.676 5... 1.598127 \n", + "79 POLYGON ((457155.511 5410584.127, 457153.394 5... 2.089783 \n", + "\n", + " population_density \n", + "0 1925.074371 \n", + "1 21793.281432 \n", + "2 11679.793285 \n", + "3 11302.915113 \n", + "4 7157.691434 \n", + ".. ... \n", + "75 30123.911627 \n", + "76 44376.817729 \n", + "77 28319.685707 \n", + "78 26488.507305 \n", + "79 30099.295856 \n", + "\n", + "[80 rows x 6 columns]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data17.py\n", + "districts['population_density'] = districts['population'] / districts.geometry.area * 10**6\n", + "districts" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data18.py\n", + "districts.plot(column='population_density', figsize=(12, 6), legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/01-introduction-geospatial-data19.py\n", + "districts.plot(column='population', figsize=(12, 6), legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## For the curious: A bit more on importing and creating GeoDataFrames" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note on `fiona`\n", + "\n", + "Under the hood, GeoPandas uses the [Fiona library](http://toblerity.org/fiona/) (pythonic interface to GDAL/OGR) to read and write data. GeoPandas provides a more user-friendly wrapper, which is sufficient for most use cases. But sometimes you want more control, and in that case, to read a file with fiona you can do the following:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Afghanistan\n", + "Angola\n", + "Albania\n", + "United Arab Emirates\n", + "Argentina\n", + "Armenia\n", + "Antarctica\n", + "Fr. S. Antarctic Lands\n", + "Australia\n", + "Austria\n", + "Azerbaijan\n", + "Burundi\n", + "Belgium\n", + "Benin\n", + "Burkina Faso\n", + "Bangladesh\n", + "Bulgaria\n", + "Bahamas\n", + "Bosnia and Herz.\n", + "Belarus\n", + "Belize\n", + "Bolivia\n", + "Brazil\n", + "Brunei\n", + "Bhutan\n", + "Botswana\n", + "Central African Rep.\n", + "Canada\n", + "Switzerland\n", + "Chile\n", + "China\n", + "Côte d'Ivoire\n", + "Cameroon\n", + "Dem. Rep. Congo\n", + "Congo\n", + "Colombia\n", + "Costa Rica\n", + "Cuba\n", + "N. Cyprus\n", + "Cyprus\n", + "Czechia\n", + "Germany\n", + "Djibouti\n", + "Denmark\n", + "Dominican Rep.\n", + "Algeria\n", + "Ecuador\n", + "Egypt\n", + "Eritrea\n", + "Spain\n", + "Estonia\n", + "Ethiopia\n", + "Finland\n", + "Fiji\n", + "Falkland Is.\n", + "France\n", + "Gabon\n", + "United Kingdom\n", + "Georgia\n", + "Ghana\n", + "Guinea\n", + "Gambia\n", + "Guinea-Bissau\n", + "Eq. Guinea\n", + "Greece\n", + "Greenland\n", + "Guatemala\n", + "Guyana\n", + "Honduras\n", + "Croatia\n", + "Haiti\n", + "Hungary\n", + "Indonesia\n", + "India\n", + "Ireland\n", + "Iran\n", + "Iraq\n", + "Iceland\n", + "Israel\n", + "Italy\n", + "Jamaica\n", + "Jordan\n", + "Japan\n", + "Kazakhstan\n", + "Kenya\n", + "Kyrgyzstan\n", + "Cambodia\n", + "South Korea\n", + "Kosovo\n", + "Kuwait\n", + "Laos\n", + "Lebanon\n", + "Liberia\n", + "Libya\n", + "Sri Lanka\n", + "Lesotho\n", + "Lithuania\n", + "Luxembourg\n", + "Latvia\n", + "Morocco\n", + "Moldova\n", + "Madagascar\n", + "Mexico\n", + "Macedonia\n", + "Mali\n", + "Myanmar\n", + "Montenegro\n", + "Mongolia\n", + "Mozambique\n", + "Mauritania\n", + "Malawi\n", + "Malaysia\n", + "Namibia\n", + "New Caledonia\n", + "Niger\n", + "Nigeria\n", + "Nicaragua\n", + "Netherlands\n", + "Norway\n", + "Nepal\n", + "New Zealand\n", + "Oman\n", + "Pakistan\n", + "Panama\n", + "Peru\n", + "Philippines\n", + "Papua New Guinea\n", + "Poland\n", + "Puerto Rico\n", + "North Korea\n", + "Portugal\n", + "Paraguay\n", + "Palestine\n", + "Qatar\n", + "Romania\n", + "Russia\n", + "Rwanda\n", + "W. Sahara\n", + "Saudi Arabia\n", + "Sudan\n", + "S. Sudan\n", + "Senegal\n", + "Solomon Is.\n", + "Sierra Leone\n", + "El Salvador\n", + "Somaliland\n", + "Somalia\n", + "Serbia\n", + "Suriname\n", + "Slovakia\n", + "Slovenia\n", + "Sweden\n", + "Swaziland\n", + "Syria\n", + "Chad\n", + "Togo\n", + "Thailand\n", + "Tajikistan\n", + "Turkmenistan\n", + "Timor-Leste\n", + "Trinidad and Tobago\n", + "Tunisia\n", + "Turkey\n", + "Taiwan\n", + "Tanzania\n", + "Uganda\n", + "Ukraine\n", + "Uruguay\n", + "United States of America\n", + "Uzbekistan\n", + "Venezuela\n", + "Vietnam\n", + "Vanuatu\n", + "Yemen\n", + "South Africa\n", + "Zambia\n", + "Zimbabwe\n" + ] + } + ], + "source": [ + "import fiona\n", + "from shapely.geometry import shape\n", + "\n", + "with fiona.Env():\n", + " with fiona.open(\"zip://./data/ne_110m_admin_0_countries.zip\") as collection:\n", + " for feature in collection:\n", + " # ... do something with geometry\n", + " geom = shape(feature['geometry'])\n", + " # ... do something with properties\n", + " print(feature['properties']['name'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Constructing a GeoDataFrame manually" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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    " + ], + "text/plain": [ + " City Country Latitude Longitude geometry\n", + "0 Buenos Aires Argentina -34.58 -58.66 POINT (-58.66000 -34.58000)\n", + "1 Brasilia Brazil -15.78 -47.91 POINT (-47.91000 -15.78000)\n", + "2 Santiago Chile -33.45 -70.66 POINT (-70.66000 -33.45000)\n", + "3 Bogota Colombia 4.60 -74.08 POINT (-74.08000 4.60000)\n", + "4 Caracas Venezuela 10.48 -66.86 POINT (-66.86000 10.48000)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See http://geopandas.readthedocs.io/en/latest/gallery/create_geopandas_from_pandas.html for full example" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/02-coordinate-reference-systems.ipynb b/notebooks/02-coordinate-reference-systems.ipynb new file mode 100644 index 0000000..abc6e59 --- /dev/null +++ b/notebooks/02-coordinate-reference-systems.ipynb @@ -0,0 +1,1236 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Coordinate reference systems" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import geopandas" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n", + "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n", + "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Coordinate reference systems\n", + "\n", + "Up to now, we have used the geometry data with certain coordinates without further wondering what those coordinates mean or how they are expressed.\n", + "\n", + "> The **Coordinate Reference System (CRS)** relates the coordinates to a specific location on earth.\n", + "\n", + "For a nice in-depth explanation, see https://docs.qgis.org/2.8/en/docs/gentle_gis_introduction/coordinate_reference_systems.html" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Geographic coordinates\n", + "\n", + "> Degrees of latitude and longitude.\n", + ">\n", + "> E.g. 48°51′N, 2°17′E\n", + "\n", + "The most known type of coordinates are geographic coordinates: we define a position on the globe in degrees of latitude and longitude, relative to the equator and the prime meridian. \n", + "With this system, we can easily specify any location on earth. It is used widely, for example in GPS. If you inspect the coordinates of a location in Google Maps, you will also see latitude and longitude.\n", + "\n", + "**Attention!**\n", + "\n", + "in Python we use (lon, lat) and not (lat, lon)\n", + "\n", + "- Longitude: [-180, 180]{{1}}\n", + "- Latitude: [-90, 90]{{1}}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Projected coordinates\n", + "\n", + "> `(x, y)` coordinates are usually in meters or feet\n", + "\n", + "Although the earth is a globe, in practice we usually represent it on a flat surface: think about a physical map, or the figures we have made with Python on our computer screen.\n", + "Going from the globe to a flat map is what we call a *projection*.\n", + "\n", + "![](img/projection.png)\n", + "\n", + "We project the surface of the earth onto a 2D plane so we can express locations in cartesian x and y coordinates, on a flat surface. In this plane, we then typically work with a length unit such as meters instead of degrees, which makes the analysis more convenient and effective.\n", + "\n", + "However, there is an important remark: the 3 dimensional earth can never be represented perfectly on a 2 dimensional map, so projections inevitably introduce distortions. To minimise such errors, there are different approaches to project, each with specific advantages and disadvantages.\n", + "\n", + "Some projection systems will try to preserve the area size of geometries, such as the Albers Equal Area projection. Other projection systems try to preserve angles, such as the Mercator projection, but will see big distortions in the area. Every projection system will always have some distortion of area, angle or distance.\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Projected size vs actual size (Mercator projection)**:\n", + "\n", + "![](img/mercator_projection_area.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Coordinate Reference Systems in Python / GeoPandas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A GeoDataFrame or GeoSeries has a `.crs` attribute which holds (optionally) a description of the coordinate reference system of the geometries:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name: WGS 84\n", + "Axis Info [ellipsoidal]:\n", + "- Lat[north]: Geodetic latitude (degree)\n", + "- Lon[east]: Geodetic longitude (degree)\n", + "Area of Use:\n", + "- name: World\n", + "- bounds: (-180.0, -90.0, 180.0, 90.0)\n", + "Datum: World Geodetic System 1984\n", + "- Ellipsoid: WGS 84\n", + "- Prime Meridian: Greenwich" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries.crs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the `countries` dataframe, it indicates that it uses the EPSG 4326 / WGS84 lon/lat reference system, which is one of the most used for geographic coordinates.\n", + "\n", + "\n", + "It uses coordinates as latitude and longitude in degrees, as can you be seen from the x/y labels on the plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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NzSs7Osi36anr8Y3pRR0JGSYNZ07N4PyqLBZPSUOjPPHVEhubnPzxvTq2trgpsOtoc4XwhRNVTfOLbKxvdKJVClTl2TBoFHS4Q6QbNZxZkUGmWUOmWcvMPMthX4ssJ5rbDnR6IjGJ5n4/3/jbNjRKkTybnuoCKysrMqnv9fHg27V8WNuXfP5/7lrOj1/aOWRbiqEY1ArOm55FKBbH6Y8iipBu1KBSiMQlmasWFBCMxLnhL+tQKUSsOhWSLKMURaZkGCnPNHFmRTrLykac3jcuTgsj/7/v1vHkumbOm57FpXNyqcgyj/rcQCTG796qTRrgiWJBsX3MhqIjpSzDyC8un4kvHENAIBSNU11g5c6nN7OxyUm2Rce1CwsxahTMKbBh1qlwBaK8trOTD2t7uXp+Afu6vTz4dl1yn4M3mpe/vBStSsFnHvooqRkzr8jGM7ctShrtne1unt/cxqKSNNY29PPw+/UMFsroVImbxpLSNKZkmFhYYj9kGGdTs5Mfv7SL7a0ujrTgRhBgZUUGhWkG0oxqcq06pmQYqcw2Two9msGk59PrmvGF47iDEYJRieb+AOWZRpSiQF2Pj3As8QZYdEqKHUa2tLhG3J9Ro2RZmYNzKjP59KwcVAqRlv4AP3xxJwV2PV87txy9WsneTi8bmvpZU9/HuoZ+lpelg5AoY+x0h2h1Bqkpsg3z2AFm5VtZWGLnLx80JldvNYU2fnPlbM781TtHXCGTItFhPtZn3WHUsOH7Zx/x/k8bI3/vK3uSv59bmcmyMgeeUIw8m45VVdnDtDzaXUGe3dDCi1vbqe/xH7zLw+ZYGfmRMGmVeMfZgDRS0mqQHIsWZyBKXJKJxCUcRg0Xz87he6unJY3l9tZEGOu86Vk09vm59uG19PoiI+5veo6ZK2ryWTE1ncI0w4jP+c4/tvHUupYRHxsP+XYdP7905hF1sMYlGXcwikmrPGZJtVA0zg/+uYNXtnfgMGloHCHRPLfQxsamoRXF8wa8ekgYhTkFNpr7A3Qf1El83xWz+NTMHFzBCJc8+BGXzc1jVp6F3765f0gC/2g5c2o6d64s44/v1fPKjs4J22+K4RxLI3/K1JQ5jBpuP6OU9/b14A5G+c+uLv6zqwuVQqAy20xdj5+7zi7DE4rx81d2896+XtpcQapyzdj0auDojfzxZLwGHkZOWg3S7g6xcloGl1bnMjPPSq5VNyTsEpdk8u06sq1a2lxBrvzjmmFlkPddMYvKHDP3vLyLD2v7WNfYzyVzckc95tnTMvnXto5xdcmKAiwoTktKOczKtyZVJcfihS1t/OXDRgAWl6bx/v5e0oxqdrR56PWFuXNlGXedXTbhXn+7K8gXn9hEXY+PHJuOfV2+Yc+5cFYOi0rSqCm08X8fNRKOJbzmba0urPrEKkySoc8f4fk7lmBQK9jX5cMbihKOSTy7oYX/enYrhWl62t1Bfvvm/gm9hkHqe/1c9oePjni1lWJycMoY+dUzs9GqFHx7VQWhaJwXtrTx+q4u1EqR318zN/k8i07Fl88qw6hR0u0NoxRF9GoFFp2Kt/Z0n8ArOP4oRIFLqnO5bmEBFz34EVqVyIryDC6uzuX8qiwgkSh98O1aTFoVeTYdWWbtMCP/tee2snSKgzvPKuN/PjubjEOUWq6clsl3LpjGd/6x/ZDn+OMLp3PdoqLDvrazp2USiUl87587hoVAsi1aZDmxcpmomL0sy7y2s4vv/GMbzkCUuQU2NjYP7/27YEYWv72qml3tHtY09CXllwF0amWyFhwSCptv7e7ijPIM7nl5F9UFVqJxiXf2JuSgjnUp6rHefwpQigIXzMjmnMrMY3aMUyZcMxZ1PT6a+vwIgsAZZZ90rrU6A7S7QmxscrKxqZ83dh+dkT+e4ZqjQaUQeOUryygd6JJd19DP42uamJ1vZUV5Ou/X9mI3qLlo9sje+LqGfr7y9GY63CFUCoG5hTZa+oNE4xJrvrNyXAnYUDTOXc9sGTMMcN70TH59xWyMR9ip6gvHaOz10+5KVEuZdUpqCu0T0tw1iDcU5a093Tz6USObml0YNYlhKv3+oTfCqlwzty4rYcXUDL7/zx2jVqvML7azudk5ZPWlUylGTHqnODWYmmniqdsWHpXk9WkRkz9cNjU7uf3xjcPinUfDZDfyerWCey6q4pLq3BENsSsQ4eH3G/jsvHysehUf7O+lLNPEr17bS2GaHrtBjTMQ5fK5uZQ4jOzq8PBxXR/1vX7Oqcxgdr7tsD6osizz+3fqhtToD3JGeTqP3jT/qK73WBKXZL77j+08v7ltSIlprlU3LJl/+dw8fnn5TARB4O093dz4f+tH3W95ppFeX4R+/8g5jxSTD4UoJCU7zq3MxG5Q8/T6sXNOORYtS6Y4WFCSRjQuMSPXQlWu5YjP4bSIyR8u7kD0sAz81EwTvnCMNleQLLOWbKuWLS2uCa/zPlaIAjx8Qw2LS0dPVlr1ar5+3tTk7+dOz6LPH+bVnUO97f99r44r5uZTkW3i1uUlR3xOgiDwxRWliILAuoY+/JE46wZukrPzrUe83+OBKMCLW4dP0GpzBZmeY2Zn+yd12cUOQ3LlUOwwjFhpYdWrmJJuZEPTmPJOKSYJZ05N57/OmUqRQ8++Li8/fmkX1y8qwm5Q8d1/jNz3adOruGp+AZ9bXHTUDZuHw2npyW9qdtLjDZNmUPPqjk6cgSh/39Q64nPNWiWfP6OUXl+Yl7a2s2JqBpfOyWVxqYM+X5gNTYl9RWKJWvXW/gCeUJRNzS7yrDokZNpdJ36QxuLSNJ68deFhvy4uyZz3m/eGTFwaxKxVsuXuc5Orguc3t+ILxY4ohj7ItlYXezu9rJqRfcRhmuPFqvvfH9JkoxAFCux6er3hYY1lD149h9UzE1rp9T0+/rm5DZtBTbpJQ1m6kXZ3kC8/tQXfKM1uKU4MSlFgZp6FTnco2d37lZVlfPWgpP2mZic/enEn9T1+Pj0rhyyzlrgss7DYzow8C6/v6uKCGdnHrIM+5ckfxJwDNDhqihJaMFMyjGhVIns6vLiD0aT3OjXLxOeXlxCIxvnB6sohYY40o4bzpmcN2Xdckvn39g5yrJ28s7cHlUJgfrGdDY39J7RKob7Hz90v7OC7F0w7rA/a67u6ho3YG8QTivGVZ7Zw89Ji1jf08/NX9xCXZJQK8YjlamfmWZmZd+K9+HcHqrRWVWWNWmp51fx8fv7KHnQqBbctL+GSObnc8Mi6IQZer1bwo09PZ1XVJ5+TknQjUzJNfPvv2whE4ohCYuJWysCfGNQKkduWl3B+VRYOowa7QU1ckvGGo2gUCix6Ffu6El3xGSbNkIE94VicX722lz+934BJo+R3V1dz5tSMYce4dE7e8b6sJKelJz8W3d4QX3pyM3FJ5palRby5uwe9JvFFPdJW839ubuOJtU3JGugTydfOKWdZeTqOgQai8SQgX93Rye1/3XhYx/mfz87ikuoT98E+GjY09nP5Qx9TlWtmdr6Vn1xYNerfPhqXQJbZ2+WjpT9AJC7xlae3JB9fOsXBX29ZkPzdHYjy+3druXZBIT/91y66PCHUSgX1Pb5Rew9SHDuWlTn48YXTk1Ld4yUal/jW37bx9t7uZBOhTa/iv84pP6qV7JGS8uQPQSwu0eIM8sSaJt7Z18P3V09jyRQHKoXI3CL7UWttX1ydS7pJw32v78MdjFDbfeJq8n/9+j5+/fo+INFUdOPiYi6vyRtTN/5IhJOeWtvCmVMzTsrJR4NllTvaPMwvSmOsP71KIfLM+ma+9fft3LykiM8tKWLF1HTe3dfDyooMrj/oC//i1jY2NTnZ1OREQKDXF6HTHWLJlDS2tLgHBrikONZkmDTc/elKVs/IPqLv9r3/3pMUcjuQ2CRsKjitPflub4h/beugyxNmeo6ZadlmCtP0x6wT8oUtbTy/uS1Z5zxZEIREzL4sw4RRo+S2M0owa1W09Ad4ZUcHD7xVe0Tj/QxqBTcuKWZmnoUVUzOGdRxPNnzhGP/a1s6UDCNrG/r5zRv7icQkfnLR9GHG+kA2NPbzwxd38tebF/Cr/+xlWZkDs1bF4imO5OCUdJOGXm+YJ9c1s66hP1m7n2/TEY5JAz0bMCXDxJ7OY6fQORoapUi2RYvDqAFAkocrn54qXFqdyw8vnI5Fd+QDSC584IOk6N8gty4r5nurK4/29I6IY15CKQhCI+AF4kBMluUaQRDsJAZ8F5FQobxisk2G6vWFsepUhy2ZeyT87s39rJ6ZTVNfgG/8bRu9vsk79PrDb59FrlXHpmYnl/7+ownZ53ULC/naueWT1rPf2uLi1sc2kG7SsKDYzvdWV+IJRjn//vfo8oS5bXkJ371g2pDXROMSne4Qba4g1z+yDqtOxcppmezp9HBZdR47O9y8ububbm8Yi06F3aBCoxSREcg0aQjFJBp7/cOqvBYU29nS4kp2wh4LqnLM6NVKonGJYDTGvi7fkJyRUa2gyGFAr1HQ2BugyGFAlmX2dHoPq9v6eHEobZiDWTrFwQUzsnlvXw9XLShgUUka7+3r4exxNiX98IUdPPrxJwOOHr6+hpXTMk6YbtLxCtecKcvygapH3wbelGX554IgfHvg929N4PGOmkGv5XiwqDSNLk+YMysy+MlF0/nJS7vo9Jz4qpuReOyjRr5zwTTmFNgoTTdQNwG6Po+vaSImSdx76cwJOMOJRyEKdHvDdHvD3LikmLoeH6vufz9Z//zIBw2IgsCXz5qCYUCv/56XdlGeZUpq0HR7wzy1rhlICIIdqBrqDkaHhGK0SnFUnRmZhGcdjUvHLFmvUysSeuyj4IvE2XFAGejgjSjXqkMUhEkTVpqeY6bVGcAdjKFVipSkG/CF4zT3j92t+0FtLx/UJszVa7s6ubImn92d3nEb+cVTHDz6cRMzci1847ypLJnimBTCeCNxLGPyFwErBn5+FHiHSWbkjyc1RfZEkg64YEY2gUicrz+39QSf1cj88f16JFlmXpF91MqawyHDpGFuoY3K7NGVQU80wWicuz9VyRlT0ylNN/LGri6yzNpkY1NMknlnbzdfOWsKH9X28uz6FuwGNe2jqJi2OoOUpBtGFb5TiAJzCqzEJRmNSoEky0QHZBYSZbgxZudb2dvpIRgdv0evUYrMzLMgICDJMrU9vmEyFLk2HYHIkXnjba4gUzNNqBQCgUicQOTwO3FzBsJCWrWCQDg25GZyuOjVCtzBxLWEYhK7OrwUOwxjivIdTGl6Qu737b09SJI8rgKLpVMcTM8x86MLpzO30HbI559IJipc0wA4STgh/yvL8h8FQXDJsmw94DlOWZbHfDcmQ3XN8eKhd+rY3ZkYzP3G7q5JmbA5HKZmmijLNCLJMp5gjD5/BKtOxZXz8zl7WgaX/eFjvnn+VM6qOHYaHRNFLC7xwNu1NPT6mVuY6OJNM2jQKEVu+Ms6KrJM7Ovykm7UUtszvH9gXpGNlv4A4ZhEWaaJSCzOrg4vkQPCL1W5Zna0Hdq4laQbsOnU+CMx9nZ6Ge1TkmHSkG7S0OUJDanSEUiUATv9Ebq8YQrtevSahD5Ox1FMdVKJAiqFgEmrQqEQMGqUQ8TYtCqRqhxL8sYVkyTqevwJDf1ie7LpDRLhKVcgilGjRBATIm8H95aIApRlmqjr9iW/Kweqdh7MWI8dzK3Livn8GaXU/PQN/njdXM49qCx6NGRZnjTe+/GIyefIstwuCEIG8DrwZeDF8Rj503mQ95r6Pu59ZQ9zCqx4gzF2tk+cTOzBqBQi29omfv85Fi1Xzi8g367DF4pRlmmiqc/P0rJ0cq06JEnm+y/s4Mm1zeRYtCye4uCz8/KZV2Sf8HOZSGRZpscbRhQFHn6/gU3NTtY39g/pcK7MNmHUqGhzBWg7wCjNzrdS3+Mjzaih0xPCqFZSmm5AkkFGRqtS8EFt72F3S6sUArPzrSMar5pC2wnvls0waajMMeEPxdnb7cUTHL5aMKgV+A/h/QskjDSCADLEZYl2V4gOdwibXoVRo0SjEsesUtOpRIodRvRqBRubnWO+17+9qpoSh4GvPrOF1TOyhzU6nQwcV+0aQRB+BPiAW4EVsix3CIKQDbwjy/LUsV57Onnygwzqt5i0Sh75oPkrMGQAACAASURBVGFE7fGJwqJTkWPVYtQoEQc+xDJQ2+WjP3D4NdrlmUbmFdl5YUs7vnCMknQDz39hCRb9J1ULH+zv5fa/bkQAwnEJpShg0ip582srJnVHq9Mf4aZH1w+MEZTHNBLTsoz0+CI4A1E0ysS0n93tbqISGFQCU7MT4ROQ6fCEKMswEIhIRGISaqWIYWBge4szQJdn9IR8SXpiPu6uEUbZzSuysa/LmwxdnAiqC6xsbnYxM8+CLMvs6vAmcxoTRU2hDVcggkmnoq7HN+KN5GDmF9vxBKOYB6ppDlxFzM638sQtC9jR5qaux8/VC46sie9Ec0yNvCAIBkCUZdk78PPrwE+AlUDfAYlXuyzL3xxrX6ejkYfEeL3PPPRxcqLT8UYpCszItdDQ5x/38XUqBedPz2RrqxujVsm2VjcmjZI/XDuH8iwTVp2a5v7AkBr72m4vgiBw77/3cP+VszFMYiM/yK52Dzf8ZR09I+gcmbRK0gxqGvsC2PUqpudaCEclIrE4nZ4wRo2CPJued/Z9UjKbZdYQiMSHlaRWF1iJxCTaXUEsOlXyZm/RqagusFJdYOP1nZ1jxq+L0vREYhIrKjIwaZXsaHMf87F9DqMah1GNQa1iW6uL6AFG/VgJ9tkNagrtetRK8bD2rxTBqP3kO1aSbuDFLy3FqFHywf5e7n9zH4/fvOCYSQ8cS451dU0m8PzA8kYJPCnL8quCIKwHnhUE4WagGfjMBBzrlGRKuglJ5oQYeEgkFTe3uDBqlMwtsLJxHPXROrWCzS0uGvsCzC+2o1WJaFQK7n1lD1PSjYMrbX79mVnJEtUpGSYgIZR2slCZY+b7q6cN6WIdxBuKMTvPilWvpqU/kBypd/a0DPLsejrcIdbU9zEt24TdoKbDHcKgVrB9hFi8WiESjkr85cb5TM8x88y6Fh5b08ilc/I4e1omH9f3jWngzVolF87O5Y4zS9EoFTT1+Xlzd3fSyItCQhwNmJBqKUjc6IsdhjFj34LAhIn4ZVm05Nt07Gr3sHmUMYmjYdWrKMswJs81z6bjf6+dm1xNFjn0/PXmBcelnPp4c9RGXpblemDWCNv7SHjzKQ6BKzg52tl94Rgbm13Y9Kpkq/Yg1fkW+gOJyUQC0O9PyOFa9SqmZZn4zWdncdczW1GIAmdNy2DpFAdpx7FE9VgyVl14IJLQrM+z6+gbkAf+4plTKE4z8MiHDcQlmZ1tbjIsGtyBGOFYnIUldtbUf+KB2g1q1jf28+KXliblZj8zL4/6Xj/zimxkW7SIAlRkjd4o9dWzy7lpaTEAb+/p5o4nNw2pfNGpFEnjXpFlIi7J7B9BdG68zCuysaHROaaBX9vQj0oUSLdoyLPp2d/lHfa5OhRKUSDHqkWjVLC/20fnESSL5xRY2dTsSp7rrHwrD19fQ7rpk8/nE2ubaejx861VFWiUIjlW3WEfZ7Iy+dfLpwGbJ1lnoVGjxBmIolWKlA8YhM0tQ5O2SlHgoWvnsHJaJiqFiCcU5c6VZSwuTTvpklYAwUicX7y2h/1dPqx6FSatErNWhQzUdfuGeKQzci0sKk3D6Y9gN6j5/TVzsehVPPh2Lb97q5br/7yOP11fw50ry7DoVJg0Srq8QXIsiRtBc1+ATLMGk0ZJIBqn3RXijjNLh+iJa5QK7v70J92T1ywo5LM1+Tz+cVNCPC0UZV+nN5nE/MO7ddy4pAhBEKgpslGYZhiikHmgJPKeTi9qpUh1gZVwVEIQIByNUzuKh19dYKXbE0Yg0QDmDkbpdIdGrfQ5kKiUUGFtd4WYmWvBGTi85P+sfCt7Ozz4jqBUE0AhgEIQWFBsZ2uri8vm5PH91ZXo1J+EZJ7b0MJrOzqp7/WzpcXFVfML+MrZZUd0vMlIyshPAsKxyTP1Z26BjVAsxjyLjVZncFjr9iAmrZKKLHNSAsKsVR3RYO3JglYlUt/jp80VZG1D37Aaa5NGgV6tJMem43sXVFBTlJZ8TJJkvvzUZu777Cx6fRGeWtfMF57YyLfPr+Ci2blct6iQl7e28+yGFtINapRmkXUN/XR5wqgVMLfAOqTaSJZltrW6aezzY1ArWVbuQKNUoFSI3Li0mJXTMln+y7fRqUSyLRoK7Aa2t7n5/Tt13HHmFExaFa98ZRnf/cd2ujwh1jb0IctQXWChwx3ErFWxs90zxLmYecANxqRRUF1g46O6PjLN2mFOSI5FS7pZQ4tz5B6B0djW5karFNGqFdj0amJxCZVCJN2kwR2M4gxEKLDricVlQtE4ff7IsGHn42GwzL2myIZJo+JLZ5VSXTByNVckJvHNv2/jl5fPoqHXx01Lik+ZFeggKSM/CbDoJk+r/0hzSQ9kZp6Fs6dlsnpmNlmW4zf44FgjCAKhaJwOdxCDRjksP+INxzm7MovL5+YNMfAA7e7EoBC1QuTeS2dw5bx8/r6plbtf3Mnja5q4aUkxl1Tn8d+v7qUs00g0JjE128TcAhvRuMSGJie7OzxsanLS64+ws809pBs2zaBm5bQM8mx6AgODVQxqBXMLbQSjcWQ58ZzHPmrEpFVyzYLCxPzeOblsaHSyt8uLUaNMVpVkWyRm5Vto6Q8mJ1Bta3Mzp8CKIEA0JuMPx6nMNie7sg3qRBLZqFWyqcmZ1FY/XEIxiVBMGvL+1h/QcDdWddFI6FSJ92GwezXboiHdpKWpL8C2Vjd/vmHeqAYeEmWpV9TkYVAr+MZ5FYd5NScHKSM/CSjPNA4ZITYZEQUwaVU8ftOCISWSpwruQJR9XV6mZppGlBtYVubg15+ZNWI3pD8c53dv1fKFFaVAIsQwK9/KBTOy+d7z25mRZ6HNFeTzy0v4nzf2E5MkfnJhFedUZqJRidz22Eb++9XhIxAH6fNHeHbD8KE2W1vdzMqzEJMkOj0h7Ho1m5qcXD43D71ayc42N//96p5hr+twh+lwh6nKMSMM7B9gR7uHaVkmYpKMWSfickeQZZidb2FLi5u9XcdfOG0sZuVZ+P21c3ljVxeBSIzl5emsqe9jTX0/i0vT+MlFVYdUUBUEgdd2duEJxlg1I/s4nfnx5dRLJZ+ElKQbuWhWzok+jVEZrMx4/Ob5p6SBB2jo8xOOSaNWV5SmG0dtdy9JN/DW189I5iJicQlJkpmaaWRxqYNsi5Z8u57PLSlmcWkaoajEnk4vFp0KnUoxYnnmeHAHo7Q6g8TikGHSkp+m586VZejVCd/t6gWFVGSZRn39jnYPkbjE/GIb1oG/qygI7Orw0OoMUtfjp8cXTkovTyYeuLqa57+4hFyrjrMqMvj7Fxbz1bPLqcpJhJ0CkTiBcQxh2dzsxBuKcfnck3P2wXhIefKThF9cPpM9nd4RG11ONJIMX1wxhRlHMWh4sjM738qikjQkWR6maHjx7By+fNaUYa8JRuLU9/ooSjOwv8tHJCaRa9Xx902t/OXDRqZmmvj5ZTOTST6FKHDnyjL+s6uLwjQ9kiyjFEVuXV4ybh0jlUIg26LDplchigJqhZCsFW9zBXng7VpuP6OU8gF9mcQqEWq7fWRbdGSatWxvcycrb7yhGC39QSqyTERiEjq1ggXFdna2uSkaGN4OMvk23WHH4I8ldz2zhaa+QLLa5vYVpeRadVy9oIB8u54fvriTLzyxibe+fsaIN6lWZ4C19f386KWdA+GwyS+3caSc1nryk4019X1c8/DaSRm2uXJePj+/bHIqSE4U8kBn62NrmuhyB1k9MwdBgIpME3W9fv78fgNbW130+sL4w4mxff5InOk5Jna2e5lbaOO5zy9KevzuQHTElc8H+3uZmmVKlvAlukM9fFzXh1mrIsOs4cWt7ZSmGzmjPJ37Xt+b1Lnxh2NkW3W0OQMEoxIWnQqFIAzpWBYEyDRp8UdiI5Z/Zls0OIwatrd5KErToxCFEWvna4pstLuC9HjDaJUKVEoxGcOfLCwotvOLy2dSYNcnV1J/eq+en/17NwCvfGUZ0w4QxpNlmZ3tHi584IPkjfzsaZknVe/GSKQmQ50kLCxJ47sXTOOel3ed6FMZgkmjpGaSa81MBIIgIAiJzty39/Swp9NLgV3PR3V9Y9aUD0pEDGrdDDJaaGtpmYMOd5C39nShUSpYMsXB9BwL0wdCDbIs09DrZ0auhapcC429gSGa8za9itruREmkOxhlXpGN/sZPjK8sM6aMdYc7TIHdwKw8y6hyxyqFQKszSKc7hN2gwheOo1GJLCq1s6nJSTh24h2RJVPS+OvNC4aV7NoNakwaJatnZlOUZkCSZB75sIHHPm6iyxNCpRARBQG7QUW+Xc9NS4tOzAUcJ1JGfpJx4+LE+Lhn17fwl48ahygXHm+UosCNS4q465zyZJz3VCYUjfPXNU08sbYZWSYpM1yVO7ZE8qC3vLg0bdxStdkWHdmWkRtuBEHgxiWJxqb1jf3YDWrqe/0YNUqm55jZ3Tk0pHe4QzxEAfZ2eUftsBYFmJVnTQqepRu19Pu99Poi9Pr6J4UYGsCHtX385o393HVO+ZDtF8zIZvXMbLQD+Y5v/n0XuVYds/OtzMy38Paebu7+1HSmjpGvOJU49b+5JxmiKFCabuQ7F0yjPNPEk2ubQYA9HZ5DqvdNJJlmDT+7eMa4hyic7LgCET79wAe09A+PO+sOoWVi0ipRKQSeXt+CLxzDpldTmKZn1Yxscg/onAxG4jz2cSPhmMRn5+WTaT50Cerzm1oIROIsKLYTl6QRtVpcwSjV+dZxt/oLgkB0DOehpmioFLBCFDBqEiJqwBEPtD8WPPJBA1fMyx/yPh/Y6PT4x428tLWdR26oId+eS5HDwC1LS07AmZ44UkZ+ErN6Zja/fG0v+XYdl1Tnsq3VhUalSIyFk0GjEpGB+h4f/f6J071RK0X+dvti8u36CdvnZOfFre3DDHxZhpFAJH5IXfLtbR4WFNuRgZe3dSS3P/x+Aw9eM4dZeRaUCpHnNrZw7yuJksbfvrmfRaVpzCmwkWHWsGJqBjqVgn9ubqM43cCMXAtOf4QOd5hdHR7mF9vp9kbItenIs+rY1upKDhPpdIcSYRW9iv5xyAbEJZnpuZYhhnzwem161YiDYg6USJhMeTxvOMZ3/rGdx26aP+Lj1y8uYleHh7NO4cTqoUgZ+UmMVqXgW6um8uhHTdxzcRUXP/jhiAbHqleRZlAn653Hy9ULClArRFQKgZe2dqAQBdpcQcxaJXm2U0e7YzyED5q+VFNko7HXP2QAx1j4wjFanENlojs9IS77w0eYtUounZPHpgMazWKSjDMQ4f439ye3HTzNyKRNhGcG/ebBkXZtziA5Fi25GiW1A7kCk1bJnAIboZjEpmbnISc2RQ/qss6z6kbMO+jUimFjCNc3OqnKMWPQKGlzBYeMOTwRzM4bverLYdTw8A3zjuPZTD4mQmo4H3gMyAIk4I+yLN8/oCt/KzCos/pdWZb/Pda+TvfqmpGQJJmH3qvDF4qxcmDC0kiUZxqx6tVsb3VRlWsZcjNQKQS+dX4Fl1Tn4gxEqe/xsbHZyS1LS5IVHv5wDL1awa//s48H3q7lsZvms7w8/bhc44lmX5eXWx/bgEIQMOmU1Pf4DzvOLQDKwxg5Bwlp4NHmB5RlGKnv9XPOtAxanEF2jqBAqRAF5hYk5vJoVQrmF9v50lllPPh2Lb98bfTmKkjosg9WcQWjcVr6AyOGA0ebsDS30MbGJidKUWBOgY0dbS4Co4wpVIkCswusCIJAmzOYzHVMFCUOA299fcWE7vNk41jryWcD2bIsbxIEwQRsBC4GrgB8siz/arz7Shn5kWnuC3DZQx/x4wunE41L/OSlXWN67UoRih1G9nf7mFNg5Q/Xzh1X/BdgbX0fn/3jGs6pzORP15/cZWWHoqU/wCMfNvDUumZCUemoEoo6lXhYs1ghoQEzmjxAeaaRcyozaXUGeWFL+7j2Ny3bxN9uX4xKIXLXM1t4bWfnmGMlB4d8jMTcAhuiyJihqpl5FgKROLXdPjRKkRm5FkQBopKEWqFABuJxKeFYDISApmebMWoTEgsTEfTRqxX88boalpadvLpJE8FYRv6oO15lWe6QZXnTwM9eYDeQe7T7TfEJdqOaq+cXcO8ruylNN3LvpTOw6EbvPI1JIMkyggCXzskbt4EHmF1gpcRh4N29PYSjcd7Z203dCHNMT3bcwSh3PLmJxz5qZGaelXlFNgwaBRVZY7fBj4ZRM7GdwPu6fCwudfCLy2eOuwltd4eXq/60hmA0zoPXzOHZ2xdxTmUmNywq5L4rZnFwvrTPF8ZhHK6bVJpuGBh3OPYNb1urm9puH3aDmqocM+GYRKszSDQmI5NY3UTictLAzyuyEYjGWNvQT759YsKB315Vcdob+EMxobIGgiAUAdXA2oFNXxIEYZsgCI8IgjC5R5pPYowaJXedU84frpnLr/+zl3OnZ3Hl/HzGUvSt6/HjMGiIH0b4ABISt7+9qpocqxa1UmRRadoQ3e1ThTuf2sy2VjdLpjgIRmKEYxJ7Orzs6fQlDL768Fr5VUoBtXJiVUJ+9q/dKASB/75s5rj3va3Vzd82tPDB/l7mFNj40/U1nDc9C6NWyT0XV3H53Dwqs80U2HV4gjE0SgUlDgPzimzJz1Ndj5/phygbPZB+f4SNzS62t7lpd4fQq5VIksyudk9S7tiqV7G7w0tDb4Bih4G+ceY6xmJekY1rFhQSiJy4kYcnAxOWeBUEwQj8HfiqLMseQRD+ANxDYkDQPcCvgZtGeN2Bg7wn6nROSUrTjZh1Kl7b2cl3Vk0j16rjRy/uZLQVeY8vzPySw29iqsq18PbXVyAIAv/a1sHSKQ7M2lNHs2Zzs5M19X1UZBmJxKRhk5pkGWwGNaXp6nEPP293hagptNHtDScTpEfLrg4Pv3ljP18/b2pCS37N+IbcP/JhI984fyqbmp3Udfu495U9nFGezi8un8k1CwoBkCQJURx64/jdm/t59ONGihyGo/L+BAE2DKwC5hfb2dLspDzDxLrGRDWPVaeiue/oplNV5Zp54Oo5bGjs57GPm3jwmjlHtb9TmQmRNRAEQQW8DLwmy/J9IzxeBLwsy3LVWPtJxeTHx/1v7OfahQWkGTW8vK2dLz+1edQRa5t/cA42w/ikjOOSzKZmJy39ASw6FYtLHaiVIjFJmpQiVUdCJCax6N43kWXQaRSk6Ycb8vlFNtYNGKk5BVbqe8c3+1YhJLqWYwNTlzKMaoxaFVtbhs4+HWSsmPwgFVkmXv7yUpQKkR/8c8e4Df2cAiuNfQH6/RHmFyfq3k1aJTcvLearZ5eP+BpZlnl7bzffeG7bYVdqHUhVrpkdbR7SjGpKHUZk5GGhn4MTukoRqnKs9PrDY1brGNQK7jhrCrcuK0GlEPniExtZVZXNpyexwN/x4JjKGgiJnuI/A7sPNPCCIGTLsjxYNHwJsONoj3Ws6fdHsGiVxGR5Uhu1A6fWfGpmDu/s7eFvG4dL0UIiCTYeJEnmr2uaqMq1YNaqeGN3N/e/uR+bXs0PP11JSfqRxaonGy9tbafPH2F+sY1QRBrZUz8gDrap2YVFp0qOkBuNWXkWen0RPqxLzFTVqxUYtEo2NDlxGNWUOIxsa3UROqAJSSZR5XIofvjiTn56cRXnV2WN28gPnqtJ+8lX3BuKcf+b+7l4dqIp6GAEQeCsikwuqc7l4Q8axnWcg1GKAuGoxIWzEqJuD75Vy97u4RLFPd4wWWYNdoM6oXXf6GRLqwuTRkmhXYcrGMUdTIRh0k0arl9YyBlT05mRaxkiY3DrspIhE7VSDGciwjVLgOuA7YIgDE47/i5wlSAIs0l8lhuBz0/AsY4pdoMaSZLp94UJReIUnySGbX6RfVQj/9c1zfzXOcM9t4ferePxj5twBSI8fssC5hTYuGFxUfLxwU7XP3/QwC2PbWBBcRrXLSykMmf8sdrJSIc7SGGani5PiMgo+iux+NAbozsYZVOzixm5ZtqcwSENR3a9mjybbpgGTCASxx+OoxCFpByARadiVr6VnW3u5Di78VTzbGhy8q1VFUzPMeMwauj1jV+a2BuKJevsVQqBb5w3dUQDfyD/dW45kgzFDj1/XdN8WDryj9+8gEWlnwxVubwmn+seWTvseY19AabnmAhGJHp9AaoLrOxs9yDJMl89p5yLZ+dy3+v7qMq1cG5l5qgjJasLUqm+QzER1TUfyLIsyLI8U5bl2QP//i3L8nWyLM8Y2H7hAV79pEYUE1KuapWCX742fODCZMSgUY6ahH3o3bpkw8wgcUnm8Y+baHMFqcwxM2eML8pNS4r4wepKqgusNPX56feFue/1ffzs5V28uqPzhGrrHAlXzi+gqS9AU1+QjlFCJaM1Em1v82DUqihxGDCoFdQU2ohJo6wGgKY+/5CKFncwytqB0sHFpWnY9OOfCObyR7Hq1bz85aWUHMJID5Jp1jC/2M7+ASP9ucVF3La89JCv06uV3P3pSq5bVESOdXyVWSUOAw9cXc3Cg3JAS8sc3P2pyiHbsi1aagptROMy/YEI3d4wHa4gdr2aX31mFpdU51HX42NPpxdJkk/KmcGTiVTH6yhkmjR8ccVwDfHJyOqZ2RQ7lvFfz25hT+dQrysSk7jtsQ18bkkRWWYtO9o9vLGrizZXEJtedchpOPu6fLiCES6clUM4KvHu/h5a+gPsanezu9NLXY+PG5cU8fS6Fi6dk4v1MAzXiSDNoEatEIcMtj4YV3D0+HtzfwCdSkFFlumQXniBXc/eruHlp/5InP3dvsMaFvLnD+r5wacqybJouXNlGV99Zsuw5+RZdeTYdIQHRgJua3Mnx+ktK3PwuQHRs8Mhx3roUseyDCNP3bYQxyizUW9YVMSrOzqTujuZZm3yvStxGAiEY2iVIhkWXfLv0u4KoRAEzpg6dkNeS3+ALS0uzqrIwKBJmbORSL0ro6BUiKNOCZqMVOaYefWry2no9fOzf+3mzT1dyWRsfa+fu1/YmXxuRZaJPKuOLIuG86Znjbnf0nQDopAIU1v0Ki6clcOFs3Lo9oTIGKi/l2WZaxcWolJMfo8rFJWIHSJP0XeIcEgwOj6huLGMjnQYMwOUosDuTi//91Ejtywr4aLZOXxQ20tjrx+FKCDJMoFInA53aIgezew8K+3uILctL+GaBYVDhLvGy5wCG0+sbR718QtmZHHvpTPH7NsQRYHVM7NZ29CPIDDkcxKOS8hAiyuEJMPT61qYU2BjeXn6uDqun9/cxn2v7+O1ry4/bVQlD5eUkT/FKHYYePiGGrq9If69rYN/bmmn1xfmrIoMPqrro7bbh16toNsTJtOsJRCOUd/jo8MdoiTdMEz+VqkQKcsc/uXJOKDBShAE1MrJb+ABtra6mJFrQZITw6rrRxDjisZlMkyaIRruB2LVq9h3iDi1Xa8eUz/mcGraStONrGvop9sT4obFRagUIneuLGPVb94bVZnUpFXyk4unMz3HguIoVCNrikYO5aWbNFw8O4cvnVU2poEfJBKTmJln4ccXTudrz22lNN1AXY+ftgMqabKtOra3uvju89v53uppVGQdOv+zoclJSbrhlOzlmChSRv4UJcOk5XNLiocs0cOxOD95aVfSM+v1RTjnf94DEm35ZZkmfrC6knnFp+aAkGhc4v439ieTpBadioXFdoLROIFIHPcBYZoDDfyMXDNalYiAgCsYpd8fwXUIAbDidD0bm0auxsm16ehyj1+/xapXkWHSEI1L3PiX9fz8shloVSKBEVYUuVYdn5qVzSXVueMykoeiMM3AdQsLh1X1fH55CbcsG79k7y3LPnn+4tI0nlnfMuw521rdhGNxgpE4X39uKy9/edkh96tTiVxQlT0wpjDFSKSM/GmERqngJxdVMafAxp5OD+sbnczKS3i10bjMtlY3ypMg5HKkqBQiNUU2gtE4cSnRBCXBqNOR7AYVJenGZGNPeaaRfQMx9tl5VlRKgZ1t7iHCXGqFgFmnQimOHurLsWiHeLDjISZJdHujdHnC3P3CDr6/upIZuRa2tbrRqRSUZRr5zNw8Lq7OxTTBjWtXLygYZuRHW+WMhzkFNvZ2etnf7cMdjFJTaKOu24dGqcCo06FQCOxo8tDvjxzSeH9hxRSe3dDC5/6yjpuXFrOs7PQQ1TscUkb+NEMhClw2MJk+HIvT0OPnxv9bn6w0yR1Hoi0UjdPjDZNn0510lQ95Nh1alYgkiQktlUgMlUJAq1IQiMSTyowWnQpvMJY08JCIxc/Ks9DuCrGr00MklpixalaIlKQb2dXhQZZl/JE4CjFR3TKY+DwQcRzvmUYpEI7JWPUq9nd/Mi8gJsm8tacHnWovq2dks6oqm+sXFR7TpGNZhnFY6aZ1lNGG42H1zGwe+7iJX14+i3UNfexs9wyUpUbBk2iUgsTn7FBYdCpWVmSwZIqDD2t7eXdfD2ecJuqp4+XkySymmHA0SgUV2WYeunYuJQ4DWRbtiIJVg7S7gvx7e0dS9+Wbf9vGi1vbJ9UQiUNx0ezcgaHPsKnJyY42DypRIB6XmHtAKWmRQ09UktEoBUwaBTa9CuSEbnyuVZMsHXUHo3hCMba0uIjEJKJxmWAkTp8/OuoNs9MdYiwpGlGAyuxEg0+uVTfi8OxtrW6mZZv4wopSDBol7kCUV3d08MBb+7n6T2uO4h0ajlIh8u1VFUO2jVV2eyhUoohVp2J+kZ3vra7kjjM/qWJbUGxnfaOTuYW2Uat1BvGEohQ7DFTmmHn0o0Zm5Vt4am1z8kadIkHKk0/BrHwrBWl6NjU5eW1n14hllc19Ac789TvEJZmiND1v7uniH5vaeG5jK//Y1EpckrlwVg5v7O7CG4qxqiqLxVMclE6yhjKtSsEvLp/F//v3btY29JNn0xGJSXR7w/jDMeYW2lCKArG4hFWvItusZXenlwyTkizL/2/vvePjKq/8//czvWk0kka9y5Yt27g3jDEQTAudkBBKEtJI2fDNfje7yxvEqgAAIABJREFU2cCSTfvuLwvJN2wKJISwSRZSCPmGAEmAUAyYYoN7l21JltWsLo00vT2/P2YkVEbFluQZyc/79ZqXZu69M/fozp1zn3uecz7HzI76bkon6Jil1wrc/jDp5tE/L6fNgMsfYmVJBrUdHiqc1sF0wiyrAYdFj9NmZH+zi02VTt483plwH8FwlH9+aj8b5mVxsMVFY7eXUETitBmYnzP9x/zGFQXc/8IROt1BKnNsFE6hqYyUkpIsy2Cj843znfz2M+t49M0TbD3ewbfiOfrjTRiHI1FeOtTGh1cXYTPq6PIE2HKknS9cXDGliea5iHLyCgB+8Yk17Kzv4YEXq+n2BtEKEQ8/wJ0XlHH/C0eIRCVpRi2hiByW4/360VhfmKEOaVtdF49+fE3KOfkB7v1gFeFIlP/ZdpKqvDTa+wM09fro94cGBd80Airj9rf3BwhHo6SZdNhM4/9slhU56HIHqO98X6isIN1EUYaFtj4fJ7t9RCKS+dlW3qvvIS/dhN2ko60vQG2Hh9qOWMbPeIVmbf0BlhbaqW7toy6+faHDRHt/gKsmSIs9E3RaDdcvL+SpnY3c88EqHnq1hs9sKmdBgsyriajv9rK9rovjbf2DmVsbK7PZ09jLHetLuGIC+yNRyStH2rk+rleTZordFWyY5+TJHY3UdngGQ5KKaRIomy6UQFnyOdTi4t26bv60u4mn/+ECfv5GHc8fODWsyGp9eWbChtIjWZxvZ36OjQduXnZGOdozzbbaLm5/bDvLixxEpcSg1YwqcBoqpLUwL41ud5D+QAj/GA1C7CYdwXAUfzgW/unyBEi36Gnv83PKNTw+v6woNnGaiIJ0E1EpaU0Q0x9JfrqJcqeVxm4vPd4Qb99z6aTSGk+XQDjCnoZezq/I4pLvv8b8HNsZtdZr7vXxg78fJd2i55vXLTnt90eicthoPRSJ8sXf7CIQjvLm8U4+tKqQB29ZcdqfO5uZ0aYhirnFkoJ0Pn1hOU99fgNGnZa7NlWMKv45fKqPJQV21sVTLce6O9brBM/ta+HbfzlEaJwK02SxYV4WT951PlpNLMad6P8YKgmh0wiMeg0mnRbDiEK5gnQTq0scVGTbBkXIJJL6Li/7Gl2jHDzE9rmy2JHQthaXnzSTflK69i5vkLY+P409Pj61sWxGHDzE5nDOr4jp0szPseEJTK4obCSFDjPf/dBS6js9/GJrHZHTPDd+vrWWPv/76a7+UIT7b17G9csLKM40c8Xic7dpdyLUSF4xIXc8tp23a7oSrtOI2CTcyBGwSa+hLMs6eAdw5ZJcejwhdFrB6tIMPrWxPGVym12+EP/+zEH+sr+FBTk2jra5cdoMRGUshn683c21ywq4dW0xq0syMBm01Hd6uPrHbw4WPJU7rZwYUlil1YgJJwAFsWyf0iwLb41xfC9e4OSNY4nj8hBL2azItlHd2k9+uolXvnLxWSnvd/lCWAxa9KdRFf5OTSeBSJS1ZZnYjDoefOkorxxppzjDzCMfXz1hplYwHOXh147zo1dr2FCRxb9dvYilQ5p4B8NRtlS3cdV540t1zEVmVGp4Eju/CvgRoAUek1LeP9P7VEwvVsM45fkyVrY+QGmWhX5/mHKnlfY+P8WZZix6HX8/1AbA4vw0frKlhuf2tfDEZ9ZRkjk5sa2ZJN2s50e3ruCq8/Jo6fVx2aJcypxWpIzNPYSjcpSGS5nTyndvWsrexl6WFaXzwIvDxewiUcn8HCs17THHv6Ysg6YeHyUZFkKRKL5QhBOdHhp7fDT2+FhbloFGCI6c6qMv3kR8fXkmbxzrZF1ZJs29sQbYDouedJMOu0mPNxSr2K1u7UenEfz4tpVnTb/lTO4W9DoNn/6fHSwvcvDLT67lkqocfrylhsOn+jjZ5R1XHTMYjvL1Zw5wrM3NmtIMstOMLBmhiGrQac5JBz8RMzqSF0JogWPA5UATsAO4TUp5ONH2aiSfevhDEW546O1x5WaHNoReVpg+TJXRaTPQ7w9RnGmlpt2N3aSjzx9mbVkGOXYTD98+Nzr6NHR5uej7rw1bVu60YjNq6feHsZv0k+oydV6BnW5PkB5vCINOQ58vhASMOg3lTisd/QGKMy3sbRxeTfv9Dy/jI2uKp/NfmhEONrv48CPvUO608etPruFrTx/g9aMdPP/lTQllrCNRyY76bh7fVs/zB1pZWexgX1Mv2+/dPExa41wnmTH5dUCNlLJOShkEngRumOF9KqaJaFTy0Z9vG9PBpxl1zMu2AnJQdEqrEcNywPPSTWg1GgrTzawqcVCQYWZ1aQbH2vp5rbqdujnSJNwdCLG8KJ2N87PYOM/JyhIHTpsBfyhKlyfIoZbJtREMRSQtLj++UExmYUFuLLsnEI5S3dpPlyc4bNIx02rgF59YMyscPMRaSz7ysdU0dHm481c7WJJv54YVBTz48tFR2751vIPfv9fArY9u5/kDrZRlWdjT2EtUwlM7R8siQGxyGOBYWz+egOr9CjMfrikEhn4bTcD6Gd6nYpq45+n9CAHZNiPdngAje4IXZJhp6vZS2xFhfVlmTFu9ycXQzL+jrf1oheCN4x0J91HT7p4TXacaun2xcEtLHz2+EKtL38/Kqcyxcbx9chezofo55U4LteNcBC+c7+SHt66YsGgo1bhkYQ63rC3mV2/XU93az+aqbO69erjm/CmXj688tY9yp5WqvDTa+vzDWhKe6PTS7w/x23cbaO7xUe600trn54rFuawpy+Sv+0+h0wi+vLly5O7POWbaySeaSRnmKlQj79Rk18luntr5frepnDQj5U7rsNRJg1YzqIL4bn3ilMpQRBIaQ3NRI2JSsX3+MCuK06lw2obF92cTrx9tZ8+QEMrQSVf7JOPXBQ4TLb3vNzLJsho50Tm6KbgALlqQzX/fuea0Jj5TiS9eMo83j3dS0+7m1eoOrl/hGlbEZTHo6PEGaT+ROIX0G9cuxh0IU+G0ctemChq6vZRmWgbPn4sqnYM5+O5AmHdqOsm0GlhdmjHrpDimykyfIU3A0PvIIqBl6AZSykellGuklGuys5XmRKrw5HvDb4ctBi07T/YMpk0Ckw5BjEVUwgsHW/nGswe57MGtnP+fr/L9v1fPyrL0kTorp+LOekGujcOTPE5FDjObKp1kWQ3YzTpa+3ysKB7dv9Rq1PHgLctnrYOHmErqAzcvHXz9788cpGfISD3drOdrV1Uleitfv2YR6RY9W6rb+fdnD3Lbo9tpdfmHDRDWlGVijxetPX/gFN/+y2E+/Mi2wWyvph4vrx5pwxuc+yGdmR7J7wAqhRDlQDNwK3D7DO9TMQ18aFURb9d00ukOsLzYwbE2N5GoZPfJHhbk2giEo+TaTcOaVJwpA2mI7f0BHn6tlvpOL1ajlg3zsjDrdawvzyQjRdItx+Lr1y5mR30PmVYDnkB4MOfepNPiG6NwaiQWg46olINhiT5fmKYeP1V5afhDEeq7vCzMTeNHt65I+Q5ck2F1aSa3rSvm9+810ucPc8vPt/FfH10x2Jj7+hUFPLevhdp2N6GoHKwAXl8ey9V/6VAbeXYTLS7fsElblzeESa/hr/tPkWkzcPOqIrLTjNz/fDUvHWqjpdfHF36zi1BEkm7Wc8XiHC5emMMVi/MwjCEqtOtkD/NzbDNWgzCTzKiTl1KGhRB3A38nlkL5SynloQnepkgBth7voLXPz5qyzGGOPByVHGtzY9BpKM+amfTHvx2ItQMeCBfZTTr+v5uWcl28jD0VcdqM/P6u87nvmQMciGfR5NlNNPVOXlLYGwwTSnAXU93aT0mmhZw0I5+/uGJOOPgBvnPDedR3etlW18XxdjetLv+gk89JM/Hc3RfS6w1i0mt58WArJ7u8LMqPhWE+c2E5O+u7ebu2izeOdQzKHFS39lHqtLC+IhN3IEyPN8iF851cvjiX3Q09/PDVY4Nd01y+EC8cbOWPu5qxm3RsXpTLlzdXUj4inXNxfhp/2t3MdcsLZp2jV8VQilEEwhHWf/dV0kw6OvoDo0r415dnsq+xd7Cy82xx69piLpjvHPwxpyLbajv52eu1nOjyEAhFT0t3fU3p6KKyoWycn8UTn14/a+ctxiIUifLDV47x8Gu1PPuljSwfowp4JDvru3ntaDsfXl3Mr94+wXduOG/ifYUjuPxhntnTzM+31tHRH8Bq0A7rsGU36djyL5fgtBnp9sSqid+t68Kg03Dz6iJ6vSFyUyx9c7wUSuXkFQn530/u4Zm9LaOWj9cW72yx/d7N5KWn1o9sACkln318Jye7PCAhy2aclM4PwHmFdg429425/uPnl/KdG5bM2YnDA829/PS1Wow6DXddVMGSgnRqO9wUOsyY9KPlHaSUyHgxnpRyUsflmT3N3LiyEICXDrXyuSd2YdFrhjV+ATDrtXzzusUUOMy8drSda5cVsLo0Jq/8Tk0noajk/IpMjLrU0GRKasWrYnby4C0r8IeivHioddjyAaXDZHKw2ZWyTl4IweaqXP7tzwcAaOj2kp9uwhuMUOAwYTXoqG7tx50gh/tgcx+rShzsbkjcNvBPu5u475pFCR3eXGBxfjqf3VTOE9tO8q3nDtHeH6Ch24tRp+GBm5exvMgxrCpWCMGAX5/she+GFe/fBYbjobGhw9ycNCNpJh21HR6cNmPChuIXzHcSDEdp7PFijn8XIyuiUwnl5BUJ0WgE37lhCVuPdwxvSJ0Co8hElZGpRFX++/K7wYikvc9PRL6fAz8v24q7Y7iTtxq0LMhNIxyRrChycLCll5HRMN0cC9OMRKsRrC7NZHVpLINLSsnxdjcnu7z4QxEe33aST20so9Md4LWjHdy8qpC3a7qwm3UUOswsK3LwwoFTNPf6+Mia4oTaSEMvBia9hr/cfSHPH2jh0TdPkG7W89bXLsWg0/Dd549w1xM7efKu81kfF2UbikGnGZTRrml3s7cx1iA+FbXslZNXjEmO3cTt60p47K0Tg8sOtfSxvjyTYCRKXYcbly/mrFYUO+j3hwa10GeKf758QUqPmiAmQTCUkUVkiSbujHrtsDz7hXlp2E26wYIqgD5/mP+3q5GPnV82rfamKkIIFuSmDWrWD0y8F2daWBnvUyyRXLsstvyrf9zHdcvzuWZZxaRG9pdWxdQqlxal869XVeEJRgaza/71yoUEQhG+9Ls9fHnzfG5bVzJmyqrZoKXTHeBUr4+iCRrKJAMVk1eMS3u/n4u/9/oouWGAdWWxwpL2/gAnOj2sK8/gvRNjTxxOlS9cPG9UG7pUZTzlzmWF6Zj0GnyhCDXtbnyhKBVOK3VDVCxz7Ub0GkGHO0ggHCXTqqc4w4JOq+FPX7zgbP0bs4rx4vLVrX2UZFqwjCG21+cPcaDJxcb5zlHr6js95KWbJgyT7W+KjeaTMWeiYvKKMyYnzcRdm8r58ZaaUeveq48VRw1I7Lb0+FmQa+NEp4fQyOHrFJmfY+OfLp8dJerBcDRhA+8B9je70ApACPLSTWSY9Rh1GlYUOwaFx9JMeqSUMQdv0dPrDdHtcWHWa8d1Zjvqu1lblplw3VxnrGOypbqNd09087f9p7hkYTY2o55Nlc5hDv216nb+tLs5oZMfTx1zKMuKJpcVdLaZvSVzirPGP3xgPtlpE+ujNPX6ONbmJifNyLqyTPKnaXI03aznN59ZnzKZDBNx/wvVw5qNjGRNaQaFGRYiUUlzj4+DLX3sHdG0JNNqoNcbwmkz0O19vyWhLxQhMEbq6t7GXu56fOe4bQPPBaSUg1XT79Z18elf7+Tnb9TR1OPjN9sb+NuBFipzh+slHWx2sfVYB219/kQfOatRTl4xISa9lmsSNPeGWN7xSJp7/bxX303OJC4Mk6HAYU7ZbJqRRKKSP+xoGHcbdyBMQ/dwTZpIVLK7oZeqvDTWlWXQ6vKNWWHZ4w2OWtbpDnD373bT6w3F0jfPUXad7OHKH27lmh+/ycFmF999oXrUNp+7aB45aYnPp397+gC7xqlVOB3a+/ykQjh8zoRrAuHIrBnpzUa+ed1iKnNtPPBC9WBTC4Aeb2jM90zX+R2Jzp6R6fa6rmGFNafDymIHVqOOmvZ+WvsCGHXaUS32FuXbyR3ioNyBMK9Vt/Ofzx+hxeWnJNNCr2/s72Qu09Tj5RP//e7g8b/2J28l3O4XW+uwm3Rcv7xgMMQzIAz3anX7oJDZVOn2BpFSkps+caJAMBwdU1JhqswZJy8SCl4qpgshBHesL+WD5+Xz6NY6fv3OCfyh8U/MgdjzqiGyu2dChXP2SBG39PpYXZJBu9uPyxdCKwQCQZ8/OCwl0mLQImDQIa0vz2RHfTdRCfp4i8RdJ3sojGcS6bWCa5bm89WrqgYrXiNRyXU/eWtY28FCh/mcjMk/8kYtLx1qndQFtqHbyz8+uZfn9rZw79VV5NpNvHa0fXD9G8c6cPlCU5YvqMqz0+Uev6ZESkl7f4A9DT0z1tVqzjj5mboKKoaTaTVwzwerWFOawePb6zkxQcpkRMLehl7Mem3CDJ3JsLFy9GRYqlLmtLKrYfQFrdBhJsduxG7SA5IMix5/OIrNoKM/EB5WFRuKyMF86+bemFb6459eR/GI9DxPMDzMwQNcOIuO1XThDoT52eu1w7T4J8Or1e28ebyTDKt+WC1Ie3+AA02uaTmWWRNo/R9odvFadQf/eNnMJRUoz6g4Iy5bnIvNqBtTwyPTYmBZUTqrShwUZZjP2MEDbJw3uhglVVlbFlNWHElzr489Db14g2HeONbJtrpu9jT00tTr48ip0VIGA3MdmyqdPHv3xlEOHsBu0nNe4fDCsCuX5E7TfzI78Ici/NMf9p62gx8gGEmcCfVfrxxjf1PiyuPpZFmRY0YdPCgnr5gCTpuRYCRxvNxu1rG/ycXuht6ElYeT5fb1JbOuc9QnLygfc93IeYoTnR7KsiyD2ucDDMgT/8eN58VH/6PxBsN0DJGYWJxvZ35OWsJt5wpSSvY29vLE9pPc9NO3Wfmdl3n5cNu072fXyR5ufPhtntqRuM3geLxT28n2usQ1EslgSk5eCPF9IUS1EGK/EOLPQghHfHmZEMInhNgbfzwyPeYqUgmNEBw51UeaSUd2mpGcNCMWg5biTDMnh2SP9J9hr02NgM9eOLbDTFUW5qUlHM3n2o0J72iOtsVaIJZlxUbrq0szBptb/O7dsTN1HtpSM2wUes2ymYnppgqHW/r45K92cOPDb/PvzxxkT0PvlO4QJyIq4ZvPHcI1TnJBIjZUZMUuRNvqUyK7Zqoj+ZeB86SUy4BjwL1D1tVKKVfEH1+Y4n4UKUhTj5dQRLIwNw0N0NEfINtmpKs/wKK898MIx9rcmPVaVpVMrlgkP93E5qocfv2pdbNuFD/AFy+eP2pZWZaVQy2JVSYNWg1d7iAGrcDjf9+pjCc9PDKV8vLFczdU4/KFuPGnb/PGscS9gmcKXyjC5gff4NgYzewTIYTgCxfP45plqSGJPSUnL6V8SUo5MEzbTqy9n+IcYWDSLxKVtPUHkMDJbi/eUJRjbX2sK88kLx6z94UinOzysqZs7NS0a5bl86tPruWdey7lvz+5dpT632zidDIz1pdn8l59N/2BMMGIJG3Ie8erD7h4Qc7g8+JMM5U5s/OCOBl2n+xJWpFXpzvAf/ztCP3+0xvRZ1oNKSELPZ0x+U8DLwx5XS6E2COEeEMIsWmsNwkhPieE2CmE2NnRcXav0oozJxSJ0tDtJTvNOExYa4BwFN470U23J8DauGPv8gQJJLi91gj42R2rePj2VXygKiclfhhTJd2ipzRr+GSpTiMYSAJbUpCGVsC6eOrkUKJSUpWXxk/vWMWPPrpizH1smJfFDSsKuHC+k/+8admcOG5jsbjAjsWQvDqYrcc6+MQv35uV/YcnTKEUQrwC5CVYdZ+U8tn4NvcBYeC38XWngBIpZZcQYjXwjBBiiZRy1L2qlPJR4FGICZSd2b+hONu09wcIRST6CaRVgxE5bLLRpNeyojidvY3vN7e+YnEeHxyjonY2c/GCbB7fdnLwdTgqWVKQjlGvHWypOLJHbmWODX8oyh3nl3L1BMck3aznR7eunH7DU5ATnR7Meu1w2euzzJ6GXqpb+1hSMLq5eiozoZOXUl423nohxJ3AtcBmGZ9lkFIGgED8+S4hRC2wAFASk3OElnjv0qJMCy2u8fU+3IEw68ozkTIa0whvG67rIpmb1/ZrlxUMc/IA+5pcY2wd40SnhzKnlYJZIuNwtlhTmoHFqCXZig1tff5Z5+Snml1zFfA14HoppXfI8mwhhDb+vAKoBOqmsi9FavGnXU1U5thGjUQTUd3az876biJR2Hmyd1hVolYjuHFF4UyamjTWlWfy7euXsL48k8ocW8JuUAMsK0rHaTMQjkqC4ShrSs+9qtXx0Gk1fP6ieck2Y0qV28liqjH5h4A04OURqZIXAfuFEPuA/wd8QUo5uUaXilmBOxDGYZn85OIF87IStrX7yuUL5mSoZoDb1pXQ0R/geLt7zMyaBbk2Grq9ZFgMFGWYee7ujaSfxrE9V/jw6uTndWxI0CUq1Zlqds18KWXxyFRJKeWfpJRLpJTLpZSrpJR/mR5zFalCbYdn0jnK87KtvFXTxcoSB8WZ74s1rS3L4K5NFTNlYkpg0Gn4jxvPG3ebY21uIhFJY4+XB29ZgcNy5sVjcxmTXsuFCfTex0OvFaQZp0+9ZaRE8WxgzmjXKM4uTpuBHs9oydtEZFoN1HZ42NPQi14rWFniIM9u4r8+uuKc0BxaW55JTppx3AboOq3gV59az5pzUFzsdLhiSS5v1XSOud5pM3Ltsnyy04xcvCCbxfl2hIB3T3Tz1vFOHnurDn/ozFIxN1RkkT8JRclUQzl5xWkjpaS6tZ/SSfazHKoQGopIsm1Gvn39kgnbqc0VdBoxrMGzXitIN+vxBCLkO0xctiiXz15YTs4YOkCKGNGoHCUXoNcKTHotgVCUW9YW8a3rlqBL0Iv1/Ioszq/IojDDzL1PH2B5sYNQOMrhBLpBiahwWvnVp9ZOy/9xtlFOXnHavFXTSUd/gIpJtkUrzbJwYaWTXSd70GkE93yw6pxyaEIIfnLbSp7YfpLLFuVyUWU26Rb9uG38FIlZX57FgWYXeo2Gz26q4Na1xQgR0wTSTJDOC7E5kvpODzetKuTepw9Mer//+/IF0zIoae/z0+kOsrjAPvHG04Rq5K04be56fCcvH26jLMtCfZd34jcAP71j1YR53wrF2SIUiVLf6eGBF6t55Uj7uNsuyLXxty9vQp/gDuF0kVLyjWcPcd3yAtaVT19obrxG3nM/IKqYVqpb+9hS3c6qEsekHTzAqxP8kBSKs4leq6EyN40f3roSvXb8O4BLFuZMi4OH2F3dt69fwjN7m3n1yPSrZyZChWsUp8W7dd1EonJMieGRaARsqszm69csmmHLFIrTx2bU8YtPrOEPOxrZdbKHAocZvVaw82QPn72wnM2LclkyzaEVjUagFYKvPLWPDRVZnFdo5+5LZ05TXjl5xWlREG9HN1GUb6CTUa7diMWgTjNF6nLJwhwuWZhDNCqJSIlOI2jo9lKaNbk5p9OlocvL3w+14vKFsBi13LhyZosBVbhGcVr8ZV8Leq3gaOvorASDToPNqMOo07CsKJ1yp1U5eMWsQaMR6LUaDjb3kZ9upqbdTWiSd6yTZXdDD/kOE/ffvJR0s55/uWIhRRmTy1I7U9QvUHFaHI03s0gkxre8KJ3H7lyLxaCdthimQnG2eWRrLS8ebCUSlbz5rx9I2HrxTKjtcHPnL9/DbtLz0O0r+c1n1g/eGc8k6peomDS+YIRrluWzqiQjoZPf1+Tid+82oFVpgYpZzGcvLCcqJVcvzaMoY3qccGO3ly/9djeBcJTv3LCElSUZLC06O0JnaiSvmDT+UIQlBXYefPkY87Kt1HYMlwT82PpSvnhJ8kWkFIqpsLIkg7e+dikF6aYp1zG09/n52Ru1/P69BnLSTPzHDedxaVXOxG+cRpSTV0ya7XVdfPG3uwEw6t4vDLEYtPzj5kquXJKo7YBCMfsonIYwSn2nh1t+vm1QzuK+axYl5TcyVanhbwkhmoc07L56yLp7hRA1QoijQogrp26qIpn4QxF+G28qrdUIGoYIe8/PsfHxDaWUTbICVqE4FwiEo9x5QRkXLcjmezcv44ok9eCdjpH8f0kp/+/QBUKIxcCtwBKgAHhFCLFASpm8ti6KKWHSaynJskANrCh2sGtIg+n9TS423r+FLf98CRlWpaCoUAAszEtjYV4aX/pAcu2YqYnXG4AnpZQBKeUJoAZYN0P7UpwFTnR6+N27DRh0GsIj0spy7UZ+/al1ysHPAfr9IZ7a0UjHOIqZitnFdDj5u4UQ+4UQvxRCZMSXFQKNQ7Zpii9TzFIGSr+rctOGtbArdJj53oeXs7zYkSzTFNNINAp6nWASWl+KWcKETl4I8YoQ4mCCxw3Az4B5wApizbt/MPC2BB+VsEZSCPE5IcROIcTOjo6OM/w3FDNNocNMVV4aB1tcrB8irPS/Lp3PxQuyE77nZJeHd2o62VJ9djQ6FFMn3aLnppVFZNmMyTZFMU1MuZH3AEKIXwB/jb9sAoqHrC4CWsb4/EeBRyGmQjmZfSnOPkIIrl9ewEOv1bC/2cXyonTKnFZaen1Eo3KUzKuUkn1NLvQaMWPl4QqFYmKmNPEqhMiXUp6Kv7wJOBh//hzwOyHEg8QmXiuB96ayL0XyufOCMkIRyd7GHiwGHTvre6jv9LBhnpMN84b3vhy4KCgUiuQy1eya7wkhVhALxdQDnweQUh4SQjwFHAbCwJdUZs3sx2rU8eXN83npcBv//dYJOt0BzAYt979whMocG9cuL+CShWe30EOhUIyPahqiOGP8oQg76rvJshqpykubVGcehUIx/YzXNERVvCrOGJNey6bKxJOuCoUiNVACZQqFQjEnrl7bAAAPiElEQVSHUU5eoVAo5jDKySsUCsUcRjl5hUKhmMMoJ6+YcZp6vNPeRk2hUEwOlV2jmHaC4Sh1nW7c/jD7m1z4wxHuWF9KulmNKRSKs41y8oppwxeM8MNXj/HqkXb++PkNVOUZWFOWOfEbFTNGJCrRCKbc4WgmaerxYjfrsZv0M74vdyBMq8vH/Jy0Gd9XqqCcvGLK+EMRHnuzjke31lGVZ+dDqwqxGtWplSyOtvbz0Gs17D7ZQ4vLh1YIypxWfvjRFZxXOLN9RRu6vOyo7+ZDqwonvLC0uvz8ZMtxntzRiE4juG1dCZ+8oAyHRY83GKGl18f2ui5eO9pBc4+PcqeVO84vwWkzsqokA4MudmfY1OPllcNtWIw6Mi0GOt0BTHotWTYDjd0+mnu9BMNRvMEIx9vcdHkCPHzHKjItBgLhKP5QhGAkipSg0wocZgN56aYZPU5nE1Xxqpgyj2+r5xvPHuKrVy7kHy6Zl9KjxrlGe7+frcc6ae/3s7ehl221XfQHwmNuv6TAzqJ8O9cszSfDamBLdTu+YJgyp5WCdDNWo45VJQ502rFDa1JKGrt9PLevmZcOtyEldHuCuANhPIEw4ajEYdGTZtLhC0axGLR4AmFKsiyEIlG8gQi+UIQebxB/6Mzmagw6DUUZZgSxXgeJGstPha9euZCPrC4ixz47nP14Fa/KySvOiD0NPXgCEdZXZPKVp/bxl30tlGZZ+Pj5pXx4dREOi2ogMhWqW/v4wUvH2DgviwsrnThtRhwWA7Udbl453MY7tV3Udrhp6vFN+76/cvkCvry5MuG6k10ePvf4Lo629U/7flORQoeZcqeVQoeZkiwLQkBTj4/rlxewpjRj3Ivh2UQ5ecW0s/I7L9HnD/Pdm5Zyz9P7GXoaLc638/Q/XIBJrx37A+YA/lCEQy19vHuiC6tBxzXL8sm0GPjrgVPUdbhZlG/naGs/Xe4A4ajEbtaTZTVw48pC7CY9nkCYqJSEo5KWXh91HR6213VR3+Vhb2Mvocj7B9Ws17K8OJ19jS58oZnT+rt9fQmf2FBKVZ4dgPY+P/e/WE23J0iry09dp4dgWGVKAWgEZFoNrK/I4rpl+VxalTsYQjrbzJiTF0L8AVgYf+kAeqWUK4QQZcAR4Gh83XYp5Rcm+jzl5KdONCoRMzTRdqLTwyuH2+jyBHnkjVoAyp1WPrKmiO+9eHTYttcszefhO1ZNuw0zwcFmFweaY81QjrX189LhNq5fXkAgHKW5x4cnEGZVaQbNvT6OtvbT1OOltsNDbYd72MUtzaTDYtDS1jd+6zyDVkM4Gp32EMN0sLkqh0c+vhq9VsPLh9v41nOHaO6d/ruFuYhBpyHbZkSjiX3HWo0gy2qkMtfGsiIHm6tyZqxF5owJlEkpPzpkJz8AXENW10opV0zl8xWnx/G2fvY1uXi3roscu5FChwWdVnDl4jzSLcMzF6SUnOj0UJFtm/Tnt/T6iEpJrt3IR1YXUZxpYUWRA3949MjyjWMd9HiCKdv3NRSJcqilj7/ua+HX79QTHuFxn97dfNqf2e8P0+8fOx4+QDCFawZa+/x849mDdPQHeLW6nRS60U95guFogguim211XRSkt7G8KD0pv4dpSYEQsWHjLcCl0/F55wpHTvXh8oWoykvDYTHw5z1NdHtCVGRbOb88ExCYDVp6PEHqOt2sKskYd4T+1/2n+NGrxwdfz8u2cvPqIp7c0UBrn5+GLi+9vhDFGWZOufy8e6Kb0iwLeq2Gqrw0SrMsZFgMlDutbD3WQSAcxaTXUpRh5qIF2eg0Ao0Q7G3spdXlZ1dDDz97vTZh+MAbDHPkVB8XzHfOxKE7YwLhCP/0h728cqRdhR0ScKilj0Mtfck2Y85Q6DCzpiyDf7liIcWZlqTYMC0xeSHERcCDA7cL8XDNIeAY0Ad8XUr55kSfM9vCNZGoJBKVGHQauj1BWnp9BMJROvr9HG11c6jFRUO3F7tJjzsQxmzQkm7W4w2G6fOFSTfrsZt1g7ftWiHQaGIjwj0NvbgDYdJMusHR4VVL8tBoYEFuGmVZVqry07DodXS4A/T5QpgNWjKtBnad7OHepw8k5ZhUOK188ZJ5rCh2UJmbWrnILm+Il4+08cT2k+xr7E22OYo5zGWLcvnqlQuZl209K5OzU4rJCyFeAfISrLpPSvlsfJufATVSyh/EXxsBm5SySwixGngGWCKlHDVEEEJ8DvgcQElJyeqTJ09O/j9LIqFIlAsf2EIkKhFC0NE/fhx2LpKfbmJVaQYLctIoc1qoyrNTmWNLWvOQSFTS5QnQ7Yml5nX2B6jv8nDkVD/7mnqpaXcnxS7FucWvP7X2rHdIm1JMfqJG3kIIHfAhYPWQ9wSAQPz5LiFELbAAGDVMT7VG3u5AmF+/fYIyp5U+XxiXL8TG+VlEJTR0eznU7OKd2i5q2t0zmuWQSpQ7rWyqdLKyxMGK4gwi0ShajYZChzlp2QQQq7Dd09jDOzVdPH/gFA3d3lGxdYXibGLQaihJUlhmLKYjJn8ZUC2lbBpYIITIBrqllBEhRAWxRt5107CvaWdnfTfv1XdTlGHhkoXZ2E16hBA8urWO/U2uiT9gjuOw6LlpZSEOi55uT4g0kw6nzThtn9/lDvCTLTVUt/bR6w0xL8fGR1YXjTkSevlwLNxS1+GOTwRPmykKxZQJRqJ87LF3uWFlIcsK0/ng0vxkmzQtTv5W4Pcjll0EfEcIEQYiwBeklN3TsK9pZ0Wxg7pOD68fbedQs4uvXrmQL31gPl/6wHxqO9x09gfo84fp8QYJhCL0eEMcanGxu6H3nAjRSBlLDbttXQn604gtSik50OyiKs+ecLQfCEfYcqSdbzx3aNhxrG7t5+VDbez75hWYDaPz7LUaWFpoZ2WxgwyLHqtRR02Hm5+/kZJjCMU5QqbVwDevW0xOmol0s56SLAu2FJH2UMVQY+AOhJFSEpUMTmo6bUa6PUH2N/XywoFW/rCzMdlmnjXSTDoW5KaRYTFQnGlmQW4ay4sczM+xYdBpCIQjPH/gFDXtbuwmPb2+EO/UdPLTj62m0GEe/JxoVHL/i9W8U9tJIBTFoNPgtBkpcJgpzjQzL9vGkgI7hQ7zqEyiUCRKq8tPa5+fbk8Qly9EjydIW1+AFw6e4pTLf7YPi0KBRsBDt6/i6iSO2lXF6xkQDEfZ19TLS4daefN4J9Wt/cMyXRQxdBpBrt2E3awn06onzx5z1gtz06jKt1OSaUE7ZCJWSkmLy09jt5eGLi8nujz4QxGkjDUGTzPpyE4zYtRp+POeZmra3USjkmAkSpcnqPK2FSmJRsAnNpRx+/oSKnNsZ12/STn5KRCJSj722Ltsq+tKtimzkkKHmbs2lXOi08PBlj6OtvbjHkdAS6GY7ThtBlaWZLC0MJ1yp5WlhemUOa0zus9zwsm7vCH+uKuRogwzTT0+jHotJZkW3jreQUc8rp5lNbC2PJPlRQ7y0k3YTboJr7iRqKS+y0O3J8iehh72Nbro8cZCBeGIJCIlgXCExm5V+q1QKEZj1GlYVZJBhlVPSaaVFcXpdLqD9PlD5NlNlGZZKM2yTimhYcZkDVKJJ3c08J8vVE+43R93DSYBYdBqKHCYKMmy4rQZsJv02E06JNDeF6DbG8Sg02A1aLEYdGRaDVy+OBeTXkury8epPj8dfQFOdHmUk1coFAkJhKMTRgKcNiM7vz5utvoZM2ec/JkQjESp7/JS3+VNtikKhUIxI6SGGLJCoVAoZgTl5BUKhWIOM2fCNedXZHHf1YuSbYZCoVCcNqYEhX/TxZxx8suLHSwvdiTbDIVCoUgpVLhGoVAo5jDKySsUCsUcRjl5hUKhmMMoJ69QKBRzGOXkFQqFYg6jnLxCoVDMYVJKoEwI0QGkepNXJ9CZbCMmgbJz+pkttio7p59Ut7VUSpmdaEVKOfnZgBBi51hqb6mEsnP6mS22Kjunn9lk60hUuEahUCjmMMrJKxQKxRxGOfnT59FkGzBJlJ3Tz2yxVdk5/cwmW4ehYvIKhUIxh1EjeYVCoZjDKCc/BkKIjwghDgkhokKINUOWlwkhfEKIvfHHI0PWrRZCHBBC1AghfizOUsv2sWyNr7s3bs9RIcSVybZ1yP6/JYRoHnIcr57I5mQhhLgqbkuNEOKeZNszFCFEffx73CuE2BlflimEeFkIcTz+NyNJtv1SCNEuhDg4ZNmYtiXrex/Dzllzfk6IlFI9EjyARcBC4HVgzZDlZcDBMd7zHrABEMALwAeTbOtiYB9gBMqBWkCbTFuH2PYt4F8SLB/T5iSdB9q4DRWAIW7b4mSfn0PsqwecI5Z9D7gn/vwe4IEk2XYRsGro72Us25L5vY9h56w4PyfzUCP5MZBSHpFSHp3s9kKIfMAupdwmY2fD48CNM2bgEMax9QbgSSllQEp5AqgB1iXT1kmQ0OYk2rMOqJFS1kkpg8CTcRtTmRuA/4k//x+S9N1KKbcC3SMWj2Vb0r73Mewci1Q7PydEOfkzo1wIsUcI8YYQYlN8WSHQNGSbpviyZFIINA55PWBTqth6txBif/x2eeC2fSybk0Wq2TMSCbwkhNglhPhcfFmulPIUQPxvTtKsG81YtqXicZ4N5+eEzJnOUGeCEOIVIC/BqvuklM+O8bZTQImUsksIsRp4RgixhFjYYyTTlrp0hraOZdOM2jq483FsBn4G/J/4fv8P8APg02fLttMg1ewZyUYpZYsQIgd4WQhRnWyDzpBUO86z5fyckHPayUspLzuD9wSAQPz5LiFELbCA2BW9aMimRUDLdNgZ39dp20rMpuIhrwdsmlFbB5iszUKIXwB/jb8cy+ZkkWr2DENK2RL/2y6E+DOx0EGbECJfSnkqHpprT6qRwxnLtpQ6zlLKtoHnKX5+TogK15wmQohsIYQ2/rwCqATq4ree/UKI8+OZKp8Axhphny2eA24VQhiFEOXEbH0vFWyN/8AHuAkYyGxIaPPZtG0EO4BKIUS5EMIA3Bq3MekIIaxCiLSB58AVxI7jc8Cd8c3uJPnn4VDGsi2lvvdZdH5OTLJnflP1QeyLbSI2am8D/h5ffjNwiNgM+27guiHvWUPsZKgFHiJebJYsW+Pr7ovbc5QhGTTJsnXI/p8ADgD7if1w8ieyOYnnwtXAsbhN9yXbniF2VcTPw33xc/K++PIs4FXgePxvZpLs+z2x8GYofn5+ZjzbkvW9j2HnrDk/J3qoileFQqGYw6hwjUKhUMxhlJNXKBSKOYxy8gqFQjGHUU5eoVAo5jDKySsUCsUcRjl5hUKhmMMoJ69QKBRzGOXkFQqFYg7z/wPxJVQPA7gNBAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "countries.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `.crs` attribute is given as a dictionary. In this case, it only indicates the EPSG code, but it can also contain the full \"proj4\" string (in dictionary form).\n", + "\n", + "Possible CRS representation:\n", + "\n", + "- **`proj4` string** \n", + " \n", + " Example: `+proj=longlat +datum=WGS84 +no_defs`\n", + "\n", + " Or its dict representation: `{'proj': 'longlat', 'datum': 'WGS84', 'no_defs': True}`\n", + "\n", + "- **EPSG code**\n", + " \n", + " Example: `EPSG:4326` = WGS84 geographic CRS (longitude, latitude)\n", + " \n", + "- Well-Know-Text (WKT) representation (better support coming with PROJ6 in the next GeoPandas version)\n", + "\n", + "See eg https://epsg.io/4326\n", + "\n", + "Under the hood, GeoPandas uses the `pyproj` / `PROJ` libraries to deal with the re-projections.\n", + "\n", + "For more information, see also http://geopandas.readthedocs.io/en/latest/projections.html." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Transforming to another CRS\n", + "\n", + "We can convert a GeoDataFrame to another reference system using the `to_crs` function. \n", + "\n", + "For example, let's convert the countries to the World Mercator projection (http://epsg.io/3395):" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# remove Antartica, as the Mercator projection cannot deal with the poles\n", + "countries = countries[(countries['name'] != \"Antarctica\")]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "countries_mercator = countries.to_crs(epsg=3395) # or .to_crs({'init': 'epsg:3395'})" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "countries_mercator.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the different scale of x and y." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Why using a different CRS?\n", + "\n", + "There are sometimes good reasons you want to change the coordinate references system of your dataset, for example:\n", + "\n", + "- Different sources with different CRS -> need to convert to the same crs\n", + "\n", + " ```python\n", + " df1 = geopandas.read_file(...)\n", + " df2 = geopandas.read_file(...)\n", + "\n", + " df2 = df2.to_crs(df1.crs)\n", + " ```\n", + "\n", + "- Mapping (distortion of shape and distances)\n", + "\n", + "- Distance / area based calculations -> ensure you use an appropriate projected coordinate system expressed in a meaningful unit such as metres or feet (not degrees).\n", + "\n", + "
    \n", + "\n", + "**ATTENTION:**\n", + "\n", + "All the calculations that happen in geopandas and shapely assume that your data is in a 2D cartesian plane, and thus the result of those calculations will only be correct if your data is properly projected.\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's practice!\n", + "\n", + "Again, we will go back to the Paris datasets. Up to now, we provided the datasets in an appropriate projected CRS for the exercises. But the original data actually were geographic coordinates. In the following exercises, we will start from there.\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Going back to the Paris districts dataset, this is now provided as a GeoJSON file (`\"data/paris_districts.geojson\"`) in geographic coordinates.\n", + "\n", + "For converting to projected coordinates, we will use the standard projected CRS for France is the RGF93 / Lambert-93 reference system, referenced by the `EPSG:2154` number (in Belgium this would be Lambert 72, EPSG:31370).\n", + "\n", + "
    \n", + "\n", + "**EXERCISE: Projecting a GeoDataFrame**\n", + "\n", + "* Read the districts datasets (`\"data/paris_districts.geojson\"`) into a GeoDataFrame called `districts`.\n", + "* Look at the CRS attribute of the GeoDataFrame. Do you recognize the EPSG number?\n", + "* Make a simple plot of the `districts` dataset.\n", + "* Calculate the area of all districts.\n", + "* Convert the `districts` to a projected CRS (using the `EPSG:2154` for France). Call the new dataset `districts_RGF93`.\n", + "* Make a similar plot of `districts_RGF93`.\n", + "* Calculate the area of all districts again with `districts_RGF93` (the result will now be expressed in m²).\n", + " \n", + " \n", + "
    Hints\n", + "\n", + "* The CRS information is stored in the `crs` attribute of a GeoDataFrame.\n", + "* Making a simple plot of a GeoDataFrame can be done with the `.plot()` method.\n", + "* Converting to a different CRS can be done with the `to_crs()` method, and the CRS can be specified as an EPSG number using the `epsg` keyword.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + ".. .. ... ... \n", + "75 76 Combat 38988 \n", + "76 77 Belleville 35773 \n", + "77 78 Saint-Fargeau 42087 \n", + "78 79 Père-Lachaise 42332 \n", + "79 80 Charonne 62901 \n", + "\n", + " geometry \n", + "0 POLYGON ((2.34459 48.85405, 2.34459 48.85405, ... \n", + "1 POLYGON ((2.34937 48.86058, 2.34822 48.85852, ... \n", + "2 POLYGON ((2.33947 48.86214, 2.33912 48.86148, ... \n", + "3 POLYGON ((2.33194 48.86491, 2.33135 48.86399, ... \n", + "4 POLYGON ((2.33632 48.86797, 2.33587 48.86700, ... \n", + ".. ... \n", + "75 POLYGON ((2.38834 48.88057, 2.38950 48.87955, ... \n", + "76 POLYGON ((2.38323 48.86710, 2.38314 48.86708, ... \n", + "77 POLYGON ((2.41381 48.87081, 2.41383 48.87066, ... \n", + "78 POLYGON ((2.39536 48.85670, 2.39444 48.85657, ... \n", + "79 POLYGON ((2.41602 48.84675, 2.41599 48.84661, ... \n", + "\n", + "[80 rows x 4 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems1.py\n", + "districts = geopandas.read_file(\"data/paris_districts.geojson\")\n", + "districts" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name: WGS 84\n", + "Axis Info [ellipsoidal]:\n", + "- Lat[north]: Geodetic latitude (degree)\n", + "- Lon[east]: Geodetic longitude (degree)\n", + "Area of Use:\n", + "- name: World\n", + "- bounds: (-180.0, -90.0, 180.0, 90.0)\n", + "Datum: World Geodetic System 1984\n", + "- Ellipsoid: WGS 84\n", + "- Prime Meridian: Greenwich" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems2.py\n", + "districts.crs" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iddistrict_namepopulationgeometry
    01St-Germain-l'Auxerrois1672POLYGON ((2.34459 48.85405, 2.34459 48.85405, ...
    12Halles8984POLYGON ((2.34937 48.86058, 2.34822 48.85852, ...
    23Palais-Royal3195POLYGON ((2.33947 48.86214, 2.33912 48.86148, ...
    34Place-Vendôme3044POLYGON ((2.33194 48.86491, 2.33135 48.86399, ...
    45Gaillon1345POLYGON ((2.33632 48.86797, 2.33587 48.86700, ...
    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + "\n", + " geometry \n", + "0 POLYGON ((2.34459 48.85405, 2.34459 48.85405, ... \n", + "1 POLYGON ((2.34937 48.86058, 2.34822 48.85852, ... \n", + "2 POLYGON ((2.33947 48.86214, 2.33912 48.86148, ... \n", + "3 POLYGON ((2.33194 48.86491, 2.33135 48.86399, ... \n", + "4 POLYGON ((2.33632 48.86797, 2.33587 48.86700, ... " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems3.py\n", + "districts.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    80 rows × 4 columns

    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + ".. .. ... ... \n", + "75 76 Combat 38988 \n", + "76 77 Belleville 35773 \n", + "77 78 Saint-Fargeau 42087 \n", + "78 79 Père-Lachaise 42332 \n", + "79 80 Charonne 62901 \n", + "\n", + " geometry \n", + "0 POLYGON ((651908.563 6861756.318, 651908.510 6... \n", + "1 POLYGON ((652264.717 6862479.030, 652178.752 6... \n", + "2 POLYGON ((651539.853 6862658.479, 651514.121 6... \n", + "3 POLYGON ((650990.707 6862971.961, 650946.460 6... \n", + "4 POLYGON ((651314.531 6863309.339, 651280.525 6... \n", + ".. ... \n", + "75 POLYGON ((655141.552 6864679.034, 655225.818 6... \n", + "76 POLYGON ((654754.612 6863184.275, 654747.942 6... \n", + "77 POLYGON ((657001.413 6863580.002, 657002.434 6... \n", + "78 POLYGON ((655635.731 6862021.084, 655568.000 6... \n", + "79 POLYGON ((657143.568 6860903.288, 657141.455 6... \n", + "\n", + "[80 rows x 4 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems6.py\n", + "districts_RGF93 = districts.to_crs(epsg=2154)\n", + "districts_RGF93" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems7.py\n", + "districts_RGF93.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 8.690007e+05\n", + "1 4.124585e+05\n", + "2 2.736968e+05\n", + "3 2.694568e+05\n", + "4 1.880122e+05\n", + " ... \n", + "75 1.294988e+06\n", + "76 8.065686e+05\n", + "77 1.486971e+06\n", + "78 1.599002e+06\n", + "79 2.090904e+06\n", + "Length: 80, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems8.py\n", + "districts_RGF93.geometry.area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE:**\n", + "\n", + "In the first notebook, we did an exercise on plotting the bike stations locations in Paris and adding a background map to it using the `contextily` package.\n", + "\n", + "Currently, `contextily` assumes that your data is in the Web Mercator projection, the system used by most web tile services. And in that first exercise, we provided the data in the appropriate CRS so you didn't need to care about this aspect.\n", + "\n", + "However, typically, your data will not come in Web Mercator (`EPSG:3857`) and you will have to align them with web tiles on your own.\n", + " \n", + "* Read the bike stations datasets (`\"data/paris_bike_stations.geojson\"`) into a GeoDataFrame called `stations`.\n", + "* Convert the `stations` dataset to the Web Mercator projection (`EPSG:3857`). Call the result `stations_webmercator`, and inspect the result.\n", + "* Make a plot of this projected dataset (specify the marker size to be 5) and add a background map using `contextily`.\n", + "\n", + " \n", + "
    Hints\n", + "\n", + "* Making a simple plot of a GeoDataFrame can be done with the `.plot()` method. This returns a matplotlib axes object.\n", + "* The marker size can be specified with the `markersize` keyword if the `plot()` method.\n", + "* To add a background map, use the `contextily.add_basemap()` function. It takes the matplotlib `ax` to which to add a map as the first argument.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    namebike_standsavailable_bikesgeometry
    014002 - RASPAIL QUINET444POINT (2.32956 48.83920)
    120503 - COURS DE VINCENNES PYRÉNÉES213POINT (2.40591 48.84772)
    220011 - PYRÉNÉES-DAGORNO210POINT (2.40517 48.85550)
    331008 - VINCENNES (MONTREUIL)560POINT (2.43737 48.85770)
    443006 - MINIMES (VINCENNES)2827POINT (2.43079 48.84149)
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    " + ], + "text/plain": [ + " name bike_stands available_bikes \\\n", + "0 14002 - RASPAIL QUINET 44 4 \n", + "1 20503 - COURS DE VINCENNES PYRÉNÉES 21 3 \n", + "2 20011 - PYRÉNÉES-DAGORNO 21 0 \n", + "3 31008 - VINCENNES (MONTREUIL) 56 0 \n", + "4 43006 - MINIMES (VINCENNES) 28 27 \n", + "\n", + " geometry \n", + "0 POINT (2.32956 48.83920) \n", + "1 POINT (2.40591 48.84772) \n", + "2 POINT (2.40517 48.85550) \n", + "3 POINT (2.43737 48.85770) \n", + "4 POINT (2.43079 48.84149) " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems9.py\n", + "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\")\n", + "stations.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    namebike_standsavailable_bikesgeometry
    014002 - RASPAIL QUINET444POINT (2.32956 48.83920)
    120503 - COURS DE VINCENNES PYRÉNÉES213POINT (2.40591 48.84772)
    220011 - PYRÉNÉES-DAGORNO210POINT (2.40517 48.85550)
    331008 - VINCENNES (MONTREUIL)560POINT (2.43737 48.85770)
    443006 - MINIMES (VINCENNES)2827POINT (2.43079 48.84149)
    \n", + "
    " + ], + "text/plain": [ + " name bike_stands available_bikes \\\n", + "0 14002 - RASPAIL QUINET 44 4 \n", + "1 20503 - COURS DE VINCENNES PYRÉNÉES 21 3 \n", + "2 20011 - PYRÉNÉES-DAGORNO 21 0 \n", + "3 31008 - VINCENNES (MONTREUIL) 56 0 \n", + "4 43006 - MINIMES (VINCENNES) 28 27 \n", + "\n", + " geometry \n", + "0 POINT (2.32956 48.83920) \n", + "1 POINT (2.40591 48.84772) \n", + "2 POINT (2.40517 48.85550) \n", + "3 POINT (2.43737 48.85770) \n", + "4 POINT (2.43079 48.84149) " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems10.py\n", + "stations_webmercator = stations.to_crs(epsg=3857)\n", + "stations.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/02-coordinate-reference-systems11.py\n", + "import contextily\n", + "ax = stations_webmercator.plot(markersize=5)\n", + "contextily.add_basemap(ax)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/03-spatial-relationships-operations.ipynb b/notebooks/03-spatial-relationships-operations.ipynb new file mode 100644 index 0000000..dab02a9 --- /dev/null +++ b/notebooks/03-spatial-relationships-operations.ipynb @@ -0,0 +1,1429 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Spatial relationships and operations" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import geopandas" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n", + "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n", + "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Spatial relationships\n", + "\n", + "An important aspect of geospatial data is that we can look at *spatial relationships*: how two spatial objects relate to each other (whether they overlap, intersect, contain, .. one another).\n", + "\n", + "The topological, set-theoretic relationships in GIS are typically based on the DE-9IM model. See https://en.wikipedia.org/wiki/Spatial_relation for more information.\n", + "\n", + "![](img/TopologicSpatialRelarions2.png)\n", + "(Image by [Krauss, CC BY-SA 3.0](https://en.wikipedia.org/wiki/Spatial_relation#/media/File:TopologicSpatialRelarions2.png))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Relationships between individual objects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's first create some small toy spatial objects:\n", + "\n", + "A polygon (note: we use `.squeeze()` here to to extract the scalar geometry object from the GeoSeries of length 1):" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "belgium = countries.loc[countries['name'] == 'Belgium', 'geometry'].squeeze()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Two points:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "paris = cities.loc[cities['name'] == 'Paris', 'geometry'].squeeze()\n", + "brussels = cities.loc[cities['name'] == 'Brussels', 'geometry'].squeeze()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And a linestring:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from shapely.geometry import LineString\n", + "line = LineString([paris, brussels])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize those 4 geometry objects together (I only put them in a GeoSeries to easily display them together with the geopandas `.plot()` method):" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "geopandas.GeoSeries([belgium, paris, brussels, line]).plot(cmap='tab10')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can recognize the abstract shape of Belgium.\n", + "\n", + "Brussels, the capital of Belgium, is thus located within Belgium. This is a spatial relationship, and we can test this using the individual shapely geometry objects as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "brussels.within(belgium)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And using the reverse, Belgium contains Brussels:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "belgium.contains(brussels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On the other hand, Paris is not located in Belgium:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "belgium.contains(paris)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paris.within(belgium)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The straight line we draw from Paris to Brussels is not fully located within Belgium, but it does intersect with it:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "belgium.contains(line)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "line.intersects(belgium)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Spatial relationships with GeoDataFrames\n", + "\n", + "The same methods that are available on individual `shapely` geometries as we have seen above, are also available as methods on `GeoSeries` / `GeoDataFrame` objects.\n", + "\n", + "For example, if we call the `contains` method on the world dataset with the `paris` point, it will do this spatial check for each country in the `world` dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "172 False\n", + "173 False\n", + "174 False\n", + "175 False\n", + "176 False\n", + "Length: 177, dtype: bool" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries.contains(paris)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because the above gives us a boolean result, we can use that to filter the dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    iso_a3namecontinentpop_estgdp_md_estgeometry
    55FRAFranceEurope67106161.02699000.0MULTIPOLYGON (((2.51357 51.14851, 2.65842 50.7...
    \n", + "
    " + ], + "text/plain": [ + " iso_a3 name continent pop_est gdp_md_est \\\n", + "55 FRA France Europe 67106161.0 2699000.0 \n", + "\n", + " geometry \n", + "55 MULTIPOLYGON (((2.51357 51.14851, 2.65842 50.7... " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries[countries.contains(paris)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And indeed, France is the only country in the world in which Paris is located." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another example, extracting the linestring of the Amazon river in South America, we can query through which countries the river flows:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "amazon = rivers[rivers['name'] == 'Amazonas'].geometry.squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    iso_a3namecontinentpop_estgdp_md_estgeometry
    22BRABrazilSouth America207353391.03081000.0POLYGON ((-57.62513 -30.21629, -56.29090 -28.8...
    35COLColombiaSouth America47698524.0688000.0POLYGON ((-66.87633 1.25336, -67.06505 1.13011...
    124PERPeruSouth America31036656.0410400.0POLYGON ((-69.52968 -10.95173, -68.66508 -12.5...
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    " + ], + "text/plain": [ + " iso_a3 name continent pop_est gdp_md_est \\\n", + "22 BRA Brazil South America 207353391.0 3081000.0 \n", + "35 COL Colombia South America 47698524.0 688000.0 \n", + "124 PER Peru South America 31036656.0 410400.0 \n", + "\n", + " geometry \n", + "22 POLYGON ((-57.62513 -30.21629, -56.29090 -28.8... \n", + "35 POLYGON ((-66.87633 1.25336, -67.06505 1.13011... \n", + "124 POLYGON ((-69.52968 -10.95173, -68.66508 -12.5... " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries[countries.crosses(amazon)] # or .intersects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**REFERENCE**:\n", + "\n", + "Overview of the different functions to check spatial relationships (*spatial predicate functions*):\n", + "\n", + "* `equals`\n", + "* `contains`\n", + "* `crosses`\n", + "* `disjoint`\n", + "* `intersects`\n", + "* `overlaps`\n", + "* `touches`\n", + "* `within`\n", + "* `covers`\n", + "\n", + "\n", + "See https://shapely.readthedocs.io/en/stable/manual.html#predicates-and-relationships for an overview of those methods.\n", + "\n", + "See https://en.wikipedia.org/wiki/DE-9IM for all details on the semantics of those operations.\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's practice!\n", + "\n", + "We will again use the Paris datasets to do some exercises. Let's start importing them again:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)\n", + "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\").to_crs(epsg=2154)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: The Eiffel Tower**\n", + "\n", + "The Eiffel Tower is an iron lattice tower built in the 19th century, and is probably the most iconic view of Paris.\n", + "\n", + "The location of the Eiffel Tower is: x of 648237.3 and y of 6862271.9.\n", + "\n", + "* Create a Shapely point object with the coordinates of the Eiffel Tower and assign it to a variable called `eiffel_tower`. Print the result.\n", + "* Check if the Eiffel Tower is located within the Montparnasse district (provided).\n", + "* Check if the Montparnasse district contains the bike station location.\n", + "* Calculate the distance between the Eiffel Tower and the bike station (note: in this case, the distance is returned in meters).\n", + "\n", + "\n", + "
    Hints\n", + "\n", + "* The `Point` class is available in the `shapely.geometry` submodule\n", + "* Creating a point can be done by passing the x and y coordinates to the `Point()` constructor.\n", + "* The `within()` method checks if the object is located within the passed geometry (used as `geometry1.within(geometry2)`).\n", + "* The `contains()` method checks if the object contains the passed geometry (used as `geometry1.contains(geometry2)`).\n", + "* To calculate the distance between two geometries, the `distance()` method of one of the geometries can be used.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Import the Point geometry\n", + "from shapely.geometry import Point" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations1.py\n", + "eiffel_tower = Point(648237.3, 6862271.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "POINT (648237.3 6862271.9)\n" + ] + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations2.py\n", + "print(eiffel_tower)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Accessing the Montparnasse geometry (Polygon)\n", + "district_montparnasse = districts.loc[52, 'geometry']\n", + "bike_station = stations.loc[293, 'geometry']" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations3.py\n", + "print(eiffel_tower.within(district_montparnasse))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations4.py\n", + "print(district_montparnasse.contains(bike_station))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3540.1534488921966\n" + ] + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations5.py\n", + "print(eiffel_tower.distance(bike_station))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: In which district in the Eiffel Tower located?**\n", + "\n", + "In previous exercise, we constructed a `Point` geometry for its location, and we checked that it was not located in the Montparnasse district. Let's now determine in which of the districts of Paris it *is* located.\n", + "\n", + "* Create a boolean mask (or filter) indicating whether each district contains the Eiffel Tower or not. Call the result `mask`.\n", + "* Filter the `districts` dataframe with the boolean mask and print the result.\n", + "\n", + "\n", + "
    Hints\n", + "\n", + "* To check for each polygon in the districts dataset if it contains a single point, we can use the `contains()` method of the `districts` GeoDataFrame.\n", + "* Filtering the rows of a DataFrame based on a condition can be done by passing the boolean mask into `df[..]`.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# Construct a point object for the Eiffel Tower\n", + "eiffel_tower = Point(648237.3, 6862271.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "75 False\n", + "76 False\n", + "77 False\n", + "78 False\n", + "79 False\n", + "Length: 80, dtype: bool" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations6.py\n", + "mask = districts.contains(eiffel_tower)\n", + "mask" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    iddistrict_namepopulationgeometry
    2728Gros-Caillou25156POLYGON ((649336.752 6861767.761, 649110.815 6...
    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "27 28 Gros-Caillou 25156 \n", + "\n", + " geometry \n", + "27 POLYGON ((649336.752 6861767.761, 649110.815 6... " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations7.py\n", + "districts[mask]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: How far is the closest bike station?**\n", + "\n", + "Now, we might be interested in the bike stations nearby the Eiffel Tower. To explore them, let's visualize the Eiffel Tower itself as well as the bikes stations within 1km.\n", + "\n", + "To do this, we can calculate the distance to the Eiffel Tower for each of the stations. Based on this result, we can then create a mask that takes `True` if the station is within 1km, and `False` otherwise, and use it to filter the stations GeoDataFrame. Finally, we make a visualization of this subset.\n", + "\n", + "* Calculate the distance to the Eiffel Tower for each station, and call the result `dist_eiffel`.\n", + "* Print the distance to the closest station (which is the minimum of `dist_eiffel`).\n", + "* Select the rows the `stations` GeoDataFrame where the distance to the Eiffel Tower is less than 1 km (note that the distance is in meters). Call the result `stations_eiffel`.\n", + "\n", + "
    Hints\n", + "\n", + "* The `distance()` method of a GeoDataFrame works element-wise: it calculates the distance between each geometry in the GeoDataFrame and the geometry passed to the method.\n", + "* A Series has a `min()` method to calculate the minimum value.\n", + "* To create a boolean mask based on a condition, we can do e.g. `s < 100`.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 3343.212509\n", + "1 8260.688451\n", + "2 8126.514622\n", + "3 10482.807156\n", + "4 10176.957110\n", + " ... \n", + "1221 6636.204309\n", + "1222 6153.437794\n", + "1223 2709.390547\n", + "1224 3633.146997\n", + "1225 2420.249246\n", + "Length: 1226, dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations8.py\n", + "dist_eiffel = stations.distance(eiffel_tower)\n", + "dist_eiffel" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "232.34672323449053" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations9.py\n", + "dist_eiffel.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations10.py\n", + "stations_eiffel = stations[dist_eiffel < 1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Make a plot of the close-by restaurants\n", + "ax = stations_eiffel.to_crs(epsg=3857).plot()\n", + "geopandas.GeoSeries([eiffel_tower], crs='EPSG:2154').to_crs(epsg=3857).plot(ax=ax, color='red')\n", + "import contextily\n", + "contextily.add_basemap(ax)\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Spatial operations\n", + "\n", + "Next to the spatial predicates that return boolean values, Shapely and GeoPandas also provide operations that return new geometric objects.\n", + "\n", + "**Binary operations:**\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    \n", + "\n", + "**Buffer:**\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    \n", + "\n", + "\n", + "See https://shapely.readthedocs.io/en/stable/manual.html#spatial-analysis-methods for more details." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For example, using the toy data from above, let's construct a buffer around Brussels (which returns a Polygon):" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "geopandas.GeoSeries([belgium, brussels.buffer(1)]).plot(alpha=0.5, cmap='tab10')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and now take the intersection, union or difference of those two polygons:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "brussels.buffer(1).intersection(belgium)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "brussels.buffer(1).union(belgium)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "brussels.buffer(1).difference(belgium)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another useful method is the `unary_union` attribute, which converts the set of geometry objects in a GeoDataFrame into a single geometry object by taking the union of all those geometries.\n", + "\n", + "For example, we can construct a single object for the Africa continent:" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "africa_countries = countries[countries['continent'] == 'Africa']" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "africa = africa_countries.unary_union" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "africa" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MULTIPOLYGON (((32.83012047702888 -26.7421916643362, 32.58026492689768 -27.47015756603182, 32.46213260267845 -28.30101124442056, 32.20338870619304 -28.75240488049007, 31.52100141777888 -29.25738697684626, 31.325561150851 -29.40197763439891, 30.90176272962535 -29.90995696382804, 30.62281334811382 -30.42377573010613, 30.05571618014278 -31.14026946383296, 28.92555260591954 -32.1720411109725, 28.2197558936771 -32.77195281344886, 27.46460818859597 -33.2269637997788, 26.41945234549283 -33.61495045342619, 25.90966434093349 -33.6670402971764, 25.7806282895007 -33.94464609144834, 25.17286176931597 -33.79685149509358, 24.67785322439212 -33.98717579522455, 23.59404340993464 -33.79447437920815, 22.98818891774474 -33.91643075941698, 22.57415734222224 -33.86408253350531, 21.54279910654103 -34.25883879978294, 20.689052768647 -34.41717538832523, 20.07126102059763 -34.79513681410799, 19.61640506356457 -34.81916635512371, 19.19327843595872 -34.46259897230979, 18.85531456876987 -34.44430551527847, 18.424\n" + ] + } + ], + "source": [ + "print(str(africa)[:1000])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**REMEMBER**:\n", + "\n", + "GeoPandas (and Shapely for the individual objects) provides a whole lot of basic methods to analyse the geospatial data (distance, length, centroid, boundary, convex_hull, simplify, transform, ....), much more than the few that we can touch in this tutorial.\n", + "\n", + "\n", + "* An overview of all methods provided by GeoPandas can be found here: http://geopandas.readthedocs.io/en/latest/reference.html\n", + "\n", + "\n", + "
    \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's practice!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + " EXERCISE: What are the districts close to the Seine?\n", + " \n", + "

    \n", + " Below, the coordinates for the Seine river in the neighbourhood of Paris are provided as a GeoJSON-like feature dictionary (created at http://geojson.io). \n", + "

    \n", + " \n", + "

    \n", + " Based on this `seine` object, we want to know which districts are located close (maximum 150 m) to the Seine. \n", + "

    \n", + " \n", + " \n", + "

    \n", + "

      \n", + "
    • Create a buffer of 150 m around the Seine.
      • \n", + "
    • Check which districts intersect with this buffered object.
      • \n", + "
    • Make a visualization of the districts indicating which districts are located close to the Seine.
      • \n", + "
    \n", + "

    \n", + " \n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jorge\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", + " return _prepare_from_string(\" \".join(pjargs))\n" + ] + } + ], + "source": [ + "# created a line with http://geojson.io\n", + "s_seine = geopandas.GeoDataFrame.from_features({\"type\":\"FeatureCollection\",\"features\":[{\"type\":\"Feature\",\"properties\":{},\"geometry\":{\"type\":\"LineString\",\"coordinates\":[[2.408924102783203,48.805619828930226],[2.4092674255371094,48.81703747481909],[2.3927879333496094,48.82325391133874],[2.360687255859375,48.84912860497674],[2.338714599609375,48.85827758964043],[2.318115234375,48.8641501307046],[2.298717498779297,48.863246707697],[2.2913360595703125,48.859519915404825],[2.2594070434570312,48.8311646245967],[2.2436141967773438,48.82325391133874],[2.236919403076172,48.82347994904826],[2.227306365966797,48.828339513221444],[2.2224998474121094,48.83862215329593],[2.2254180908203125,48.84856379804802],[2.2240447998046875,48.85409863123821],[2.230224609375,48.867989496547864],[2.260265350341797,48.89192242750887],[2.300262451171875,48.910203080780285]]}}]},\n", + " crs={'init': 'epsg:4326'})" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# convert to local UTM zone\n", + "s_seine_utm = s_seine.to_crs(epsg=2154)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n", + "s_seine_utm.plot(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# access the single geometry object\n", + "seine = s_seine_utm.geometry.squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations11.py\n", + "seine_buffer = seine.buffer(150)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations12.py\n", + "seine_buffer" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations13.py\n", + "\n", + "districts_seine = districts[districts.intersects(seine_buffer)]" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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IX19fBAcHW3xsa+ibZbQWhUIBjUYDvV4PPz/LvfHi7Owsm9k1pVLpcKHvXhqNBuHh4QgPD4fRaERjYyOysrJw/Phx+Pj4YOHChdwDSEQ2x9BHNASZzSI2nbmB339ZAJWzE/77lSTMTxwhdVlkY9XV1UhLS0NISAiCgoJsfv3S0lIEBgba/LqD1bdHz5o0Gg1aWlosGvqUSiW6u7stNt7jcHJygtlslroMm1EqlfD394e/vz8AoLi4GFu3bsXLL79stRljIqL+SLdOhogkUdHUieWfnMO/HsjD1AhvfPWzmQx8Q9D169eRkpKCUaNGSRL4gFuhU6prD5a1l5d6eHigpaXFomM64pJKexUZGYmgoCDs2LEDZWVlUpdDREMIZ/qIhghRFLErowLvHciDIAj4/Utj8PL4IHaZG4KuXLmCo0ePYsyYMfD09JSkBrPZjIaGBoSFhUly/cGwxUyfNUKfi4uLbEJfX8OeoWzEiBFQqVTYs2cPnn32WcTHx0tdEhENAQx9RENAXasBv0q7guPXGjA1wgu/f2kMgoZppC6LbKynpwcXLlxAZmYmkpOTodFI93egrq4OarUaWq1WshoeVV8zG2vy9PREXV2dRceU0z46R+ne+biGDx+OcePG4euvv0ZLSwumTp3KN+CIyKoY+ogcmCiK+CK7Gv/0eS66jSb8y4I4rJgcCoWCLy6Gkvb2dmRnZ+PixYtQq9WYOHGi5G3kS0pK7Go/HwCYTCarvzD38vJCUVGRRceUU/dOhr7/5e7ujkmTJuHSpUtoaWnBc889B6WSL8uIyDr424XIQd1s78Y/7LuKw1drMS7EE39cMhYjvd2kLotsqLGxERcvXkReXh6GDRuGpKQkSWf37lZeXo7w8HCpy3hk1g59w4YNQ1tbm0XHdHZ2htFotOiYg6VQKCCKotRlyIaLiwsmTJiA7OxspKWlYcGCBVCr1VKXRUQOiKGPyAF9mVuL3+zJQZvBiF+/EIM3ZoTDibN7Q4IoiqioqEBGRgbKy8sREBCAKVOmwNnZWerSvqWurg5PPvmk1GU8EoVCYfXOkzqdDp2dnRYd09nZWTbLOwFwpu8eTk5OGDduHAoKCrBz504sXrxYsr22ROS4GPqIHEhLZy/+ZX8u9mRVIW6EFjveGItofw+pyyIbMJlMKCwsxPnz59He3o6goCBMnz5d0sPM76elpQW9vb0WPZbAFmwxS6VSqWAymSx6QLuLiwu6urosMtbj4kzf/cXExODGjRvYvn07vve979055oGIyBIY+ogcxN8KG/Cr3VfQ0N6Nnz4zCj9+OhLOTvJ7wU+WZTAYcPXqVVy4cAFOTk4IDQ2Fj4+P1GU9UFFREQIDA2UZSB/EVvvRXFxcLBr65DbTx9B3f2FhYVCr1fjss88wd+5cjBo1SuqSiMhBMPQR2bn2biN+dygfO86XY5SvO9avTEZCkE7qssjKWlpakJWVhaysLOh0OsTGxtpNJ8zy8nK7a+IC2GZ5J/C/M3OW+nlyT5998fPzg0qlwoEDB/DEE09g3LhxUpdERA6AoY/Ijp0vuYlf7M5GZXMXfjAzHD9/NgoqZ+u2lCdp1dTUIDMzE0VFRfD19cXEiROhUqmkLuuR1NTUICkpSeoyHpkgCDaZ6VOpVBbd1+fi4iKr0Mc9fQ+n0+kwceJEnDp1Ci0tLXjiiSfsbmaciOSFoY/IDhl6TfivL69hw+lShAzXIPUHU5AcNlzqsshKzGYzSktLcf78eTQ0NGDEiBGYNm2aXbZ37+zsvLPn0N4IgmCTmT5XV1eLhz65LO/kTN/AqVQqTJo0CVlZWWhpacGcOXPg4uIidVlEZKfs7xUD0RB3uUKPd1Iuo6ShAyunhOLXL8RA48J/yo5IFEUUFBTg5MmT6O3tRUhICKKiouz6EOfS0lL4+fnJrpvovYxGI1JSUtDe3g6z2Qyz2YzGxkY888wzVr+2pUOfs7OzrM7pk8usoz1QKpUYP348srOzcezYMcyePVvqkojITvGVIpGd6DGa8cHRIvzlb9fh5+GKbWsmYfoob6nLIiuprKzEsWPH0NLSgujoaAwf7hgzuSUlJXYxy3flyhW0trZi1qxZUCqVcHJyglKphLe39f/NaTQatLe3W2w8lUolm5k+Oe0vtBcKhQLx8fE4e/YsnnjiCbtbzk1E8sDQR2QH8mta8U5KNvJrWvHy+CD84/zR0KrkPVNCg9Pc3IwTJ06gtLQU4eHhGD16tNQlWVRNTY1dnM+XmZmJqVOnIjIy0ubX9vT0RHNzs8XGk9PyTqVSKZta7ImzszO0Wi2uXbuGxMREqcshIjvE0EckY0aTGX89UYL3vy6ETu2CT1YmY9Zo+zrbjAamq6sL58+fR1ZW1p09e47WuMFoNKKpqQnBwcFSl/JAFRUV6OrqQlxcnCTX9/PzQ3FxscXGc3V1lU3QUiqVsllqam+CgoJw8eJFhj4iGhSGPiKZKq5vx7up2ciu0GPemAC8tzAew9y4id/RmEwmZGdn4/Tp09BqtZg8ebLDNmsoKyuDp6cn1Gq11KU80JkzZ5CYmAgnJ2k64fr7+6Opqcli48mpe6eTk5NNmuE4Im9vbxQWFqKmpgYBAQFSl0NEdoahj0hmzGYRG8/cwO/TC6B2ccJ/v5KE+YkjpC6LrKC4uBgfffQRjEYjFi1aBHd3d6lLsqobN27I/ny+1tZWlJWVYc6cOZLVoNPp0Nvba7ED2lUqFcxmM0wmk2RBto+Tk5NsAqg98vX1xZUrVxj6iOiROdbaISI7V9HUiVfWn8N7B/IwPdIbX/18JgOfA6qrq8POnTtx6NAhjB07Fg0NDcjMzJS6LKurqqqSfROXs2fPYtSoUfDw8JC0DpVKhba2NouNp1AoZLGs0tnZmTN9jyE4OBh5eXno7u6WuhQisjOc6SOSAVEU8VlGBf7tQB4UgoD/emkMXhofZNet+em7WltbcerUKRQWFiI0NBRTp06FIAgICAjA9u3b0drairlz50o+G2Mt9fX1CA0NlbqM+zIajbh69SqWLl0qdSlQq9Voa2uzWLdQZ2dn9Pb2Sr60Vq1Wo6GhAb29vbI/tkOOXF1d4e7ujsLCQiQkJEhdDhHZEc70EUmstsWA1Rsz8Pd7cjA2xBPpP5+Jl5ODGfgcSG9vL06fPo2NGzdCr9djypQpCAkJufMz9vT0xJo1a1BfX49du3Y55Lv4DQ0NUCqVsj56IisrC15eXrKYjdRoNBad6VMqlbL4e5WQkACVSoX09HSpS7FbISEhuHTpktRlEJGdYegjkogoitiXVYXn/vQ3XChtwnsL47D19UkI9JR3kwt6NPX19di6dSvy8/ORnJyM6OhoKJXfXWShUqmwevVqKBQKbNmyxaIv+OXg+vXrGDFC3kuVMzMzMWHCBKnLAHAr9FnygHa5hD4AWLJkCUpKSnDhwgWpS7FL3t7e0Ov1qK2tlboUIrIjDH1EEmhs78Zb2y7hZ7suI8rPA4d/OgMrpoRBoeDsnqMwm83IzMzEjh074O3tjaSkpIceqqxUKrFs2TIEBgZi06ZNqKurs1G11ldZWSnrJi7Xr1+H0WhEbGys1KUAANzc3Cx6QLuTk5Nsjm3QaDRYsmQJTpw4gZqaGqnLsUt+fn7IycmRugwisiMMfUQ2ln61FrP/dALfFNTjN3NisOsHUxDm7SZ1WWRBra2t2L17Ny5cuIAJEyY8ctiZM2cOkpKSsH37dpSWllqpStuqqalBSEiI1GXc19mzZ5GUlCSbsxG1Wq1FQ5+zs7NsZvoAICAgAKNHj8bf/vY3qUuxSyEhIcjNzZVFcx4isg/y+L8b0RDQ0tmLn++6jHXbLiLAU4UDP5mON2dGwImzew7l2rVr2LRpE0RRxMSJEx86u3c/06dPx+zZs5GWlmb37+h3dnaiq6tLtss7GxsbUVtbi/Hjx0tditU4OzvLLiDMmjULTU1NOH78uNSl2B1XV1e4ubmhsLBQ6lKIyE6weyeRDRy/Vo9fpV3BzfYe/GzWKPzoqUg4O/E9F0fS3d2NY8eO4dq1a4iPj4enp+djjxkXFwd3d3ekpaWhpaUF06dPt0Cltnf9+nX4+/vLtivp6dOnERcXJ3lny7t1dXVZ5Iy+Pi4uLrILfS4uLvD09ERubi6efPJJqcuxO0FBQcjKykJ8fLzUpRCRHeCrTiIrau824u/35GD1xgzo1M7Y+8Np+NmsKAY+B1NdXY3NmzejtrYWkydPtkjg6xMaGoqVK1fi0qVLOHjwoF2ecXbjxg3ZzvIZDAZcu3YNkyZNkrqUbzEYDBYNfXKb6TMajdi1axc6OzuxatUqqcuxSz4+PmhqakJ9fb3UpRCRHeArTyIrOVdyE8+/fwKfZZTjB0+E44sfT0dCkE7qssiCzGYzzpw5g127diEwMBAJCQn9duZ8XN7e3li7di2qqqqQkpIiq71ZAyHn/Xz5+fkYMWKE7I6S6OnpGfTS4P7IKfQZDAZs3boVvb29WLFiBdzd3aUuyS4JggBfX19cvXpV6lKIyA4w9BFZmKHXhH/dn4dlH5+DUiFg97op+PsXYqFylufSNhocvV6PnTt34sqVK5g0aRL8/f2tej2NRoOlS5eioKAAR48eteq1LMloNKK5uRnBwcFSl9KviooKWc5CGgwGi4Y+jUaDrq4ui403WEajERs3boRWq8Urr7xi0dnMoSgkJAQ5OTmyCfREJF/c00dkQVnlzXg3NRslDR1YNSUUv3ohBhoX/jNzNLm5ufj6668RGBiImJgYq1+vb0bx3LlzSEpKwsyZM61+TUspKyuDp6enrPbL3a2+vh5RUVFSl/Edvb29Fg1EWq0W5eXlFhtvsI4cOYLi4mIEBQWhvr4eAQEBUpdk11QqFdRqNUpLSxEdHS11OUQkY3w1SmQBPUYz/ny0EH85fh0BOjW2r52EaZHeUpdFFtbV1YWjR4+ipKQEiYmJ8PDwsPo1r1+/jq+++gouLi5YunSpbGfM7qe0tFSWM2nArTDd1NSEoKAgqUv5jvb2dmi1WouNZ+kjIAbDYDAgNzcXr7/+OsrKyrB9+3Z4eXlh3LhxiI+Pl22jH7nT6XSora1l6COiB2LoI3pMedWteCflMgpq27AkOQj/MG80tCpnqcsiCysrK8OhQ4fg7u6OKVOmWP08t5aWFhw6dAh1dXWYMWOGrM6QexTV1dUYM2aM1GX0q66uDmq1WnZ7ysxmM9ra2uDtbbk3jnQ6HTo6Oiw23mAcP34cYWFhiIuLQ1xcHJ577jlcvnwZFy5cwLFjxxAfH4/x48dj2LBhktZpbzw8PNjMhYgeiqGPaJCMJjM++tt1/PloETw1Lvh0VTKeifWTuiyyMKPRiFOnTuHy5cuIjY216Avx+7ly5Qo+//xzTJgwAS+++KJsl0YORH19PUJDQ6Uuo183btyQ5fLCpqYmuLq6WvTnrtPpJJ/pKyoqwrx58+78WalUIjk5GcnJyaiqqsL58+exfv16hISEIDY2FsOGDYOnpyfc3d3t8g0PW9FqtSgtLZW6DCKSOYY+okEorm/Hu6nZyK7QY37iCPzrgjgMc3ORuiyysPr6ehw8eBAmkwmTJ0+Gs7NtZnB1Oh0EQYBGo7HrwFdXVwdnZ2fZztxUV1dbvQHPYNTX11v8v5lGo4Eoiuju7pakeUpDQwN6enru+wZAYGAgFi9eDIPBgAsXLiA7Oxvt7e3o6OhAb28vPDw84OHhAa1WC3d3d+h0ujsffn5+QzoUqtVqdHd3W7z5DxE5FoY+okdgNovYeOYGfp9eAI2LEz5cnoR5Y+S5X4kGz2w249KlSzh16hRGjhxp8z1foaGh+OEPf4jPPvsMtbW1WLhwoV12OSwpKUFgYKDUZdxXQ0MDxo0bJ3UZ39HY2GiVoKxWq9Ha2gofHx+Lj/0wOTk5iIyMfGg4U6lUmDlz5reaFRkMBuj1euj1ejQ3N0Ov1+PGjRvo6OhAa2srhg8fjkWLFtlkj61cqVQq6PV6Wb6JQUTywNBHNEAVTZ34RWo2zpc2YVasH363OB6+HnxX1dHU19fj6NGj0Ov1SE5Olmymbfjw4Vi7di12796NTZs24eWXX5bdWXIPU15eLtulnT09PdDr9bJsMlNVVYWRI0dafFy1Wo22tjZJQg4Hbs0AACAASURBVN/169cxderUQT1XpVLB39+/30BjNptx+PBhbNiwAQsXLkRYWNhjVmqfVCoVmpubGfqI6L6G7noIogESRRE7zpdj9vsnkFfdij+8nIj1K8cz8Dmg/Px8/Nu//RvOnz+PCRMmSL600sXFBcuXL0dUVBQ2bdqE4uJiSet5VHV1dbLsjAncClbDhg2T3QyqwWBARUUFRo8ebfGx+2b6bK2zsxPNzc2IjIy0+NgKhQJz587FU089hdTUVJw7d87i17AHGo0GjY2NUpdBRDI2oNAnCIKnIAi7BUEoEAQhXxCEKffcrxMEYb8gCNmCIOQKgvDaQJ4rCMLbgiBcu/2c31vu2yKyjNoWA1ZtzMBv9uZgXMgwfPnzmXhpfBAEQZC6NLIgg8GAAwcO4MiRI5g7dy7a2tpw/Phxqcu646mnnsKcOXOwb98+nDlzRupyBqS9vR0Gg0GWjVKAW91Y5TgrcvXqVQQEBFj0uIY+bm5ukjRzyc3NRVBQkFUD9pgxY7By5UpkZmZi9+7d6O7uttq15MjDwwN1dXVSl0FEMjbQmb4/A0gXRTEGQCKA/Hvu/xGAPFEUEwE8CeCPgiC4POi5giA8BWAhgDGiKMYB+MPjfCNEllZ2swNzPziJjNImvPdiPLaumYgRnvbbVIP6V15ejo0bN6KpqQmTJ0+Gt7c3li9fjqysLFy+fFnq8u6IiYnBqlWrcPHiRXzxxRcwmUxSl/RAJSUl8Pf3l+3Za7W1tbJc2pmbm4u4uDirjO3m5obOzk6rjP0gxcXFiIiIsPp1/Pz8sHbtWvT09GDTpk1DaubLw8NjSH2/RPToHhr6BEHQApgJ4FMAEEWxRxRF/T0PEwF4CLemP9wBNAEwPuS5bwH4D1EUu2/fx0NmSDZaunrx+qYMmEQR+9+ehhWTQzm752CMRiOOHz+OtLQ0hIeHIy4u7k5A8fT0xNKlS3Ho0CGUl5dLXOn/8vHxwRtvvIGbN29i69ataGtrk7qk+7px44YsQ1Wf+vp62dXX3t6Ouro6xMbGWmV8KQ5oN5vNqKysxKhRo2xyPZVKheXLlyMmJgabN29GQUGBTa4rNY1Gg/b2dvT09EhdChHJ1EBm+sIBNADYKAhCliAInwiC4HbPYz4EEAugGkAOgJ+Komh+yHOjAMwQBOG8IAh/EwRhQn8XFwThTUEQMgVByGxoaBjEt0j0aHpNZvx4xyWUN3Xio++PR6Tv0O0I56iampqwbds2FBcXY8qUKf2evRcYGIiRI0fim2++kaDC+1OpVFi1ahV8fHywceNGWYXSu9XW1iIkJETqMvrV2dmJrq4u2S3vzMrKQlhYmNX2kkoR+srKyuDh4WHzJkRPPPEEFi5ciIMHD8pqqba1CIJwp4MnEVF/BhL6lADGAfiLKIpJADoA/Pqex8wGcBnACABjAXx4e5bvQc9VAhgGYDKAXwJIEfqZShFF8WNRFJNFUUyWouMYDS2iKOKfv8jFyaJG/PuiBEwO95K6JLKwoqIibN26FTqdDklJSQ88e2/RokXo6OjAqVOnbFjhw/U1r5gxYwZ27dolu+YVRqMRN2/eRHBwsNSl9Ku0tBS+vr6yW3qan59vtaWdwK03DGy91y0/P1+yDq6RkZF47bXXkJeXh5SUFIff56dWq9Hc3Cx1GUQkUwMJfZUAKkVRPH/7z7txK8jd7TUAe8RbigGUAoh5yHMr73rOBQBmAN99u53IhjaduYHt58ux7okILEmW5wtWGhyz2YwTJ07gwIEDiI+PH9AslEqlwtKlS3Hu3DkUFhbaoMpHk5SUJMvmFWVlZRg+fLjk3U/vp7y8XHazfI2NjWhra0NMTIzVrqFUKmE2m602fn/Ky8tttrSzP31HnxiNRmzevNmhQ5Farea+PiK6r4eGPlEUawFUCIIQffumZwDk3fOw8tu3QxAEPwDRAEoe8tx9AJ6+/ZwoAC4A+NuKJHOsoB7vHcjD7Dg//N3s6Ic/gexGZ2cndu/ejdzcXEyZMgWenp4Dfq63tzfmz5+PAwcOyPIFVV/zCqPRiE8//RQ1NTVSlyT7/Xy1tbVQqVS4fPkyjh07JoslcZcvX0ZERIRVZx8VCoVNQ19LSwva2tqscubgo+g7+iQiIgKbN29GSUmJpPVYi1arRX092yMQUf8G2r3zbQDbBUG4glvLN38nCMI6QRDW3b7/PQBTBUHIAXAUwK9EUWy833Nv374BQLggCFcBfAZglSiK4uN/S0SPrqC2FW/vzMLoEVr8aelYKBRs2uIoampqsHnzZvT29mLChAkPXM55P9HR0UhOTkZKSookLe8fRqVSYdmyZUhKSsL27dtx4cIFSeupqqqS7dJOADCZTLh69SpycnJw/vx5NDU1SV0S6uvrrb4H0tYzfX1LO+WyjPaZZ57Bs88+i71798puSbQleHh4MPQR0X0pB/IgURQvA0i+5+aP7rq/GsBzj/BciKLYA+D7A66UyEoa2rqxZlMm3Fyd8MnKCdC4DOifBdmBy5cv4/jx44iKioKfn99jjTVz5kzo9Xrs3r0br7766qDCo7VNmTIFYWFhSEtLw40bNzB//nxJlljaIsA8jrVr1wK4tffwD3/4AwIDAyWuCGhuboa1963bOvQVFxcjOlpeqybi4uLg7e2NXbt2oaGhAXPmzJFNKH1cGo0GbW1tMJvNUCgG+p4+EQ0V/K1AQ5qh14Q3t2aiqaMHn66aAH+dSuqSyAJ6e3tx+PBhnDhxAuPHj3/swNdn3rx5UCqV2Lt3r833Rg1UQEAA3nzzTSgUCnzyySc27+5ZV1cHpVJp826Ng1FVVQWdTmfVQ8MHwmw2o7W1Fb6+vla9jpOTk83OdzQajaiurpZd6AP+d0l0Y2Oj7I8+eRQKhQLOzs7o6OiQuhQikiGGPhqyRFHE3+2+gqxyPf60dCziA3VSl0QWoNfrsX37dtTU1GDy5MnQaDQWG1uhUGDJkiVoamrCkSNHZNM45V4uLi546aWXkJCQgG3bttk0oJaWlsp6P9/d5NLQpaGhARqNxurh05ahr6SkBDqdDlqt1ibXe1QajebO0SebN29GV1eX1CVZBEMfEd0PQx8NWX8+WoQvsqvxq+dj8Hy89C/86PEYjUYUFxdjy5Yt8PDwQGJiolWWbfU1hbh8+TL++Mc/Qs7nhyYlJUGhUODMmTM2u2Z5eTmCgoJsdr3HUV1djYCAAKnLQHt7u0XfnLgfJycnm70BUFBQgIiICJtca7D6jj7x9/fH/v37pS7HIlxcXGS575iIpMfQR0PS55er8P7XRXhpfBDWPREudTn0CMxmM5qamnD9+nVkZGRg//79+PTTT/H+++/j8OHDGD16NMLCwqxag1arxTvvvIPp06dj165dsn2RpdPpsHbtWmRlZeGLL76wySxPXV2drPfz3e3mzZuymJXUarXo7Oy0+nVcXFxgNBqtfh0AqKioQGRkpE2u9bgWLFiAuro6u2/uYjab0dzcLIsOvkQkP+xYQUPOpfJm/HL3FUwcORy/W5QAQWCnTjmrqKhAXV0d6uvrkZubi8rKSkRGRkKlUkGlUkGr1SI8PBzu7u42bV7g7OyMmTNnorW1FampqVi+fLnke8P64+3tjTfeeAM7duzA9u3bsXjxYri7u1vlWq2trTAYDLKYPXuYnp4etLW1WWy/5+Pw8PCwyfJCWzVyaWhogMFgkHUH17v1LYfevn07QkND7eLv792amppw/vx5FBQUAIDkR2QQkTxxpo+GlMrmTry5JRMBOhU++v54uCj5T0Cuenp6cPjwYezduxd5eXno6elBXFwcGhoa4Ovri3HjxmH06NEICgqCVquVrFvdnDlz4OzsjM8//1y2zV1UKhVWr14NnU6HTZs2oa6uzirXKS0tRUBAgF10Q6yoqICnp6csgrpKdauBlLX3iPb09NjkZ5OVlYXIyEi7+HvQJyAgANOmTcPevXtlu1f3bkajEZcuXcLGjRuxYcMGGI1GvPzyy1iyZAlcXFykLo+IZIiveGnIaDP0Ys2mTHQbzfh01QQMd+P/GOWqrq4OW7ZsQV1dHSZPnoy4uDgEBwfDz88Ps2bNQnp6umxemN3b3EWuFAoFFi5ciLFjx2Lbtm13ZgUs6caNG7I4/mAgKioqZNHEpY+rq6vVu0iazWabBLGioiLExcVZ/TqWNmXKFHh6euLQoUNSl3JfNTU12LdvH95//31kZ2cjMTERb7/9NubPn4+goCBoNBq0tLRIXSYRyRBDHw0JJrOIn+zMQnFDO/7y6nhE+lpneRs9HlEUcfHiRezcuRN+fn5ISEj4zovUxMREeHp64tixYxJV+V19zV3y8/Nlvy9o+vTpWLhwIQ4cOIBTp05ZdOyamhq7WdJXU1Mjq2V8arXa6ntDe3t7rT4jXlNTg97eXoSH2+de6cWLF6O8vByXLl2SupQ7DAYDTp8+jY8++gi7du2603n0tddew7hx4741W61Wqxn6iKhf3NNHQ8K/H8zHsWsN+N2iBEwf5S11OdSPzs5OHD58GLW1tUhOTn7goeILFizAxx9/jNGjR8umaYhWq8Urr7yCbdu2wdPTEzExMVKXdF+RkZFYvXo1du7cCb1ejzlz5jx2GDAYDGhpabGb0NfY2IgZM2ZIXcYdSqUSPT09Vr1Gb28vlErr/m8/KysLUVFRdns4uEqlwosvvojdu3cjISEBzs7OktVSXFyMixcvoqysDCEhIZgxYwZiYmIeOFvr6uoKg8EAk8lkV8tricj67PO3MtEj2HauDBtOl2LN9JFYPkkeAYG+rby8HBs3boTBYMCkSZMeGPiAWwFrxowZOHz4sM3OHRsIPz8/LFy4EAcPHkRlZaXU5TyQt7c31qxZg+rqauzevfuxl8uWlZXB29tbFnvkHsZgMKCzs1NWM31Go/HO3j5rsUUQKCoqQnx8vFWvYW2hoaHQarUoLCy0+bVbWlrw1Vdf4YMPPsBXX32FgIAArFu3DsuWLUNcXNxDf36CIPCsPiLqF0MfObRTRY347Re5eDrGF7+ZEyt1OXQPk8mEkydPIi0tDZGRkYiJiRlwN9VJkybB2dkZJ06csHKVjyYyMhIzZ85EWloampubpS7ngTQaDVavXo2enh7s3LnzsY4NuHHjhiyOPxiI8vJyeHl5yWompLu7+6Fvdjwuo9Fo1Rm4srIyODk5yWb2/XFER0cjPz/fJtcyGo24cuUKNm/ejI8//hhdXV2YP38+fvjDH2LmzJmPfMA9z+ojov4w9JHDKq5vw1vbL2KUrzs+eCUJTgoezSAnLS0t+Oyzz5CXl4fJkyfD2/vRl92++OKLuHjxotW6UQ7WhAkTEBcXh5SUFJu04n8cffsRPT09sXnz5kEH1draWrtp4lJeXi6rWT7g1uyjLUKfNYNuXl6e7A9kH6ixY8eipKTEqg2j6urqcODAAbz//vvIyMjA6NGj8ZOf/AQLFy58rGMXGPqIqD8MfeSQmjp68PqmTLgqnfDJqmS4u3L7qpxcu3YNmzdvhouLC5KTkwfdYnz48OGYOHEiDhw4ILvjEmbNmgUvLy+kpaXJaglqfxQKBV588UVERUVhy5YtAzrc+cKFC99qptPQ0GA3+/laWlowbNgwqcu4o7S0FG5ublY7P7GPtff0VVRUOEzo02q18PHxsfhsX09PDy5cuID169dj27ZtcHJywooVK7BmzRpMmDDBIsujnZ2dGfqI6Dv4SpgcTrfRhHVbL6K21YBdb05G0DCN1CXRbT09PTh27Bjy8/MxZswY6HS6xx5z+vTpKCgowNmzZzFt2jQLVGk5L774IrZs2YKDBw9iwYIFUpfzUM888ww8PDywY8cOLFy4EJGRkf0+7sSJE7h06RJcXFyg1+sxbdo0KBQKWQWpB+nt7ZXVWWY5OTmIioqy+nW6u7ut1pjEYDBAr9cjNDTUKuNLITY2Fnl5eRg7duxjj1VWVobMzEyUlJQgICAAkyZNQmxsrFV+HiqVCq2trRYfl4jsG0MfORRRFPGbPVdx4UYT/vuVJCSF2MeL0KGgoaEB+/fvB3DrPCxLzTj0dTxsamqyyHiWpFQqsXz5cnzyySc4ceIEZs6cKXVJDzVx4kRotVrs3bsXzz33HBITE791/7Fjx5CdnY2VK1dCo9Fgx44dWL9+vV3t4zIajZJ2ZbxXWVkZFi5caPXrdHV1Wa3RTmFhIfz9/e2ikc9AjR07FidOnEB7e/ugZmE7OzuRkZGB3NxcGI1GxMfHY+3atVZ/c8TJyUn2qwuIyPYY+sih/OVv15F2qRI/nxWF+Yn20VTC0YmiiOzsbBw7dgzh4eEICgqy2Nitra3Ytm0bgoKCMHfuXIuNa0kqlQrLly/Hpk2b4OnpiTFjxkhd0kPFxMTAzc0Nqamp6OjowNSpUwEAX3/9NfLy8rB69Wp4enoCAFauXIn169cPuAGPHPT29som9NXV1cFkMln038X9tLa2wsPDwypjFxcX21XwHwiVSoVhw4ahurr6kWZir127hosXL6KyshJhYWGYNWsWIiMj7fYYCyJyDAx95DDSr9bg9+nXsCBxBH7yTP/L0si2urq68OWXX6KyshLjx4+Hm5ubxcZubGzE9u3bERsbi+eee85i41rD8OHD8fLLL2PXrl3w8PB4rCYNthIcHIwVK1Zg+/btaG9vhyiKKCwsxKpVq761LFepVOLFF19ESkqKhNU+GqPRKJvlnTk5OYiIiLBJIGhqarJah9WqqiokJydbZWwp6XS6Aa0i0Ov1OH/+PPLz86FSqRAfH48FCxZYfZ9mf0RRtPk1iUj+GPrIIeRUtuBnuy5jXIgnfv/SGLuadXBUlZWV2L9/Pzw8PDBp0iSLvqitqKhAamoqJk6ciOnTp1tsXGsKDg7GCy+8gL1792LFihXw8fGRuqSH8vHxweuvv44NGzagu7sbb731Vr/t4wMCAiCKImpqamTXFfNeFy9eRG1trWxC37Vr1zB79mybXKupqcki+9Pupdfr0d3dbZPZSlsbPnw4bt682e99RqMROTk5uHz5Mm7evIlRo0Zh8eLFspjx5KwiEd2LoY/sXm2LAWu3ZMDLzRV/XZEMlbN8zt4aqgoKCnD48GHExsZaPNwUFhZi//79eOaZZ6zyAtaa4uLicPPmTezatQurV6+WZBbgUWm1Wvzwhz+E0WiERnP/pkghISG4du2arENfaWkpjh8/jvnz58vieImKigoYjUaEh4fb5HotLS2DOhrlYQoKChASEuKQQcPHxwdXr1791m01NTW4cOECioqK4OXlhcTERMTFxTnUfkYicjwMfWTXOnuMWLM5Ax3dJqS9NQk+HvyfrtSqqqqQnp6OpKQki+8fysrKwjfffIP58+fbpNuhNcycORN6vR6pqan4/ve/L5u9ZQ/i4uLy0Jmx6OhoXLhwAU8++aRtinpERqMR+/fvx7PPPiubfZXnz59HXFycTcJS3xLdvr2YllRSUuIwRzXcy9fXF83NzTAYDMjKykJOTg7a29sRFxeHFStWwM/PT+oSv4PLO4moP473thwNGWaziJ99dhn5Na347+VJiPa3ToMCGrimpibs2bMHsbGxFg98OTk5OHz4MJYsWWK3ga/PvHnz4OzsjL1798rufMHBGjVqFBoaGmR3PlhFRQVOnjyJgwcPyqqRTkVFBcrKyjB58mSbXK+6uhpeXl4WH7e1tRVVVVUYNWqUxceWg7a2NpSWluKDDz5AaWkppk2bhp/+9KeYPXu2LAMfEdH9cKaP7NZ/flmAr/Lq8M/zR+OpaF+pyxnyOjs7kZaWhuDgYKssIfPx8YFSqURbW5vFx7Y1hUKBJUuWYMOGDThy5IjN9nRZk4uLC/z8/FBUVISkpCSpywFwa3Zrx44diIqKgsFgwLPPPit1SXekp6dj2rRpNlviW1dXh+HDh1t83C+//BKjR4+2ythSaW1tRUZGBvLy8iAIAp5++mlMmzbNKrOkRES2wtBHdiklowJ//VsJVkwOxaqpYVKXM+QZjUbs27cPGo0GwcHBVrmGv78/vve972Hv3r1Qq9V20QHzQVxcXLB8+XJs2LABw4YNw8SJE6Uu6bFFRkbi+vXrsgl9RUVFCAwMxKJFi6Qu5VsyMzMhiiImTJhgs2vevHnT4ufDlZWVoaKiAuvWrbPouFIpKChARkYGampqEBkZiTlz5iA8PNwuG4PZY81EZF0MfWR3zl6/id/szcGMUd747fzR/J+bxERRRHp6Ojo7O63+Yj8iIuJOB8xXXnlF1k1DBkKr1WLZsmXYtm0bPD097X7ZalxcHM6ePQuTyQQnJ+kbKrW1tVntXLrBMhgMOHHiBBYtWmTT/0adnZ0IDQ212HhmsxmHDx/G9OnTH9jgxx6Ul5fjyJEjMBgMGD9+PF566SWo1WqpyyIisiju6SO7UtrYgbe2X0SYtxs+XD4OSif+FZbayZMnUV5ejsTERJtcLy4uDtOmTUNqaqrs9o8Nhr+/PxYsWID9+/ejsLBQ6nIei6enJ9RqNcrKyqQuBcCtNyS6u7ulLuNb0tPTMXLkSJvPVLe3t3/rfMXHdfLkSbi6utr12Xytra3YvXs33n//fWg0Gqxbtw6TJ0+2+8DHRi5E1B++Yia70dLZizWbMiAA2LBqAnRq+Xc9dHRXrlxBVlYWxo0bZ9N27ZMmTUJ4eDj27NkDk8lks+taS1RUFObNm4f9+/fj66+/tuvmLqGhobh27ZrUZcBsNiM7Oxvjxo2TupQ7KioqcP36dUn2FnZ0dFhsT1pTUxMyMjIwZ84cuzymwWg04uuvv8Zf//pXqNVqvPHGG6iurkZzc7PUpRERWY39/bamIanXZMZb2y+isrkLH69MRoiXfS8ncgQ3btzA0aNHMW7cOEmOHZgzZw6MRiPS09Ntfm1riI6Oxtq1a1FaWootW7agtbVV6pIGJS4uDqWlpVKXgZycHKjVakRGRkpdyh0FBQWIiYmR5HxGg8EANzc3i4z1xRdfYNy4cXbZvTI7Oxsffvgh6urqsHLlSsydOxexsbFITk7G7t27YTQapS6RiMgqGPpI9kRRxD99nosz12/i/yxOwIQwx+kSZ68aGhrw+eefIyEhQbL9PAqFAsuWLUNRUREuXrwoSQ2WptPpsGbNGvj7+2PDhg0oKCiQuqRHFhoais7OTjQ2NkpaR2Njo0WXM1qCyWSS5ABvs9kMs9lskWtfunQJnZ2dmDFjhgUqs52KigqsX78eZ86cwfPPP49XX331W6F1xowZ8PDwwKFDhySs0jJ0Op1sllgTkXww9JHsfXqqFDsvlONHT0Xge+ODpC5nyGtra8Pu3bsRERFh8W6Aj0qj0eCFF17Al19+Kbu9W4OlUCjw/PPP44UXXsChQ4fw1Vdf2dUSVoVCgcDAwAfuT9Tr9VY/emPatGmorKxEbm6uVa/zKIxGoyTLIXt6eqBUPn7fts7OTnzzzTd44YUXJJndH4yWlhakpqYiNTUVCQkJePPNNxETE/OdxykUCixcuBClpaWy+jszGF5eXmhubsbNmzelLoWIZIShj2Tt67w6/PuhfLwQ7493n42Wupwhr6enB3v27IGXl5dsOmeGhobC2dkZWVlZUpdiUX3LPSsqKrBlyxa72m8UExODkpKSfu8rLS3Fp59+ir/85S/YsWMHrly5YpXArlKpsHDhQqSnp6Oqqsri4w+G2Wy2SPh6VN3d3Ra57v79+xEdHW0Xx6X09PTgyJEjWL9+Pdzd3e80aXlQx1R3d3fMnz8fhw8fhl6vt2G1liUIAry9ve1ypQARWY9gT12ekpOTxczMTKnLIBvJq27FSx+dQaSvO3a9OQVqF+lbwA9lZrMZe/fuRVtbGxISEqQu51vq6uqwdetWzJs3r9938e2Z2WzG0aNHkZOTg9mzZyMuLk7qkh7KYDDggw8+wE9/+tNvLSksLi7G559/jueffx4RERHIyspCXl4empubMWrUKCQkJCAsLMyis2EZGRk4ffo0Xn31Vfj4+Fhs3MHYs2cPfH19MX36dIuO29nZiba2NrS0tKC9vR2tra1oa2tDR0cHOjo6cPPmTVRWViIiIgIKhQKCIEChUMDJyQkKheLO14IgfOu2vtudnJzQ0dGBwsJCzJkzB15eXvD09ISHh4cky1UfpqqqCqmpqfD398czzzzzyD/3Y8eOobCwEG+88YZdNqoBbnUmLSgowLp163isEdEQIgjCRVEU+22rzHP6SJbqWw1YuzkDOrUzPlmZzMAnA9988w0aGhpk2aLdz88PixYtwr59++Dh4YHAwECpS7IYhUKBZ599FiNHjsQXX3yBsrIyzJ49Wxbn4N2PSqWCl5cXioqKEB8fD+BWE5MDBw5g/vz5iI6+NWs/ZcoUTJkyBU1NTcjMzMTBgwcBALGxsUhMTLRISJswYQK6u7uxZcsWPPnkkxg/fvxjjzlYoigOOESYzWZ0dHSgpaUFra2taG9vR0dHB9rb29HV1XUn0HV0dEAQBKhUKmg0Gmg0Gri7u9/5d6DT6aDVauHk5ASz2QyTyQRRFGEymWA0Gu/cdvdH321msxlGoxEmkwlKpRKRkZEoKipCdnY2Ojo60NXVBRcXF3h4eNy5Zt/nsLAwSUJ2dnY2jhw5gqeeemrQP+snnngCFRUVOHz4MObOnWvhCm1Dq9XCZDKhurraoX4fEtHgcaaPZMfQa8LSv55FUX07UtdNQdwIeTVjGIoyMzNx9uxZTJw4UZLlaQOVkZGBM2fOYNWqVRZrTy8n7e3tSE1NhVqtxrJly6Qu54G++eYbtLS0YNGiRcjOzsZXX32FRYsWPbSbZllZGS5duoTi4mL4+flh6tSpFunAef36dezcuRPr1q2Dt7f3Y483GCkpKQgLC0NiYiLa2trQ2tp6Z1aura0N7e3taG9vvzNL5+zsfCfIubm5QaVSwcPD486HTqeDp6cnVCqVJN8PcGvPnF6vv/O5L6CWl5cjMDAQr7zyis1my7788kvkjOIDAAAAIABJREFU5+dj8eLFCAkJeayxWltbsWHDBjz//PN2u3qgqKgI3t7emDVrltSlEJGNcKaP7IbZLOLdlGxcqWrBX78/noFPBgoLC3Hq1ClMmDBB1oEPuDWro9frkZKSglWrVsly6dnjcHd3x4oVK/Dxxx/jzJkzmDp1qtQl9ctkMkGtVuPIkSOor69Hd3c3XnrppQHtBQsNDUVoaCiMRiMyMjJw6NAhqNVqTJo0CXFxcYOe4SwvL8fIkSNtGvj0ej3q6+tRX1+PhoYGnDt3DhcuXMDRo0ehUqng5uZ2Z2bO3d0dI0eOhE6nw7Bhw6DT6eDi4mKzWgdLp9P12yV127ZtuHLlChISEjBmzBir1tDT04OUlBR0dXVh9erVFnnDR6vVYt68edi3bx8CAgJk1wl2IIKDg5GZmYknn3xS9r+7icj6ONNHsvJ/v7qGD74pxm/mxODNmRFSlzPk1dTU4LPPPsPYsWOh1WqlLmfAUlJSYDQasXTpUlkvgxysuro6bNmyBcuWLUNwcLDU5QAAurq6UFRUhOLiYpSWlqK2thZ+fn6YP38+Ro0aNejZHrPZjJycHJw/fx49PT1ITk5GUlLSIwV6g8GADz/8EMuWLUNQkHU6ALe1taGoqAhVVVW4efMmGhoaIAgCdDodvLy84Ofnh+rqanR0dGD16tVWqUEu+vbEjRw5El1dXVi4cKHVrqXX67Fjxw74+vpi/vz5Fn+j58iRIygrK8Prr79ul/v7MjIyMGnSJCQlJUldChHZAGf6yC7sy6rCB98UY2lyMN6YES51OUOewWBAWloaYmJi7CrwAcDixYuxadMmpKen2+2enAfx8/PDU089hX379mHt2rVQq9WS1NHU1ISCggIUFxejtrYWPj4+iIiIwMyZM5GWlobZs2cjLCzssa6hUCiQmJiIxMREFBYW4syZMzhz5gySkpIwadKkAZ0Tefz4cYSFhVk08JnNZpSXl98Juc3NzfD390dwcDAiIiLu7Ke7W2FhIU6fPm2xGuQoJycH2dnZWLlyJcxmMzZv3oyuri6r/B0tKytDWloakpKS8NRT/z977x0e5X3l7d8jjXoZtVHvXUISSAghRBe9GiOKjY1NM9msf87myr6bZN832XezzibZNDvFicHgGIwNNoRmTO/dCIEQEkK91xlJI2k0Gkmjmd8fRHrBNJVpEs99XbkuRzPP8z1TmOf5fM85nzNT7+cHSE9P59NPP+XkyZPMnz/fIGsYktjYWC5cuICfnx+enp6mDkdAQMCECKJPwCy4Wd7MD/flkBrqxrvL4gS3MTNALpcjFotH5I2CWCxmzZo1bN++ncuXL+vdLdEcSE5Opry8nK+++opVq1YZZU2tVkt1dTWFhYUUFxfT3t6Ov78/cXFxrFq16pHeMo1Go/dZbpGRkURGRlJTU8OFCxf4y1/+wpgxY0hNTX3qzEilUsndu3f1kl1TKpUUFRVRUlJCRUUF1tbWBAYGMm3aNMLCwp5bQmdjY0N3d/ew4zBX6urqOH78OCtWrMDNzQ2A4OBgDhw4QEZGhl6zcJmZmVy8eJF58+b1mwUZAktLS5YtW8bHH39MaGgokZGRBlvLEDg4OBAWFsahQ4d44403Rl3Ju4CAwMARRJ+AyalqVvGdT7Pwc7Xjw9fHYy0eeSU0oxGFQmFSg4jhYm9vz6uvvsrOnTuRSCRmN2ZCHyxdupStW7dy48YNUlJSDLJGV1cXxcXFFBcXU1JSgpWVFUFBQcyePZvQ0NCnlrz1OT4aAj8/P9asWUNzczMXL15k27ZthIWFMWnSpMfmR545c4bo6OghOUlqtVpqa2v7s3kymQwvLy/Cw8NJT0/vFzYDxdbWdtSKvra2Nr744gvS09Mf6d186aWX2Lt3L1u3bmXBggXDNuXRarUcO3aMkpISVq9ebbBy3YdxcXFh4cKFHDlyhE2bNo24ygdfX1+am5s5deoUixcvNnU4AgICJkIQfQImpU3dw4ZPMtFodWx/MxkXe/M3LnhRkMvlJisb1BceHh5kZGSwd+9eJBLJsB39zA1ra2syMjL47LPPCAgIeEzwDJWWlhYKCgooKSmhpqYGd3d3goODee211/Dy8hrQOTQajcGNSNzc3Fi2bBkqlYpLly7x2Wef4evrS2pqKqGhobS0tPTPWxsofb2Jfdk8kUhEYGAgKSkpREREDOs12dnZGWQQvanRaDTs2bOHmJiYx8YkiMViXn31Ve7evcvBgweZPXs248aNG9I6arWaL774Aq1Wy7p164wqvqKjo6moqGDfvn1s2LDBaOvqi9jYWK5fv052dvaQ338BAYGRjSD6BEyGplfLO5/fpkzewc4NKYRKHU0dksBDyOVynJycTB3GsAkKCmLu3Lns37+f119/3WR2/YbCx8eHtLQ0Dh06xPr164dUvtXXn1ZYWEhpaWl/2WZUVBQvv/zygPrmvo0hyjufhr29PfPmzWPmzJlcv36dr776CrFYTEdHB05OTjzPsKyuro6ioiJKS0tpaGjA09OTkJAQ0tLSBixyB8JozfTt378fZ2dn5syZ89TnxMfH09bWRmlp6ZBER319PV9++SVBQUEsXLjQaN+th5k9ezY7duzg9OnTI24MgoWFBePGjeP8+fN4eXnpbYNIQEBg5CCIPgGT8e6Re1wolPGr5fGkhY+uG/HRgEwmY8yYMaYOQy8kJCT0j3JYt27dkESMOZOWlkZpaSknT55kyZIlAzrm226b1tbWBAcHP7dsc6D09vYa/cbc2tqaadOmMWXKFKqqqvjmm29ob29n+/btiMVifH19+294u7u7KSkpoby8HJ1OR0BAAElJSURGRhqsrLkvS9jV1TVqeqvOnTtHS0sL69ate+53ZqjfqZycHE6cOMH06dMNVsY8EPr6+z755BNCQkIICxtZDtP29vZERkayZ88epk6dSlJS0oh0JBUQEBgagugTMAk7rpaz41oFb00N4ZWU0VVyNxro6emho6NjVImjadOm0dzczJdffslrr71mkkyBIVm+fDlbt24lJyfnqXPR5HI5hYWFlJSUUFdX94jbpj4zoFqtFq1WazJhY2Fh0T/vrw+ZTEZZWRl37tzhyJEjREdHExwczOrVq/H29jZabDY2NqNG9D3s1DmQ1zMUg65jx45RUFDAypUrh+0Eqw/c3NyYN28ehw8f5q233sLRcWRVqHh5eeHs7MyNGzcoKipi/vz5TzVBEhAQGF0Iok/A6JwvaORnX+UxO8aLHy+IMXU4Ak+gz8RltLmoLl26lJ07d/LVV1+xfPlyU4ejV+zt7XnppZfYv38//v7+uLm5odVqqaio6C9dVCqV/W6bK1euNFhGq7u72+yGQUulUqRSKUlJSfz+978nIyNDL0O8B4tYLKazs3PEmYF8m7q6Ok6cOEFGRsagDW0GytGjR6mpqWHDhg1m9X6NGTOG8vJy9u3bNyJnLtrZ2TFx4kRKS0vZuXMnM2bMICEhYdT93gsICDyKeV2VBUY9hQ3tvPP5baK8nfnDK+OwtBAuMubISHfufBoWFha88sorfPzxxyOyL+d5eHt74+3tzdatW4mMjKSsrAxbW1uCgoKYM2cOISEhRinn6u7uxtLS0uDrDIW+Ms+CggImTpxo9PX7Mn0jGaVSyZ49e5g5c+YjTp365M6dO5SUlPDmm2+aleDrY+7cuXzyySecP3+eGTNmmDqcIREaGoqnpyeXLl2iqKiIefPmjYo+bgEBgScjiD4Bo9Gk7GLDJ5nYWluy/c1kHGyEr5+50tzcPCpFHzww03jttdf4+OOPcXV1fcxtcCTQ29uLXC6noaGBhoYG5HI5crkcpVKJs7MzdnZ2uLm56b1sc6B0d3ebdflsbGwsubm5JhF9VlZWqFQqo6+rLzQaDZ9//vkTnToHwvNMdeBBGfLp06fJyMgwS8EHDz7Hl19+mR07dhASEvJIKfFIwtHRkdTUVEpKSvjb3/7G7NmziY2NNXVYAgICBkC46xYwCuqeXjZ/moWsvYsvvzMJX5eRPQpgtDNanDufhkQi4ZVXXuHzzz9HIpEMe3aYIWlvb6euro7GxkZkMhlyuZzm5mZsbGxwdXXF3d2dqKgoZs6ciaenp1kYM/T09JhdeefDxMbGcvr0aVQqldH7Vkd6pu/gwYM4Ojoyd+7cIR3/vBJChULB7t27mTBhgln08D0LDw8P5syZw4EDB9i8efOI7YEWiUSEh4fj6enJ6dOnKSoqYs6cOSP29QgICDwZ870qC4wadDod/77/LlkVLXywJomxAcbvoxkIGo2G3t7eUWGwMFxkMhkBAQGmDsOg+Pj4sGjRIg4fPjyo+XOGoqur65HMXZ/A02g0uLi44OHhgZeXFwkJCfj5+Zl1JtYce/oextbWFi8vLwoKCkhMTDTq2mKxeMSObbh48SKNjY2sX7/eYJsLR44cISIigmnTphnk/PomISGBioqK/pEwIxlnZ2cmTZpEYWEhH3/8MYmJiYSFheHl5SX0+wkIjALM96osMGr44FwxB27X8L/mRrIowTxnAxUUFHD27Fk6OjpwdnbGz88PX19fpFIpHh4eZn2DrW+0Wi1NTU3ExIx+k53o6GgyMzM5deqUUW/YlEpl/0w4uVxOU1NTf2mmi4sLUqmUxMRE/Pz8DGaSYUjMPdMHEBkZaRLRZ2VlRW9vr1HX1AcFBQXcvHmTtWvXYmdnmEqNvox2RkaGQc5vKPr6+y5fvsyUKVNMHc6wsLCwIDo6mvb2dsrLy7l16xaWlpbExMQQHh6On5+fWVQTCAgIDB7zvioLjHi+zqnjtycLeTnRj7dnmmcJXVtbG19//TVjx45FIpGgVCpRKBTk5OTQ2dmJSqXCwcEBX19f/Pz8+l0AR6sQbGtrw8rKyuxv2oeLRqNh//79qFQqVq5cafD1GhoayM/Pp7i4mObmZqRSKZ6enkRERDBjxgykUumoec81Go3Zv5b4+HguX75s9PEJarXa7N+bbyOXy/nqq69YunQpUqnUYOvk5OQQHR1tMFFpKGxsbFi2bBm7du0iKChoVFRJODk5ER0dDTzYpKqrqyM/Px+NRkNUVBSRkZEEBASMuO+ygMCLjPCvVcBgZFcp+MGX2SQHufKrjHizLQ8pLCzEzc2t377dyckJJyen/gu3Tqejo6MDhULB3bt3UalU/ULw4YygVCodcTcrT0KhULwQJa5Hjx5FJpOxadMmg7xerVZLZWUlBQUFFBcX09XVRXBwMFOmTCE8PHxU3yyNhEyfra0tOp2Onp4eo37f6+vrh9wPZwrUajV79uwhNTWVyMhIg66Tn5/P4sWLDbaGIfHy8mLmzJns37+f73znO6NqU9DR0ZGIiAjgwedUW1vLiRMn6OzsJDw8nKioKIKCgl6I64aAwEjGvK/KAiOWGkUnm3bcxNPZhi1rx2MjNk/7dngwYNjPz++pj4tEIhwdHXF0dMTf37//730Zwdzc3P6MoJ2dXX9G0NPTEw8PjxHXDD+anTsfZvr06ezYsYMrV66Qnp6ul3P29PRQUlJCQUEBJSUlWFlZERISwuLFi0esu99Q6OnpMduRDX2UlJTg6upq1OHaMpkMS0tLg2bL9M2XX36Jn5+fwcsWT5w4gb+/v1mbKj2PpKSk/v6+NWvWmDocg2Bra0toaCihoaF0d3dTX1/P+fPnUSqVBAUFER0dTUhIyIi77gkIvAgIok9A7yi7NGz8JJOunl4+f2si7o7mu/vX1NREa2srCQkJgz72SUKwo6ODlpYW7t27x82bN/uFoI+PzyNC0MHBQZ8vQ680NjaOaufOPiQSCW+++SY7duwAGLLw6+zspLCwkIKCAioqKpBIJISGhpqFOYypGAnlnQUFBUZ3hywuLsbX19eoaw6HY8eO0dPTo9fs25NGNlRUVFBcXMzmzZv1to6pWLhwIdu3b+fq1aukpaWZOhyDYm1tTWBgIIGBgWg0GhobG7l69SqXL19m48aNZv8bICDwoiH8ixTQK71aHd/fc5uiRiUfr5tApJd5i4eCggLc3d31dj4HBwccHBweEYIqlYqWlhbu379PVlYWKpUKGxub/tLQPiFozIzDs5DJZHh7e5s6DKPwsPDTarUDHtbe3t7O/fv3KSoqorq6GqlUSmRkJPPmzUMikRg4avNnJGT6qqqqWLhwoVHXLC8vJzQ01KhrDpXbt29TWFjI+vXr9Tpz8dtl/hqNhiNHjjB9+vRRsdlkY2PDyy+/zGeffUZISAg+PuZpXqZvxGIxvr6++Pr6kpWVRW5uLuPGjTN1WAICAg8hiD4BvfKrY/mczm/k3ZfGMD3SvEuYdDodubm5Bi8nsre3x97e/pESUpVKhUKhoLCwkNu3b6NSqbCysnpECEqlUqMLQZ1Oh1wu7+/feBH4dsbvacKvubmZrKwsSktLaW1txcfHh6ioKJYtWyaUMn0Lc+/pUygUdHZ2EhgYaNR16+vr9VZKbEhqamo4c+YMq1atMvhw9PPnz+Pk5ERycrJB1zEGPT093Lt3D5FIRHBwMPv27eOtt956IcrlHyYiIoLLly8TGxuLtbW1qcMREBD4B+Z7VRYYcey+UclHl8pYlxbM2knBpg7nuTQ0NNDV1WWSzEyfEHy41KuzsxOFQkFRURHZ2dn9QrBv97RPCBpyN1ypVALodWd/JNAn/Hbu3An8P+FXV1fH/fv3KS4uRqFQ4O7uTl1dHdOmTRsRN++mwtzLO/Pz8wkMDDRqNlIul6PVas2+5FepVLJ3715mzpxpcFHc0NBAdnY269atM+g6xqKsrIxTp07h7e1Nb28vDg4OqFSqF070OTs7Y2trS3Z2NikpKaYOR0BA4B+Y71VZYERxtVjOTw/mMj1Syk8WjYz5bvfv39draedwsbOz6+//60OtVtPS0kJxcTF37txBpVIhFov7ewS9vLzw8PAY9m68RqOhoKCATz/9lJaWFhISEvrdTF8UJBIJa9euZcuWLVRUVNDZ2Ul3dzfBwcFMmzaNsLAwxGIxzc3N7NmzB7lczksvvSQ41j2Bnp4es944KCsrM3o2u7S09JGyb3NEo9Gwe/duoqKiGD9+vN7P/+1+vsOHD5OSkoKHh4fe1zIFra2t+Pv788orr5g6FJMTFRXF9evXiY+PHxWu1gICowFB9AkMm1KZkn/alUWo1IE/rUlEbGn+g1u1Wi25ubnEx8ebOpRnYmtri4+Pz2NCUKFQUFpaSm5uLh0dHVhYWDxRCD5vTEZHRwc5OTlkZWVhbW1NSkoK2dnZfPTRR8TGxjJ16lSDl3eZmt7e3kccN21sbBCLxSxZsuSJjptubm5s2rSJAwcO8PHHH7N8+XKzz94Ym56eHrM2K2pqamL69OlGXVMmk5m9uDly5Ah2dnZGGSlx9epVACZPnmzwtYxFa2ur2fRmmxp7e3ucnZ3JzMxk2rRppg5HQEAAQfQJDJOWjm42fJKJlaUF29+cgLOt+e7uP0xNTU3/KIaRhq2tLd7e3o+YrfQJwbKyMnJzc1GpVIhEov7S0D4hKJFIEIlEyGQybt26xb1793B1dSU+Pr7/vQgKCqK1tZVz586xZcsW4uLimDJlyqgwWeijq6uLoqIiCgoKKCsrw8HBgbCwMF555ZUBmdhYW1uzevVqLl++zK5du1iwYAGxsbFGiHxkoNFozNbIRa1Wo1KpjG5W1N7ebtabA1evXqW6upoNGzYY/LNrbW3l2rVrrF692my/J0Ohvb0dT09PU4dhNkRERJCZmUlSUtKIvNYKCIw2BNEnMGS6NVq++1kWtQo1uzdPJMBt5JhZ5Ofnm/2u+2B4khDs6upCoVBQUVHBvXv3UKlU6HQ6JBIJra2teHt7M2nSpCeW4UkkEpYtW4ZCoeDs2bN8+OGHJCQkMHny5BF/8T5w4ABFRUW4u7sTERHBrFmzhlzKOmXKFHx8fDh06BC1tbWkp6djYWH+mW5Do9FozLa8s6amBjc3N6OLjY6ODrP9t6NUKrly5QpvvPGGUUyJvvrqK8aMGWP25a6Dpa2tjaioKFOHYTbY2tri4eHBN998w6xZs0wdjoDAC48g+gSGhE6n4ycH73K9tJn3V49jfJCbqUMaMBqNhvz8/FHhFvcsbGxs8PLyeiS70NXVRUdHB3FxcQMSJy4uLixfvpzm5uZHxF9aWprZ3sA+i/v371NdXc0///M/6y3+sLAwNm7cyBdffEFtbS1Lly594fohv425iz5TZGN6enrM1tDjm2++ITQ01CiZyJKSEhwcHFi5cqXB1zI2crl8RM1hNAZBQUF89dVXxMTECO+NgICJEbakBYbE1oulfHmzmu+lh7Ms0e/5B5gRlZWV2NjYmO0NmCGxsbHBzc1t0NkoNzc3VqxYwbp161AoFGzZsoW9e/fS0tJioEgNw5UrV5g0aZLeBatEImHTpk1IpVI+/vhj7t+/r9fzjzTMubyzvr7eJHMou7u7zdbQIi8vj6SkJIOvo1QqaWpqYunSpaPOAEmhUKDT6V74DZ8+FAoFR48e5S9/+QuNjY1cv37d1CEJCLzwCJk+gUFzIq+eXx2/z6IEH74/O9LU4Qyae/fuIZWa9wxBc8XDw4NVq1Yhk8n43vf+DwcOZDJr1hgyMl4y+5udwsJCOjo6DHZza2FhwYIFCwgLC+PIkSOUlJQwd+5cs814GRKNRmO287lkMhmpqalGX7enp8cshU5BQQHW1taEhIQYfK3AwEAcHR3N2uRnqNTX1+Pq6mrqMExOcXEx169fp7a2lpiYGNauXYu7uztXr15FLpePqrYKAYGRhpDpExgUuTWtfH9PNgn+Lvxu5VgsLJ7tDmludHd3U1RU9MigdIHBI5VKiYuLxtt7MVlZEr7//d/z0Ud/o6mpydShPZUrV66Qmppq8J67yMhINm/ejEwmY+/evWi1WoOuZ46Y65w+jUZjMkOV1tbW57rpmoKbN2+SkJBglLWioqJITU3l4MGD9Pb2GmVNY1FXV2dWI4CMSXd3N9euXeODDz7g+PHjBAcH884777BkyRK8vLwQi8X4+/tz6dIlU4cqIPBCY35XZQGzpaFNzaYdN3G1t+KjN8Zja2We5VvPos+p8UXMvugbX19Xmpt1zJ69iaamenJyTnD58h9ITQ0kI2OpWbnYFRcX09raapQSNgBHR0def/11tm/fzpkzZ5gzZ45R1jUXtFqtWWb6ampqkEgkRs+4lZSU0NnZyYcffoijoyNSqZSAgACCg4MfGcdibNra2qipqeHll1822prp6el88sknnDlzxiijIYyFTCYjODjY1GEYFbVazaVLl7hz5w7e3t7MmjWLyMjIJ26sBQcHc+XKFerq6kz6nRcQeJERRJ/AgOjs7mXTjpu0q3vY9900PJ0G1w+n1WrNwtUwLy/PrG3TRxJ+fn7cvFkHgLu7NzNnvolCsZDs7BP82799wIQJfmRkLDGLC/zVq1eZMGGCUbNPYrGYV155he3bt+Pl5WW0bIo5oE8jF61W2z9mobOzk87OTpycnHB1dR10X251dbVJNiPu3LnDggULmD59OjU1NVRXV1NTU8PNmzfp7OxEKpXi5eVFQEAAISEhRjNJyszMJDw83CiOnX1YWFiwYsUKtm3bRmBgINHR0UZb25AolUqzL3HXFxqNhuvXr3Pjxg38/PxYu3btc6+rFhYWBAUFcfHiRVavXm2kSAUEBB5GEH0Cz0Wr1fGDL7PJrW1l2xvJxPgMblh3W1sb69f/K3Z2DixZMpl58+aY5OKoUqkoLy8fVcOATUlQUBCdnXmP/M3FRcqMGa/T2rqA7OyT/OhHW0hO9mbFiqUmc24rKyujqamJNWvWGH1tiURCRkYG+/btQyqVmoUANga9vb3DFn23b9/m2rVrKBQKxGIxNjY22NjYYG1tTWdnJ+3t7VhaWuLg4ICjoyOOjo44Ozvj4uKCpaUlNTU1yOVyWlpasLa2xt7entLSUtLT0/X0KgeGRqOhpKSE9evXY2lpSWBgIIGBgf2Pt7W1UVVVRU1NDbdv3+bYsWPY2NgglUrx9fUlKCiIgIAAg2xY5OXlsXjxYr2f93k4OzuzaNEivv76a7y9vUeFWFKpVDg7D+7aOJLQarXk5+eTm5tLTU0NHh4erFix4pHv8vMICAjg6tWrVFZWDuo4AQEB/SCIPoHn8rtTBRzLrecni2KYFTP4LNkf/rCF7u4kXF1j2bnzNtu3/4iUlGAWLZrBxIkTjZYBLCkpwdnZ2Sx7jUYiISEhdHfL6enpxsrq0VI+icSd6dNfRalcwK1bJ/jxjz9i3DgPMjIWExQUZNQ4r1y5wvjx4032uQcFBZGWlsbf//533nrrLbM089A3wzFyqaur48iRI2i1WmbMmEFUVNQTnUC1Wi1KpRKFQoFCoaCtrY22tjZKS0vRaDRIpVImTJiAp6cnarWatrY2lEolZ86cIS8vD1dXV5ycnLC1tcXe3h57e/v+/7aysqKrq4vOzk56e3sRi8WIxWK0Wi29vb1oNJr+/9ZqtY/897f/1tDQgIODw1MNLJydnRkzZgxjxozpf10NDQ1UV1dTW1vLyZMnaWlpwcXFBU9PT/z9/QkKChp2xUJhYSFisZjQ0NBhnWeoREVFUVpaysGDB1m7dq3Zur0OlI6OjlEhXr+NSqXi2rVr5OTk4ODgQGxsLDNmzBjS908kEhESEsL58+dZu3atWfa4CgiMZoS7X4Fn8vesaj44V8KrKYFsnDJ4d7fz589z/nwDyckvIRbb4OUVTHf3fAoLc8nM/BpHx10sWJDM/PlzDD6oNzc394XJtBgDa2trnJysaG6ux8vrybu2jo4uTJu2mo6Ohdy+fYKf/nQHCQmurFy51Cjir7KyksbGRlatWmXwtZ7FpEmTKCkp4fz588ybN8+ksRiDPqE0GNRqNSdPnqSoqIjU1FRSU1OfKQQsLCxwdnbG2dl5wFmD27dvk5iYSFhYGDKZDIVCgUqlorGxEbVaTVdXF11dXf2i1caBy4xEAAAgAElEQVTGBpFI9IiYE4vFWFlZYWFh8cz/WVpaYmFhQXV1NVOmTBnw+2BhYYGPj88jv1VdXV392cDS0lKuXr2KWq3G2dkZiURCcHAwkZGRg3IlvnHjhslLjufNm8f27ds5d+4cs2fPNmksw6G6uhpbW9tRNQaooaGBK1euUFJSQkhICBkZGXrJzvn6+lJRUUFJSQnh4eF6iFRAQGCgCKJP4KncKGvmx/tzSAtz579eGjPoXTm5XM57731BWNgaxOL/l92wtrYjImICMIGWljoOHcpmz55fEhvrzpIlU5k6dareL55tbW3U1dUJFxk9I5U60Nxc91TR14eDgxNTpqygo2Me2dmnjCb+rly5QmJiolmYiixZsoStW7eSkJAw6jcfBprp63PTLSgooKysjJCQEN566y2DlcnV19czf/58PDw8jPIZKJVK7ty5w4QJE4Z1HhsbG8LDwx/5/eoTq3K5nIqKCm7cuIFIJMLX15fQ0FDCwsKeOkKgra2N2tpali9fPqy4houFhQUrV65k27ZtBAcHj9jf5+LiYgICAkwdhl64f/8+169fp6mpifj4eDZt2qT3URTh4eFcuHCB0NBQs+j1FxB4URBEn8ATqWjq4Duf3iTA1Z6/vjYeK8vB/zD/7nd/RSRKRip9uiBwdfXB1dUHrXYuVVX3+P3vb/D++/uYNSueBQtmERMTM5yX0U9xcTGurq7CBUbPeHk5UVEhG/DzHRycmDx5OZ2dc7l162S/+FuxYonene/6zDIyMjL0et6hIpFImDRpEkePHmX9+vWj9ruo0WgAHsv0tba2Ul1dTV1dHY2NjTQ1NaFUKvH29iY4OJiJEycabJSKWq1m3759WFtbG3VO2K1btwgJCTHIUHZ7e3uCg4MJDg4mOTkZeCBqS0tLOXfuHHv27CEkJAQ/Pz9CQ0OJjIzs30z75ptvjG7g8jRcXFxYuHAhR44cYePGjTg5OZk6pEFTVlZGSkqKqcMYMt3d3WRmZnLr1i3EYjHjx49n7NixBitFl0qllJWVUVJSQkREhEHWEBAQeBxB9Ak8RmtnDxs+yUQHbF83AYn94A0Zjh49RmamigkTZg7o+RYWlgQFxRMUFI9S2cLFi3c4enQr/v4WLFkymVmz0ofVL3H37l2TGYmMZvz9fSgoqBv0cXZ2jv3i7/btU/z0pzuJi3NhxYpFhIWF6SU2c8ry9ZGWlkZubi43btwwyYBwQ9Pb20thYSHt7e3cuHGD2tpampqaUCgUaLVapFIpnp6eREREMHXqVDw9PY3S41hQUEBnZ6fRTUsqKiqIi4sz2nre3t54e3tTVFTE9OnT8fT0pKysjOzsbHbu3ElAQAB+fn6UlZXx2muvGS2u5xEbG0tpaSmHDh1izZo1I2pDRKlUIpPJRpx40Wg01NTUcPfuXe7fv4+Pjw/z5s0jPDzcKO+/m5sbNTU1I+59ExAYyQiiT+ARenq1/H+f36KyWcWnGycS4uEw6HPU1tby5z8fJjLyTSwsBt+c7+joypgxM9Bqp9HQUMb27bfZuvVHTJwYzJIlsxk/fvygLkrNzc20tLT0GyUI6I+goCBUqitDPt7OzpG0tJfp7JzD7dtn+M//3E1MjD0rViwmMjJyyOetq6ujqqqKl156acjnMAQWFhYsWbKEPXv2EBsbO6Ld/rRaLTKZjJqaGmpra2loaEAul1NXV4eTkxPl5eVIpVIiIyPx8fHRe4nYYCgpKSEqKsropiUKhQJvb2+jrqlUKmloaGDVqlXY2dkRHBxMW1sb9fX1zJs3j/r6elJTU81uE2z+/Pls27aNS5cuMX36dFOHM2D6vufmtLn0bbq7u6mrq+s3B5LJZLS1teHs7ExAQMCARi7oGxcXF2pra426poDAi44g+gT60el0/OfhPC4Vyfn1igRSQ90HfQ6tVsv//M8H2NlNxtV1eD0zDwwNwvDxCUOt7uD+/VyuXz+ARLKThQsnMG/e7AHduBQWFuLm5iY4hRmA8PBw1OoDw57D+ED8vYRaPYfs7DO8++5eoqLsyMhYMKQS3ytXrhAfH2+Wxgp+fn5ERUVx6tQpsyk9fRo9PT10dHSgVCpRKpWoVCpkMhkNDQ00NDQgFouRSqV4e3szZcoUgoKC2LVrF1OmTDGr+Ws1NTX9JZDGRKlU4ubmZtQ1MzMzHyspvXv3LsHBwURHR5vV5/IwYrGYFStWsGPHDoKCgkbMoPPu7m6DlO8Oh/r6egoLC6mrq6OpqYn29vZ+91c/Pz+Sk5Px9fU1qZOwRCLh3r176HQ64dosIGAkBNEn0M8nV8v57JtKvjM9lFXJQ2tK//vfD3DvnpjkZP3OwrO1dSAiYiIwkaamWvbvv83nn/83cXEeLFkynSlTpjx1p/Xu3bsmsyUf7Tg6OmJrq6O1VY6r6/CHXtva2pOauoSurtlkZ5/jF784QGTkUTIyFhAbGzugczQ0NFBWVsY777wz7HgMRXp6On/+859pbm42uij4Nu3t7VRVVfVnxFtaWmhvb0elUtHT04ONjU2/M6GdnR2urq4kJiYSFBT0xEylm5sbcrncBK/kybS2tqJWqw3WL/g0FApFvwOoMcnPz3/MCbO4uBgnJye6urrMemSIh4cH6enpHD58mE2bNplFz+FA0Gq1T/y7Wq3m8uXLVFRU0NTURG9vLzqdDp1OB9A/P9LR0REnJyfs7e1xcnJ6ZO5k31gRtVqNTCajqamJ5uZmFAoFra2t9PT0oNFo0Gg09Pb29jvn9vV7Tpo0CS8vL7P73PsccFtbW0flqAsBAXNEEH0CAJy738i7R+4xN9aLH80b2k5wRUUFH398hujoTQbtCXB398Xd3ReNZi7V1fn8+teXef/9vaSnx7Fo0dxHegQaGhro7OwULioGxN3djqamWr2Ivj5sbOyYOHEhXV0zuXPnAr/85SHCwr5mxYoFz+2RunLlCnFxcWaZ5evD3t6euLg4Tp06xerVq00WR1lZGQcOHMDV1RWJRIKbmxvBwcF4eHj033wOFg8PD5qbmw0Q7dAoKirCz8/P6HPg5HK50X93qqqq6OnpecwFc/78+Zw6dYoPPviAlJQUJk6ciJXV4Hu1jUFiYiJlZWUcPnyYV155xdThPBcLC4snir6SkhK++uorfH19mTRpEoGBgVhZWSEWi/szW9+eM9mXSa+oqKCjowOVSoVKpUIul+Pq6oqbmxsuLi5IJBK8vLyIiorC3t4esViMtbU1lpaWWFtb4+joOCL6Iu3s7GhqahKuzwICRmJAok8kErkA24A4QAds0Ol01x56XALsAgL/cc7f6nS6vw3w2P8F/AaQ6nQ689kefoG4X9/GO7tvE+PjzPuvjMPCYvClFt3d3fzyl3/ByWkGzs6DLwsdCmKxFcHBCQQHJ9De3sS5c9kcOfIBQUFWLF48mZ6ebiorK42+w/+i4e3thEzWaJBz29jYkZIyn+7umdy5c55f//oIwcHHWL58DuPGjXvs+XK5nJKSEt5++22DxKNPZs+ezV//+ldu3rxp1NLD3t5eamtrKSoqIisri4ULF+q139XLy4vi4mK9nW+4lJeX62W+2GAxhejLysoiJibmsRt+Ly8vXn/9daqqqjhz5gxZWVlMmjSJ8ePHm+VQ9MWLF/PRRx9x/fp1szc8+rbo65s3WVxczOzZs585C3GgcyYPHjyIra0t8+fP11vc5oCDgwMymUxv5l0CAgLPZqCZvj8Ax3U63QqRSGQNfLvm4m3gnk6nWyISiaRAgUgk+kyn03U/61iRSBQAzAEqh/1KBIaErL2LjZ/cxMHGku1vTsDeemjJ39/85k+Ul3swfvxEPUc4MJyc3ImLm4VWO5P6+mK2bs1GLi8DSvj1r39skpheFPz8PCkvN2xDvrW1DRMmzGPs2Bnk5Fzk978/SWDgCZYvn0NSUlL/865cuUJMTMyIKAuztrZmxYoV7N69G7FY/EQRqw/6RF5ZWVn/GAtbW1t8fX15/fXX9T6vzsfHx6wyfTU1NUyaNMno67a0tCCRSIy2nkajoaioiDfeeOOpzwkICGDdunWUlJRw9uzZ/gHtcXFxJi8zfhhra2syMjLYtWtXv+OoOVJRUUF5eTm1tbUcO3YMpVJJRUUFwcHBbNq0SW9GTRMmTGDfvn3MnTt3RGTwBopEIqGubvDuzwICAkPjuXf4IpHIGZgGrAP4h5Dr/tbTdICT6EHNgiPQDGgGcOx7wA+BQ8N5EQJDQ93Ty+ZPb9LU0cXe76ThLRlaOdyuXbs5e7aJ5OR1+g1wCFhYWODrG4mv7wPnx3PnPuWPf9zGT37yAxNHNnoJDAzkzJm7RlnL2tqG5OQ5JCbO4M6dS7z//gn8/U+ybFk6ERERFBYW8t3vftcosegDPz8/Xn31VXbv3k1vby/jx48f9jmfJfKio6NZvHixQV1DnZ2d0el0/e6ApkShUNDT02OUQezfprW11ajDxu/evYuHh8eAXBjDwsIICwujsLCQ7OxsvvnmG9zc3IiJiSEuLs7knxs8GD8xdepUDh06xMaNG82qJ62iooJjx46h0WhwcXHB398fKysr/Pz8mDZtmt6dMP38/BCLxZSWlo7YAfZPQiKRkJuba+owBAReGAaS1gkFZMDfRCLRWCAL+BedTtfx0HP+DBwGagEnYLVOp9OKRKKnHisSiZYCNTqd7s6znJtEItFmYDNgkhKd0YpOp+OH+3K4Xangw9eTiPcf2o705cuX+dvfrhMfvwGx2Hwuyn1MnryK48d/xcGDh1i2zLzs+0cLoaGhqFQnjbqmpaUVSUnpjB07lbt3r/LBByfo6fmYqCifIfWhmRI/Pz9ee+01du/ejaWl5aAzfqYWeU9CIpHQ2NhocvFQWFiIv7+/SbIjbW1tRi3vzMnJIT4+flDHREZGEhkZiUajIT8/n9zcXC5fvoy3tzfx8fHExsaaVGxNnDiRsrIyvv76a5YvX26yOB7mzJkzZGdnM3XqVJKTk4323YqIiCA/P39UiT57e3s6Ozvp7Ow0OwdUAYHRyEBEnxhIAt7R6XTfiESiPwA/Bn760HPmAdlAOhAGnBKJRJeedqxIJPol8H+Auc9bXKfTbQW2AiQnJ+sG/MoEnskfzhRx+E4tP5wfxfy4oe2CFxQU8ItffEZ4+Os4OJhnI7a1tQ2pqRs4cODXhIeHGXVQ8ouCp6cnlpZdtLc34+Rk3BIxS0srxo2bTkLCVL788o9cvXqFH/7wF7z00nQmT9avg6wh8fHxYeXKlXzxxRd4eXk9MzOl1Wqpra2lvLycysrKR0ReZGSkSUTet3FxcUEul5v8BrWsrMxkm4WdnZ04OTkZZS2FQkFjY+OQjU/EYjHx8fHEx8ejVqvJzc0lOzubs2fPEh0dTXJystHnuPWxbNkytmzZQlZWll4y4UNFpVLx5ZdfotFoWL9+vdHLYaVSKffv3zfqmsbA3t6epqYm/P39TR2KgMCoZyCirxqo1ul03/zj/+/jgeh7mPXAr3QPfIiLRSJRGRDNg169Jx0bBoQAfVk+f+CWSCRK0el09cN5QQLP51B2De+fLiIjyZ/vTh9aA7VcLuc//uPPuLktwsPDvH+sPT0DiIh4jT//eSc//7k3Hh4epg5p1OHubo9cXmd00deHhYUFL730Fp9/XoxCEc1HH2Vx4MA5li2bwZQpU0wS02AJCAggLS2NAwcOPFLO9rDIq6qqorq6GltbW3x8fIiMjGTRokVG7R0bCJ2dnWZRjldXV8e0adNMtr6xTFK++eYbIiMj9fKe29rakpycTHJyMjKZjOvXr/Ppp5/i7u5OSkqKXk1/BhpPX++rr6+vSUp17927x8mTJwkPD2fevHkmcT61s7Ojq6vL6OsaGltbW2QymSD6BASMwHNFn06nqxeJRFUikShKp9MVALOAe996WuU//n5JJBJ5AVFAqU6nkz/pWJ1Odxfo93cXiUTlQLLg3ml4blW28G/7ckgJduMXy+OGNBRVrVbzH//xW3p6kgkPH1w5kamIjU1FoajhV7/6Kz/72Q9wcHAwdUijCqnUgdbWRsC4N4QPY2fnQGzsYoqKvmbNmvcoLLzJtm3H2L//PEuXTmHq1Klm6VT4MGlpaVRWVnL8+HFSUlK4efMmhYWFWFlZ4evrS0REBAsXLjQ7kfcwarWahoaGR0anmAK5XE5vb69JRAI8EOvGKv0rKChg6dKlej+vVCplyZIlLFiwgLt373Ly5EkaGxuZOXOm3td6Fn5+fkyePPmxDRFDoFQqqampoba2lvr6empra7G3t2fOnDlGF7wPM1pFn7OzMw0NDaYOQ0DghWCgVo3vAJ/9w32zFFgvEon+CUCn030IvAt8IhKJ7gIi4EcPCbjHjtXnCxAYONUtKjbvvIm3sy0frh2PjXhoN8C/+c2fKCuTkpQ0Q78BGpi0tAxOnWri/fe38OMf/4vZC4CRhJ+fO7dumf7CnZIyh+Lii9y8eZDU1BVER6dQUJDJjh0nOHjwIosXpzFz5kyz/ew1Gg1BQUHs27eP/Px8xo4dy7p163B3N84YFH2QnZ2Nr6+vyXsri4qKCAgIMNn6Op1uSJtqg6W4uLh/GLehEIvFJCYmEhISwq5du+jo6GDhwoVG7ZWcNGkSJSUlnDx5kiVLlujtvDKZjMLCQiorK6mvr6enpwcPDw+kUimhoaGkp6ebrLT1YSQSCUql0tRh6B2JREJFRYWpwxAQeCEYkOjT6XTZwLcHSX340OO1PKU/7ynHfvs5wQOJQ2DotKt72PjJTbo0WvZsTsbNwXpI59mxYxcXLrQyfvzTbcHNmenT3+Tkyff4298+ZdOmdaYOZ9QQEBDAlSumv3BbWlqSkrKSy5f/wtix87CzcyImZiIxMRO5f/8mn39+nMOHr7JkySTS09PNSvwpFAq2b9+OnZ0da9asISEhwWwHaD+LyspKk/fywYP5fKGhoSZb31iiLysry2i9yi4uLmzYsIFPP/2Uffv28fLLLxv1O7p8+XK2bNlCXl7ekLNuGo2G0tJS8vPzqaioQKPREBgYSFhYGOnp6UilUrMci+Di4kJvb69ZuOLqE2dnZ1paWtBoNIjFQxsZJSAgMDDM75dNQO/0anV8b/dtimVK/vJaEuGeQzMXOHjwMDt2ZBEfv9osnToHgrW1DTNm/BMXL8o4c+asqcMZNYSEhNDVZR7zlqKiEnF2juTChZ2P/D06OpnFi3+Cn98Gdu8u4/vf/znHjx+np6fHRJE+iqOjI3FxcXR0dFBdXT1id/Wbm5vNIjNSV1dn0OzX89DpdAYXD2q1moqKCoPNeHwS9vb2rF+/HrVaze7du+ns7DTq2osWLeLEiRO0tbUN+DiNRsOdO3fYvXs37733HufOncPBwYFly5bx/e9/nxUrVpCSkoKXl5dZCr4+3NzcqK017ExUY2NhYYGNjY1ZzfYUEBitmO+vm4De+O+v8zlXIONnS8cwNUI6pHPs2fMlf/rTWeLi1mJvP7J3GR0dXRg/fhO7dp0Xykr0hL+/PxpNG11dxrsBfBZTpqyiqiobubz6scciIsaxePH/JiBgE3v3VvMv//Jzvv76qMnFn1gsZt68ebz99ttYWlqybds2vv76a9rb200a12DQarUoFAqTiz6ZTIaFhYVJ4zCG6MvOzsbf39/omR9ra2tef/11bG1t+eSTT4wq/CIjI4mKiuLQoUNotdpnPresrIy9e/fy3nvvcevWrf6h6d/5zneYPXs2gYGBZi3yvo2Hhwf19aPP687Ozo6mpiZThyEgMOoZOb92AkNi1/UKPr5SxobJIbyeGjTo4+VyOf/1X79m27Ys4uLW4eQ0cnqLnkVAQAReXov5858/NfnN/mjA0tISFxdbmprMYxfaxycIX99ULl78+KnPCQ8fy6JFPyYs7LscONDA9773cw4dOmzy74O9vT2LFy9m8+bNdHV1sWXLFgoLC00a00CRyWTY2dlhb29v0jj65vOZEmOIvrt375KQkGDQNZ6GhYUFy5Yt6++JMybz5s2jo6ODq1evPvaYWq3m8uXLfPDBBxw5cgSpVMqmTZtYv349kyZNwtXV1aix6hOJRDKiNoEGiqOjo2DmIiBgBATRN4q5XCTn/x7OIz3ak/+zKGbAx2m1WjIzM/n5z3/Ha6/9hJs3XRg/fiOOjiP3YvkkUlIWolAE87e/7TJ1KKMCDw97WlrMZxd6xowVNDfXU1Jy65nPCwmJY+HCfyM8/G2OHGnhnXd+zv79B1Cr1UaK9MlIJBIWLlwIYLR5b8OltrYWqXRo1QT6pKKiwmTz+frQarUG7emTyWS0tbUREzPw33Z9Y21tzYoVKzh16hR379412rpisZiMjAyuX79OdfWDbH5dXR379+/nj3/8I1VVVcyZM4e3336bGTNmjGih9zDV1dX4+fmZOgy9I5FIBNEnIGAEhK7ZUUpxYzvf/SyLCE9H/vhqIpYWz7/5yM/P58yZi5w9m0NHhwuOjnHExS3A1nb0jjeYMuVNTp/+GWlpucLg9mHi7S2hqKjR1GH04+AgITJyPteufUpYWNJznx8SEktISCyVlQUcO3aU48d/wbx5iSxatABbW1sjRPw4Fy5cIDAw0GRjBwZLfX29WczBrKurY86cOY/8rauri6qqqv55hyqVCn9/f4KCgggNDdV7iaShM32ZmZlER0eb3IwoNjYWBwcH9u7dS0dHB6mpqUZZVyqVkpaWxpYtW/D19aWrq4u4uDjeeuutUSPyHkar1VJfX8/ixYtNHYresbOzo7Ky0tRhCAiMegTRNwpp7uhmwyc3sRFbsO3NZBxtnv4x19bWcurUWU6cyEQmE2NvP4bAwA04O5v+xs0YODm5Eha2gi1b9vCrX4UI8/uGQWCgPzk55lHe2Uda2gLKyi5y69YxkpIWDOiYwMAoAgOjqKoq4uTJYxw//gvmzk1g4cIFRv1+qFQqcnJyeOONkeOU29TUZPLNk4aGBiwtLXF2dqa4uLhf5DU2NiKRSPDz8yMlJQVHR0dKS0u5c+cOJ0+exNHRkYCAgH4RONyRE4YUfVqtlvv377Nq1SqDnH+wBAUF8eabb/LZZ5+hVCqZPXu2wdfMyckhKyuLpqYmPD09eeedd0wugA1JVVUVDg4Oo1LQWllZjcoZhAIC5oYg+kYZXZpe/unTLOrb1OzZnIq/6+O9Nd3d3Vy9epVDh86RmyvH1jYOH58VhISYthzKVCQkTOHUqXts2fIJP/jB26YOZ8QSFBSEWn3S1GE8glhsRVLScjIzd5CQkD4o19mAgAgCAiKori7m9OljnDz5P8yaFceSJYuMIv6qqqqwtbU1i3LJgdLU1GQy85Senh4qKio4ceIEzc3NvP/++0gkEnx9fUlJSSEsLOyxjG1Q0IM+Z61WS1VVFUVFRWRlZXH8+HGcnZ2RSCSMHTuWkJAQ7OzsBhWPTqczmAgpLCzEwcHB5H2LDyOVStmwYQNbt25l7NixBvveFhYWcu7cOXQ6Henp6bz55pts3bqVyspKQkJCDLKmOVBQUGDykmVDIYg+AQHjIIi+UYROp+N/78/lRnkzf3w1kaTAR3cEKysrOXLkOMeP36KrywcPjySSksYgFo+8WWD6ZurU1zlx4pccPHiYZcuWmjqcEcmDsQ1yens1WFqaz09LfHwaeXlnuXBhF7NmbRz08f7+4fj7v0NdXRnnzx/j1KlfMXv2GJYuXWJQ8RcVFcW5c+e4efMmKSkpBltHX6jValQqFZ6enkZZr0/kVVZWUllZSUNDAxKJhKqqKqZPn87MmTMHXJZrYWFBUFBQvwjUaDTk5uby5ZdfolKpOHz4MB4eHgQGBhIYGEhISAg2Nk/fQOhzlTRUpu/27dtDnlNnSJydnYmIiCArK4v58+fr9dxVVVWcOnUKpVLJ5MmTSUxM7H9/Z82axbFjx9i4ceMzP5eRTFVVldFKZ41N3+fY09MzImeTCgiMFMznzkxg2Pz1Qgl/v1XN92dHsHSsL/Dg5uPatWvs33+KO3dk2NuPIyjorRemfHOg2NraM2nSZvbv/w2Bgf4kJT2/B0zgUezs7HBwsKS5uR6p1HwyEABpaas4ceI3TJ/++pBnTPr4hODj88/U1ZVx8eJxTp/+H2bOjOHll5caTPwtWLCAv//978TFxZncEfN51NXV4ebmZrDs1tNEnq+vL+PHjyciIgJbW1vee+89Jk6cOKw+TLFYTE9PD/Hx8bz66qt0d3dTXl5OcXExFy9e5NChQ3h6euLv709ISAgBAQGPiA2NRmMwwadWq6mqqjLb3q7U1FR27drFrFmz9HIDL5PJOHXqFPX19aSkpDBx4sTHzpuYmEheXh7nzp3Tu9g0B7q7u5HL5YSGhpo6FIMhFovp7u4WRJ+AgAERRN8o4XhuHb8+XsDSsb78y6wImpubOXbsOAcPXqOtTYKr63jGj48XsnrPwNMzgDFjNvDBB1v59393Jjw83NQhjTjc3e1obm4wO9EXGBiJvb0XOTlnB9zb9zQeiL/vUl9fyZUrRzl79lfMmBHFsmVL9W4GEhQUREBAAOfOnWPRokV6Pbe+0bdz59NEno+PD+PHjycsLOyJQlitVutFhFdWVhIQEAA8cKmMjIwkMjKyf43S0lJKSko4ffo0ra2t+Pj4EBAQQHBwMJ6engYTfVlZWQQGBpqto6uXlxcSiYS8vLxhDY3v7u7m1KlT5Ofnk5SUxMsvv/zMEtulS5eydetWwsPDR91vd2lpKR4eHoMuMR5JiMViurq6hL56AQEDIoi+UcDd6la+/0U2iYEurIsV8+67v+Xy5WKsrMYQEPAqkZGjz+LZUEREjKOzcw2/+c0O3n33HaOVqo0WfHycqakxHwfPhwkJSaOo6NKwRV8f3t6BeHv/E42NVVy7dozz53/DtGmRLFu2BBcXF72sAQ9mkm3ZsoWkpCSzdvFsaGgYlnNnT09Pv7tmdXU1dXV1AxJ5D6NSqbCwsNBLiV9tbS0TJkx44omkIRUAACAASURBVGO2trbExsYSGxsLPBCBhYWFlJaWcvToUdra2qipqSEzM5OYmJhhm8I8TF5eHpMnT9bb+QzBuHHjyM7OHrLoy8nJ4ezZs3h7e7N58+YBbaY4OzuzcOFCDh8+zLp163BzcxvS2uZIcXFx/wbEaMXS0pLu7m5ThyEgMKoRRN8Ip75VzcYdmdhZaHHI+pofHehCIkkmPn7RqB61YEgSEqagVMr57W+38t///SOh3GQQ+Pl5U1xsXg6efYwdO5m8vAMoFA24uOjPbMTTM4A5czYjk1Vz48ZxLlz4PVOmhLJs2RLc3d2Hff7a2lpEIhHNzc1mLfqampr6RdBA6BN5FRUVVFVVUV9fj7OzMz4+PiQmJrJixYpBl7S2t7frJVOgVCrp7Owc8Ew0W1tbEhIS+gelNzQ08P7773P//n3OnTuHt7c30dHRxMbGDksA1tXVoVQqiY6OHvI5jMG4ceM4d+4cDQ0NAzb20Wq15Obmcu3aNbRaLfPnzx/064yNjaWhoYG9e/eybt26UdPfV1tby4wZM577PLVaTVZWFnl5eSxYsGBECUULCwtB9AkIGBhB9I1gVN0aXvrdceSdEFRchpXLTJKTww06G+pFITV1KSdOlLNz5+ds3PimqcMZMQQGBqJS3TR1GE/EwUGCu3ssN28eYfbswRu6PA+p1J/ZszfR1FTPrVtHuXTpD0yeHMLy5UuHJP60Wi0nT57k/v37LFu2zOxL1hQKBb6+vk99vKenh+rqasrLy6msrKS+vh4nJyf8/PwYN24c4eHhw+5bbG9v10sJXGlpKT4+PkPuT3RwcMDNzY21a9eiVqu5d+8e9+7d4/z583h7exMVFUVsbOygSzQzMzOJjY01+9EEYrGYqKgobt++/dweu+7ubjIzM7l16xbW1takpKSQkJAw5Nc4c+ZMGhsbOXDgAKtWrRoV10MrKys6Ozuf+rharebs2bPk5eXh7++Pn58fx48f56233jJilMNDyPQJCBgeQfSNULRaHa+8f4KGLjGpGg/CYhNNHdKowsLCgrS0tZw79zNmzCghLCzM1CGNCEJDQ+nsPGLqMJ5KdPRkMjM/Nega7u7ezJq1gebmxdy5c4wrV/7ApElBrFixbMDir6mpid/+9i+Ul8vIyJjW7ypprigUCkQi0SNleCqVivLycvLz82ltbUUmk+Ho6Iifnx+JiYl6EXnfpr29XS/nLC4uHtY4hN7e3n7RYmtrS1JSEklJSajVavLz87l37x4XLlzoF4AxMTHPLWHUarUUFhaydu3aIcdlTCZOnPhMQxeVSsWlS5e4e/cu3t7eLFiwQG8bGxkZGWzbto3Tp08zd+5cvZzTlMTExHDnzh3Gjh0LPPguNDc309jYSG1tLXfu3CEoKIh169YhlUrp7e1ly5Ytjxxj7vQZuQgICBgOQfSNUP7v/lvkNENslwNhDuZb8jWSkUjc8fNbyNate/jFL35s9rvr5oCbmxvW1hpaW+VIJObnEBsVNZ5r13ZRUnKLsDDDOrS6uXkyc+abNDcv4M6d41y9+gfS0oLIyHjpmb1vOTk5/OUve7G1nca4cbEcP36Cs2d/zoIFE5g/f55ZlhvX1NTg7OxMXl4elZWVVFdX09TUhFQqRaPRIJPJ2LRpE97e3gaNQ6lU6s3EZeLEiUM+Xq1WP/FzsrW1JTExkcTExMcEoKenJ1FRUYwZM+aJAjAvLw8XFxeTzUEcLF5eXri4uDxm6CKXy7l06RLFxcWEhYXx2muv6b1sWSwWs2bNGrZv346np+ewDGVMRXd3N52dnXR2diKRSCgoKODDDz+kp6cHpVKJjY0Nbm5uuLu7s3Llykdm+FlaWpKens6JEycYM2YMYrH53+oJ5Z0CAobH/H8JBB7jy8wqPr1Zj0dLJ+PczW9W02hi/Pi5HDuWw2ef7eGNN14zdTgjAjc3O5qb681S9FlaWuLnN4G8vJMGF319PBB/b9DSMp/s7ONcvfpHUlMDWbly2WPi7+9/P8ChQ3eJjHyT2NgHM7kiIsZSVpbLoUPHOHr0XebPT2bhwgVmIf4aGhrIysri9u3btLW1YWlpib+/PzNnziQ4OLj/ZvPYsWMcPnyYtWvXGtSBUKlUDjvTV1NTg4WFxYD7+Z4Wx/NGRjwsALu7u8nPzycvL49Lly7h6elJTEwMY8aM6e8BzM7OJi4ubsgxmYKHDV0qKiq4dOkS9fX1xMXFsWnTJlxdXZ9/kiHi7OzMihUr+OKLL3Bzcxsxg80bGho4duwYtbW12NjYYGNjg729PYmJifj7+xMQEICHh8dz+xWjo6PJysri4sWLpKenGyn6oSMWi59ZwiogIDB8BNE3wrhW0sS/78/BrrWFWa6TEIlEpg5pVGNhYcHkyes5ffqXRERcY9KkSaYOyeyRSh1QKBoA87xBHTt2GkeOvItG0zXkmX1DwdX1gfhTKBZw+/Yx/vVfH4i/jIwHc/7+9KePuH/fiilTfoyHx6O9cSEhcYSExFFWdo8jR45x7NjPmTt3HAsXLhjWPLrhcv/+fXJycli9ejVBQUFPFaILFixg37597N27l1dffdVgglWlUg07a5STkzPscu6O/5+9846P+r7v//NOp73R3tJpbwFiSWzEEHuYEUxMbGxn1K2dtE0f/bVNGsdumzZN0zQesR1vsJlCgITAYASIISSQhIT2QEID7X06ne6+9/tDgeCYIaRbgu/z8dADuLvv9/M6ceP7+rzX4OBjRRwtLCyIj48nPj7+rgEsLi7m7Nmz+Pj4IJfLaWpqYtOmTRPSZWji4+M5fvw477zzDiqViunTp7Np0yaDjR7w8/Nj6dKlpKWlsXPnTp121dU1CoWCkydPUlNTQ2JiIs8+++yE3ycpKSl8+umnJCYm6nycjK4xNzdHqVQaW4aIyBPN5K9wfoqo6xjkB5/lI1P2M1vwR2YmenZD4OTkRnz8i7z77kkyMjLRaDTGlmTS+Pt70N9/29gyHoiXVwA2Nt4UFp40yvpOTm4sWvQcCxe+TlmZL3//92/xd3/3H9y6JWf58p9+y/DdS1BQFKmpf0tExN+QlTXIa6+9QVub8UZk+Pv74+AwOtPyUReoGzduBCAtLQ1BEPSiZ3BwcMLjEerr6wkPD5/QOSbSUOaOAdyxYwd/8zd/Q2hoKCdOnKCpqYmMjAzKy8snxWdQV1cX+/btQyKREBUVxSuvvMLcuXMNPmsuPj6eiIgI9u/fz/DwsEHXHgtKpZKvvvqKt956C4lEwksvvcSCBQt0sjHi4eFBREQEp06d0oFS/SKaPhER/SO6hklCr2KEXR/noVQqCWwYwDvCtBs7PGkEBUVhbv4qBw58SUbG6yQnRyCXB+Lo6IhSqfzTAOnb9PYqsbCQIZd7snJl6lM5aNbX15ezZ2uMLeOhBAXNprr6HImJa4ymwdHRlYULd9Dbm0pnZzNyeeyYj/X3D8fW1pELF36u1xS5R/E4F9FSqZRt27bx8ccfk5mZyerVq3WuR6FQTGhoeU9PDwMDAwQFBU1Ix8DAgE7MjZWVFTNnziQvL4+1a9fS39/P2bNnycjIICwsjNjYWAIDAye8ji5RKBR8/fXXlJWVkZCQwKZNm4w+OmH58uXs2bOH9PR0tmzZYlQtAHV1dZSUlNDS0kJXVxdyuZznnntOL/WaixYt4g9/+AMtLS0mPfLlUR1KRUREJo5o+iYBGkHLD3dfpb5zEI+yIhIithlb0lOJr28Ivr7/TF1dKbm518jOLkUQBpFIZFha+mBvPwMbGwcGB1WcOlVCdvav+OlPd5l850VdExgYiFKZY2wZDyUhYT4lJYcYGOjGzs54pglGGwY5Oj7+SAdnZ3e0Whdyc3OZO3euHpQ9mitXrjBt2thrIy0sLNixYwcffvghZ86cYdGiRTrTIggC/f39EzLBxcXFBAUFTbhp09DQkE5mNALcunULtVpNQkICUqmUBQsW0N7eztWrVzly5AharRZ/f3/8/PwIDAx8aJMgfaJQKDh79iwlJSWEhITovWbvcXnmmWfudvRMSUkx+Pp36l8rKysxNzcnPDychQsX4ufnp9fop52dHbNmzeL48eO88MILeltnopibm9Pb22tsGSIiTzSi6ZsEXKrp5GJNJwHtNwh2mWvQOiSRbxMUFEVQ0KOGUC8gLy+L3/3uU/77v//FILpMBW9vbzSafpTKAaysJpZqpy9sbOywsXGnoeEGUVHGMUwTRSqVEhv7Hf74x3epra3Dw8MdQRDo6OhALpeTnJys1/UbGxvp6Ohg+/btj3WcjY0NO3bs4KOPPmJkZIQlS5bopDNuXV0d9vb2E6rbunnzpk6apSgUCp1t9uTl5REdHf2NeXNubm6sWLGCFStW0NLSQlVVFeXl5WRnZyOTyfD29r7b9MPb21uvnYebmpq4dOkSdXV1BAcH3x0bYGpYWFjw7LPP8uGHH+Ls7Mz06dP1vubAwAAFBQWUlpYyMDBAREQEmzZtMvjQ9FmzZlFYWEhpaSlRUY/67jIOYnqniIj+EU3fJOBUWSsyiRbr25Z4JYjz4iYLM2asIC0ti7a2Ntzd3Y0tx2CYmZnh7GxFZ+dtfHxMd6C4g4M/t29XTlrTByCXx2Jp+RPy8y8zMtKLVGqGmZk3p09f4+DBr1m7dh7z5s3Ty0X/pUuXiIuLG1c7eCcnJ1544QUOHDjAxx9/zLJlyyZ8IVxWVjbhtMzOzs4Jj5UQBIHm5maWLFkyofMAqNVqampqeP755x/4GC8vr2+k7bW3t1NTU0NDQwNXr15laGgIT0/Pu0YwICBAJ5GlGzducPHiRQYHB4mLi2PZsmUm3yzE0dGRbdu2sWfPHhwdHXU2F/BeVCoVN27coLi4mNu3bxMYGMiCBQsIDQ012tgfc3NzFi5cyOnTp4mIiDDJgfViUzoREf0jmj4TR6vVcvx6I5bdbURHLDW2HJHHoKurDTMzpclfCOkDV1cburtbTdr0TZniQ2vrNWPLmDA+PsH4+HxzM0gQBCoq8vjkkxMcPnyO1auTWLRokc4uOru6urh58yZr1oy/JtLR0ZFdu3aRnZ3NwYMHkclkREREEBsbO67apoaGhgkN4r59e7T50ETrnqqrq7G3t9dJfVZxcTGurq6PlbLp5uaGm5sbs2ePjvwYGBigtrb27siEw4cP4+TkhJeXF35+fvj5+T1WZK64uJhz585hZmbGrFmziIuLm1QzTL28vFi9ejXp6els375dZ3Vu1dXVFBYWUldXh5ubG9HR0WzevNngjWseRExMDPn5+eTk5DB//nxjy/kWGo1mUr2OREQmI6LpM3FKm3tpHVAjV0/Byurpawoymbl27QjJycFGbalvLLy9nSkvN90OngAeHoFUV58wtgy9IJVKiYycRWTkLMrL89mzJ4v09AusXj2bxYsXT7gz4Pnz54mMjNTJa3vhwoUsXLiQuro6ioqK+Pzzz7GzsyMyMpLY2Ngx1YX19PSgUCgmFOkrLS2dcKQQoKSkhNDQ0AmfB0bHR8TGjr3Bz/2ws7MjLi6OuLg4YDR62NTURG1tLaWlpWRnZ6PVavH29sbb2xs/Pz98fHy+1Xylq6uLY8eO0dfXx6JFi4iMjDTJiNFYCA8Pp6enh/379/O9731v3Btzra2t5OXlUV1djYWFBVFRUSxZssSkahnvZfny5ezevZu4uDiTG18hCIJo+kRE9Ixo+kycd49eBCDOVRzCPpm4dauKkZFrbN36d8aWYhT8/f0oKGgxtoyH4usrZ3hYgVKpwMpqYgO9TZmIiEQiIhKpqipk374sjh59k1WrZpGSkjIu89fV1UVlZSXf//73daozKCiIoKAgBEGgqqqKoqIicnNzcXV1JTIykqioqAdenF+/fn3CDVjq6+t1UufV1tbG1KlTJ3ye3t5e2tra2LZNt427ZDIZAQEB36g57Ojo4ObNmzQ0NFBWVkZvby9RUVGsWrUKQRDIzs6+O2R969atRu/GqQtmzZpFd3c3e/fu5bnnnhvzc+rr66OgoIDy8nIGBweNVqc3Hry8vIiMjCQ7O5v169cbW843EARBb/M7RURERhFNnwmjUCjIKGhCii29qmZsvQONLUlkDAiCQGHhXp55ZvZTmdoJEBAQwNDQDWPLeCjW1rZYWU2hsbGMkBD9N3UwNqGhCYSGJlBbW8zBg8c5evRNUlMTWbFi+WNdbN2J8unrtS2VSgkPDyc8PBy1Wk1paSknT57k4MGDTJ8+nZiYGMLDw7+huaqqilmzZo17TaVSSVtbm04idGq1GgsLiwmfJy8vj5CQEIMYrDsppImJicDod8/u3bt5++230Wg0uLi4sHPnTpNs0DIRVqxYwd69ezl48CBbt2594KaBSqWipKSE4uJiWltbCQwMZN68eYSHh0+66FRycjLvv/8+fX19JvX9JKZ3iojoH9H0mTBv/fFLBGdvLCsqybjwEfb2gYSHzyM2NgmZTNwRM1UaG6uwt29j1aofGFuK0QgKCkKl6kCjUWNmZrofM/b2vrS0VDwVpu8OcnkscnksdXUlpKdnkZn5BitWTGPlypWPNH/6ivI9CJlMRlxcHIWFhcyZMweJRMKlS5c4ceIEYWFhxMfH4+rqSmdn54QMW01NDe7u7jqpv1IqlROaFXiHsrIyVq1aNeHzjAeVSoWVlRX5+fkEBATw8ssvm0xtmq7ZtGnT3dmR99ao3ok4FxYWUl9fj6enJ9HR0WzZsmVS/y6cnJwICwvj/PnzRnt93Q9BEMbVFEpERGTsiO8wE6WhoYEDl1rB34MlkSuxlq/g2rVjlJQc4tq1A/j7z2H69BSmTHl6ukJOFvr6unBxMc1RBYbCwsICOzsZnZ23cXf3NbacB+Ls7EtnZ5WxZRiFoKAYgoJiuHmzjGPHMsnMfIPlyxNYuTL1gbV6Fy5c0GuU7360tLTQ1tbG9u3bkclkJCUl0dHRQX5+PmlpaQwMDCCTyRgcHBx3VKyiokIn9XwqlQqVSoWd3cTe/3V1dUgkEuRy+YQ1PQ5qtfpuKmdcXBy//e1vOXz4MCdPnmTdunUG1WIoZDIZ27dv549//CPnzp0jNDSU/Px8qqqqsLGxISoqimXLlplsnd54SE5O5qOPPmLRokXY2JhGartGoxFNn4iInhHfYSbK229/jHJKLLaY44QlEisJSUlbSEraQk3NNYqKjnHgwNe4ukYzb95W3Ny8jS1Z5E/Y2jrS3DxsbBlGx93djs7OJpM2fR4eATQ2nje2DKMSGBhJYGAkDQ0VZGUdJyvr31i6NI6VK1Oxtf1z86ju7m7Ky8sNFuW7Q25uLtHR0d+4IHR1db07p+7GjRsUFBTwxz/+EVdXV6Kjo4mJiXmsi9nGxkZmzpw5Ya1dXV04ODhMuMHJ1atXiY42bB13aWkpX3311bdSOVNTU3n//fcZHh5+Imr57odarcbf35+PPvqIyMhI4uLi2Lp1Kz4+PsaWphdcXV0JCgri3LlzrFixwthygNFO5aLpExHRL+I7zATJzc3lyrUBBqZZEiJx+Nb8muDgaQQHT2NgoJvz5z8nPf1fkctTmD9/g5j2aQK4u/tx/fogIyMjT3VhuoeHPfX17caW8VACAsI4f75frCcB/P3D8fcPp7GxmlOnjnPy5K9YsiSGNWtWYWtry759+1Eqld8wgvqmtbWVqqoqfvjDHz7wMdHR0URHR6NWq7lx4wbXr18nOzubwMBAoqOjiYiIeOj/bXt7O2q1Gm/viW+cdXZ2TjgKqlKpqK2t1cmcv7GgVCrZv38/PT09LF269FvDu52cnHB3d+f69evMmDHDIJoMwZ06vevXr9PW1kZwcDDh4eEsXrz4bm3jk8y8efP47LPPWLhwoUl0mBY/g0VE9I9o+kwMQRD4/e+/xCZoGRoEfCUPrg2xs3MmNfWvaW6u4syZd/jiiyKWLfshHh6mG1l5GrC1tUcm8yU3N5e5cyfv4O+J4uvrRUWFaXfwtLV1xNzcnubmCvz8oh59wFOAr28Ivr5/TVNTDWfOHOerr/6DBQvCOHeuAkHw4bXX3mD16tmkpKTo/SLt8uXLxMTEjCldUiaTER8fT3x8PAqFgoKCAi5evEhWVhYRERHExcXdt8NiZWXlY83Bexg9PT0True7fv06np6eBksnPHDgADY2NmzZsuWBkbyEhATy8/OfCNNXU1NDQUEBdXV1eHh4EBcXR3R0NJaWlly5coXKysqnwvR5eHjg5+fHhQsXDLbB8DDEmj4REf0zOYfsPMFcunSJ1lYbhqY4YI4Udx69q+7tHcqzz/4Gb+9Ajh59g+LiiwZQKvIwvL2Tycq6YGwZRsXPz4+hIdM2fQD29j40NZUaW4bJ4eMTzPLlrzBt2k9JS2tjeNiDzZv/DT+/F9m3r4FXX/0lJ06cQKPR6GX9vr4+KioqSE5OfuxjbWxsSE5O5qWXXmLHjh1IpVIOHjzI22+/zblz5+ju7r77WLlcTl9fHzk5ORPW3NXVhaOj44TOoYvZfGMlNzeXvr4+Vq9e/dDUzejoaLq7u2ltbTWILl3T3t7O8ePH+d///V9OnDiBq6srL774Is899xzTpk27+9xjYmJobGz8xuvjSSY5OZnCwkJUKpWxpYhz+kREDIBo+kyMPXsycXWbTZO2H2+JPdK/SO18GEuWvERS0g4uX/6Ic+cO61GlyKOIi5tLQ4OUK1euGFuK0QgODmZoqBVBEIwt5aE4O/vT3l5rbBkmi62tM8PD3SxY8AIAISHxrFr1j/j7v8TevfW89tobejF/V65cQS6XTzhd0sPDg9TUVF577TWWLVvG7du3ef/99/n000+5du0aU6ZMITk5mdLSiRv/np4epkyZMu7ju7q66Ozs/FaKpT7o6Ojg3LlzrF279pG1ejKZjLCwMAoKCvSuS1coFAouXLjAe++9x6effoparWbDhg386Ec/YuHChfeNpNrY2DB16lQOHz6st80MU8LX1xdPT08uX75sbCloNJqnuhxCRMQQiLF0E6Kuro6Kin6CEuUouYkvj58mFBU1F2dnL7Ky/ov+/g5WrHhe3D0zAmZm5oSErGfPnj1MnTr1qfwyc3R0xNJSQ29vB87Opttl1s3Nj5KSfGPLMFkuXkxnyhRvfHwivnF7SEg8ISHxVFUVsndvJseO/ZK1a5NZvHjxhD9zhoeHKSoqYseOHRM6z18SEhJCSEgIKpWK69evU1RUxFdffUV9fT0rV65EEIQJNWHp7++fkOnLy8sjLCxM7w1TBEHg0KFDzJgxA1/fsZUDzJw5k927d7N06VKT/U65M9exqKiIlpYWAgMDSU5OfmRd570sWbKEjz76iNOnT7Ns2TI9KzY+SUlJpKenk5SUZNT0SjG9U0RE/4iRPhOisLAQS8tQmiUDSACvh9TzPQwvr2A2bnyTrq5i0tJ+y9DQoG6FioyJmJg59Pf7cfhwurGlGA0XFxs6O007xdPPL5TBwS4GB3uNLcXk6OnpoKHhAsnJzz3wMaGhCaxe/f/w9X2RL76o4cc/fpNTp05NKFJSUFCAq6srHh4e4z7Hw7CwsCAxMZHnn3+eGTNmYGdnR319Pb///e85deoU7e3ja0A0MDAwofrAsrIy4uPjx338WDlz5gzm5ubMmzdvzMd4enpib29PWVmZHpU9PoIgUFlZyYEDB/jtb3/L1atXCQ0N5ZVXXmHLli1ER0c/lkmVSqVs3ryZkpISKisr9ajcNAgKCsLZ2Zn8fONufImmT0RE/4imz4TIzS3FycmfRm0/7thiKRn/bqqjowubN/87Wm0vBw68QUtLvQ6VioyVGTO+Q2ZmMc3NzcaWYhQ8POzp7TXtOqApU9xxc0sgM/PXqNXiqI17OX/+EB4ecjw8Ah/52FHz9894e3+PPXuq+clP3uSrr756bPMnCAIFBQXMmjVrnKrHjkajobS0lF27dvFXf/VXbNiwgYGBAT755BM++ugjrly5wtDQ0JjO1dXVhUwmG/fcs+rqaiwsLAgMDBzX8WOlqamJwsJC1qxZ89gRu9jYWIqKivSk7PGoq6vj8OHD/M///A9nzpzB1dWV733vezz//PPMnj17QvPnHBwcWLVqFZmZmfT19elQtWkyZ84crly5YtRUfK1Wa7IRZBGRJwXR9JkIgiBQUtKAjbsfvQw/tGvnWLGysmHz5tfx8QklI+Pfyc//WgdKRR4Hd3c/XFxSeOedz4wtxSj4+XkwMHDb2DIeyfLlLyAINnz22auUlk68oceTQEdHCy0tecyfv/OxjgsLm8bq1f+Ml9f3+OKLGl577ZePZf6qq6tRq9VEREQ8+sETpLi4GHNzc8LDw4HR5kPr16/ntddeY/r06ZSXl/N///d/7N+/n8rKyodeFDc3N08oynf16lViYmLGffxYUKvVHD58mHnz5o1L69SpU2lqajJao5OmpiaOHTvGb3/7WzIyMrCzs2PHjh18//vfZ+HChTrrwgoQHh5OeHg4hw8fNvm65IkSFhaGjY0NhYWFRtOg1WonPN9SRETk4YixdBOhqqoKlcqBListaMFHB6bvDosXv4C/fzxnz/6BxsYyli3biY3No1ugi+iGWbNWk5l5g4MH09i0aYOx5RgUPz8/lMobxpbxSGxs7Ni69R+5du0sly7tpbz8a5Ys+SscHV2MLc1o5OQcwssrAmdnr3EdHxY2jbCwaVRVFfLFF5kcOTK2UQ95eXlMmzZtvLLHjCAIXL58+b4pjjKZjLi4OOLi4hgYGODq1aucOnWKzMxMoqKiiI+P/1bq6e3bt8dtOpRKJfX19aSmpo7r+LGSlZWFs7PzuAfRW1lZERgYSGFhIYsWLdKxum+jVCqprKykurqapqYmBEEgPDycTZs23Xf8hq5Zvnw5H3zwAdnZ2SxevFjv6xmTOXPmkJ2drdf3niAIDAwMoNVqAe7+eed2MdInIqJfRNNnIhQVXcfCIpBGbT+OWGIv0W0hf0jIdLy8/ovMzN+wd++/kJz8PcLCLmnASQAAIABJREFU9F87IjLa1GXWrJ0cPfofJCZOIyAgYMLnHBkZoaysjNraWlpbO+nvV6JSaZBIwNbWAhcXBwIDA5DL5Xh5je+iXRcEBQUxNHTaaOs/LtOmLSA8PIGvv/6CAwf+kV273jO2JKPQ3HyT9vYCtmz51YTPFRqaQGhoAlVVhezbd5xjx95g1apZLFmy5FsNjlpbW2lpaWHz5s0TXvdRlJaWotFoiI6Ofujj7OzsWLBgAQsWLKCpqYn8/Hw+++wznJ2diY6OJi4uDhsbG1paWh55rgdRWFiIj48PDg4O3Lp1i6KiIurq6rCxsWHmzJk6GeFQUVFBZWUlL7744oTOM2PGDI4dO8aCBQt0HplRqVTU1dVRVVVFY2Mjvb29eHp6EhAQQGJiIr6+vgaNBkmlUrZs2cIHH3yAv78/ISEhBlvb0ERGRpKTk0NxcbFOR4YIgkBtbS3Xr1+nrq7uG82SJBIJkj91KBcEwSCbPSIiTzOi6TMRrlwpw855GjcYJEqiuxSVe7G1dWTz5l+Qn3+Us2f/j7a2tcydu1Yva4l8E3d3Pzw8VvLuu7t5441/GNeO5sjICJcuXeL8+atUVXUikbhhYxOItXUk1tZ2yGQWCIJAb+8Q1dUdnD1bwdBQNmZmCtzd7fHzc8bff/QCKjQ0FFvbR8+AnCienp5IpUMMDvZhazux1vuGwtbWkdTUXXzwwSVjSzEaly4dws9vqk4jnXfMX3V1Efv3H+fYsTdZtWoWKSkpd81fXl4eERERWFhY6GzdB3H58mWSkpIe6xgfHx98fHxQq9WUlZVRVFTEuXPnCAwMpK6ujuXLl49LS35+Pubm5vzud78DRtPt1qxZQ1dXFxcvXrwbgZkxY8a4fjd1dXUcPXqUtWvXTngERlBQEAC1tbU6MUG9vb1cv36d6upqWltbcXV1xd/fn5SUFPz8/PTeyfRRODk5kZqaSkZGBi+88AL29rrLwjElpFIps2bN4uLFizoxfTU1NRQVFXHz5k1sbGwICwtjx44dD2zOVFBQoLfGTSIiIqOIps8EGG0z3YRd1Aq0tOMr0e/FcWLiGry9Izh+/D+xs5tCQsJcva4nMsqMGalkZhZx9Ogx1q9fN+bjBgcHOXo0g9OnS9BqffHwWMSiRdOxt//2nKn70d/fTWtrA42NzZSXNzM0lINKdRB7exmenvb4+7sQGOiPXC7H19dX5yk2zs7WdHY2TxrTByCTmQNSlEoFVlbjbwihSwStlhE0jCCgQoPqzt+1Gkb+9G8Vwujftffcz+j9jlgRIXXBF4eHzv+sqyunu7uMFSt+rZfncWfUQ21tMQcPZnL06BusWTOb5ORkysvL2bVrl17WvZempib6+vrG3SlTJpMRGxtLbGzs3fTP0tJS9uzZQ0REBPHx8WOOsLe3t9PQ0MDChQuJiYn5RjQrMDCQadOmUV1dTW5uLpcuXSImJoakpKQxmzelUsnRo0dZunQpYWFh43q+f0l0dDRFRUUTMn1qtZoTJ05QWlpKUFAQ06dPJzQ0FGtra51o1CXR0dHU1NSQnp7O9u3bn9jas7i4OHJycqioqLhb5/o41NTUUFxcTG1tLVZWVoSFhfHss8+OycyJjVxERPSPaPpMgIqKCtRqJ1rNVVhpzXBB/1963t6hJCU9z4ULnxMYGIGTk36iiyJ/RiqVkpi4g/T0XzFr1swxXRRmZGRy+PBlzMxiiIv7W3x8gh97XXt7Z+ztnQkJ+fMFriAIdHQ00dbWyPXrTeTmNjE0dAWtthc3N3t8fBwJCvLC39+f4OBgnJycHnvdO7i52dLdfRt/f/035tAlZmbmDA8P6cz0CVrtXQOmuseMjZq2Pxs5FRpGtMK3Hqvm0c0kzJFijhkWmGGBFFvMcZJYIUNKs7af88It7DAnXOJCsMQZ8/t0CL5yJY2goNnY2jrq5Hk/CLk8Frk89k/m7zh7975BUJAddnb6rzcuLi4mNDRUJxfv96Z/trS0kJeXx549e3BwcLib/vmw55SXl8f8+fNZuXLlAx9zZ75gS0sLV65c4d133yUoKIikpCR8fHwequ/AgQMEBATodBREYmIi7777LgqFYlxdMuvq6jh27Bhubm689NJLE/p8MRQrV67kgw8+4Pz58yxYsMDYcvSCVColISGBa9eujdn0qdVqMjMzqa6uvmv0vvOd7zx2WYEgCKLpExHRM6LpMwGKioqRWQZSp+3HX+JwN8dd30RGJlFVlUN29l7Wr/8rg6z5tOPp6c+UKUt4//3d/Oxnf/fAxzU2NvLuu5/T2OhAQsKr+Ps//q7rw5BKpbi7++Hu/s1mCENDA9y+3UBnZzO1tbdQKvNQKo9gawueng74+TkTEOBHUFAQAQEBYxo67+vrQmFhm071GwKpVMbIyBAajQa1eoQRYYRhYQSlZoRhrRqVVs2w9s/GTC3RoELLiERAI9GilmrRSCWopaAxk6CVPuJ9rdUiUWtGf0Y0SEbUMKJGolYjUY1gMaJCqxqBERVa1TCSERXaYRXC8PDobSNKRjSjJnJAK6DRqNFq1QiCBq1WgxY1ssBIlFPncNVphOvaNoIlzoRLXLCTjKYMVlQUMDBQx7p1rxrgNzzKHfNXUXGNqqqTvPrqG6xcOZPly5eN6fX1uGg0GsrLy9m6davOz+3l5cXatWsRBIGysjIKCgrIycnB39+f2NjYbw0JFwSB8vJytmzZMubzr1u3jr6+Pq5cucL+/fuxtbVl+vTpJCQkfMvE5uTkMDg4qPMaSQcHB7y9vSkqKmLOnDljPk6pVJKVlUVtbS2LFy8mISFBp7r0iUwm45lnnuGTTz7B39//bprrk0Zvby9TpkwZ8+NPnz5Nd3f3uIzevYiRPhER/SOaPhMgL68cqccMRhDw0XNq51+yePFLfPHF39PSUo+X18QbjIg8mhkzVpGVVcipU6dISUn5xn319fWcPPk1Fy7U4+q6jFWrUjEz0/2F74OwtrYjKCiKoKCou7cJgkBX123a229RVtZCfv4thoYK0Wp7cHGxwdvbkcBADwICAggODsbF5Zt1YD4+Ply+bFpzCvu0w/SjoqOnnbae2/QP96PSqtBIBQSZBK1MhnT5ajKpQaJoQmJhicTi4R+XWkEDKtXoz4gKRkZANYxEPQIjI0juGLgRNVLNCJIRATPNqLFrbazEUqrF3T0cMzMZIEEqNcPMTIZUKsPMTIZEIkUikY7eZmaPRGaGmZ30T/ebI5PJkEhGH2dubolMJvvTn1aYmckwN7emp+c2eWcOMGCmwWJmChUeAhWSTvxwIELqytWr6YSGLjRKSmt4+DTCw6dRV1fC4cOZZGa+QWrqDFasWK5T81dTU4OVlZVeGxxJpVKio6OJjo5GoVBQUFDAhQsXyMrKIjIykri4OHx9famsrMTW1hZfX9/HOr+DgwMpKSksWrSIkpIS8vPzOX/+PDNnzmTGjBnIZDI6Ojq4fPkyzz77rF7q4qZOncrFixfHbPqKioo4ffo0/v7+vPTSS5OyNs7V1ZWUlBSOHj3KCy+8YJCotKFpbGxk2bJlY3rs7du3KSkp4fnnn38so3g/tFqtwTa8RUSeVkTTZ2RGGwI0o45zxIw+vDDsl4idnTM+PjHk5x9nzZofGHTtpxULC0vi4r7DF1/8L93d3RQW1tHRMcjIiMDIiBXOztOZO3cnU6a4G1sqMHoB6+rqjaur9zduVyoVtLXdorOziXPnmlAqixgaOo61tQYPDwd8fR0JDPTD3NwchcI0TN+IRk1OVynNzhKQSMABcHAAHEAQkAkg00qwlMiwlJqP/khkWGCGOdI//WmGheTPKZR30inNpBIk5hIYR3+cjIw/YmmpISXlZV0/5W/g6OhCQEA0LS01XLq0m15lD84zU2kOlNAg9CEsnouvawKCVvvQuj99EhQUQ1BQDHV1JaSnH+f48TdJTU3UmfkrKysjNDRUB0rHho2NDcnJySQnJ9Pa2kpeXh779u3D1taWwcHBcY9PADAzMyM+Pp74+Hiqq6u5ePEily5dIiEhgdraWqZPn643cxsZGcmJEydobGx8qGltb2/n2LFjDA0NsXbt2knfATM+Pv5ueuq2bduMLUen9Pf309vbO6ZxGIIgkJ6ezpw5cyZs+GD0tTw8PDzh84iIiDwY0fQZmZKSEgStCy1SBZ7YIZMYvkB85sxnSEv7BX19PTg4mH5txZNAYGAkTU0pnDx5i8DATUyf7oelpTW2to6TpkmAlZUN/v7h30o97epqo62tgerqZoqKGlEobnHrVhUZGR+watXE2sWPl/b2ZvKKz9AR5oaZlzcWTS1EyNzx94rA4k9mzszMeL93qdQMtVppsPW8vILZuPFntLbe5NKl3XSdb0IbGIZD4lwuSW5TJHQSLnEhROKMxX3q/gyBPsyfRqOhqqqKF154Qcdqx4aHhwerV69GEASuX7/Ol19+qbOB7Hfq/m7dusX58+cpLi7W64B7qVRKREQERUVF9zV9KpWKr7/+muLiYmbMmEFycrJe0nWNwerVq3nvvffIyclh7twnpxFabW0tHh4eyGSPvjTMyclBJpMxe/Zsnawtk8lQKg33GSgi8jQimj4jc+bMBaROMQwyQozEzSgaXF19cXb25dy5A6xebZyL8qeR5ORnjC1BL0yZ4v6tKGVPTytHjrzB0aPvsnLlSwar3WhoqCQv7yjdlgPYLF6NubkFMyU+BPvr5kJbV8hklgwP9xh8XQ+PQNav/yfa2xv46qsP6f/yDzhFz8RiahIFFrcp1rYRLHEiXOKi89mhY+UvzV9m5i9ZuXLmuMxfXV0ddnZ2OolMTASpVMrg4CAJCQk6b2Li5+fH9u3bmT9/PkeOHKGhoYFnnnlGL2MwZs6cyccff8yKFSu+8Z4uLS3l5MmTeHp6smvXLqP/vnWNTCZj8+bNfPzxxwQEBBhkULwhsLa2prOzk76+vod2h+3q6uLKlSs8++yzOtukNDMzE02fiIiemRwhhScUQRA4e7YEfEa/MHwkxqtxSEn5Abdv51JSkms0DSJPLk5OHmzc+Do9PWUcO/YuGo1Gr+s1N99k//5fceLkr5HGR2C9YhMOlg6kykIJlo5t1IUh0Wg0Rm1i4Obmz/bt/8qWLf+BfZ8VLbv/D9mpLJwGRqjSdnNEqOKspp5W7SBardYoGoOCYli58u8JCfkR6ent/M3fvMHRo8cYGRkZ8zmqqqrw9/fXo8qxU1xcTFxcnN7O7+vry65du5DJZHzwwQf09Oh+U8HV1RVLS0uam0fTt3t6evj88885ffo0y5YtY9u2bU+c4buDm5sbixYtIj09Xe+fZ4YiLCyMqKgovvzyy4casPT0dBISEnSaOmxhYcHg4KDOziciIvJtRNNnRAoLC1EonGi3UOOCNdYS46W+ODl5MGfOs+TmfkJ7u2nUX4k8WdjZObNx4+v09VVz5MhberlQGh5WkpX1GRkZb2Lv7kLAzr9HERSAXOrECmkwThIrna+pC0ZGBrCyMn5TCEdHF1as+C7f+c6vcDP3p/HA+2iP7MOjU0k7Ck4JdWQJNdQJPWi0jx4hoQ/+bP7+ivT0dl599c0xm7/6+vpxzR/TNS0tLSgUCr1rsbS0ZPPmzURGRvLee+9x48YNna/h7OxMa2srp0+f5oMPPsDDw4OXX36ZqKioRx88iamsrKS8vJyqqioKCgqMLUdnLFu2DBcXFz788EPa29u/dX9+fj5DQ0M6H1shmj4REf0jmj4jcurUeSwdY+hkCF8jRvnuEB29kICABI4f/x0KxYCx5Yg8gdjaOvLMM68zOFhHevrvdWr8qqqK+fLLn9HTc4P5m/8fg3Pn0iVVMVviwxypr1HqZceKSjWItbXxPwPuYGvryOLFW9ix49f4ukyn4djnDO39AK/GHtRouahtJF2opERoY1irNorGoKAoVq78e4KDf3DX/GVkZD7Q/HV3d9Pf328Srfbz8vKIiooySHRXIpEwf/58LC0t2bNnD0VFRTo9v7W1NUeOHKGpqYnvfve7LF26VC/dQk0BpVLJhQsXeOuttzh58iRyuZy1a9dSW1trbGk6QyqVsmHDBuLi4vj4449JS0ujq6sLgL6+PrKzs1m5cqXO6zMtLS1RKBQ6PaeIiMg3EWv6jIRCoeDs2VLMI3YC3QYf1fAgUlJeJi3tlxw58lueeeYfkMmejMJ7EdPB2tqeTZte59Chn3P48O9Yt+6VCb3O1OoRTp3aw61b54mKXoH97Hnka9txwJIl0kCTje7dy8iIAisr0/gMuBdLSyvmz19LUlIqV69mU559BFDgN3MtQlgoRdo2SrTtyCXOREhccDBC3d+9NX9paZlkZLzBmjWzSUlJ+caFaWdnJ2q1mlu3bhEQYLzxNIIgUFlZyXe/+12DrXn8+HEcHBxYv349aWlp9PT06CxS4+rqir+/P88995xOzmeK1NfXc/XqVWpqavDx8WHJkiWEhYUhlUrp7e3lvffeY2Rk5IlpVCOVSpk7dy5xcXFcuHCBDz/8EH9/f4aGhoiMjCQwMFDna1pYWNDb26vz84qIiPwZ0936fsI5deo0giCn3VyNLeY4YTo7o2vW/BQY0HkkRkTkDtbW9mzc+AuUykYOH/4davXY67Lupb29mS+/fJ3u7hLWbP4FQ7OmU6xtJ0jixAqpfFIYPoCRkUFsbByNLeOByGTmzJq1lB07/p34+G20XDtPwye/wqOgAn+tPTXabo4KVZzR1HNbO2CUur/RtM+fIpf/gAMHmnn11Tc4fvz43chfSEgIzs7Oeqltexxyc3Pp7u6mo6MDtVr/UdLCwkKqq6vZunUrAQEB7Nixgxs3bnDkyBEEYeIpuv7+/k/c94RKpeLatWt88cUX/PrXv+bYsWPY2dmxa9cutm/fTkRExN0GJo6Ojtjb21NTU2Nk1brHwcGB1NRUfvSjH9Hf309dXd23ZsvqCktLSzG9U0REz4iRPiNx+PA53DyXUskAIRJnkxpKKpNZsm7dP3HgwM/IyPgDq1Z936hNJkSeTEYjfr8kLe3npKX9lg0bXnusiF9jYy0nTvyGgIA4YpZs54LQyAgaZkt8kEucTOo99SjUaiV2dqbf8MLMzIyEhLkkJMyltDSPoqLjDBZm4Rs8C9c5S6k3V3Ba6McJKyIkLgRKHDEzcFqtXB6LXB5LbW0xBw9mkpHxJqtXz2batGn09/cTHR1tUD1/SWVlJVFRUVy6dInMzEyCg4OJj48nODhY52u1tLRw+vRptmzZgo2NDTAamXvuuefYv38/n332GQkJCQQGBuLoOL5NBw8PD3p6ehAEYdKMm3kQKpWKnJwcrl27hru7OyEhIaSkpODm9vDO2nK5nKqqKr2OyDAmUqmUvr4+duzYobfUXSsrK9H0iYjoGdH0GYGKigoaGtR4JXqi4ZbJpHbey2gk5l85dOhfyMh4j1WrXhaNn4jOsbKyYcOGX5CW9gvS0v6HDRt+PCbjN2r4/ofwiPk4zFnIaeHmpErn/EvU6iFsbEzvc+BhREXNICpqBnV1ZeTmHqb07VcIi1xKxMKN3LQY4rK2iULtbcIkLoRKpmAlMezXzb3m78CBTL788jTh4VOMuhkwMDBAa2srr7zyCjY2NrS3t1NcXExWVhYjIyOEhIQwdepUfHx8JrzW0NAQaWlpJCUlfWukgJ2dHdu3b+fSpUsUFxdz8uRJZDIZ7u7ueHt7ExgYiJ+f35jmtdnY2CCTyejt7cXZ2fQ6446Fe82ej48P27Zte+jA+b8kLi6OL7/88okwvvcjIyMDuVxOSEiI3taQyWQIgoBKpdLLeBERERHR9BmFr77KxtY2lmbJAOZaKe7YGFvSfbG1dfzTBfnrpKf/nrVrfyTW+InoHCsrGzZvfp0DB37OwYO/Zv36H2Np+WDj1t7ezIkT/4s8ai7DM2dQrG0jUOLITIk35kYaJD4RNBoNGs0w9vauxpYyLoKCIsnNPYS//wxUQ1oufv6vBMnnMHfuOmplA1z/U91fkMSJCImLwU35HfNXVnaViorj/OQnb7J+/TwWLVpkUB0w2sAlKCjobtTNzc2NxYsXs3jxYhobGykpKeHAgQNIpVLCwsKYPXv2uCNwR44cwd3dnTlz5tz3fktLSxYuXAiM1hm2t7dz69YtWlpaOHnyJN3d3Tg5OeHp6Ymvry9yufyB4xfs7e3p7OycdKZPqVRy8eLFcZu9O3h6eiKVSmlsbDSZkSC6orKyklu3bvHyyy/rfS0LCwsUCoVo+kRE9ITEWDOXxkNiYqI2Pz/f2DImhFqt5pln/hpfv12csu3EQ2LLXKlpD3YdGuonLe0XyGRurFnzCtbWtsaWJPIEolYPc/DgL9Bq7diw4Sf3NX69vZ2kpf077jGJDE1NYAQNiRIvgk0sRfpx6Ovr4csv/5aXX/6jsaWMi3Pn0qmrO8Wzz/4amcyShoZKLl8+SH9/LXL5XKLnrKPOYpA6bQ8atHhiS4TUFW/sjPJ/VlFxlcrKDJydO9m4cRFz58412NpvvfUWS5cuJSws7IGPEQSBmzdvUlJScjcVdOHChXeN4ljIycnh+vXrvPjii+O+gB4eHubWrVs0NjbS3NxMS0sLEokENzc3fHx87g4lt7CwYN++fQQEBDBr1qxxrWVolEolOTk5FBYW4uvry9y5c8dl9u7lyJEjWFlZsWzZMh2pND4qlYp33nmHJUuWEBMTo/f18vLyWLNmjU4i3SIiTysSieSqVqtNvN99YqTPwBQUFKBUujBib4tSaMUH02nT/iCsre3ZsuVNDh36JWlpv2bdutewtTXdphMikxOZzJJNm35+z+vsx9/YYFAoBjh67H+xmz2XntAQ7JGyWBqI8yRM57yXwcFezMwm50dxY2MtlZUZpKb+BJlstNbH3z8Mf/9/pLa2hCtXjlC7+6eEhCxg7dxnqJX0UqntIluoxwFLIiQuBEmcDDpOIzx8OuHh0yktvcwHH2Ry5Mg5NmxY9MCImK64desWarX6kSlyUqkUuVyOXC6no6ODc+fO8c477xAXF8e8efOwsnr4672uro7c3Fx27tw5oYiJpaUlISEh39B7JxrY1NTEqVOn7kYD+/v7J0XnSoVCwfnz5ykuLsbPz4/vfOc7OjMY0dHRnDhx4okyfVlZWXh6ehrE8MGfI30iIiL6QYz0GZjXX/8vior8UIbJKdW2s0kaieUkSUnTaDQcPfqf9PX1sXr1j5kyxd3YkkSeQNTqYdLS3kStlrF+/d9ibW3L8LCSQ5n/B7OnIbh7TOp0zr+krq6Mc+feYefO3xlbymOhVo/wxRc/x88vgoULH9yuv7KyiLy8Q4yMdJKU9F2CQ2fQoO2jTNtBN0osMSNUMoUwyRSsJYY1DoIgcOPGRerqsnB3V+jV/B0+fBgbG5txmYLW1lbOnj1LQ0MD06dPJzk5+b6Grr+/nw8//JBFixYRFxenC9kP5U40MD8/n76+PoOkAI6Hnp4ezp49S0VFBcHBwSQlJeHl5aXTNQRB4De/+Q07d+58ZOOXyUBNTQ3p6em89NJL2NsbZnO6pKSE+Ph4EhISDLKeiMiTyMMifU9exbEJo1AouHSpGn//GBq1fbhjO2kMH4x27lu//h9xc/MmPf3fuHWr2tiSRJ5AZDJLNm78OebmGtLS/pvBwV7SL+1BWLoAiZsnsyTeJEl8nwjDBzA42DcpI32nTu1BJlM/1PABhIXF8+yzvyAiYg3nz3/G4UO/xLlvmFRpMCnSINywoUTbzmGhkotCI13aIQM9g9GoWmzsXFavfh1b24384Q+5/MM//BtXrlzR6TpqtZqqqiqmTp06ruM9PDzYsmUL27Zto6Wlhd///vfk5OR8Y+SDIAgcPnwYuVxuEMMHf44GLliwAJVKZZA1H4eWlhb27t3L+++/j0wm48UXX2TTpk06N3ww+loKCAigoqJC5+c2NEqlkiNHjpCSkmIwwwejHTz7+voMtp6IyNOGaPoMyLVr1wAfNNaW9DKMj8T0UzvvR2rqXxMWlsSJE/9FcfFFY8sReQIxMzNjw4afYWkFX1zfhyo5ETsrR5abBRMiNW4HRl2jVA5iYWFtbBmPRUVFAY2NOaxY8eMxHzN79nK2bXsTKysf9u//J7Kyfo9FTx8LzAJYKw0lVOLMLW0fx4UaTmnqaNT2GWze373mz8ZmI2+/fVGn5u/GjRu4urpOOALk6+vL9u3b2bBhA7W1tbz11lvk5eUhCALZ2dkoFApSU1N1ovlxcHNzo6+v7+5MRGNTX1/PJ598wp49e3Bzc+OHP/whq1atemAjGl0RHh5OVVWVXtcwBIcOHTLo5sEdRNMnIqJfJt/28iTmypVCrKzkNGlHP9R8J6npA0hO3oKzszcXLnxEe3sjixdvMbYkkSeMEakWdXIK1q4O+KitSbYIfGKie/eiVA4ik02eusShoUEuXvyUhIS1ODs/XsTE1taRVatepLk5hStXjrJ//89wdHQjJmYZidELidN6UK3tokLbxVmhAXssCJe4ECxxNkjd3x3zFx2dxI0bF3nrrUwOHjzFpk0pzJw5c9znLSws1GldVFBQEEFBQVRXV3P27FnS09ORSqX85Cc/GdOYBV0jk8mwsbGhq6sLDw8Pg69/h4qKCi5evEhvby8zZ85k27Ztepsrdz8iIiLIyspiYGAAOzs7g62rSy5evEhPTw+bNm0y+NpWVlZ0dXUZfF0RkacF0fQZkMuXK/Hy2s5VbT+OWGIvMdyXkT6IipqLi4svWVm/5sCBBlJTXxIbvIjoBIV2hCPKUtTONsQO2RJnG/hERffuRaUamlSm7+uvv8TW1pbExDXjPoe3dyDr1/81g4O95Odnk5+fwZUre/Hzm0pi4joiHMNo0PZRru0gX9vCdW0rIZIphEtcsDFA3d/9zN+hQ6fYuPHxzV9fXx+tra1s2aL7jbGQkBCsra15++23kUgk9PX14eTkpPN1xoKTkxMdHR0GN31qtZqCggJoUdPNAAAgAElEQVTy8vLQarXMmDGD+Ph4g5q9O1hYWODp6Ul5eTmJifctqTFZBEHgzJkzFBYWsn37dqP8/qytrcVIn4iIHhFNn4FoaGigq0tLQIg7bUIZkZLJOZPrL/HwCGTr1v8kK+t/2Lv3Z8yYsZXY2CRjyxKZxAhaLacUFajNNMS2Soj3CzK2JL0yNDSIpeXkGINSVVVMc/MlNm9+Uyfns7V1ZMGCdSxYsI6KigJu3DjHvn3/hLOzN9HRy1gRNZd2rYJyoYMy7eiPv8SRSIkLLhL9zze91/wVF+fw1ltZj23+8vPz75ozXaNWq0lPT2fdunVYWVlx4MABvvvd7xqlkYiDg4NBozR3ZuwVFRXh5OTEwoULiYiIMPpw9LCwMKqrqyeV6VMoFOzbtw9BENi5cyeursa5PrGysqK/v98oa4uIPA2Ips9AXL16FSurEJq1/WgBX4mDsSXpDCsrG9av/yeuX/+avLxPqKi4yIIF23Fz8za2NJFJyOXBGvqtwftmD/HBi40tR++o1Qrs7Ew/1VutHuHixc+Ijl6Bk5Puoznh4VMJD59Kb28n166dITf3EF9//Tvk8mRiY5cy1TeMCm0n1dpu6rW9uGFDhNQFXxyQ6jkKLJVKiY+fT0zMHEpKLvH222M3f2VlZSxfvlwvur766iscHBzuahgYGGD37t288MILODgY9jvG1dWV7u5uva/T19fHuXPnKCsrw9/fn02bNpnUQPSYmBjOnz/P8PCwUaJlj0tLSwv79u1DLpezcuVKzMyMl0JvZmaGVCpFqVQ+cjSJiIjI4yOaPgNx4UIxjo5TaaQfK8xwYXI1bhgLcXGLCQ2dQXb2h6Sl/Rwvr0Rmz15jsuZPo9EY9QtO5NvUKtuos1Zi3XSbxcEpxpZjEFSqQaysTH8Y8Zkz+7Gw0JKU9Ixe13F0dGHRomcoL5dz7tw7aDTWnDz5DlKpGg+PcBIi5qMN9KdC28l54RZ2mN+t+9N3zaeZmfljmb/6+no0Gg1yuVznWurr6yktLWXXrl13b0tKSmJgYIDPP/+cF154waAXzu7u7tTU1Ojt/D09PZw5c4bq6moiIiL43ve+Z5KjEezs7HBycqKmpoaoqChjy3ko165d4+uvv2bhwoUmE5m8M6tPNH0iIrpHNH0GQKVSUVLSSGT0Jq5oG/CX6H9n2lhYW9uTmvoq3d0t5OTs5vDhn+HiEkts7GJCQ2ONpqu3t5PbtxtobW2gu7uR3t6bKBTt2Np6MmVKKI6O7shkFoyMqBCE0TbolpY2ODhMISAgTKxVNAC9agWXtI1IehWs83vyI3x3UKsVWFubduT/1q1qbt48w/r1/2KwNcvLLyCXzyAl5WU0Gg21taVUVeVzIftTQImLq5zg6Yvp9bTmqvY217VtBEucCZe4YCcZ/1DysfCX5u9BaZ9Xr14lKipK5ymHKpWKI0eOsGjRom/V8C1btgyFQsHu3bvZuXOnwRq7uLu76yXS19HRQXZ2NnV1dcTExPD973/f4FHMx0Uul1NVVWWypk8QBNLT02lsbGTbtm34+voaW9JdzM3NGRwc1HunVRGRpxHR9BmA69evA+70WcKIIODzBKV2PghnZy/WrPk7ens7ycs7yPnzb3Hxoh1eXlMJDZ2Gv3+YzqNsw8NKWlsbaGtrpKenjb6+2ygUbQwNdaHVjmBlZYe9vStOTr5ERW3B1zeCuroCGhqKaWsrRKtVI5WaI5XKAIGRkWGUyj7On+/Fzs4HP78ZJCYuxsZmcnZlM2U0WoHjPUVga0mqQzxmBujUaCqMjCiwsTHdTQWNRsO5c58QGjoXNzfDpNENDQ3S1naduXN/DoymfYWGxt7dOKqrK6eiIo/yr75Are7HOTgBq/iZVDgIVEg68cOBCKkrrljrtQHQw8zftGnTqKmp4fnnn9f5ullZWbi5uTFt2rT73r9mzRr27t3Lvn372L59u87Xvx9TpkxBpVIxNDSkk/rF1tZWsrOzuXXrFnFxcfzgBz8w6My4iRATE8Pu3bsRBMHoNYZ/iUKhYO/evchkMnbt2oWNjf5rYx+HO5E+ERER3SOaPgOQn1+IlVUIjdp+pEjw4ukxDY6OLnd36isrc6mqyiE7Owe1WouDgz9TpgTh6uqNq6sPLi6eDzRUavUIAwO99Pf3MDjYx8BAz59+uhgcbEWhaEel6sXCwhpra0dsbKbg5uaDi0siXl7BD2wtHxU1n6io+Q99DkqlgtLSs1RVnWP37gy8vWeSmLgcDw/T2R2d7KTVnUUT4MaM4Sk4yybHhZ2uUKuHsLU1TsfFsXDhwjEEoY9583YYbM3y8nwkEg3t7Q24un77fRYUFEFQUATwXRobaykvz6Xiiz+gtVbhlrSWRnkoDfThgjUREhf8JY56za64n/mztj5AdLSfzpti1NTUUF1dzUsvvfQQPWZs2rSJPXv2cOjQITZu3KhTDQ/C3t6ejo4O/Pz8xn2O1tZWvv76a5qbm4mPj2fVqlWTbvyBh4cH5ubmNDQ0EBgYaGw5d7kzrD44ONjo9XsPQiaTMTAwYGwZIiJPJKLpMwB5eVW4uK4gV9uHJ3YGmTdlapiZmREZmURk5Ghnz46ORmpq8mltraK8vJChoT5GRpSAFDMzcyQSGaBFq9Wg0ajRakfr72QyC2QySywtbbG0tMPGxglPzzg8PILx8gpGJtN94byVlQ3TpqUybVoqra03yc3dx5Ej/4qTUzhxcSmEh0/V+ZpPEzn1+QwHuDFyo4jGDiVhi3c9+qAnCLVaib29aaYytbc3U1mZyfLlrxr0AjEqahZ9fT1curSX3NxP2br1v7C2vv9mgK+vHE9PP+rrLzB92na6WzppvLYP5P4op8/jgrSRAm0r0ySe+EscDBb5O3Dg5/j46LZWU6lUcvToUVJSUh4Z9bK0tGTr1q3s3r37bodPfePo6Dhu09fe3s6pU6dobm5m6tSprF+/Xi8dTw1FYGAgxcXFJmP6SktLycjIYMGCBROaOalvxAHtIiL6QzR9ekahUFBf30XwdHcGuEmUxPQKz42Bq6vvfXfwh4b6USoHUKmGAbCwsMTKyg4LCxuT2JX08Ahk7dqfMjjYS27uIS5c+ANXrkwhLGwR06cvRCbT/wyxJ4ma1lpuukuwHVIz22M+x/N/w+nTH7BkyYvGlmYQ1OoRBGHEZGv6Tp/+EF/fOPz8DFubZGlpxYIF63B0dOHKlT9ibv7wGr3y/8/eeQZEdeZt/3emD70PvSMIKoooKhbsvZuYYuqTvpu+m2xL2+w+u/tm90kzm2w2mzXNrIldrNiwIBawIIpKEaT3Pgwwc94PRDeJjTLDADm/T8nMfe7zH5xyrvMvV1Y6CoXA8OGTATAaF7Nz52eUfP42sQufo9hZziHxCr6iPaNk3hb3+mtsrEejqWHmzMfNum9iYiL+/v4MGzasU+ttbGy4++67WbNmDf/+979ZunSpRfvhnJycqKqq6tIxlZWV7Nmzh8LCQqKjo1m4cGGfKznsDhMnTuTzzz/nX//6F2PGjGHw4MFWK/VMTk4mLS2NpUuXWmSokDnRarXU1dVZOwwJiQHJTy/l1MtkZmaiVHpRKtMD4CP8tErXuopWa4+zsxc6XSA6XSDOzl5otfZ9QvB9H1tbR6ZMeYgHHviAqKgJXLq0nc8+e4E9e9ag1zdZO7x+gaHdwBHZFWSCnOm2kXjp/Jg//5cUFGSSlPSRtcPrFRob65DLFX3u/Q1w+PBWDIZSpk2zjgBvb2/j9OnNxMbeedsM/sWLKfj4DL/2/3K5nDlzHiY8fCHHN76NX1YhIwRPSmgk0XSJi6ZqRFG0WOznz6cQHe2Jra35/BczMjIoLi5m9uzZXTrOzs6OBx98EC8vLz755BMuXrxotph+jIeHB7W1tZ1aW1lZybfffsuqVatwcXHhySefZNq0aQNC8EFH1vNnP/sZ0dHRJCcn89FHH3Hs2DHa2tp6LQaTycT69evJzMzk/vvv7/OCDySDdgkJSyJl+ixMRsY5VKoAisSO/hJL32GW6F3kcvm10s+cnHR2734PL68gIiP7bvlMX2F7aRqClysTZf7Xpi26u3szf/5LbNnyV3bu/JCZM5+0cpSWpbGxHrm8730nVFQUc/78FqZNe9IiJdOd4ejRXcjlbcTE3FrkdAx9OUV8/BvXPTd+/FxcXNxJSfk3g6qKmTthKcdMxRwXi7ks1jJG5oODYP7XV15+lLvuunWvcFeor69n586d3S55lMvlzJo1i8DAQLZt20ZOTg7Tp083+2RPd3d3Tp48ecs135/GGR0dzRNPPNHvevY6i0wmIzY2ltjYWLKyskhJSSElJYWYmBhGjRpl0fLVlpYWVq9ejVKp5KGHHuo3pbJSeaeEhOWQMn0WJi3tEjauvlSil7J8A5zW1hZUKmfCw0daO5Q+T057FU1eDuiqDfj+aJqtm5sXCxe+TElJDtu3v2+lCHuHpqY6lMq+Z+DcUdY5lMDAaKucX69vIitrO6NH39Wp9U5Og9i798bZ4cjI0cya9Utyco6zP3Elk/BjjOBDHS1sNWVz1lSOyYxZv4KCC9jY1N50smZ32LhxI1FRUYSGhvZon4iICB5++GEqKir4+OOPyc/PN1OEHeh0uptm+kpKSvj6669ZtWoVDg4OPPnkk8yYMWPACr4fc/Vvv3jxYgoKCvjggw/YuXMnBoPB7Oeqrq7mX//6F66urtxzzz39RvBBRy+qXq/HaDRaOxQJiQGHJPosSGtrK5culdLm5gyAryT6BjRnziQSFDSxT5bq9SXqRANHTUWI5aVMcbvxhbGLiwcLFrxEWVk+27e/28sR9h7NzfVWy6TdjEOHtmAwlFmtrLMjhk3Y2zsxaFDcbddqtbYsW/YSDQ1V1NXduJ/M1zeYJUt+R319PevWvoq3QcE8WRi+gj2nxXK2m3KoEns+Jr66upzTpzcSHx/e472ukp+fT21tLVOmmMe70sHBgfvvv5/Y2FjWrl1LYmIiLS0tZtnbxsYGhULxA+GXn5/PF198werVq/H09OSpp576SYm9HxMQEMCKFSt48MEHqaioYNWqVVRWVppt//z8fFatWsXQoUNZuHBhv/s9EgRBsm2QkLAQkuizIFlZWQiCO6WyFmxQ4oTG2iFJWIiyssvU11cyatRPx1S8O7SLJg6aChDbWgkq0d9yjL6LiweLFv2K8vIitm4dmMJPr29CrTZf31dPqagoJisrkYSEJ6wmRqury7l8eT/jxz/Q6WMUCiVqtSM1NYU3XePo6MqyZb9GqdTxzTe/oamqjAkyfybK/DHQzk5TLmmmEtpFU7fjTk7+CwkJau68c1m39rgR6enpREZGolab999j9OjRPProozQ3N/PBBx+wd+9eWltbe7zvVduGixcv8umnn7Jx40aCgoL4+c9/zuTJkwdMz15PcXNzY8WKFYSHh/P555+TlZXVo/1aW1vZt28f3377LdOmTWPiRPOVF/c2Vw3aJSQkzIsk+ixIZuY55KoASmjEV7C36KhwCety7Ng6vL1HY2vbd022+wLHxWLqRAMt+7cRN2zGbdc7ObmxaNHLVFUVk5j4t16IsHdpbq5Hqew7om/37n/h5zecgIAoq8Vw6NBaPD1D8fYO69JxKpUd9fW3nhypVmtYsuRZvL3HsGnTG1y+fBo/wYF5sjBCBGeyxCq2mi5RInbdJ+z06R0kJHjxwAMrUCrN06eZnp5OXl6eWUtFv4+DgwN33nkny5cvp6ysjPfee489e/b0KPOn0WhYs2YNu3btYsiQITz11FOMHz/e7KJ1oJCQkMC8efNITExk//79XR4w1Nrayt69e3n//fcpKSnh7rvv7vR0176KSqWSRJ+EhAXolOgTBMFJEIS1giBkCYJwXhCEsT963lEQhC2CIJwWBCFTEISHbnesIAhvfffYGUEQNgiC0HfdibtJWtpFRJ0vRsTr+pYkBg56fQOFhacYMWKatUPp0+SYasgVa1HnFHb4VXYyk+To6MrChS9RXV3J5s3/z8JR9i4tLfXY2PSNGwWHDm2ltbWcqVMftloMhYW5lJWlM3Fi170alUpbmps7Nzly+vR7GTbsLpKSVnLmzF5Ugpw4mQ/TZEEICOw1XeaIqRCD2N6p/Zqa6sjK2kJxcRl5eXldjv1mHDlyhHnz5uHiYlkfR19fX+6++27uuusuKisrWblyJdu3b++WSbaDgwPe3t48+eSTjB492mwCeCAzaNAgHn74Yc6dO8eaNWtuKrpbW1spKysjKyuL/fv389lnn/HOO+9QVlbGnXfeyT333GN2b0hroFAoJNEnIWEBOju6611ghyiKywRBUAE/rs/4GXBOFMX5giC4AxcEQfhKFMXWWxybBPxaFMV2QRD+AvwaeLnHr6gPUVhYRZOPDQoMeFz3J5MYKBgMzWg0tmzf/jYBAWMYNWoGjo6u1g6rT1EjtnBcLMa1XUnhoU2Mm/1Cl453dHRl0aKX2bTp/7Fp059ZuPBXFoq0dzEYGnBzC7B2GOj1TVy4sI1Jkx62ao9hSso3BAWN7tbnR6126LToAxg1air29s4cPPh33N0D8PIKQSfYMlcWSoZYwTmxgmKxgVjB+7am7seObcTZeQQNDZG89tpXhISoWLhwBsOHD7/pMbcjPz8fo9HY4+EtXcHX1/da1i81NZUPP/wQV1dXpk2bhr+/f6f2CAgIoLm5ud/1klkbFxcXHnnkETZt2sSnn37K2LFjqa2tpaysjJqaGpqammhtbcXe3h47OztcXFwYNmwYoaGh2NsPrHkB0gRPCQnLcFvRJwiCAzAReBDgOyH348J/EbAXOn4V7YBqoP1Wx4qiuOt7x6cC5muC6AO0trZSUdlEeWAr3oIdckGqpB2oODnpeOihj8jOTuPUqUTWrNmDs3M4ISGjiYqKQ63+afdytolGDpkKUJgEyjetxtdnSJdL9wAcHJxYsuRlNmz4Kxs3/olFi35tgWh7l9bWBmxsLJvF6QwpKYnY2TkSGmq9ybOXLmXQ0JDLggXPdOt4tdoOvb6iS8dERMRQUjKbXbve4d57/4pCoUYuyBgu6AgQHUg1FXNIvIKPaM/oW5i6X758lLi4h4iMHIXBMJOzZw/yzju78fBIZP78SUyYMKHLryctLY3IyEirGHrrdDoWLlxIaWkpzzzzJrt25eDqqiI01JVhwwYTGxuLo+ONM9QeHh4cOXKklyMeGKhUKiIjI/nqq6/45z//yaxZswgJCcHNzQ1XV1fs7OysZvDem0hefRISlqEzmb5goAL4tyAI0UAa8Kwoit/Pva8ENgPFgD2wXBRFkyAInTkW4GFgzY1OLgjCY8BjQKfvNPYFioqKaLXzpQUjvkilnT8FQkNHEho6krq6Ks6c2cG5c5tIS/sKN7coQkNHMXjwKBSKn1apkyiKHBWLqRdbMe3dg5PGllmzftbt/WxtHVm8+BffCb8/Mn/+r/p1RqGtrQkHB+tmhZua6sjL28fMmd0TW+bixImNhIZOQqPpXlWEVutAU1PXSysnT17Kt99ms3Xr2z/IIDsLWmbKgrkgVnFaLGOL6RIjBB1hgssPsn6ZmfuRyWyJjBwFgFqtZeTIGQwfPoWsrKOsWpXE2rV7mDcvnilTpnTq/dre3k5ubi4PPND5YTaW4PDhw7i4jGXq1J9TWnqZ4uJLrF17nlWrDuDmpiA01J3o6CEMHz782jRONzc36urqMBqN/fqz2Zu0tLRw5MgRMjIyUKvVLFq0iOPHjzNo0CAiIiKsHV6vo9FoqK6utnYYEhIDjs6IPgUQAzwtiuJRQRDeBX4FvPK9NTOBU8AUIARIEgThYGeOFQTht0A78NWNTi6K4sfAxwCxsbHmM1OyMEVFReid/RAAb+GnOZr6p4qjoysTJtzLhAn3UllZyKlTOzh58j8cPfoFOl00gwbFER4+wtph9gqXxBryxTo4k4G9vpEFi37b4z2vCr+NG//G5s3/y4IFv+m3F5etrU3Y2VlX9B0+vAUnJx1+fpFWiyErKx29voj4+Je6vYdWa0tra/fGvM+c+TjffvsaJ05sITZ2/rXHZYLAYMENX9GBY6YijoslXBbriJP54PidqfvZszsJCro+kyeXK4iKimfw4LFcunSSNWt2sGnTIRYsiGfGjFsPMTp37hyurq64u7t36/WYA6PRyJ49pwkL+xlyuQIfn1B8fEKB2bS1tVJYeInLly9x5kwW//jHDjw9tYSHexITMwKlUkltbS2urlKZ+60oLS0lJSWF7OxsAgICmDdvHsHBwQCYTCaOHz/+kxV9UqZPQsL8dEb0FQKFoige/e7/19Ih3L7PQ8CfxY6xU9mCIOQBEUDBrY4VBOEBYB4wVezqyKo+Tn19PY2Ozrhjg1robOukxEDDzc33mt9ZSUkOZ87sJCXlY44dc2LQoCmMHJkwYLN/1aKeNFMxlJahzMli/pJXzbZ3h/B7iQ0b3mLTpv9l4cL+J/yMRiPt7XqcnKx3YV9XV0VBwUHmzPmF1WIASE9PZNCgyT3qJ7Szc6K1Vd+tYx0cnJg48RH2738XH59IvLxCfvC8vaBiiiyQXLGWdLGUbaZshgjuuFU0UV9fzfz5N7dqkclkhIePJDx8JNnZp/n66/UcOpTOU089iKen5w2POX36NFFR1pugCrBnzx7a2nwJCro+DqVSRVBQ1LXnDAY9V65c4Ny5i6SmHqG6Opfx4y9Jou97tLe3U1RURH5+PleuXKG8vBxRFBkyZAiPPvoozs7OP1gfGxvLoUOHKCkpwcvLy0pRWwetVktDQwOiKEpTzyUkzMht1YgoiqWCIFwRBCFcFMULwFTg3I+WFXz3+EFBEHRAOJArimLlzY4VBGEWHYNbJomiGVxx+xiFtS20aNRESlM7Jb7DyysEL6+nMBqNnD69i3PntnP27BaCgycyevT0AWX30CoaOWAswKTXIz9+gCWLzS/KbGzsWLz4l2zc+Dc2bvwDixb9rl8Jv8bGWuRyuVUHpxw+vBlXV99u9Viai4sXT6PXFzFmTM/meDk4uNDW1j3RBxAWNpTCwh/2930fQRAIEZzxFu05IRZzRixHUNXhGTkNG5vOVXOEhkYTEDCYEye28pvffMD8+SNZvHjRD9Y0NjZSUlLCsmXWbXNPTEwhOPih2y+ko6Q1NHQ4oaEdg2v27PmcvLw8xowZY8kQ+zTNzc3k5OSQn59PaWkplZWVODg44OPjw6BBg5g2bRru7u437dFTKBRERUWRmprK4sWLezl66yKXy5HL5bS0tKDVaq0djoTEgKGzKainga++m76ZCzwkCMITAKIofgS8CawSBCEDEICXRVGsvNmx3z2+ElDTUQoKkCqK4hNmeE19gtMVRgB8hIE1VUui58jlcmJiZhMTM5vs7DTS0zewevUuvL3jiIubg5tb/76rK4oiR0yFNIkGSNnLsvm/sZiw6RB+HaWe69f/niVLXu03wq++vsaqWd7q6nKKilJYtOiV2y+2IGfOJBEUNKbH7xFHR2fa2npmLn61v2/btndYsODGIlQrKJgg+HOk4Bg5TnLq4waTZiohWtCh6MTALqVSxdixiykujmbLlq84duwPPPXUA/j5+QEdA1wCAwOterGblJREU5OO8PDuDfZxcvKmqMh81hV9HZPJRFFREQUFBRQVFVFWVoZer8fT0xNvb2/Gjx+Pr6/vtb7HzjJhwgQ+/PBDKisrcXNzs1D0fZOrBu2S6JOQMB+dEn2iKJ4CYn/08Effe74YuGGTwk2ORRTF3ptDbQUya+RoDEYcbCRDWombc3X4S1nZZY4e/Q8bNryCm9tQxo1bik7na+3wusUFsYpCGhBPHWfpxKcsnsnSam1ZtOjF74TfGyxZ8lq/EH4NDTUoldab7Hr27BGcnb1xd7fegKz6+lqqq7OYNeutHu91NVOu1zeg1Xb/ZtvMmY+zdu0bHDjwJRMnrrjhmqamOs7v/hfDRt6LaagLWWIVV8R64mTeeHXyRp+3dzA63a9JS9vOK6/8k9mzh7J8+R2cP3+ehISEbsdvDhITDxMa2rks341wcfGkpGRg92Tl5eWRkZFBWVkZVVVV2Nvb4+XlRUBAAOPGjcPLy6vH30N2dnYMGTKEgwcP/uSyfSqVisbGxp+c2JWQsCRSs5mFKDMosDWYrnc0lJC4ATpdIAsW/Iq6uipSUlazefObhIXNYsKEBf1CwFylUmwmzViMqSifxZFLe3Tx3RX+K/zeZt2611iy5BWrlk12hqamelQq631BlJWdx89vqNXOD3Du3FEcHNyws3O+/eJOoFDYUl9f1aP3nYODEzNmPE1S0geUlV1izpwXriu93rnzXVxchhAbPRGAQNGRo6Yi9pryCRaciBE8O9XLLZcrGD16PmVl0SQlfUVq6iu4uWkIC7Neue2ePXtobOx+lg/Azc2HzMwB17XBlStXOHXqFDk5OSgUCgYNGsSECRPw9/fHxsYyn+VJkybxwQcfUFZWhk6ns8g5+iJKpZLm5oH3HpKQsCYD3/DFSjgp2mlVSA3IEl3D0dGV2bOfZs6c57lyZT9fffVbMjJSrB1WpzCI7SQ1ZyE2NTDLKRY7W6dePX+H8Hsek0nD+vVv0t5u6LVz5+Vlsm3bHzh06BsKCrIwmUy3Paa5uR6VyrYXorseo9FIbW0eoaHW7bm6fPkEgYHXFYJ0G5XKlrq6sh7v4+sbzPLlb6BUurFmzUtkZ6dde+7EiS3U1dUwY8Z/M2Eegi1zZKFECe7kibVsMV3isqmWzs4n0+n8mTnzlygUs8nMbOLrr9dgNBp7/Dq6yltvvc/q1bsIDZ3To33s7Z1pa1NQVVVlpsisR2lpKdu3b+e9995jw4YNqFQqli1bxs9//nNmzJhBRESExQQfgI2NDUOHDuXQoUMWO0df5GqmT0JCwnxImT4L4WknkNEsiT6J7uHjE8F9973L8eObOX78MzIydhMSMpaIiBgcHfveRDxRFEmsTMfoqFXXA2kAACAASURBVGZsqw/uztbpS9Rqbb/z8fs/1q17g6VLX7N4xq+gIIuMjI9YsmQEpaW5nD6dTFqaHLXaCYXCAZXKEaXSCbXaEa3WHhsbe2xtnaivr0Stto6dS37+eZRKOW5u1ishLinJp6Ehl+ho8/kDqlT2NDaax9/LxsaORYue5vjxPezb908uX04jOno2J09uYtKkp68b3vJfU/eOrN9hsZDLYh2jZF7YCqrbnk8uVzB27AIqK2M5cOArTp78A089tYKQkJDbHmsO9uzZQ2ZmOwEB9xMW1nNLGbXanfz8/H45wbO6upr09HQuXLhAW1sbYWFhLFiwAH9/f6uYoyckJLBy5cqfVLZPo9FQV1dn7TAkJAYUkuizEIM8HTlZoyft9AY83Qbj5RWGTNZ/yvQk+gajRi1gxIiZpKZuJC9vL6dP/wetVoebWzi+vmFERsb1ifLPnQWptPjaE16vIMQ50KqxqNUaFi9+4btSz9dZuvR1iwm/oqJsTp78O488MoUJE/7r1VZZWUl5eTlVVVVUV1dTV3eF6upMGhpaKSlpoamplerqUhQKLRs3voBSaYdCYY9cbo9CYY9KZY9Wa/89keiInZ0jarV5hhrk5Z3D2dnPLHt1l/T03eh04WYtAVap7GhqqjHbfgCjRk3F3z+c3bs/5vPPH8XXdxKDBkXfdL2zoGHG90zdE03ZNzR1vxlubt7MmPEip07t5c03v2Ty5BBWrLjbop9zvV7PmjV7GTr0mRtaNHQHjcaToqIiYmJizLKfpWlsbOTkyZNkZWVRV1dHWFgYM2fOJDg42CpC7/toNBqio6NJTk7mzjvvtGosvYVWq5VEn4SEmZFEn4WYPHIwa86nM/vOALKO7OfEic2oVBHodJHodEGSAJToNAqFmvHjlwPLaW83cOHCES5fPkl6+tccO7Yab+9Yhg6diK9vsFXiS7mUSmWgLe7NJmKdwq0Sw49RqzUsWvQ8Gze+zdq1r7Fs2RtmF37FxbmcOLGSBx+c8APBB+Dm5tapAQRtbW1UVlZSU1NDXV0ddXV11NfXUVNTSF1dM42NrVRWGmhsNKDXtyOKcuRyW5RKexQKB8LCphEUNKTLsZeXnyc8fHSXjzMXen0TJSXHmTPnRbPuq1TaYDA0mXVPAJ3OFz+/kVRWXqKu7jLffPM74uLuJiDgxgLpqqm7n+jA0R+YunvjKNx+eI9MJiMmZhoBAUNISVnNqVNv8sQTdxMebpnP19q161AohplN8MFV0Zdptv0sQXNzM2fPnuX8+fOUlZURGBjIuHHjGDRoEEpl3/JPnTBhAitXrvzJ+PZptVpKS0utHYaExIBCEn0WIti9o/QncNhonr1/MaWlpSQnHyQpaRcnTjSh0USi00Xh7m6dchGJ/olCoSYqKoGoqAQA8vMzOXNmO9u3/wmt1gN//ziGD5+Ig0Pv9NOdvnCcHG+waYcpdlF9ykj3qvDbtOldvv32Ve644/dmE36lpZc5fnwlK1bEMXny5G7vo1Qq8fLy6vRFXFNT0zWRuHnzDioqiros+vT6JhoarjBokPnKKrtKevp+bG2dzO4PKIpG5HLzZ3Xb29u4cGE7ixb9Dnf3AI4c2UpS0gfY2zsRF7ecwMAbZ/7svjN1zxNrSRNL2WbKYYjgTqTghrwT9g6urp5Mn/4cGRkH+N//XcOECX7cf/+9qFS3LxftLNXV1ezdm8Xo0b8x254Azs46SkqOmHVPc1BfX09GRgYXL16koqICX19fhg0bRkRERJ+2B9BoNAwfPpwDBw6wfPlya4djcaRMn4SE+ZFEn4UIcLVBJkBORcddZ09PT5Yvv4Ply++gsLCQffuS2bNnC8ePt2FjE4mX1xCr9tdI9E8CAqIICIiivd3A2bPJXLiQTFbWZlxcIhg2bPoty9B6yoWLpzmtrUCh8WOKIgyl0Pey12q1hiVLXmDDhrf59ttXWbz4NTSang1dKCsr4NixlSxfPpzp06ebKdLOYWtri62tLQEBASQmJqPVdr0nMC8vE63W1mwTM7tDTs4BoqMt8beTdXp4SlfIykpHo1Fdy+xNnbqc5ua5pKZuY/fuf2Bv70hc3F03FH+CIBAsOOMl2pMmlnBGLCdfrGOMzAc34fbvRZlMRnR0AgEBURw9upqMjD9y333ziY01zwCcTz/9EkfH8eh05rXucHb24uzZvjGIo6ysjMzMTHJycqitrSUgIIARI0YQHh7ep4Xejxk/fjwrV66kqKgIHx8fa4djUZRKJUajkdbWVrPe5JCQ+CkjiT4LoVbI8XOxIbfi+h89X19f7rvvXu67715ycnLYv/8QSUnfkJurwMYmEh+fKJytNAhDon+iUKgZPnwGw4fPoK6uirS0zRw48BHBwe9ZxAA8L+88KXUnUIXEESf44NyJkjVroVAoWbz4eTZseIcNG15j8eI3ui38yssLSU19j2XLopgzp2cTDntKQ0ML7u4OXT4uP/8cLi5BFoioc1y4cBKjsZ4hQ7qfIb2KyWQiP/88ra0thIZGIwgyTKZ2M0T5Q/LyTuLhEfGDx2xs7Jgy5U7Gjp1Laup29uz5GBcXT2bMeOY6iwfoMHUfL/gRKDpy3FTMTlMuEYIrwwSPTt0wcXJyZ+bMZzl79jArV27Bx2cXd9+9gCFDul7ee5X16zeSmQlTpy7q9h43w8VFR319K21tbchkMioqKjAajd0WK7W1tRQUFKDRaNBqtWg0GlQqFYIgoFAork3QbGlpoaysjMLCQoqKiigtLaW9vZ2QkBDi4+MJCQlBre7bdi43Q6PREBMTw8GDB7nrrrusHY7FUavVNDU1SaJPQsJMSKLPggS72V7L9N2MkJAQQkJC+J//eYDz58+zb99B9u79guxsW2xsovDzG4qDQ/+bfiZhPRwdXZky5SEKCtLIzDxGdHS8WfcvKLjIvnMbUM+cT7DgRLDQu9YM3aFD+D3Hxo3vsn79qyxZ8vsuC7+KikKOHHmXxYsHM3/+fAtF2nkaGw0EBFwvLm5HZeVFRo6cZYGIOkdGxh78/GJ7NJiktPQyly+forw8FTu7BjQaJefPf0FDgy3Ozu5mjLbD3qK8/CwzZjx1w+e1WlsmT17G6NHT2bXrM9aseYkxY+4jMnL8Ddf7Cg7oZLacFMuumbqPlnnj3UlT9yFD4gkPH0VGxgHeemszISHbue++ZQQFdU3I5+TksHnzScaM+fV1k0jNgUqlprq6iUcffYX2dgG53B5oY+HCaJYs6bzIbG9vJykpibNnz6LT6TAajRgMBgwGA+3tHQLfaDTS3t6OQqHAZDLh6OiITqfD19eXcePG4e3tPWDaKMaPH8/7779PYWEhvr4DuzpIoVDQ1NSEs7P1qhIkJAYSkuizIMHudhzJrcJkEpHJbt/rNHjwYAYPHswTT5g4e/Yse/YcJDn5nzQ3O2FnNwQ/vyirlmRJ9C+GDp3L8eOf0dZmIDZ2iln2LCzMJenQJ9gsuQd7QcMowbtP9fHdCoVCyaJFz7Jp0/usW/cqS5a81unJkRUVhaSkvMeiReEsWrTQwpF2jubmVuzsupbpa29vo6mphOBg83njdYXq6nJqarKYNeut265ta2ulvLwAg6EZk8lEeXkOZWXHaGtrwMlJICLCg/vvn3Ut05WXl8fq1Wu4cCGdxMQ30OnGEBk5Dlvbnk0Hzc09h0xmxM8v8pbrbG0dWbz4GU6eTObIka/JzT3KtGlP3vDmglKQM1rw/s7UvZh9pnyCBCdGdtLUXalUERMzjaioeE6f3s3rr3/JkCEO3HPPsk5l0lpbW3n//c/x91+Ch4dlhENFRQFGo4a4uNdwdnZHpdJQUVHIpk3vYTSu4447lt52D5PJxCeffIK9vT2PPPLILS/+r4pBS3rm9QVUKhUxMTEcOHCAe+65x9rhWJSrmT4JCQnzIIk+CxLibkdLm4niOj2+zp3/IZLJZAwbNoxhw4bx9NPtnDp1ir17D3PgwIe0temwt4/Czy8KGxvzjTqXGHiMHDkbJycd+/d/SGVlEdOn39Oj7EpZWSG7kt7DceFdGJUqJsj8UHRiGEVfQqFQsnDh02zevJJ1615l6dLf31b4VVYWk5LyHvPnh7B4sfnL4LpDW1sbra0iNjZdE31NTfXI5fIe9zV2l/37v8LDI/SGN6+MxnZKSy+Tm3uG5uZsmpvzcHJSotUqEQQICXFl3rxRBAQE3DCrFRQUxG9/+yuMRiPHjh37rmx+E7a2QwkMHEtIyLBuZXsuXTqBh0fnB86MGDGJoKAodu36F19//SLjxz9MWNioG67tMHUP4axYQaZYQbHYQKzgRYDg2KmbKWq1ltGj59PUNIlTp3bwm998zMiRntxzzx23nB773nsf0doaxfDhUzv9urrK2bN7cHcfik73X2sQd3df4uOfY+vWD6iu/oTHH3/klnukp6ejVCq59957b3s+uVw+4AXfVeLj41m5ciUFBQX4+5u3F7MvoVAoJIN2CQkzIok+CxLsbgtAbkVTl0Tf91EoFMTGxhIbG8sLL7Rz/PhxkpIOkZq6F1H0wcEhCl/fwWg0tuYMXWKAEBISg4vL70lM/BPr15cyd+6T3SrlqqwsYdu2v+GaMJdGRzvGCZ0bPd8X6RB+z7B58wesXfsqy5bdXPhVVZWSkvIe8+aFsGzZ7TMTvUVNTQ1yuU2XRUxDQ51Fejw7w6FDW6mvv8Ty5X8BOkReUVE2ZWV51NVdoKEhBwcHEYOhjBUrljNixFIcHbteviqXyxk7dixjx46ltraWvXv3cejQKi5e9GHq1J91WfCWlp5m4sT7unSMk5Mbd975MqmpO0lO/jfnzu1h6tTHbyh25YKMaEGH//dM3fPEOkZ30tQdwNbWgfj4O2lomMbJk9t58cV3GTcugLvuuuMHf8OcnBw+//wLrlxxZ9q0+7v0mrpKcXEmgwdfXwbt5ubN5MkvcvDgP8nL+wOPP37vDUW8yWQiNTWVadOmWTTO/ohKpWLkyJEcPHiwU4K4v6LVaqmvr7d2GBISA4b+dZu+n/Ff0WeeO1UKhYKxY8fy6qu/ZP36d3n55YmEhV0kM/Nd0tNXc/nyKdraWsxyLomBg7OzF3fc8WdksmbWrn2TsrLCLh1fW1tJYuLfcBsaR6O/F6GCM0Gyvt/HdyvkcjkLFvwMe/tg1q79HU1N148Gr6oq5fDhd5g9O6BTpWi9SVVVFQpF18W7Xt+EXN77oi8vL4vz5zcSH/8wBQVZ7N//b7Zs+QU5OR+g0x1j8WIdb7/9M/785xcJDw8mISGhW4Lvxzg5ObFkyWLeeuvXDBvWwq5df6OxsbZLcYuintDQkd06/5gxM7njjjcRRVvWrHmJ1NT1N1171dR9pOBJGY0kmrK5YKrq0jRSe3sXJk68l/HjXyMzU8fzz7/F2rXrMBqNAHz88WrOnrVj7NjH0WjM38d3lbq6Kpqaahk8+MZlxPb2Lsyc+SKCMIPXXvuC3//+LTIyMn6w5tSpU2g0GiIiIm64x0+dsWPHUlZWxuXLl60disXQaDSSbYOEhBmRMn0WxN1Ojb1GcdthLt1Bo9GQkJBAQkICjY2NHDlyhKSkI5w6tQ2FIgRX1yF4e4ea3ZBaon+i0diwdOlr7N37KYmJf2L8+EcIDx9x2+Pq62vZvPmvuPqF0TIiGmeUxAoDY7KsXC5n/vynSEz8iPXrX2Xx4tevZWJqaso5fPhdZs3yZ/nyO6wc6fUYDAba2krZvPll5HItMpkauVz73X9rkMm0KJUalEo1KpUWlUqNWm1DYWEWMlnvWWs0NNRy5UoWhw9/iVptJDPzY7y97YmLC2DixAfw8/P7wfqysjKLTFaUy+U8++yTfPLJKvbs+T9mzvxVpzJ+Fy4cx909pEfndnR0ZdGip8nKSmfXrr9x+vRGoqMXMHz4nOtikAkCEYIbvqIDx0zFnPjO1H1MJ03dr+Lq6klCwkMUF09ix45vOHz49zz88DIcHOQ4Ojrj6urZo9d0OzIz9+DkFIJWe/MKFLlcwahRcxg6dCJnzx7kr3/djqfnZmbPjmfSpEkcOXKkRx6YAx2VSkVsbCwHDx4kMDDQ2uFYBBsbG4qKiqwdhoTEgEESfRZEEASC3e3IrbRsTbqdnR3Tp09n+vTp1NbWkpKSwo4dqaSnb0apDMfDIxIvr7BevdiT6JtMmfIwp0/7c/Dg36moWMT48XNvurapqY7Nm/+Go7MryoRp6DEwQebXKVPp/oJcLmfevCfYtu2f16Z6tre3c/DgO8yY4cNdd91p7RBvyPDhw3n7bV8aGxtpbGykubmZ5uZm9Ho9LS0tNDfXotcbaG5upbm5Fb2+nYaGNpqaqmhvt+y/X2trC8eOrae29iwmUxVeXnbExyuZM+cuhgwZcsvx683NzWg0lisbfuSRB6mtfZ8jR9YyefLtyxtLS08xbpx53gMmkxFbW1uio5eTnX2EjIwd6HShREfPv+b/dxU7QcVkWUC3Td2v4u0djKfnS2RmHuavf11PQ0MecXGWLesEKChIJzCwc4JNo7EjNnY2I0ZMJyvrKF98sZsvv9yOs7OIt7e3hSPt34wbN460tDTy8vK6PL21P6DRaKTyTgkJMyKJPgsT4m7LkZyqXjufk5MTc+bMYc6cOVRWVpKcfICkpP2cOLEZlSoCnS4KnS5owIyvlug60dHTcHPzZefOt2lurmHGjBXXrdHrm9i48f+ws9PgO3cFWWIVE2R+2AsDL3PckfF7gi1b/sF//vNLNBoZS5cO5Z57+rYPlpub2y2HddyItrY2HnvsDWprK3ByMq+1AYDBoGffvg/w96/gkUfmEh4e3qXhQVeFqyV57LEHeOmlv5GVFUlExM2nmBYW5tLe3kBISM8nnRqNRtLSNhAVNYvY2KnExk6lpCSf06f3s3v3h6hUCnx8ohkxYtY1j9arpu7eoj0numHqfhWZTMbQoRPw949kw4a3yM09QljY8B6/ppuh1zdQX19509LOmyGXK4iKiicqKp5Ll06Rl5fCs8/+H6GhDkyePIaxY8f2aBDVQEShUDBq1CgOHjw4IEWfWq1Gr9djNBqlf3sJCTMgiT4LE+Jux/r0IpoM7diqe/fP7ebmxtKlS1i6dAmlpaXs359MUtIOjh/Xo9VG4ukZiYdHYK/GJNE38PGJYPHi19m48fds3Wpg7tz/ufacwdDCpk3voFKJDJ//FIfFIsIFV/yFnvdY9WXmz3+cbduUlJcfwMZGa+1wLIJSqWTQIHfy8jIYMcI8Nh5XKSrK5tSprwkPN/Diiy906yLN0dHR4nf2HRwceOyxhbz77mdoNLYEBg6+4brz51Nxdw82y8XmyZPJmEwNjBr1X7sPL68AvLweoL39HjIzj5GTc4xvv30VrdYGBwcvPD0jCAmJxc3N9zpT93DBlehOmrpfxdHRldmzf86mTa+j1zd02q6kq2Rm7sfe3hdHx+77y4aFDScsbDhNTfVkZR1j1aoUPvtsJ7GxAcyaNZ2AgAAzRty/GTNmDCdOnCA7O5vQ0FBrh2NWBEFApVLR1NSEg0PXJhVLSEhcjyT6LEywW0dPQ15lE0N8rHfR7OnpyV13Leeuu5ZTUFDAvn0HSErayNGjIra2Q/DyisLVVSql+Snh7OzF4sWvs2nTH9i8+SPmzn0UUTSxadO7CEIT0xf/ml1cwRUtIwSdtcPtFebMeZiKihls3NjhJdaXJnaai5iYCDZsOAuYR/S1tDRy7NgmGhoOMn/+qB77GPaGEXNMTAyPPabn44//Tnv7I4SGRl+3pqTkNLGxNy9/7grZ2SmEh0++oYBUKJRER8cTHR2PXt9EXt45iovzyM8/z5kz27GxsWfo0DkMGzYFncyWU2IZF74zdY/rgqk7gE7ni42Njry8k0RGTjTLa/sx+fnpeHld//fsDra2DowcOQ2YRnFxLllZxzh8+As8PWHixOEkJCRgZ2e5gTT9AYVCQVxcHIcPHx5wog+QRJ+EhBmRRJ+FCfHo+EHKqWi0quj7Pv7+/jzwwAoeeGAFly5dYt++A+zevZrcXA02NlH4+ETh5ORh7TAlegEnJx1Ll/6eDRteZ9OmlRiNbRiNlSy54/fsEYoQEBg/wPr4bsdVL7EtW94BBp7wi42N5csv36e11YBK1bNy3czMI+TkrGPIEBsefvgFXFxcerRfdXV1r13cxcfHo9Fo+OCDj8jNHUpMzCLc3DpufJWU5GMwVBEeHt/j89TWVlJfn0d09LO3XavV2hIZOYrIyA5fP4OhhbS0vZw8uYP09PVERCQQGzufAPl/Td0DBUdGCl5oOmHq3nEOF+rry3v0mm6G0WikuvoK48f/z+0XdxFv72C8vYNpa1tCdvZJtm5N5dtv/8zQoR5MmTKemJgYs5+zvzBq1CiSk5Npbm4ecF6FSqVSMmiXkDATkuizMAGuNsgELDLB0xyEhYURFhbGY49BZmYmu3cnk5y8ikuXXAgMnIG7+8A1fpXowM7OmaVL3+Qf/3gIk6mJxx77itOyGmrEFibJ/LHrpFfYQMLNzZv4+OdITHwPUVzX5ywbeoKrqyteXhry8893u7eroqKQ9PRvUKuzeeaZRWa74K6tre3VO/ojR47kj3/0Zvfuvezd+0ecnBIYPXoe588fw9U1wCylnadPH8bZ2btb5ZRqtYZx4+YQFzeTs2dTycxMIjNzF4GBcUwedwe5aj2ZYiUlYiMjBS8CO2HqbjIZETopELvKhQtHUKtd0Ol8LbI/gFKpYvDgOAYPjqO2toKLF4/x/vv7sbHZxOjRocycOR1PT8tOJ+1rKBQKXFxcKCwsZNCgQdYOx6wolUrJoF1CwkxIos/CqBVyfJ1tzObVZ0mioqKIiori6adN7Nu3j3ff/Zq6uqmEhvZ8kIFE3yY5eT1OTjpUKh1bTn+DOHYCkYIbvsJPt6TmqvDbuvUdTKZv+6R1Q3eJjg7g6NGzXRZ9ra0tpKVtp6IiiWnTIrjzzt/dchpnV6mtrcXVtfu9YN3By8uL++67l2nTSvj882/Zvv041dXtjBw5xyz7FxYeZ/DgnmUM5XL5tRLQS5cyOHVqG19/+SLBwWOYHL+IU8paUsRCLou1jJZ539LUXRTbUSotM5ApOzsFD49hFtn7Rjg5uTN69FxgLgUF50lPP8ru3R/h768hMtKP8PBwoqKi0GoHZo/u9/Hw8KC4uHjAiT7Jq09CwnxIoq8XCHG3JbePZvpuhEwmY+rUqYSHh/Pcc3+ioECLv3/U7Q+U6Jfs27eO0tJUFi9+A5OdLduN2VBRyiBHfxj410q3xNXVk/j459i+/R1E8Zs+a+HQVUaNGsnOnZu6dExxcQ7p6Z/j79/Miy8+ZZFsSm1tLSEhPfPF6y5eXl68/PIzbNu2jfffTyQqakKP96yuLqepqYRhw8w3NCcsbChhYUPJyzvPiROb2fLFrwgMGs2wCXM4p6gj0ZTNcEFHmOCC7AZZP4VCQ0tLg9ni+T5VVXkkJMy3yN63w99/MP7+gzEYlpOdnc6JE5fZv/84LS0bcXZW4eSkxcZGhb29Gnt7G5ycnPD09MTHxwdPT89+Px3S19eX7Oxsa4dhdrRarWTbICFhJiTR1wsEu9txJLcKk0lEJrt16U1fwtfXlzfeeIrnnvsAZ2dP7O179w68hOU5cWIvubk7mDfvt9g5urPDlINaoUZ2Kof1FVt+YFj+U+Wq8Nux411gYAi/QYMGodU2Ul5+BQ8Pv1uuNZlMnDixjdLSRJYtG8u8eeYZbnIjDAaD1XuSrlwpYdCgxSgUPc+G1daWo1SqzLLXjwkKGkxQ0GDy8rI4cWIT+V+8jl/EBGRx4zghK+GyWMsYmc91pu5arSt1dWVmj+fKlXOYTAqCgm48DbW3UKu1REXFAx3Z1dbWFsrKCmhurkOvb6KuTo/B0EB7ex0GwykMhj0YjY3Y2ChwdFTj4mJDQICOQYMGER0djULRPy6TAgICOHTokLXDMDtarZbS0lJrhyEhMSDoH99m/Zxgd1ta2kyU1Lfg49S/UidRUVE89thU/vGPdYwa9T+SwfsAIjf3LKdO/YeEhCfQ6QI5YiqkDgNTZAF4TH+Ebds+Yd26V1i48BWcnH4a0ztvRofwe/Y74beGu+5abu2QekxUlBe5uRm3FH11dZWkpn6Oo+Nl3nzzcfz8bi0Qe4rBYLBqKV5LSwtHj14mLu5es+wXHDyEAwdsyczcT1RUgln2/DFBQREEBUV8J/62UPfZX9DFzaZ+cATbTDlECe5Efc/U3dnZk4KCS2aP49y5/bi7972KEJVKg5/frUseW1tbqKurpKGhmvr6Ko4eLWLdutUMHryRgIAAvL29CQoKIigoCI1Gc8u9rIW7uzvt7e3U1NT0ygTc3sLGxkbK9ElImImfzkg+KxLi3jHBsz/09d2IO+5YSlycDWfP7rR2KBJmoqKimH37PiImZjGhoSPJMdWQK9YyVHDHS7D/zrD8cTw8Ytmw4XUqKwutHbLVcXX1JDb2Eb75JpWNGzdaO5weExMzhOrqMzd9Pjf3DMnJf2LkyHb+9KffWlzwgfVF3/79+5HLQ3F3N98gEp1uCLm5aWbb72YEBUVwxx2/ZOrUF2nJyqHu649QlVWQIZaz3ZRDhdgMgLd3EA0NlWY/f3l5FsHBI8y+b2+gUmlwd/clOHgYw4dPZuLEFWg09jz11FOMHz8ehUJBamoq7777Lh999BEbN27k5MmTfU6MuLq6cuXKFWuHYVauGrSbTCZrhyIh0e+RMn29QLB7h1dfTnkjE8LcrRxN93j55ad57LHfUlAQIPX39XOamxvZvv1dAgKGERMzmxqxheNiMTpsGSL80Kpj9uwHSUpSsXnzm8yd+2t0ukDrBN0HaGlp5OTJ/zBhQjBXrlxhz549TJ061dphdZsRI0bw8cc70esb0Wr/63VmMpk4enQT1dU7eOKJ+YwZM6bXYrK26Nu7N53AQPNmcSsrLxIdPc2se96K72f+jh5YS5uLvBfGPwAAIABJREFUnOaJc9mlzCVccGGITyCiKKOkJAcvL/P0T1ZWFtLS0kJExMCwTWhqqkcub8PLywsvLy8iIiKAjvdnUVERBQUFnDt3jt27d6NWq9HpdPj7+xMaGoq7u/V+4z09PSkuLmbYsN4bpmNpBEG4Zttgb9/1CbgSEhL/RRJ9vYCTVoUgQGVjq7VD6TYODg688soTPP/8Bzg5eeLgIPX39UeMRiNbtryPnZ0d06Y9Rpto5JCpACVy4mV+Nxz8MH36PezbpyYx8Y/Mnv0S3t5hVojcurS2trBv34cMGdLG888/TU1NDV999RWiKDJtWu9d0JsTW1tbgoKcyM4+zdChHf1PTU31HDr0KY6OufzpT8/i4dF7fp0GgwFBEMw6DbQrXLx4kZISGaNGmU+4VFeXo9eXERnZc7+/rtIh/n5HenoyJ9d8isOEmVwIgCs04DR4PGfP7sLL60mznOv8+WRcXMJRKJRm2c/a1NVV4Oh4fRmnWq0mODiY4OBgoOMGSXFxMQUFBVy5coWjR49iNBrR6XT4+voSFBSEn58fMlnvFFX5+/tz/PjxXjlXbyKJPgkJ8yCJvl7gYlkDogjhnv37CysqKorHH5/GRx+tIzZW6u/rj+zY8W/a2ytYuvRPiKLIUbGYBlqZKgtCewvvrsmTl6JUqti27f8xffpzBAT8dLK9bW2t7Nv3D4KCqnnmmecAcHZ25t57770m/KZPn27lKLvHiBEh7NqVydCh8RQVZZOW9gmxsXY8/vivUSp79wLeYDBYTfAB7NixFw+PeORy873uixdP4ujoaZFBLp0lJmYSgYGD2b79A+S555AnzKM5bihFe7eZ7RyFhacJDu6fn4EbUVdXiZPT7Xv3ZDIZvr6++Pr+txy4srKSgoICCgsL2bp1K42Njbi7u1/rCwwMDLTY+zwgIICtW7diMpl6TWj2BiqVSvLqk5AwA5Lo6wUyijo8Zob5Olo5kp6zdOkS0tPPc+bMLoYNm23tcCS6wIEDmykvP8GSJX9EoVBz0VRNvlhHtKBDJ9je9vjx4+ejUKhISnqHhIQnCA0d2QtRWxejsZ3k5H/h5VXIL37x/A/Gujs7O7NixQpWr16NyWRi5syZVoy0e4wePZp16z4lPX03hYXruPfeiVYTsHq9vteF5lXq6+tJSysiIcE8ma+rFBefw9s70qx7dgcXFw+WLfs1W7d+SO2aj3Be9hh1E6ZzNj+dIQE9y2zq9Q00NFQyZMhoM0VrfRoba/Dyuv134o1wc3PDzc2NmJiY7/ZqJD8/n4KCApKTk1m/fj0uLi54e3tfyxqaaziMnZ0darWaiooKdLqBM3xLoVDQ1NR/bK8kJPoqkujrBc4U1uGgUeDvYt1R5Obi5Zef5tFHf0tRURA+PhHWDkeiE5w9e5QLFzYzd+7LODq6Ui3qSRNL8MaOKMGt0/uMGTMTlUrDvn0f0tb2MIMHj7Ng1NbFZDKRnPxvnJ0v8pvf/PKGd+ednJxYsWIFX375Jdu3b2f27P51I8TV1ZX29iJKSj7ntdeeJigoyGqx6PV6q2X6du/eg1Y7FEdH85atV1VdJD5+sVn37C5qtYYlS55n164vubLhEzQL7iHDqY1w0YhS6H7VRmbmfuzt/bG17f83Na/S0lKFh4eLWfays7MjKiqKqKiO6gi9Xn9NBB49epQtW7bg6OiIp6cnQUFBhISEYGdnd5tdb46rqytFRUUDSvRpNJo+NzRHQqI/Iom+XiCjqJZhvk4IN+iX6o84ODjw298+yosvfoRe30hAwBCUyr45xloCSkrySU1dRXz8g3h7h9EqGjloKkCDgnEy3y6/L2NiJqFUKjl0aBUmU6vFRtFbE5PJxIEDn2Nre5bf/e4XtxQjDg4O14Tftm3bmDNnTi9G2n3KysrYsGEDU6bEsHz5chwcHKwaT2trq9U80ZKTzxIa+ohZ9zQajRiNzX1u+NGMGSs4csSNjF0bsJl7J4eMBSTIA7v9+3T5cjpeXtFmjtK6GAwV6HQ+Ftlbq9USERFx3XCY/Px8MjIy2LlzJ1qtFi8vr2t9gV0RcEajsd94C3YWlUpFc3OztcOQkOj3DKxvhj5IS5uRrJIGHpsYbO1QzMqwYcP4y18e4ZtvtpGWthu1egi+vjG4unpbOzSJ76HXN5GU9HdCQ8cQGTkeURRJNRXRRBvTZcGob9HHdyuGDh2HXK4kJeUTDAY9MTH9K8N1K0wmEwcPfolKlcYrr7zYqWmSDg4O3HfffXz11Vds3bqVuXM7Z2Cek5PD6dOnuXz5MqNHj2b8+PE9Df+2mEwmUlJSSE1NZcyYMb1yzs7Q2tpqlUxfWloadXX2TJo01Kz7dpQCy2hvN1i1p+9GjB07C8dzrhw4mETxpJlkiOUME7qeGTIajdTUXCE+/kHzB2lFDIZKvL1H9cq5fjwcxmg0UlxczJUrVygoKCA1NZX29nbc3d1xdnbG1dUVNzc3dDodTk5O1+1XX1+Pi4t5spR9Bb1ej4+PZUS4hMRPCUn0WZis0gbaTeKA6Of7MTExMcTExFBeXs727btITFxNbq4Dzs4xUvavj7Bt28dotRoSEh4A4IJYxRXqiRE8cRd6Vm4cGTkKpVJDcvLfaWtrIy5ugTlCtiomk4lDh1ajUBzn9ddf7FKZlb29Pffeey+rV68mMTGRefPm3XBdSUkJaWlpZGdno1KpGDx4MJGRkezc2eGDaUkRVlBQQFJSEm1tbdx33319qgTMWpm+HTuS8fKaZJG9BUGGwdDS50QffPf5VWlJuXiejEHgLGrxE7qW7c3JOYFK5YSXV4CFoux9TCYTLS1VVhMZcrkcPz+/H/hi1tTUcOXKFaqqqigrK+PChQvU1NTQ1taGvb09jo6OODg44OrqSklJidV6Yy1FS0vLDQWuhIRE15BEn4XJKKwFYKjvwP3C8vDw4IEHVnDfffdw9OhRNm3aI2X/+gDJyRtoaLjE8uV/AaBSbCZdLMUXeyIE8/QuhYUNRaF4hr1738dobGXcuGVm2ddaHDr0NXJ5Km+88Ytu9dV8X/ht3ryZBQs6hHBdXR3Hjx/nwoULtLW1ERERwbJly34w9c/V1ZXVq1cD5hd+NTU17Nmzh8uXLzNu3DjGjBnT56b7WSPTV15ezoULDcycaTlLBVHsu6bSYaFDUBdqSa64zEFnI3NU4TgJnb9Zd/HiITw8hlgwwt6nqakWtZoe9dWZG2dnZ5ydna97XK/XU1lZSXV1NdXV1eTn51NeXs7nn3+OKIo4Ojri7OyMk5PTtT3c3NxwcHDoc5//W2EwGHB0HHg3ziUkehtJ9FmYM4V1uNqq8L6B589AQyaTMXbsWMaOHfuD7F9enuO17F9fvOM9EMnKSufSpW3MnfsrtFp7DGI7B01XsEXJmG708d2KoKDBzJjxArt2vUN7ewsTJ64w2969yYEDqxGEFF599YUeXfDZ2dmxYsUKvvrqK9avX49arebcuXMMGjSImTNnEhwcfMMLLnd3d+655x6+/vprTCYTEydO7MnLAaC5uZnDhw9z6tQpIiMj+fnPf262SYHmxhqZvi1btuHgMPIH5vTmor6+FjBhZ3f9xXpfwt83hBE5taTbNLPdcIYl9iNRd3KwS2VlDvHxMywcYe9SU1OOo2P/+J3SarU/yArm5eVRX1/PE088QXNzMxUVFZSXl1NZWUl2djYNDQ00NDTQ3t6Og4MDzs7O/H/2zjyuqTvd/++ThC0sCRh2BGUTQRHcQdyXqlVrrUWqvV3tNnc6252lvZ25be+9c6fT/mZtO13s3Na2trXaulTBKgoKKu4iAgrIIoiyEwgQkpD8/rBwtXVhSXIC5P168VIh53w/wSTnPN/neT6PQqHAy8urp2zUFjNqnZ2dovcc27EzFLAHfRbmXJWa2CDFkDFx6S23zv7ts2f/rEBbm5rDhz9k8uQH8fcPw2QyccRYhRYDiyShvb6h6wsjR4azZMkvSUv7C11deubOfdzsa1iSrKwvEITDvPLKL8yyoyyXy1m3bh1ff/01giCwfv36W+7Ufx9vb+8eU5iuri7mzp3br/U7Ozs5evQop06dIigoiMcffxyVqvcurWKg0+lwcrLezbbRaOT48TM0NyvIzpYTEhJHYGC42TIgrq7uSKUuVFcXExAQYZZzWoL8/EyOHtmEKmoebdOi2aM+w3LFJCR3uWYVF5/AYIDQUPFHUpiT1taGXs3os0Wampp6giO5XE5ISAghIT8svdVqtdTU1NDQ0EBdXR0VFRXk5ubS0tKC0WjE09MTLy+vnq/uMRTWfH92o9frgevPx44dOwPDHvRZkHadgeLaVu4Z5ye2FNH4fvYvNXUPu3Z9SlmZpz37ZyH27fuUESP8iIu7vgNfYKqnGg1TBH9GCHc3JekvAQGjWLbsV6Sm/om0tDdZsuR5i61lTrKzN2MyZfHqq+YJ+LqRy+U8/HDfs55eXl49mUKj0cj8+fN7faxWqyUzM5OCggJ8fHxYt24dfn6D4/NHr9dbtReptLSU2NhIFixYwMGDWRw/vo+KikUkJT1olvNLpVL8/CaSlfW/rFnzB7Oc05x0dXWxd+8/qK6+QELCesaNm0b21bNU+DhzqDmPOZ6xtz22oCCbI0c2Mn588k2zK4cCra1NhITYTmlnX2hpaaGrq+uuj3N2dr5tQNje3s7Vq1d7MoSVlZWo1Wo0Gg0uLi4olUo8PDzw8PDAy8urp3RUoVBYpGS0ra1tyBnT2LEjFvagz4IUVLdgNEFsoL0WHa5n/x577BEeeeRhjh07xvbt+zh92p79MycFBcdpaMjt6eOrMbWRa6ohRFAQIVj+wunrG8R9973Irl1/YseO11i27Fc2fVN4+PCXdHUd5OWXf2ZTPSM3Bn4mk4kFCxbc8fFarZbs7GzOnj1La2srgYGBJCcnizb3rj/odDqrlnDl5eURFRXFmDFjCA4O5uTJ3xMcbF4Hz4ULH+bTT39NZWUBI0faTkasubmG3bvfAFy5//6X8fLyASDJP46mq8e44uPK+dYyxrn/cG5jTs42zp/fw/Tp1wPFoUZnZz2+vradFb8dkyZNorCwkG+//ZZ77rmnX+eQy+WEhYURFhZ20/eNRiONjY00NDRQX19PU1MThYWFtLW10dra2vP+VSgUKJXKnizhiBEj8PLy6vd1QKPRMGKEeedn2rEzXLEHfRbkXJUagPFD0LlzINyY/bt27Rp79uy1Z//MQHu7hpycz4iPvx83N0+0JgOHjZW44cg0IcBqJcZeXj488MC/s337n/nqq5dZtep3Nvn/efToV+j1mbzyys9scifZ09OTdevW9QR+Cxcu/MFjmpubOXToEBcvXiQkJISUlBS8vb3ZsWMHH3zwAcnJyTZf1tmNTqezWqavs7OTkpISnnrqKQCys7Npb3ekqakGP79RODqap7zPyckZhSKIK1cu2EzQV1CQzdGjGwkImMHCheuQyW7+nS/1m8LWxuOcddMzQtuAv/P/3XAfOPC/lJWdYf78nzN6dJS1pVsFna4eX9+wuz/QBuk2kvr4449xdHTsd3n4rZBIJD1lnmPGjPnBz7VaLU1NTdTV1VFfX091dTWFhYW0tLTQ0dGBh4cHSqWyx1zmxhLSO5WNajSannEWduzYGRj2oM+C5F1R4+vhhK/H4OwPsAZ+fn43Zf/svX/9Z//+z3B3VzBx4hKMJhOHjZXo6GKuZBQOFujjuxOurgpWrfo133zzFps3/ztLl/4ST09/q2q4E8ePf4NWm87LL//UJgO+bjw9PXn44Yf57LPPMBqNPbv3V65c4dChQ1RVVREdHf2Dnr3k5GSys7P56KOPWLp0KdHRthFw3Am9Xm81k5m8vDx8fHx6TCvmzZuHg4MD6enfkJr6FaGh9xEb2/uy2juhUARRX19mlnMNhK6uLg4c2EBFRS5TpjzGhAm3diyVChJWeE3ma81ZDpiKud/BDSdkpKb+iYaGWlaseBFv76H7uazV1hEUZJkRHtbAw8ODdevW8cknnyCVSs1iCNUbnJ2d8ff3x9//h5/zOp2up3+woaGB2tpaSkpKaGlpoa2trads9EaX0W5jmc7OTps0l7FjZzBiD/osSG5VM7FDeFSDOblT9s/RMRiJxAmZzLHny8HBCX//cCQS2y0dtCYXL57h2rUTJCe/BsB5Ux3XaGO6EIhnHyzYzYmLiyurVv2CvXs/YevW3xERMZOZMx8Wvdzz1KlvUat38eqrPx0UWTClUtlj7rJp0yZ0Oh1NTU3Ex8ezfPny2zqNJiUl4efnx65du7hy5cotM4W2hDWNXPLy8oiLi+v5t1QqZc6cOcyZM4eCggJef/1z3Ny8CQ29fV9bb/H09KOkJG/A5xkIanUDqamv09XlyH33/e6uQZuLIGOeYzgHhAp21ucgHErHoJOwatVv8fAYute0ri4DOl3zoB8E7unpydq1a9m0aRMODg4kJCSIqsfR0fG2AWF32WhtbS0NDQ00NDRQUVHR00fo4ODAzJkzRVBtx87Qwx70WYhWrZ7SujbujxvcFw8x+H727/Lly7S1ddDW1kxbWycajZajRy/i7Py0PRMIdHZqOXp0E3Fxy1EoRnDVpCHPVEuooCRUEPcGTSZzYOnSJ7h8OYmsrE18+unPSEx8hIiIKaLoOXt2P/X1X/Pb3z6Lj4+PKBr6g4eHBw8//DB79+4lIiKC+Pj4XpVChoeH8+ijj/L111+zceNG1qxZY7MjGzo7O62irb6+nvr6esaPv3X/XnR0ND/60XLee+9NiopG4+s7ndjYWUil/btcurkp0eu1A5E8IIqKjpGV9U/8/KZyzz2P/qCc83b4OymJa2vlrEqKIWoCKZHLcHKyzdeOuWhpacTFRTqoemFvh0qlIiUlhc8//xyZTMaUKeJ85t6NG8tGv4/RaOTAgQO3DBbt2LHTd+xBn4U4f6UFsPfzDYQbs383cunSJY4d+7s94PuOAwe+wMXFkSlTVtBu0nPYWIkCJ6ZYsY/vbgQHR7Ju3ascPbqHQ4c+4vz5Pcyb9yMUCus16OfmZnLt2pe89NLTPXOtBhMeHh6sXr26z8d5enryyCOPkJaWxnvvvUdycrJN3kTJZDIaGhpu6ShoTs6ePUtYWNgdZwJOnTqVuLg4jhw5QlraDvbsOUpi4lN4evZ9o8DNTYnB0DkQyf3mwIF/Ulp6gkmT1hEf3/eSxRjXkdQ0NXM1Oopj1fnMGjnJAipth+bmukEzo683+Pr68uCDD7J582YcHR2ZMGGC2JL6hNFoxMHBAVdXV7Gl2LEzJDC/v64dAPKuNAMw3u7caXYyM7Nxdrb9HiVrUFZWSFVVNvPn/wijyUS2sZIuTMyUjEQm2N7bOyFhMSkp/4NM5sOXX/6GQ4c+65XF+EDJy8umuvoLXnxxvcWDClvEwcGBFStWkJCQwKZNm0hLS0OrFS/7dCtmz55NZmamRXUZjUYKCgqYNOnuwYujoyNz5szhj3/8HfPmeXDo0GuUleX3eU0nJ2eMRkN/5PYbjaaJzZtf5MqVS9x774v9Cvi6maMch1ubnss+UvKvFZlRpe2h0TQyYsTQCjACAwN58MEHSU9PJz+/769fMWlra0OpVNrM5uVgwWg0ii3Bjo1iz/RZiNwqNYFKF0a4DZ1dQ1vhwIGz+PuvEluG6BgMerKyNjJ27EJUqiDOGK9RRzuJQhAKkfr4eoOrq4Lly5+hrGwWhw9voqLi5yQmPkZY2ESLrFdWdp7LlzfxwguPMnr0Dy3ohxNTp04lPDyc9PR03nnnHWbOnMnkyZPFlgVcL0UdNWoUe/bsYeXKlRZZo7S0FEEQ+hz4r1v3ECEh2Xz44Vuo1Q8SFzev18d2dGiQSq03f7Ck5BSHDr2Ht/dEVq58bMAlmRJB4B738exoP8cZeRMj1DX4KXzNpNa20GgaCQ8fWkEfwMiRI1m1ahVfffUVMpnslu6btkhbW5t9XEM/2LBhA62trTg4OODk5ISjoyOOjo44OTnd9OXs7IyTkxMODg49X46Ojj1/l8vlNtsOYKd/2IM+C5FXpWbCSHuWz9xcunSJmhoT06YFiy1FdDIytiCTdZGUtIYrplYKTPWEC56MlgwOo4XRo8cSHPwqOTl7yMjYwPnzIcyf/wxubp5mW6Ouropz5z7g2WeXEhERYbbzDma8vLxITk6mtLSU9PR0jh8/zuzZs4mJiRFbGosWLeL999+noqLCIhnZvLw8xo4d269jk5KSCAwM5E9/+l/27y9h7NgFBATc3Uq+q8t6u+6ZmRspKTnChAlrmDLFPO6jAM6CjEXysaTqi9jfWMAqZw9cnFzMdn5bQautxc9v8PT69oXRo0ezcuVKtm/fjkwm+8EcPltEo9EMylJ8MTEYDLS2tjJ79mwMBsNNX3q9HoPBQFtbG2q1uuf7RqMRo9FIV1cXXV1dGI1G9Ho9UqmUH//4x2I/JTtmxB70WYDmdh2XG9t5aKo9MDE3GRmHcHHp303bUOLy5SLKyzNYseIlNCYdR4xVeOLMZMH2erXuhFQqZcaMexk3bjoZGV/w+ee/JibmHhIT+9679n3a2lo4evRdli8fK7p7nS0SGhrK+vXrOX/+PAcPHiQ7O5u5c+cSGRkpmiY3NzdmzZrF7t27efbZZ5FIzFei3D2b7+mnn+73OUaPHs1rr/2GLVu+4siR1zlzxh8/vxlERU3F1fXWg+UVCi+LG7m0tanZvfsNtFo9S5e+SEDAKLOv4Sm4MEM2isPeUraXZvBQxFKzryE2en0Dvr7jxJZhMcLDw1m2bBnbt29n9erVNl/qrtVq8fQ03ybgcECr1SKTyZBIJD0Zvv7Q2trKpUuXzKzOjtjYXtPPECDvyvWh7LF2Exezc+DAWQIChu5FuTcYDHoOHvyIyMg5qHyCyTZWYvquj09qg318vUGhGMHKlf/K7Nk/5tKlU3z66S+oqOh//4leryMr630mT3Zh9eoHzKh0aCGRSIiNjeWZZ55h0qRJfPvtt/zzn/8U9WI/efJk5HI5mZmZZj1vfn4+KpUKhWJgn8tubm48/vijvPvuq6xfPxFn53TS019g//73KCnJ/UE/jUIxgq6uLouZuZSX57J5869xdPTnwQf/wyIBXzejJAqUV5swhgaz9cxmi61jbQwGPefPH6O2tmTQj2u4G1FRUUycOJGDBw+KLeWudHZ2Dvj9OtzQ6XRotVrUavWAztPdT2lnaGHP9FmAc1XX32zj7CYuZqW4uJi6OgmjRweJLUVUMjO3IpHomD17HaeMV2mgg5mSkbgLg79/NDJyAqGh0WRn72Lv3jfx8wtn3ryncHXt23vp6NEt+PlV89xzv7GQ0qGFVCpl8uTJxMfHc+rUKXbt2oW7uzvz588XJRuwZMkSPvnkE+Li4vDy8jLLOc+fP29W90KpVNrjLqxWq0lL20NOzgfk57vg65uIp+dI2tubaW9Xo9V2cOzYNmbMSDHb+gCHDn3KxYtZjB+/iunT7zHruW/F/v0fcK0iF9WqJ2iNiSI9dycLJqyw+LqW5MyZg+Tm7kQi0WMwGNm/P4PHHntEbFkWpb29HW9vb7Fl3BGTyUR7e7u9p6+PuLm5IZfL0el0AzpPe3s7UqkUnU43JEaY2LmOPeizAOeqmhmtckXhYr3m/eHAwYPZuLgMb9fOy5eLKCs7wIoVL3HZpOaCqYExwgiChaGzwSCTOTBnzv3Exs4gM/NzvvjiV8TGLmPKlN7dXF68eIqOjixeffVXog+CH2xIpVKmTp3aE/xt27YNpVLJ/Pnzrdpb4+vry8SJE9m5cyePPfbYgM/X2NhITU0NKSnmDbq6USgUpKSsISUFCgoK+PbbA9TVHcbT04VRo1wpL+/g/PlMLl7MxM8vivHjFzFyZP8/yzo6Wtm16w3a27UsXvwrRo4MN+OzuTXffPMGTU31rFj+Ih4KX3brLnAt1I8zFw8RP2aWxdc3N6Wl58nJ2YpOV0t8/ComTFhAc3MdGRl/ICoqh+nTp4st0WJUVVWxYMECsWXcEY1Gg5ubGy4uQ6931JLk5eXR3NyMu7v7gM4jl8spKSnh73//O66urqhUKry9vVGpVCiVSpRKJa6urnZn1UGGPeizAHlVaiaPMs/utJ3/Iz39LP7+yWLLEI3uss4xY2Yj9/HnoPESI3AhXhiaTnpeXj6sWvVTLlw4zbFjX1BcnMXs2U8SGBh122PU6nouXPiU559fiUKhoKurC51Oh16v7/lTJpPZ/C632Dg4ODB9+nTi4+M5ceIEW7ZswdvbmwULFlhtxt/MmTPZsGEDZ86cIT4+fkDnys3NJTQ01Co71tHR0URH3xzQNTZ20NIyC4XCh4KCHPbu/QdSqYnAwHHExi7B13dUr89fUZFPRsbbKBRRJCc/iYuL5d0mCwqyqaurYs2a/+zJus93DCNVUsx5RQtelfmEjBTfCKg31NVVk5W1hYaG80RGzmHGjBeRya5XSSiV3owf/xgbNvyDkSNHDslST41Gg1qttvl+vqamJoKCzFfVo1aryc7OZuLEiTY5p7S3HDlyhMbGxp7gS6FQ4OHhgVwuRxAE6uvriYmJGbDrpp+fH35+fphMJjo6OtBoNNTU1FBeXo5Wq0Wr1WIymfDx8SE4OJjAwEB8fX3tMxVtHHvQZ2bqWjupVmvt/Xxmpri4mPp6CWFhw7e0s7usc8bMtew1liIgkDSI+/h6S1TURMLDx5OVtYO0tL8QEDCWuXOfxMXlhzuZmZkbkMuvkZGRwd69ezGZTEilUhwcHJDJZEilUrRaLQqFgpiYGGJjY3FzcxPhWQ0OnJycSEpKYsqUKeTk5PDZZ58REBDAvHnz8PW17GaDg4MDixYtYufOnYwdO3ZANzH5+fnce++9ZlTXN/z9PamsrCU+fh6hoePo6uri4sXTFBUdZ+fO13B2diEoKI74+MUolbf/vWZnf8GFCweIjl5JYqL1jFQuXjxIcHDCTWXWCsGZJFkIh7xiAEdpAAAgAElEQVQFDpYUsKzJEy/PAKtp6ivt7RoOHfqKyspsAgLGsXbt/7tl2XhoaCz19cv4858/4A9/eHHIlbaVl5fj7e2NTGbbt39qtXrAmz3dXLhwgb179+Li4kJJSQkpKSkW//yyFCdPnkSlUqFWq+ns7Oz5MplMKJVKGhsbGTfOfL4HgiAgl8uRy+X4+NzsbKvX61Gr1VRVVVFYWIhGo8HV1ZXg4GCCg4Px9fXFy8vLrIZcdgaGbb/rByHnvzNxsQ9lNy8ZGYdwdR0cO8mW4MayzlOmazSiZbYkGDdhaN2Q3A6ZzIG5c1czfvwMMjM38dln/0Z8/P1MnLik5zG5uZkolZW89NLveuYL3erGxmg0cuHCBc6cOUN2djajRo0iNjaWiIgIeznobXBycmL27NlMnTqV1NRUfv/735OUlMS8efNQqVQWWzc8PJywsDBSU1NZtap/sznLysowmUyizmj08/NFp6vp+bdUKiU6egrR0VN6TEQuXTrBl1/+FrncHScnN2QyRyQSGVKpMw4OjrS11VNfX83ixb8kONh6DqtNTVepry9n5swnfvCzkYIH4wVv8sJh94mdrJ6w7pabMWJiMOg5ciSN4uJvUShUrFz5O7y97+ysPXnyUg4cuMybb77Pv/3b0LKsLy8vHxQZzPb29gEHZp2dnRw4cICioiJiY2Px8PCgurqa1NRUHnnkkUH3eW8wGNDpdERGRv6grLJ7FIOPj4/Z+qDvhoODAyqV6qZrQGtrKw0NDRw7dgyNRoPRaCQwMJDg4GD8/f3x8fGxz/4TEXvQZ2Zyq5oRBIixB31m5eDB8/j5DdzGfzBiMOjJzPyQMWPm0uGtpNhURbSgIki4tUX8UEal8mf16l9y/vwxTpz4kqKig8ye/RQuLh6Ul3/Niy+u/cFu5PeRSCQ9JXjt7e2cPHmSzMxM9uzZQ3R0NPHx8fbyz9ug1+upqqrioYceorW1lQ8//JCwsDDmzZtnMae3+fPn8/7771NWVtavwO3cuXOiD6MODAxEp7u1G61M5kBcXBJxcUl0dLRRVHQWrbYNna4Tg6ETg0GPTqfFwcGHuLjpVg34ALKyPsHPbzIq1a1L4sYLPjSZtFRNSmR71j9Jnv28zdxM5+Ye5uzZHUilBmbPfoLw8Em9Ok4ikZCU9Aj79r3O9u07WLnyPgsrtR5VVVXcc4/lTX8GQldXFx0dHQPaULp69Sq7du3CwcGBhISEntdkQEAAV65cIT8/n9jYWHNJtgotLS04OTndso9OJpOhUChEdzt1d3e/qZ9Qp9PR2NhIcXExp0+fpqOjAzc3N4KCgnqCQJVKhZPT4DeiGwzYgz4zk1elJtzbDTcn+6/WnGi1BlSq4Vkrnp7+BQ4OXUyY+QB7jJfwRs6EIdrH11vGjZtGRMQEsrK2sWvXa7i4uLB4cRBRUbfv97sVcrmcWbNmMWvWLK5cucKJEyf46KOPUKlUjB8/nvHjx9svRt/R2dnJl19+yZgxY3rmHiYkJJCdnc2GDRuIiIhg3rx5eHiYdzPCzc2NOXPmkJqayjPPPNOnsrTOzk6Ki4tZv369WTX1leDgYHS6eoxG4x1LnVxcXJkwYYYVld2Zpqar1NQUc//9/3nbxwiCQKIkiDSTltbpM9md+S4r5v+rFVX+kLKyC+TkbEGrrWbChBU3VQT0FmdnN6ZOXc/27W8QHh5m1pI5sWhtbaWlpcXm+/laWlpQqVT9KkE1Go2cOHGCI0eOEBkZiZ+f3w8eEx4eTk5ODuPGjRtUpYfdQd9gwtHRsac/EK67sra1tdHU1ERubi4dHR20t7ejUCgIDAwkICAAHx8fRowYMeRKq20Be2RiRkwmE+euqJkZYblyp+GKXO5o8QHHtsjly0VUVh5kxf0vk2W8jPS7Pj6J3TELJydnFix4iMOHXaiu/ozHHnthQOcLDAwkMDAQg8FAfn4+Z8+eJSMjg/DwcJKSkoZ99m/Hjh04OzuzePHinu+5u7uzZMkSEhISyMrK4r333mPMmDHMmTPHrMHfxIkTyc/PJzMzs0+ug4WFhXh6eoo+b8rV1RUXF4Hm5nq8vO6cibYlsrM/wc9vym2zfN04CFLmSEeR5liCOnYcmdmbmJO0zkoq/4+WlmYOHNhEXd0ZwsISmTXr1z0mLf3B1zeYsLC1vP32Rl577VeiZ1EGSmlpKb6+vjYf6DQ2NvbbLXjfvn1cvHiRqVOn3raM0NPTE4PBQHl5OaGhoQORalXUavWgC/q+jyAIuLm54ebm1vN/bDKZaG1tpampiTNnztDe3k57ezteXl491+XuMlJb70W1dWz7nT/IqGnppK61k1h7aafZcXNzRqcbXkFfV1cXhw59QkTELEq9BNR0MkMShFywjwKB7gHsX9DamsYrr/zUbLuCMpmMCRMm8Oijj/L0009jNBrZvXu3Wc49WDlw4AD19fUkJ9/aPVepVLJ8+XLWr1+PIAi899577N69G41GYzYNixcv5uzZs9TX1/f6mPPnzzN+/HizaRgIKpUbDQ3VYsvoNU1NV7l2rZiEhOW9eryH4ESSNBiJ5wgqfOWczU23sMKbyc09zJYtvwVaeOihN5g374kBBXzdxMQk4OQ0k7ff/ufARYrM5cuXzeqIaSk0Gg0BAf0zBWprayMsLOyufWNBQUEcO3asX2uIRWNjI3K5XGwZZkcQBDw8PAgJCWH8+PFMmzaN2bNnExISgkaj4cSJE2zdupU333yT7du3U1BQYNZry3DCHvSZkXNVzQCMDxJ3V3ko4urqNOyCvsOHd2MytRA4815KTc2MF7zxF2zLJEEs6uur2bv3DTw8TvHaa/9msZ4thULBfffdR2NjI5WVlRZZw9Y5d+4cZ8+eZe3atXcNrD09PVm+fDlPPvkkBoOBd955h7S0NNrb2wesw9vbm0mTJrFz585ePb65uZnq6mqb6dvx9XWnubnm7g+0EXqb5buRQMGdOIkvstAIzrQXU16ea0GF12lrU7Nt2985eXIj06evZuXKF3Fz8zTrGtOmraKoyMjRo0fNel5rU1lZSXi45Wc6DpRuQ5K+YjQaqaur61VgFBAQQG1tLdeuXeuPRFGor68fNiMRJBIJSqWyx2gtISGBhIQEBEHgyJEjbNiwgY8//phjx45RW1uLyWQSW/KgwB70mZFzVWqkEoFo/+FnsGFp3Nyc0es7xZZhNerqqikq2s2keU9ximv44so4YfCUhVmS8+cPc+TIayxcqOTVV39jcacymUxGbGzsoNsVNgeVlZXs3buXBx54oE8lkl5eXtx33308/vjjdHR08Pbbb/Ptt9+i1Q5s42bWrFlotVpOnz5918eeO3eOkJAQm3GKCwxU0dZWJ7aMXtHXLN+NRAsqggUPHKckkVG4k/r6KgsovE5e3hG++OI/EIRWUlLeICZmjkXWcXJyYezYZD7+OJWOjg6LrGFpWlpa0Gg0/S6btBZ6vZ6urq5+lWQfOXIEk8nUq9JyQRAICAjgxIkT/ZEpCo2NjcN6xJCDgwNBQUHEx8czc+ZMfH19KSoqYvPmzbz99tvs37+fqqoqewB4B+xBnxk5d0VNpK87Lo624Vw2lFAoXNHpBufFtj/s3/+/BIbEc8nPEQekzLD38dHZ2UFm5kfU1HzKL3+5ipSUNVZbOzExkbKyMpqamqy2ptg0Nzfz9ddfM3/+/H4bP6hUKlatWsUjjzyCWq3mrbfeIj09vd/Bn1QqZcmSJWRkZNw1e1hQUGC2OV/mwMPDA4NBLbaMXtGfLF83giCQIAShFFxwmruCXQffQqMx7/umvV3D9u1vc/z4h0yZch8rV750y5l75iQiYiKCMIGNGz+16DqWYrD08zU1NeHv799nne3t7Rw/fpwJEyb0+pjg4GBKSkqoqKjoq0yrYzAYaG1tHZLlnf1BEARUKhXR0dEkJiYSGxtLfX0927dvZ8OGDZw6dYrOzuGTKOgttv3uH0SYTCbyqprt/XwWQqFwxWAYHm/gI0fS0Gqv4TZ3Ma3oSJKMxEUY3s3L1dWlfPvt7wkIKOaPf/yN1Z305HI5ERERwybb19nZyZYtW4iKijJL4OTr60tycjLr1q2jvr6et956i4yMDHQ6XZ/PNXr0aMLDw0lLS7vtYyorK9FqtURGWne8wZ1Qq9XIZLZ/fRhIlq8bmSBhtiQYBwdHnObfz47dfzDb53dZ2QU2b/4dRmMDa9a8TmzsPLOctzdMmbKao0evcvHiRautaS4qKioIDr7zfEJboLGxsV99h2q1Gmdn5z71dstkMqKjo9m1axdtbW19XtOatLa23nZcg53rZlnh4eEkJCQQFhbG2bNnee+99zh69Kg9+LsBe9BnJqqaOmhq1zM+yPYv6oMRNzc5RuPQ7+lrbKyloGAHkUvXc1nQECv44isMjxr+W2E0Gjl16ltOnnyD1asjeOGFn4tW3pKUlMT58+cHbXlXX/jmm29wcXEx+zwvf39/UlJSSElJ4erVq7z11lscOnQIg8HQp/MsXLiQyspKLl26dMuf5+bm2lTAB1Bfr8bZ2TpDkwfC9bl8/cvy3Yib4MhMyUhMbq4ICYv4etvvB6wtO/sb0tP/xJgxM1i16j/M3rt3NxQKFSEh9/H++1/Q1dVl1bUHymDq5/P37/trTy6X9/lzBK5XI3h6epKWlmbTZYFDwbnTWiiVSuLi4oiPj6ewsJANGzZw/vx5jEaj2NJExx70mYlzVdfLdmLtQZ9FuF7SMPR3a9LTP8RnzBQqRjgQgBsxwvAd/9Ha2si+fW/S3r6TV19dz7Jl94qqR6VS4efnx6lTp0TVYWkyMzOpra1l9erVFlsjKCiItWvXsnr1aioqKnjzzTc5cuRIr2/a5HJ5z+y+7x+j1+u5ePEiU6ZMsYT0ftPQoLF4CeJA6Z7LN5As3434CW7ES/wwBfqhCx/Lrl1/6dd52ts1fPXVnykuTmXx4p+TmGi51+bdiI2di1odyLZt20XT0Feampro6Oiw+X4+uB709Wc8jouLS78qBwAiIyOpra1lx44dtLa29usclqalpcU+t66PyOVyJkyYQHR0NAcPHuSzzz7rk/vzUMQe9JmJc1eacZRKGONnd1e0BG5ubkM+03fs2D7a9VcxJiThjIxESdCwLeUoK8vnwIH/IS6unT/+8SWbGSY8c+ZMTp06Neh2+XtLfn4+p0+fZu3atVYxQAkODuZf/uVfuO+++yguLubtt9/m+PHjvdqRjYuLw9PTk4yMjJu+X1hYiIeHh83NVWxu1lo9M9VXzJXlu5EoYQSjBSVC7HjqnSAzc2Ofjr9ezvkyEkkbKSmvM3JktNm09QeJRMLEiSns2nWG2tpaUbX0lrKyslsOKbc12tvbcXBwwN297/dRjo6OSKXSfmX7BEFg0qRJ5OXl8dlnn5GZmcm5c+coLy+nsbGxX+c0N0N1XIM1UCgUTJ8+HVdXVz755BPOnj0rtiTRGN6NQmYkr0pNlL87TjK7iYslcHV1xWQaukFfS0sz589vx2/1U6gFPQsloTgN0z6+wsJjXLq0kaeeWkRSUpLYcm4iJCQEuVxOXl4ecXFxYssxK11dXezcuZPk5GSrDzMPDQ0lNDSUkpISDh48yLFjx0hISGDixIl3NHRYvHgxH330EbGxsfj6+gLXXTttZTbfjRiNRmQy252x2Z3lu//+/zTreQVBYCoBqE1a1HMWUrrjCzxOpzFx4pK7HpudvZvCwh3ExCwSNbv3ffz8RjFixDw2bPiEl176N7Hl3JWKigqb2Ti7E/3t5+vGw8MDjUbTr88vmUzGokWLaGhooKamhvLycnQ6HZ2dnXR2duLq6oqXl1fPl1KpxMPDAw8PD6uUXdbX1w9r505zEBwcjEqlIisri2vXrrFw4UKk0uF1zz487yrNjNFoIu+KmhUT+jdM1M7dkcuHdk/fgQOb8Jg8k2Y3GRMFP7yF4bmj19xcR1HRx/zmNylER4u7o387pk2bxrFjx4iLi6O8vByj0UhoaKjYsgaMVCrF3d1d1BKi8PBwwsPDuXDhAllZWeTk5DBz5szbOvKpVCoSExPZvHkzK1euxGg0cvXqVYuWpvYXJycHOjsHPq/QUlgiy9eNTJAwSxJMGpdQ3LuG01++h5ubF5GR0275+PZ2DWlpG2hpKWLx4p+Jnt27FVOmrGDPntNkZ2fb3ObU97l8+TLTp08XW8ZdaW5uHtCGTXR0NEVFRf3etJLJZPj6+vZsIHVjMpno6Oigra2NlpYWrl69elNAKJPJ8PLyYsSIET8ICOVyuVkqdhoaGmyuemEwIpfLmTp1Krm5uXzzzTcsW7YMmWz4hELD55lakPKGNlq1Bns/nwW5Xt45NHv6Llw4TYNwDZeY2QThTpQwQmxJonH69HYSE0fabMAHMG7cOPbt28df//pX4HqG7LnnnhtUpTddXV0cPHiQiRMn3nSDFBISQlFRkei9P1FRUURFRZGfn092djaHDx9m5syZt7whTExMRCKR8O677yKRSFi9erXNzOa7EaXSmbY22xzZYKks3424Co7MkgST7liGz4onOfT1O7i6KggMjLrpcZcvF3HgwPt4eHiQkvI6Li622TLh6OhMdHQKmza9x6RJk3BxcRFb0i1pbGxEr9f3yxzF2rS3t/drKHs3MTEx5OTkoNfrcXAwX1ZdEATkcjlyufyWgVdnZydtbW20tbVRUlJCZ2cnWq22xzVSqVT2BIWenp492cEtW7bg5OR0UwbRw8MDhUKBu7t7TzDS1dVlH9dgRmQyGfHx8Zw9e5Zdu3axfPnyYZPxswd9ZiDvyvUL+fhA65ZEDSdcXV0ZikYunZ1ack5/hdvK1TgLDkwfxn18ly9foLPzFOvWvSC2lDsikUh4+OGHqa+vZ+zYsXz11VccOnSIxYsXiy2t16SmppKbm8u5c+dYsWJFT6YyJCTEpoxqYmJiGDt2LOfPn+fw4cNkZ2cza9YsYmJibnrc9OnTKS8vJzIy0mbLbpVKFxobW8SWcUssmeW7ER/BlcmCPyc8ruK74BH27Pkzq1a9iqfn9XWPHEmloGA7Y8cuYMaMZItqMQfh4XGUl8fy2Wdf8OSTj4st55aUlpYOioDPZDLR3t6OStV/8zIPDw/i4+PJy8tj4sSJZlR3Z5ycnHqCt+9jMBh6AsLKykqKi4t7MoROTk6Eh4fT1tZ225LSESNG4ODggCAINj9jcTAhkUiIi4vj9OnT7Nu3j3vuuWdY3HvZgz4zcK5KjZNMQqSvvd7aUlwfbDz0rPIPHvoah5kzMTo5kiQJxkkYHrtNt6KgYAfLl08dFH0LN5YALVy4kA8++ICpU6fe8qJva+Tk5FBWVsYvfvELysrK2LZtGwkJCSQmJuLu7k5ubi4Gg8FmSl4kEgmxsbGMGzeOvLw8Dh06RHZ2NjNnzrwpI6zT6Wza0tzLS0Fhoe1l+rrn8q1aZbks341ECF40ouVSEKjil7Nz5/+wYsXvyMj4nJaWCyxc+FNCQmLufiIbIT7+frKy/ovly2sHlKWyFJcvXx4U8/k0Gg3u7u4DztInJSVRVlbGtWvXbMK8RiaToVAoUChuXwl2K+OaG0tK29rabG4EzVBAIpEQHx/P8ePHUSgUJCQkiC3J4ti3DcxAXpWamAAPZFL7r9NSXHfmMmEw6MWWYjaqq8u54t4KAUFMEvwYIdhmeZA1qKwsAsq4915xxzL0B6VSSUxMDAcOHBBbyl0pKSnh8OHDrFmzBrlcTkxMDI888ginT5/mq6++Ii0tDaVSSXl5udhSf4BEImHChAk888wzTJs2jYyMDN5///2eQdl6vd6mLc3d3d3p6rK9AdBZWRvx97d8lq8bQRCYIvijwgXthDBc/GPZuPE5DIZG1qx5fVAFfAAjRvihUs1m48bPxZZySyorK4mIiBBbxl1pbm4ekIlLNzKZjDlz5tjkZ1hf6C4p9fb2ZtSoUQQE2D0jLIFUKmXixInk5ORQXFwsthyLY49SBkiX0cT5ajWxQfbSTksjlzuh0w2dbF9m/m4cJyUSIiiIEGw/Q2RJiooymDUretDW1c+dO5fy8nIuX74stpTbUl9fz86dO1myZMlNRgXe3t6sX78enU5HQEAA06dPt+mLX3dZzrPPPsvkyZPZt28fGzZs4Nq1azbZy9eNRCKhq0t86/dumptrSE39KzU15cyYsdKqa0u/M3ZxQILDvJkovMfj7Oxis/17dyMubil5ea0UFBSILeUm6uvr0ev1NpHxuhvNzc1mK0MNCQnpKRe1Y+duODk5ERsbS1paGk1NTWLLsSj2oG+AXKrT0K7rYnyg3cTF0ri4OKHTDQ0Hz+yT+zBOn4y74Mg0IWBY1JLfjqamWjSaM6xcuUJsKf3G2dmZ6dOn22y2r7Ozk6+++oqJEyfe0iTH2dmZhx56iJUrVzJq1CiqqqpEUNk3undon3vuOeLj4+ns7GTbtm0cPnwYrXZofE5YgpqacnbseI0vv/wtBoMjy5a9iJeX9csSXQQHZkmC0QpdBDy4jqbmJtLT37e6DnMgl7sRHLyMTz+1rYHtZWVlg6KfD6Cjo8Ns5bESiYSoqCiqq6vNcj47Qx+lUklgYCC7du0asnN4wR70DZhzVdd7NOzOnZbHy8uV1tYGsWUMmGZ1PaU+BiTOcmZKQ3AYxn18AAUFmUyaFDgoevnuRGJiIq2treTn54st5SaMRiPbtm3D09OTOXPm3PXxo0ePpqmpadAETlKplMmTJ/PKK6+waNEiKioqePPNN9m+fTvXrl0TW14P3t7e6PX1oq1fUZHP1q0vs3Pn/+Dg4MPq1b9nxYof4e8v3vw2lSBnqhBAvbSTsFVPUVFxloKCQ6LpGQgTJsyhutqFrKwssaX0UFFRwahRo8SWcVfMYeLyfSIjI2loGPz3C3asx6hRo2hvb+fkyZNiS7EY9qBvgDjJrv8KW7S2U7YzVElOXsjVq4cwGo1iSxkQe68cRRo4kmnSIDwF2y1HswadnR3U1WVz//3LxJYyYCQSCfPmzSMjI6PHqtsWOHDgAM3NzaxatapXj3dycsLb25tLly5ZWJl56d7dX7t2LU8++SRyuZxNmzbxz3/+kzNnzmAwiPsZPWbMGLTaq+h01n1tFBUd44svXmDfvrdRKqNYs+Z1li59QpTs3q0Ik3gSKXhR4aIlfP5jHD36CRrN4CuxkkpljBmzis2b99lMpsBoNIr+uu8NGo0GhUJhViOmwMBA9Hq9TX0W27F9YmJiOHr06JAtDbYHfQNkVoQ3UonAgQs1YksZ8syZM4fwcCPl5efEltJvcspPoYscxUiDnFBhePeBGo1GzpzZT2ios+hz4cxFTEwMSqWS9PR0saUA9IxleOihh/rkxjly5MhBF/TdiJeXF4sWLeInP/kJkyZN4syZM/ztb38jLS2N+nrxsm0SiQm9XmeVtXJz0/n001+QlfUZAQEJrFv3BgsWPISHh+197kwS/PFBztWRrowIn01q6p/EltQvxoyZhE43mm3bbKPMMzExkePHj4v6mu8NTU1NZjcqkUqlBAQEDPkeLTvmxcXFBU9PT44fPy62FIvQq6BPEASlIAhbBUG4IAhCoSAICd/7uUIQhG8EQcgVBCFfEITH73asIAhegiDsEwSh+Ls/Pc371KyDQu7A5BBP9hfWii1lWPDcc2upq8vAYBh8u3f1bY2UqIw4aw0kOo4atn18TU215ORsZ9euf6ez81uSkwd/lu9GVq1aRVFREUVFRaLqqKqqYt++fTzwwAN3tAu/FaGhoYOir+9uODg4EBcXxxNPPEFKSgoGg4GNGzfy7rvvsnfvXmpqrLdZd+LECZycRuPqajmzkq6uLk6c2MnGjT/mzJk9hIffw6OP/j9mzboPFxdXi607UCSCwExJME7IMM6YRIdRwuHDX4otq1/Exq4iLe0MGo1GbCkEBQUxefJktm3bZtMVMmq12iK9h0FBQTQ3N5v9vHaGNhEREZw5c4aWFtucqzoQerv1+zdgj8lkWi0IgiMg/97P/xUoMJlMywVB8AYuCoKwyWQy6e5w7AvAfpPJ9JogCC989+/fDPgZicD8sT78T+oFrjR3EKgcvrb71iA2NpaEBF8KCo4RFTVLbDm9xmgysa+tAEHhxkLHKGTC8Eqy63RaiotPceVKDp2dxcTG+vHII4sZN26c2NLMjlwuZ8mSJaSlpREQECBKr2Jraytff/01s2fPJiSk7z1bISEhaDQaNBrNoO+17CYwMJDAwEC6urooKyujsLCQTZs24eTkRGhoKHFxcRY1vTh+PA+VKtEi5zYYOjl69CtKSrJwcBhBbOyDxMYmDSo3XGdBxixJMPuMpXgtT6bg8zcZPTqegADbHzdwIwEBYRQVTeHDDz/h+eefE1sOs2bNorS0lIMHDzJ37lyx5dwSc5q43IiPjw95eXlmP6+doY2TkxM+Pj4cOXKExYsXiy3HrNz1zlMQBA9gFvBPAJPJpDOZTN/fOjEB7sL11IUb0AgY7nLsfcDG7/6+EbCuZ7QZmT/2uv35gUJ7iac1eOqpdbS2HkWrtb2ZV7dj77WTGEcomWT0QTGM+viqqy9x6NAmUlN/TXv7V9x3nw//+MdL/PznPx6SAV83UVFRhISEsGPHDqvvsOv1erZu3UpYWBhTpkzp1zm6S6NseXRDf5FKpYSHh7N8+XJ+9rOfsWTJEoxGIxs3buSVV14hNTWVK1eumHVNvV5PYWENERETzXrejo5W0tM3sHHjj7lypZRp057g4Yf/m/j42YMq4OtmhODCNCGQFmfwXvQw+/e/OSirOiZNeoBTp5rJyckRWwpSqZRly5Zx6tQpq2a2e4slTFy68fb2pqNj6Ix5smM9wsPDKSwsHHIOsL1JN4QCdcCHgiCcEQThA0EQvl8n8hYwFqgG8oCfmkwm412O9TWZTFcBvvvzlts8giA8LQjCSUEQTtbV1fX5CVqDUJUro0bI2X/BXuJpDYKDg1m6NIaiooNiS1KoYb4AACAASURBVOkVF1uraPBxQdWsI8pl6A9YbWtr4dSpdHbvfpVz594gJuYKf/jDk/zhD//OkiVLcHEZHtnwZcuWodForD7GITU1FalUypIlSwZ0nuDgYEpLS82kyjaRSCSEhoZy7733MmvWLIKCghAEga1bt/L3v/+dXbt2UVlZOeB1Tp48iUQShFLpbQbVoFY3kJb2Jp9++nOampqZO/enpKT8lujo/gX5tsRoiZKxwgjaAj2RRkxm3753xZbUZ9zdlYwb9ygbNnxjEw6yvr6+TJo0iX379okt5QdYwsSlGw8PDwRBsJu52OkzMpmMyMhIUlNTB4UZUm/pTdAnAyYC75hMpnigjeulmDdyD3AWCADigLe+y/L15tg7YjKZ3jeZTJNNJtNkb2/zXDDNjSAIzIvy5cilBtp1Q+fFYcs89tg6TKZztLTYdoN6m0nHSWktEnULC7zixJZjUZqb68jK+oJ9+17E2Tmd9esn8s47r/LUU08QGBgotjyrI5PJSElJIS8vz2pjHI4cOcLly5dJTk5GIhlYCXFoaKjZM162THt7O/7+/ixZsoTnn3+elStXIpPJ2L59O3/729/YuXMnFRUV/Tr3sWNnUakGnuWrr69i587X+fLL36DVmliy5N958MFfERo6tLLmcYIffrjCpHhKmi+Sm7tfbEl9JjQ0Fm/v5bzxxnvodNYx77kTiYmJ1NbWmmUTw5xYwsTlRvz9/e1mLnb6hZ+fH3D9ujpU6M1dQRVQZTKZjn33761cD+Ru5HHga9N1SoAyIOoux9YIguAP8N2fgzpNNn+sDzqDkcMl9rkw1kCpVPLQQ7MoKbHdm4Euk5E0dR4mwcRij/FIh2gfX1NTLQcPfszBgy8zenQxr7/+HL/73S9JSEgYlCVm5kShULBy5UrS0tIsbuxSVFTE0aNHSUlJwdl54CXEAQEB6HS6YWOE0NHRgbv7dZMViURCcHAwixcv5vnnn+eBBx7A2dmZb775hr/+9a/s2LGDsrKyXp23q6uLvLxqwsL6v+lTXV3Mtm3/xbZtryIISlau/E/uv/8nBAWF9vuctoxEEPC8UE6XRo3X8ic4VbCLtja12LL6zOTJS+noGMubb4o/dN7JyYmpU6eyf79tXTPVarVFgz4/Pz9aW1stdn47Q5vo6GibLY3uD3e9CzWZTNeASkEQxnz3rflAwfcedvm77yMIgi8wBii9y7E7gUe/+/ujwI7+PglbYMooL9ydZOy39/VZjQceuB83t0pqasrFlnJLDmuK6XR3IqpFhqfMco59YqHTaTly5CsOHXqFqKgq/vSnn/CTnzzXsztm5zqjR49mxYoVfPPNN5w6dcoia9TV1bFr1y6WLVuGuSoiJBIJQUFBoruQWou2trbbmtYEBQWxaNEifvzjH7N69WpcXV1JTU3lL3/5C9u3b7/jeIuzZ89iMvmgUvX9xra8PJctW35HauqfcHEJJjn5NZYvfxpv76FdJr5//wecydlCdIMzUhcXXBasJm3v38WW1WckEglJSY9w/rzRJsY4TJs2DbVabVPjWNrb2832mXUrPD090Wq1Fju/naFNt9FXWlqazczfHAi9de98Htj0nftmKfC4IAjPAphMpneB/wI+EgQhDxCA35hMpvrbHfvd918DvhQE4UmuB40PmuMJiYWjTMKsSG8OXKjFaDQhkQxPO35r4uzszPr1y3njjX34+j4ltpybqOhqolKux6WymsmjFoktx+wUF5+msPBLwsJM/PKXP7IHenchMjKStWvX8sUXX9DS0mJWF72Ojg62bNnC5MmTGTNmzN0P6AOjRo2itLSUqVOnmvW8tkhHRweurncfaxAUFERQUBALFizgypUrFBYW8u233/Y4EKpUKgIDAwkICEClUpGTcwpPz75l+QoLj3DmzHY6OtoYPXo2S5feg6tr38ZuDEY6OlrZtev/0dGhY9myf8fXNwhvk5osLxPtY6M5fmInU6esEFtmn3B2dmPatKfZseOPhIeHMX78eNG0ODg4kJCQQEZGBmFhYaLp6MZgMKDVavH19bXYGh4eHvaePjsDIigoiJqaGo4fP05CQsLdD7BhehX0mUyms8Dk73373Rt+Xg3c8s72NsdiMpka+C47OFSYF+XD7ryr5Fe3MD5o6F+gbYGFCxewZcs+KiryCAkR72J6I62mTg4bLmNqbmDZyHliyzErDQ3XOH16KxJJAevXLyIpKUlsSYMGf39/Hn/8cTZt2kRrayv33nvvgMtfjUYj27Ztw8fHh1mzzD/CZPTo0Rw9etTs57VF2tvb8fDw6NMx3WMgFixYQE1NDVevXqW2tpZz586xf/9+9Ho9Z89WIpcrOXMmA5UqCB+fIJycbm1mlJubTl7ebnQ6I+Hh85kyZb5Nz9czJ1evXuLbb/+Eh0cEDz74dM/zDhYUxAha8iMg/8gBQuurUKmCRFbbN3x8goiIeJi33vqQP/whEC8vL9G0TJo0iWPHjnHp0iXRA7+GhgYCAwORyXqbf+g79qDPjjmIiYkhJyeH4ODgQe1RYLl32jBkzhhvBAH2X6ixB31WQiKR8Oyza3jhhc8ZOTIaiUTcHrIuk5ED2hKMJj1JklE4SofGW0yn03L69B5qa/cxZ04Ya9f+FkdHR7FlDTqUSiVPPvkkn376KZs3b+aBBx4YkGtdeno6Go2GJ554wowq/w9fX18EQaCmpsaiu/G2QHt7e09PX3/w9fX9we+otbWVc+fOceXKFcrKMiktVXPiRAcODiNwdg7C1TUIL68AamtLKC3NRhDkREUtYdKkuchkDgN9SoOG3Nx0TpzYTETEEmbPXvWDn8cKPjSZtFRPn8u3GZ+RMv/fBl2/8Nix06itvcimTZtFnd8nlUqRyWQDNnoyBw0NDURGRlp0DTc3N3Q6HSaTietTxezY6TvOzs5ERUWxc+dOHnvssUHrQj407khthBFuTkwM9mR/YS0/W2DZDzI7/8fkyZOZOHE3xcXHGTNG3NT7ia5qNI4mfAprGDXuBwnuQcn1Us4tjB5t4Pe/f3pQ73LZAs7Ozjz22GNs3bqVjz/+mDVr1vQ5wwTXe8Xy8/N58sknLbpTHhQURElJyZAO+jo7OzEYDGYfRO/u7s6MGTNu+p5er6esrIzS0lLKyvK5cuUIxcWXGDPmYZKS7jPr+rZOV1cX6envU1WVT1LSc0RF3drhVCIIzJAEscdUQsuMeRzI+YyFM/7FymoHzoQJSzh48GXq6+stMpeut/j5+ZGfn8/o0aNF0wDXN0VGjhxp0TVkMhlubm50dHQgl8stupadoY2Pjw/19fXs3buXFStWDMpNBPG3eoYY86J8yLuipqbF3jhsTZ555mFaWrLR6cQbxFpubOaS0AwX8lg07l7RdJiLhoZr7Nv3Fpcvf8D69dN4+eXf2AM+M9E9ziEwMJCNGzf22RmssrKS9PR0Vq9e3a+AsS+MGjVqSA5pv5GWlhar3RA6ODgQGRnJ4sWLee65p/jv//4lyckz6OwcXs7PGk0TW7a8RF1dNffd99JtA75uHAUps6UhyByduRoeQGnFeSspNR9KpTeenols2bJNVB2zZ8+msLCQlpYW0TR09/P5+NxyRLNZ8fHxGTYuxHYsS1RUFJcvX6ag4Pt+loMDe9BnZuaPvf4BlmEf1G5VwsLCWLAggosXD4myvtrUydGuKrquXWGBT6IoGsyJTqfl4MHXmTJFy1/+8lt7756FWLp0KZMmTWLTpk2UlJT06piWlha+/vpr5s+fb/Fdcrh+kdPpdPzjH/8Ysk6earVa1HKde+9dTGvrSTSa4XFjWllZwJYtLyKXjyIl5T9Qqfx7dZxCcCZJFoxU5cth3UU6tG0WVmp+xo9fRE7OZRobG0XT4OXlRVRUFBkZGaJpqK+vJygoyKJVCt2EhoZSX2/bM33tDA4kEgnR0dEcOnQIo9Eotpw+Yw/6zMwYX3cClS7stwd9VueJJ9ah159Go7HuIFaDyUhWVwVdOi1BlWp8vUOsur4luHQpl6AgeOKJx+y9exYmMTGRxYsXs23bNk6fPn3Hx+r1erZs2UJkZCTx8fFW0efm5sb69etJSEhgz549fPLJJ9TV1VllbWvR0tJi9tLOvqBSqYiL8+XcuYOiabAWp0+nsWfPn4mIWM6KFc/2uXcxSPAgVvBBEjqG3cWpFlJpOTw9fVAqE9i8eauoOmbOnElRUZFoGbCGhgarlZeGhYXR3Nw8JCz37YiPUqnEZDL1elarLWEP+syMIAjMH+tDdnE9Wr39A8aaqFQqVq9OoKjIusNnT5iqUdOJkHOIedOTrbq2paiuPsnUqVFiyxg2REdHs3btWjIzM++4+/7NN9/g4ODAkiVLrKju+u5mfHw8zzzzDEFBQXz00Ufs3LlzyMy/EjvoA1i2bCE1NQfp6tKLqsNSqNUNbN36KmfPfsusWf9KUlL/S+DHCd74GZzQRo3hcIk41R0DYdy4RRw7VolaLd7AeaVSSUxMjGjZvtbWVqu1C7i7uzNy5EiuXbtmlfXsDH18fHwoLS0VW0afsQd9FmBelA8d+i6Olg6vHg1b4KGHHsTFpZSGhitWWe+SsYlSUzP6s8dZMO6HrnODFanUmd27T/Peex9QW2vPWluDwMBAnnjiCQoKCti+ffsPdqWzs7O5evUqycnibSw4OTkxd+5cnnnmGbq6unjrrbfIzs4elGUuN9La2mrx3si7ERkZSUiIlLy8I6LqsATHjm1ny5YXcHLyIyXlvxkzZmBZakEQmOUYioteoMzfhUvXBlfZ8YgRfnh4TGbr1q9F1ZGUlERJSYnVg0+9Xk9nZ6dVzaFiY2PtQZ8dsyEIAiaTSWwZfcYe9FmA6aEjkDtKOVBov1m2NnK5nMceW0xx8W5KSk5SX1+FwWCZGT1NJi0nTNWYrtUQopHh6zvKIuuIwZw5TzJ16m8pLAzil798iz/+8a9UVFSILWvI0z3SobGxkc8//5yOjuvGRBcuXCAnJ4c1a9bg7Owsssrrs6/uv/9+kpOTKSoq4p133hnU/X4ajQaFQvwxO0uWJFFZKV6flbkpL8/l889/zYULR5g168csX/4Mcrl5MqoOgpRFLpFIZI4clVbT2iFe1qw/REffw+HDl9BoNKJp8PDwIDo62urZvoaGBkaOHPn/2Tvv+KbOe/+/NSzLe+8BNt6AAS+MzTDbEPYmOAkQSMjuvr/eJmmSNm3ae2+bNglNmmbgQCZhryRmgxfe2HjvvfDelvz7g4tvaAjLko5k6/168bKRdJ7nI1nnnOf7fJdG226MHz+erq6uUROdoGv09vaSn5+v8xuENxkcHBxRuyWh0LdsUANyAwkzvWw5k9fAa/reMBpn6dIlDA0pyc4uJj8/npKSNsRiK6RSR2QyBywtHbC0dMLY+MF7cg0MKbikrGCobwAS4pi9+vd3fH17ezMNDaUoFIM4OIzH0tLxgefWFHZ2rtjZxdDVtYLMzDhefvlDQkOd2Lo1RvBQuNGMXC7n0Ucf5cCBA+zdu5d58+Zx/PhxVqxYIWiZ99vh7u7O9u3bycjI4OTJk5w/f56HHnoIZ2dnoaXdF52dnVhaWgotg8jISL744jRFRZl4eU0RWs4DU1ycRkrKV3R2tuPpOZeIiGUYGqp+s8JMZEiUzJOzVmUcrb7MZvclOnO/tbd3xcgokIMHD/HIIzGC6YiMjOT999+nra1NYxsfTU1NTJo0SSNzAVRUVHDx4kWN93asra0lJSUFR0dHXF1dcXBw0Ir+iJqku7ubixcvcvXqVaRSKaWlpURHRwsta8QMDg5qxQbs/aI3+tTEfH97vr1WT15dB/5OwoYNjTWkUikrV65k5f+2vOrv76e8vJySkhIKC8vIz79AYWED/f0ypFIHpFJHzMwcsLR0xNzc9q4X5aGhIZKGamgf6qfv9GGiI7b/4GbS2dlCfX0pHR3l9PeXYmY2yJQp4zA0lJGcfJ6qqiAmTVqoro9ApZiYmBMRsYa2ttmkpx/mhRfeYMmSaaxevUrnGiTrClKplA0bNnD48GHefvtt1q5dq/YmxiNh6tSp+Pj48Kc//YkPP/yQadOmMX/+fJ25KXZ0dGBlZSW0DADmz5/KsWNndNLoKyvLJCnp82Fjb8WKJRgZmah1TmeRGZMU1mS7ijhadJIV3kvVOp8qmTRpGadP/4mZM0sF65lnaWk57O1btWqVRubUVD5fdXU1Fy9epL6+Hk9PT/z8NJunnpycTHV1NV1dXSQmJtLV1YWlpSW2trY4OTnh7OyMi4vLqCyW1t7ezoULF8jNzcXT05MtW7ZgaGjIhx9+SEhIiNZtYN4vek+fnluY63ujdcOZvAa90ScwMpkMb29vvL29Wbz4/x6vq6ujuLiYkpIycnOzKSmJIz+/GwMDeyQSR4yNHbCwcMDKyhEDg/9bvBYOtVA+1AZZVxln7IqzszddXa00NpbR2lpGf38Zxsa9BAaOIzQ0gKlT1+Du7j58fGtrKy+88CoFBSb4+OhOewcLC1uioh6npiaKb789wLff/prf/OYZxo3T/Wql2ohSqaSzs5PQ0FCdaJmRmZmJh4cHK1eu5PTp0+zevZuZM2cSFhYmtLQ70tfXR29vr+A5fTdZvHgRx479gbq6Chwd3e9+gBYghLH3fQJlzjT2dFLn4UZCeQIzxs3Q2NwjwcHBHVfX1bz55se88cb/E6xtiCa9fQMDAwwODqq1P19dXR2XLl2iurqacePGERkZqXEP8ODgIEVFRcP9WAF6enqorq6mvr6ehoYGsrOzaW1txcTEBGtra+zt7XF1dcXV1VVno2laW1s5d+4chYWF+Pj4sG3btlsMvODgYI4dO8bWrVuFE6kCent7tSIl4H7RG31qwt5cTqCrBadz63lmrpfQcvTcBkdHRxwdHYmMjBx+rLOzk5KSEkpLS8nPLyMv7wqZma0MDZljYODAgKkLheMtkTW305Z2GuvgZVy58nfk8i4mTnRj3boApk5dccddW0tLS/70p//gued+R1mZMePHT9XE21UZzs4TuH49goKC7DEXqqJJvv32W7q7u9m2bZvQUu7KwMAAycnJrFq1CisrK9atW0dpaSlxcXGkpKSwePFiJkyYILTM23Jz0aUt32W5XM6sWT4kJn6Lo+MOoeXckX8P49S0sXcTkUhElJE3h7uvUmwnw6m5lPE2wnjO7pegoAXExRXy7rsf8NOfPiuIBktLS/z9/TXi7WtqasLNzU0t51tjYyOXLl2ivLwcd3d3IiIiBDuvjxw5gpOT0y0eTSMjI7y8vPDy+r814cDAAPX19dTV1VFXV0diYiINDQ1IpVJsbW2xsbHB2dkZNzc3rfWOKZVK8vLySEtLo7a2loCAAHbu3HnbkPmZM2eSl5dHenq6xtoOqYPu7m6t/XvcCb3Rp0bm+znw5ukCmjv7sDHVPTfwWMTU1JTAwEACAwOHHxscHKSyspLs/GJeutSFfKCPwcQPmDdvPGvXujJlylImTJhwXzcXR0dH3njjZ/z0p/9DTY0xzs7aG7r37+TmJlFe/gkvvfSERpqDj0XS0tLIy8tj+/btGmlePFJSU1MxMzO7xevr4eHB448/Tnp6OkePHsXe3p6lS5feNXcuKSmJvr4+wsLCNBIe2tLSonW76g89tITTp/9GW1szFhY2Qsv5AUVFqaSk7KerqwNPzyjBjL3vIxWJWWzsz5Hea1wSVWHdY425kW7sxEdEPEJc3Ot89913LFwoTNj/7Nmzee+992htbVVrfmtTU9Mt91dV0NzcTHx8PEVFRbi6uhIZGSmYsadUKvn888/p6em5p0rLBgYGw969749x/fp1ampqaGhoIDc3l/Pnz9Pf34+VlRV2dnY4Ojri4uKCk5OTYPeIxsZGUlJSyMvLw9jYmMmTJ7Nq1ao7Xk8NDAxYvHgxBw4cwNvbW+uuvfdCb28vUqkUM7MHrwshFNq/mtBh5vvb89e4As7mN7Iu2PXuB+jRSqRSKePHj+dPl67Tqezni6dnE/ynkbdnmDBhAr///S5+9at3kcm2YGur/d+RvLwrFBd/zC9+8TC+vr5CyxmVVFZWcubMGTZt2qQ1IYd3YmBggKSkJFasWPGD58RiMcHBwUyaNInz58/zr3/9i4kTJzJ37tzbGnRNTU1cuHABFxcXkpKS8Pb2ZsaMGWot7d7S0qJ1YTo2NjYEBzuTlXWGWbPWCy1nmMLCK1y58hU9Pd1MmDCf6dMXCW7sfR9TkYx5ci9OS0s4VpfABucFSCXav8wxNjYlOPhxPvvsL/j5+Qmymfb9Sp6rV69WyxyNjY20t7erLH+xvr6eK1euUFhYiLOzM5GRkYLnmZ84cYL+/n5iYmIeOOdLLBZja2v7A09SR0cHtbW11NbWUlVVRWpq6nC7GRsbm+E8QVdXV7VtmLW1tZGWlkZ+fj5dXV34+Piwbt26+/rO3syvPHDgAI8++qhadKqThoYGxo8fL7SMB0L7r4Y6zERncxzMDTmTV683+nScjy6XcSqnjhcf8id4nOoKPgQGBvLiiw/zyiufI5Ntxdxce8MFCgvTKCr6iJ/+dAMBAQFCyxmVtLe3c+DAAebPn3/Lzq82k5KSgpmZ2R0XcoaGhixatIiQkBDi4uJ+NN/v1KlTTJs2jQULFnD9+nWuXLnC3r17sba2JiwsDH9/f5Xv4Kvbs/GgrFy5hBdfjKWvbxmGhsLket2koCCJlJT99PT04u29gOnTF6ulGqcqcBSZMmXInkxnMYeKTrDO94ebEdqIi4sXtbXLefPND/n973+l8fy+vr4+RCIRhYWFahn/Zg79+vXrR1Q0aWhoiPLycpKTk6mtrcXZ2ZmIiAitiIgoLy+noKCAJ554Qi1FPszMzDAzM7ulqFdfXx+1tbXDIaL5+flcv34duVyOjY0NdnZ2ODs74+7u/kCbW93d3RQWFlJcXEx1dTW9vb14enoSFRWFt7f3AxvZCxcu5KOPPiI+Pp6ICN2pbQA3Nhvmz58vtIwHQqRLzQVDQkKGUlJShJZxX/z6QBZHM2tJe2khMql25IzouT/SKlrY8G4Cc/3s+ecjwWpJCD969Dh//WscU6Zsx9hY+7w7RUUZXLv2Hj/5yVqmTtWtHERdYWBggNjYWJydnVmyZInQcu6JgYEBdu/ezYoVd85j/Xdu5vspFAoWLlzIhAkTKCgo4OTJk+zateuWBVNfXx9Xr14lLS2N7u5uAgMDCQ8Px9jYWCXv4fPPP8fHx4egoCCVjKdKfve7/6G7O4rQ0MV3f7EayM2NJy3tAL29A3h73/Dsaaux932Ghoa40FdMlUEv9gVVLPTXjRLxSqWSs2ffx9Iyjxdf/JlGDL+bnvrk5GQcHR1ZuHAhdnZ2Kp2jtraW0tJSNmzY8MBe+97eXgoLC0lJSaGrqws3NzdcXFy0qkVHbGwsnp6eghfeUigUNDQ0DOcJNjY20tBwo2+0jY3NcJ6gq6sr9vb2t2yk3fycS0pKqK6uprOzEycnJ8aNG8f48eNxcXFRmTe1traWffv2ERMTg6Oj9rexghuezry8PJ544gmt2Gi4HSKRKHVoaCjkts/pjT71Enetnh2xKezbMZ1IL+314ui5PS1d/Sx76xJiMRx7dhYWxgZqm+v11//IiRN1REX9TG1zPAglJVlkZ7/H88+v1MqF8Wjh4MGDdHR06FS4S0JCArm5uWzfvv2+j1UqlaSnp3Px4kXs7e25fv06M2fOvOOmQmlpKVeuXKG8vBxPT08iIiJwcnIayVvgvffeIzo6Wiur0GZkZPDXv55m+fLXNZqjdNPY6+sbwMdnAaGhC3XC2Ps+iiElx3pz6RD14V/VS7CXbngTFIpBzp37EDOzHF588adqy3m6ef5dvnwZc3Nz5s+fr7aw0qNHj2Jra0tYWBjOzs7Y2Njc1aBVKBQ0NzdTW1tLUVERFRUVmJmZaW1Bk7q6Ovbt28ezzz6rtaX8W1paqKmpGa4eWl9fT09PD9bW1pibm9Pa2kpbWxsODg64u7szfvx43NzcMDBQ37onMTGRlJQUduzYoRMtfq5cucKMGTOYMkV7W+rcyejTTjN1FBHpZYuhVExcbr3e6NMxlMohfvZlBo0dfex/aobaDD6lUslHH33C2bM1uLjMUsscD0ppaQ7Z2e/x9NMP6Q0+NRIfH09VVRU7d+4UWso9c7Ni5+1y+e6F7+f7Xbx4EalUelcvsoeHBx4eHrS2tpKSkkJsbCwAy5cvf+CQ49bWVpV7NlTF1KlTsbc/Tl5eMgEB4Wqf79q1C6SnH6avbxAfnwWEh0cjlapvwadOJCIxC+U+HO3P5ZqNEtvaAsY5aX/BLIlESlTUdi5c2MNrr/0PL7/8c5Ubfnl5eZw7dw6RSER0dLTae4AuXbqUpqYm8vLySE1Npbu7G5lMhqWlJWZmZsjlcsRiMYODg3R1ddHW1kZbWxuGhoaYmJhga2urNSGcP0ZycjIBAQFaa/ABWFlZYWVlxcSJE4cf6+7upqamhtbWVszNzRk3bpxG30N4eDhVVVUcPHiQzZs3a2zeB6GyshK5XM6kSZOElvLAaO8ZNEowkkmImGDD6dwGXl4WoFWhCHruzHsXSjib38jvVk4k0FU9OT/d3d28/vpfSU7uZ/LkJzE21p5qUBUVeVy9+i5PPhmt9b3WdJmioiLi4+N57LHHdGKn8yY3K3aOtCiDoaEhCxYsuK9jLC0th49JS0vj4sWLxMXFMWXKFKZPn37Pn2NHRwcikUhloaLqYOnSCD75JE6tRl9W1hkyM48wMCDCz28hYWELddbY+z7GIgPmyibwnbiECx2FrOq0xczUWmhZd0UikTJnzjYuXIjllVf+h1deUZ3hp1Qq+eabb3Bycrqn6pKqQCKR4ODgcEtoZ29vLz09PcM/h4aGkEgkmJiYYGdnp1VtVO6FoqIirTdaboexsfEtLSSEYPny5ezZs4e4uLj7vhdoisbGRioqKtiyZYvgxYJGgu6c2ylOSwAAIABJREFUUTrMfH8HKq53U9zYJbQUPfdIUkkz//1tPssCnYgJV0/YV1VVFc888yIZGeaEhDymcYOvsbGC5OQPqa7O+8FzlZUFZGTsZseO+cyYoRuNjnWR69evc+TIEZYtW6a13qbbcTMPaO7cuYJqyM7OZvPmzTz55JMsXbqU+vp63nrrLQ4cOEBtbe1dx2hqatL6CqmzZ89GLq+jrCxX5WPn5Jxj796fkpZ2HB+fpTz66J+JiFg6Kgy+m9iLTAiTuCB2GceR0lMMDvYJLemeEIvFzJ79KAMDofz2t/9NW1ubysbdtGkTNTU1pKamqmTMB0Eul2NlZYWTkxPu7u6MGzcOV1dXHBwcMDMz0ymDr7q6GolEMuJQ87GKoaEh69evJzs7m7S0NKHl3MLQ0BAlJSUUFhaybt06bGy0r4XO/aA7Z5UOM8/PHoAzefUCK9FzLzR19vHcZ+mMszbmjbWBavHOZmRk8Mwzr9PVNZ2pU1cgFmt256irq5WSkv2sWePI4OBJUlI+obW1DoDq6iLS0t5m69bZgiekj2b6+vrYv38/U6ZMwc/PT2g590V6ejqmpqYqK73+IGRmZmJubj6ch+Tl5cWGDRvYsWMHpqamfPbZZ3zwwQdkZWWhVCpvO0ZLS4vW91qSSCTMnx9Ifn6cysbMzIzjk09e4MqVY3h7LyEm5g2mT180qoy97+MttmbCkAUEBHIo7XOh5dwzYrGYWbNiUChm8Morf1GZ4efg4MD69es5f/48mZmZKhlzLFNWVnZLE3Y994+VlRXr1q3j7Nmz5OfnCy0HgK6uLhISEgB45JFHcHZ2FljRyNGHd2oAZ0sj/J3Mictt4InZE4SWo+cOKJRD/OTzDNp6BtizPQxTQ9WfIsePn+TNN4/i6rpGkKbsg4N9ZGd/ydat4cTEbGbnzkEOHz7Cnj0fk5PjSmNjMtu2zSIqKkrj2sYSx44dw9jYWOdKPyuVSq5cuSK47tTU1NtuSlhZWbFo0SLmzp3L1atXSU5O5syZM0yaNInw8PBbwuS6urowMdGePnM/RnT0Yo4ff4OmphpsbR984ZGWdpLs7BMMDRkRELCCoKAonQ5Vuh9CJS60DPbQPCWQuJT9LAhZJ7Ske+KGx28LFy9KePnl/+G3v/0J1tYjD1F1cXFh/fr1fPnll4hEIpU3TB9L1NfX60z1SW3G1dWVlStXcujQIaRSKRMmCLderquro7CwkKioqFFVsVzv6dMQ8/3sSS1vobW7X2gpeu7AW2cKuVTUxO9WTsLfSfVhXx98sIe//CUOH59tghh8AFlZR4mKsiQm5kb+gVQqZe3aNcTG/pHZs5XMmuWEm5vbj3pH9Iyc+Ph4amtrWbdONxae3yc7OxuxWCyod7KoqIj+/v5bChL8OwYGBgQFBbFjxw7WrFlDW1sbu3fv5osvvqCyslKDakeOiYkJkZETuHr1wbx9aWkn2bPnWa5ePUtAwGpiYv5IaOj8MWPwwY3CLlFSD+QiGbVezmTlXxRa0n0xa9YmpNIoXnnlTZqamlQyppubG2vXruXMmTN8+eWXFBcX097err/23yetra1aWVFUF/Hy8mLp0qUcOnSI8vJyQTTk5eVRVVXFpk2bRpXBB3pPn8aY72/P22eLOF/QyMqp+jAAbeRSYRN/O13I2iBX1oeovjH26dOn2bcvm2nTHkcuF8a7kJt7Dg+PRn7xi1d+8JylpSWvvfYSra2tXLhwgcuXLzNhwoRREdKgTZSWlpKQkEBMTIxOFW65SVJSkuDNdJOTk5k2bdo9v97d3R13d3c6OjpISUnh66+/xsTEBJFIpBKviSZYvnwp58/vpqdnDUZGdy/qoVAoSE8/QU7ON4hEJkyevJ4pU2aOKUPv3zESGTDXwINvTIrJMK7CprYIFydhi1jcD5GRG0hIkPDaa3/n5ZefV4mhMX78eHbs2EFiYiJxcXG0t7czMDCAkZERFhYW2Nvb4+HhwYQJE3TyeqUJuru71dZaYywSEBCAQqHgq6++YuPGjWprJXI7srOzkclkPProoxrpk6lp9EafhpjiaomNiYwzeQ16o08LKW3q4oXP0/G2N+V3qyaqJY+vqakJU1NfwQy+ioocxOJkXnvt1TvevC0tLVmxYgVVVVWcPn2aiooK/Pz8sLRUTwXTsUR7eztHjhxh4cKFD9ykWEgKCgro7e1l8uTJgmmor6+npqaGNWvW3PexZmZmzJ07l9mzZ5Odnc3hw4fJyMjA1taWkJAQra7iaW9vz8SJ1mRlXWD69KU/+jqFQkFKylFyc79DIjEnMHA9gYFj29j7PjYiY6ZLXEl0FnH6WiJrze0wMbEQWtY9M2PGWuLj4dVX/8Zvf/uCSgw/U1NTFixYMFw5UaFQ0NbWRl1dHdXV1SQnJ3Ps2DEcHR2ZPHkyU6dO1alCK+rk+vXr9PT06OT1XJuZPHkySqWSL774gs2bN2skZ7KoqAiJRMLatWuRyWRqn08I9EafhhCLRcz1s+e7a/UMKpRIJfoLprZwOKOa/zxwFQOpmN1bgjCWqee0kMvlDA2pJiznfmlurqGp6Rh/+ctz97xIcHV15ZFHHiE3N5dz585hZGSEr6+vfrf3AVEoFBw4cABvb2+dzZ9JSkoiJCRE0AVfcnIyfn5+I/oeSiQSpkyZgkKh4NKlS1RXV5OYmIivry9hYWFaW4VvyZIo/vu/v0GpjP7B3+D7xp5Uasm0aQ8zZUqkQEq1mwliK1qUveQHTOVw8udsDNuhU0ZxRMRaEhLEvPrq33jppeewt7dX6fgSiQRra2usra2H+1/29PSQm5tLeno6ly5dYu7cuYJu/mgL586dY9KkSWptYD5WmTJlCkNDQ3z22Wds2bJFrdfl69ev09TUxKOPPjpqDT7Q5/RplPl+9rT1DJBa3iK0FD1A74CCXx/I4oXPM/BzMuf487PwsldfJb8bi9QBtY3/Y3R3d1BY+AW/+MVa/P397+tYsVjMxIkT2blzJ76+vly5coWCggJ9zscD8O2336JQKIiOjhZaygNRVVVFQ0MDoaGhgmno7OwkLy9PZVVljY2NMTExGW77IJPJ2LdvH7GxseTk5GjV93xgYIDu7m6GhspJSjo1/LhCoSAp6RCffPI8hYVXmDbtYWJiXtcbfHchSOSI/ZAxQ8HhHL38sdBy7psZM1ZjZLSY1157i7q6OrXPZ2RkRFBQEI8//jgLFizg/PnzfPrpp/T29qp9bm2ltbWV4uJiIiP155q6mDp1KnPnzuWzzz5T2/dcqVRy7do1oqOjtb6a80jRG30aZJaPHQYSEWfyGoSWMuYpauhg5duX+Sy5kqeiJvD5E+G4WKo3ftvIyAilUrM3yMHBAbKzv+Lhh6eNqNqiTCYjMjKSbdu2YWJiQnx8PC0t+s2LeyU5OZm8vDw2btyos2FRiYmJTJkyBalUuACR1NRUXF1dVRZqLJVKhw07CwsLlixZwk9+8hP8/Py4cOEC77zzDhcuXKC7u1sl8z0IPT09XLx4kXfeeYfc3Fx27FhPU9MxSkpy9MbeCBCLRMySuGMkMqBz6kQuJh8UWtJ9Ex6+ClPTpbz22tsaMfxuEhAQwM6dOzEyMuL9999XWWEZXePcuXMEBARofa9PXSc4OJiZM2fy6aefUl+v+tZnZWVluLm5CVotVFPo5upDRzE1lBLuacNpvdEnKPtTq1j+1mWaOvvYsz2M/4j2w0AD4bZGRkYMDWm2euvVq8cJC5OxbdsjKhnPwsKCFStWsHTpUvLz88nOzmZwcFAlY49WSkpKuHjxIps2bdLZZP+mpiZKS0sF7duoUCjIyMhQaREZsVjM0NDQLY9JpVLCwsJ46qmnWLp0KVVVVbz99tscPnz4nhq+q4qOjg7i4uLYvXs35eXlrF27lm3btjFnzhwef3wR3333Evn5yXpjbwTIRVKipB5IjEwpdTEhv/CK0JLum7Cw5ZibL+PVV9+murpaY/MaGhqyevVqpkyZwr59+wTdGBGCtrY2CgsLmTVrltBSxgRhYWHMnDmTffv20djYqLJxlUolVVVVY+bvqDf6NMw8P3uKGjopb+4SWsqYo6tvkJ9/mckvvspkipsFJ16YxRwfO43Nf8Po69PYfAUF8Tg5VfCb3/xU5d4lb29vHn/8cRwdHUlISFDpRXg00dTUxKFDh4iOjtbaPLF7ISEhAX9/f0HzObOysjA2NmbcuHEqG1MsFt8xhHPChAk8/PDDt4R+fvzxx2RnZ6NQKFSm4/u0tLRw/Phx3n33XVpaWoiJiSEmJuaWCnYzZ85k1iwfvLxC9cbeCLEWGTFD4orE0ZnE/kKamqqElnTfhIUtw8pqJb/73T803o5k9uzZeHl58emnn46pDcCzZ8/i7++v9/JpkLCwMCIiIti7d6/KvMv19fU4OTlhZ6e5taCQ6I0+DTPf70aFp9O5em+fJsmra2fF25c4kF7F8/O92bcjHAdzzS5gbxh9mrkp1tQUMDh4iddf/6XaKhLK5XIWL17M6tWrKS8vJysri4EBzecsais9PT18+eWXBAcH37GfnLbT3t5OXl4es2fPFlRHcnIy06dPV+mYEonknvL2vh/6OXHiROLj44dDPzs7O1Wipb6+ngMHDvCvf/2LwcFBdu7cyfr163+0KuAjj6ynoeEs3d0dKpl/LDNebEmAyBapXyAn8w/T06N7n2lIyBJsbFbz+9+/q3HDLzo6GrlczqFDhzQ6r1Dc9PIJGfkwVgkPDyc0NJS9e/dy/fr1EY9XX1/PpEmTVKBMN9AbfRrG3cYYb3tTfV6fhhgaGuKz5ApWvn2Z9t5B9j0+nZ8t9EEiVn1LhruhqZy+1tYGqqsP8uqrT+Lo6Kj2+caNG8e2bdvw8PAgISFBo7kl2opCoeDrr7/GwcGBOXPmCC1nRJw+fRpfX19Bd7SLioro6+tT+c35bp6+f0cqlRIaGsoTTzzBypUrqampYffu3Rw+fJiqqgfzEFVUVPD5558TGxuLsbExTz31FCtXrrxr3uK4ceOYOtWGtLRvHmhePbcyReSAE6aIw2Zx+PK/hJbzQAQHL8bWdq3GDb+bZe6bm5s5duyYxuYVinPnzunbGAnIzJkzCQkJYc+ePbS2to5orPb2dtzd3VWkTPvRG30CMM/fnqTSZjp69V4RddLRO8Dzn2fw6wNXCfOw5sTzs4jwGnlPowfF2NhY7Z6+7u4O8vK+4IUXlmu0LYBMJiMqKoqNGzdSV1dHWloafX2aC2XVNk6ePElvby8rV64UWsqIqKiooLi4mEWLFgmqIykpiaCgIJWHKRsaGj6wd3rcuHFs2rSJXbt2IZfL+eKLL/j444/JzMy8p9DPgoICYmNj2b9/P/b29jz33HNER0ffV97n+vUraGq6QFeX7nmmtA2xSESk2A0TkYzB8JmcOPeB0JIeiODgRf9r+L1HeXm5xuY1MjLi4YcfpqamhoMHda8ozr3S3t5OQUGB3ssnMDNnziQ4OHhEhl93dzeGhoZjKkRXb/QJwHw/BwYUQ1wsHJsVrzRBdnUby9+6xPGsGn652Jc928KwMzMUVJOxsTEKhfo8fe3tzWRmfsSWLYE89NAStc1zJ5ydnXnssccICAggKSlJ42FG2kB8fDwlJSU8/PDDgla6VAXfffcdERERguby1dbWUltbS1hYmMrHlsvlIw5JNjc3Z/HixbzwwgsEBgaSnJzMW2+9xZkzZ2hvb7/ltUqlkqysLN5//32++eYbvL29ef7555k3b94DfcZubm7/6+07dfcX67krhiIJUZLxSOVGNPuNJyX9pNCSHojg4EXY2a3lD394X6OGn5mZGTExMbS2trJ3795R2c7hppfPyspKaCljntmzZxMYGEhsbCxtbW33ffz169dxdXVVgzLtRW/0CUCQuyWWxgb6vD41MDQ0RGxCGWt2x9M7oOTzJ2bwzFwvxAKEc/47MpkMiWQIpVL1BSCam6vJzf2I55+fw/btj6p8/PtBKpUSGRnJli1baG9v58qVK/T09AiqSVPk5eURHx/P5s2b1ZZLqSkyMjLo7e0lPDxcUB0JCQlMnjxZLQ1zjYyMVJaHKpVKCQoKYufOncOhbu+++y5ffvklSUlJnD17ln/84x9cvnyZkJAQnnnmGWbMmDHijYFNm1bT3HyBzs6RhTnpuYGlSE6ExA2xnQM58nbKyrOFlvRABAUtxMFhPa+//k+NGn7GxsY8/PDDyOVy3n//fY1WvFU37e3t5Ofn6718WsTcuXMJCAggNjb2B5tsd6O1tVVv9OlRP1KJmCgfO87lN6BQDt39AD33RFvPAE/tTePlwzlEetlw4oVZhHlYCy3rFmQyKf39qt39rKkpoKxsL6+8spFVq1aodOyRYG9vT0xMDMHBwaSkpFBaWvqD8vijidraWo4fP86qVat0vhJYX18fFy5cYOHChYL2FWxpaaG4uFht5bQlEglSqVTlHgk3NzfWr1/P008/jZOTE+Xl5bS0tLBgwQKeeuoppk2bprLP1dnZmZAQB723T4W4iyyYJLJD6jORc9Xn6OzUzZ6kU6fOx9FxA6+//k9KS0uHH29tbaWqqkpt12NDQ0PWrVvH9OnT2bdvH/Hx8WqZ53b09/dz+fLlB/L83I0LFy7g4+Oj9/JpGQsWLMDX15fY2Nj7KqzV3d39o4WyRit6o08g5vk70NzVT2aVfndWFWRUtvLQ3y8Sl1vPfy7144PHQrE2Ub1nYKTI5YYMDqquV19JSQbXrx/kz3/epZW7j2KxmNDQUB599FEGBwdJTk5WWbVDbaKzs5Ovv/6aiIgIvLy8hJYzYhISErC0tMTHx0dQHYmJiXh7e6vVa2ppaamWhr8ApqamzJo1iw0bNrBmzRp8fX3VMs/69Su5fv0iHR26aZxoI4Eie1wwwyB0DkeTPxZazgNzw/DbyB/+8C8SExNJTEykuLiYrq4u4uPjaW5uVtvcYWFhbNmyhaysrPtekD8oycnJXLhwgffee4/Y2FgSEhKor6+/r4JNt6Ozs5Pc3Nwx089N11i0aBFeXl7s2bPnnr5nSqWSrq4und+gvV90O+FEh5njbYehVMyv9mfx3iPBTLDTzabNQjM0NMQHl0p542QeDuZyvtw1gyB37d2Fk8ulDA6qpsBJXt4FpNJk3nzzl3h4eKhkTHVhbW3Nxo0bycrK4ty5czg6OuLp6SmoF0lVKBQKDhw4gJubGzNmzBBazojp6OggNTWVmJgYQXV0d3eTk5PD1q1b1TqPra0tNTU1Ku3/p2mcnJwIC3MhLe0Ec+ZsEVrOqEAkEhEpduXkUBHt02cRl/AZC2ZsFlrWfdPV1YpUOoREYkVJSSnPPfcs7u7uiMViiouL+fbbb6muriYgIEAtOchOTk5s27aNuLg4/vnPfxIdHU1AQIDK54EbC/m0tDTWr1+Pi4sL2dnZlJaWkpycTHd3N3K5HLFYjEQiQSwWIxaLkclkyOVyjI2NsbCwwNbWFnd3dywsLG4Z+9y5c/j4+GBtrV3RQ3r+j+joaE6cOEFsbCxbt26942Zhe3s7NjY2akkb0GZEuhRuFRISMpSSkiK0DJURX9TEs5+l0z+o5L/XBxI9SXebNwtBS1c/v/gqk9N5DSwKcOC/1k3BwthAaFl3ZMeO/4dY/BB2dg9eIlipVJKdfQo7uyLeeOM/sLe3V6FC9dPe3s53331HTU0NEydO/MHNVdc4evQojY2NbN26dVQYsTcr761evVpQHefPn6empobNm9W70D537hzt7e2sWKE9odEPQkNDA7/85dvMmfMqlpZja/danbQP9XFisJCBlgamd1ri4xkktKR7ora2mNraFMTiYhYsCGTNmmW33djo6+vj0qVLXL16FX9/f2xt1VfhuqCggJMnT+Li4sKyZctUXiDq6tWrJCYmsnPnzh8819fXR1dXFwqFgsHBQRQKBQMDA/T19dHT00NHRwdtbW20tLRQX1+PiYkJvr6+zJgxA6VSyT/+8Q+2bdum1s9Hj2o4duwYFRUVbN++/Ue/Y6WlpVhYWLBw4UINq1M/IpEodWhoKOR2z+k9fQIS4WXLsedm8tS+NHbtTePJOZ78cpEvUonuLxzVTUrZdZ77LJ3mzn5eWR7AYxHjEYmEL9ZyN4yMDOjqevDwzsHBATIzD+Lr28rrr796X+XdtQVzc3PWrl1Lbm4ucXFxWFtb4+Pjo5MGU2JiIiUlJezcuVMn9f872dnZlJWV8dRTTwmqY2BggPT0dNauXav2uaytramoqFD7POrG3t6eiIhxpKUdY968bULLGTWYiwyZJR3HOeshEtsKcO7yxNREO/uzDQz0UlaWSUtLCs7OCnbtmsPChc/e0eNhaGjI/Pnz8fb25ujRo7S1tTFhwgS16PPx8cHNzY1Tp06xe/duZs2aRWhoqMrGv3LlCsHBwbd9ztDQEEPDe6vgrVAoKC4uJisri3feeQdzc3O8vLz0Bp+OsGzZMg4fPjzs8budN6+rq2tUpGLcL3qjT2CcLY348slwXjt6jffOl5BV2cZbD0/D1lTY9gLailI5xD/OF/OX7wpwsTTi66cimOyqO54iZ2drzpxJpampgqEhBaD83j/F//6DoSHF8PP/9zoF/f2dREba8pvf/FbnwxL8/f1xd3fn7NmzxMfHExAQoFOhM0VFRVy+fJmYmBidr9QJN4o7fPvtt6xcuVLQFg0A6enpWFhY4Obmpva5zMzMRk1p+XXrVpGQ8Deam5dgY+MotJxRg4vIjCliBzI9RRzNOsrmaY8ILekWWlsbqKhIobc3i/Bwd1av3kRQ0P15JN3d3Xnsscf4+uuvuXbtmtpCMI2MjFi9ejWlpaV89913ZGRkEB0dPeJzva2tjebmZiZOnDhijRKJBB8fH3x8fKivrycxMVGfy6djLF++nP379/Ppp58SExPzg9DlgYEBndw0Hyn68E4t4quUSl48lI2VsYzdMUFanZsmBE2dffz0iwwuFjbxUKATf1wzGXO5dodz/jvd3d0cPHiIoSHlcF6BRCIZ/ieVSn/wUyQSDf9fLpcTEBAwKrxK36e4uJhvvvkGExMT/Pz8tL6/XVNTE7GxsWrNT9EkSqWSTz/9FBsbG5YsEabH4/f56KOPCA4OJjAwUO1z1dbWsn//fp577jm1z6UJPvhgD6mpFixYsENoKaOKoaEhzg+WUkUnNtkFLJm2TlA9SqWCqqo8GhtTkMtrWbYsjGXLluDoODJjv7e3l6+//hqFQqESA+pOKBQKrly5Qnx8PI6OjsyfP/+BqynGxcXR3t7OmjVrVKxSj66iUCj49NNPMTY2/kHUSFJSEmvWrBnx+aKN6MM7dYT1IW4EOJuza28qG99L4OXlE4mZ7q4TYYvqJqG4mRc+T6e1Z4DXV0/i4TDd/FyMjY3ZsuVhoWVoHRMmTGD79u2cP3+ehIQE/Pz8tLaqVl9fH19//TVBQUGjwuCDG9U6Ozs72bRpk9BSaGpqorm5WWOfrYGBwYgr+2kTa9eu5PLlv9DUVIOtrbPQckYNIpGISOk4jvfn0+w7nqySZAI9wzSuo7e3i7KyVNraUpkwQc4vf7mQWbNmqSzyQy6Xs3btWr766isKCgrUWsFXIpEQHh7OlClTSEhIYO/evdja2jJ9+nT8/PzueZzu7m4yMzPZsGGD2rTq0T0kEgnr1q0jNjaWs2fPMnfu3OHnBgYGBI9oEYLR5S4YBUx0tuDYs7OY6WXLS4ey+flXmfT0q76Zt66gUA7xZlwBW/6ViKlcyuFnItkyfZxOGnx67oxcLmfx4sWsWbOG8vJyMjMzVdY4W1UolUoOHjyIlZUVUVFRQstRCbW1tSQkJLB69Wqt8LBevXoVDw8PrdCii1haWjJnjg/p6ceEljLqMBBJmC/zQiKRkWneTV1TpcbmbmysICPjIDk5fyM0tJl33nmK9957g/nz56s81P+m4dfZ2Ullpfrfo5GREfPmzePZZ5/F19eXc+fO8be//Y1jx47dtbF8e3s7e/fuxc/PTyPh4Hp0CyMjIzZs2EB6ejr5+fnDj4vF4lG12Xev6O+qWoiFsQEfPBbK388U8rfTheTWdvBuTBDjbEyElqZRGtp7+ckXGcQXN7Nmmgu/WzUJE0P9V3a04+7uzrZt24iPjychIQF3d3dcXFwwMBA+lDcuLo62tjYef/xxoaWohIGBAY4cOUJ4eLjWNKnNz89nwYIFGptPoRh9m2qrV6/g/Pn/oqGhEnt7/UJYlZiJZETJPDljKeK7ynTWmlhgbGSu8nkGBwdobq6mubmCrq48rK07eOSRSKKjt2Jpqf5CMsbGxqxbt459+/Yhl8s1EnlhaGhIeHg44eHhVFRUkJuby7Fjx+jp6cHBwQF7e3tsbGwwMjKiv7+fyspKCgsLmThx4qiswqhHNVhZWbFs2TKOHDmCnZ0d1tbWiMXiUXntvxv6FbSWIhaL+MkCH6a4WfKTzzNY/tYl3tw0lXl+2rEwUzcXCxv56RcZdPYN8ud1gawPdtV798YQMpmMqKgofH19SUlJISEhARMTExwcHHB0dBTEC5SRkUFOTg6PP/74qPFCxcXFYWRkxMyZM4WWAsD169fp7OzE09NTo/NKJBKNzqduzM3NmTcvgMuXj7FwobCVWEcjTiJTgsROpLmLOJh1iI2TNyKVjrz4mlKppKgoiY6OHJTKetzcrJg/35Pg4GVMnz5d47ncVlZWrFmzhi+++AKZTKbR9jru7u64u7uzePFimpqaqKiooL6+nqKiIvr7+zEwMMDOzo6YmBit2bDSo734+PgQEhLCV199NVxte3BwUGhZGmd0rFxGMXN97Tn23Ex27U1l+8cpPD/fmxfmeyMRj04DaFCh5K9xBew+V4y3vSmf7QzH28FMaFl6BMLJyYnly5fT19dHaWkp2dnZXL58GQsLCxwdHbG3t9fIQqiyspK4uDg2btyIubnqd/WFoKioiNzcXHbs0J6CH3l5ebi6ump0cTtab/whtJ1bAAAgAElEQVSrV6/g7Nk3qK0txcnJQ2g5ow4/kQ3Nyi7KJ09jf/wHrI98ckSbBy0ttRQUHGPSJBExMSuZNGmSVuQcOTs7s3z5co4dO0ZISAhGRkYa12Bra6tvl6BnxMyePZuysjLOnDmDtbU1Fy9exM7ODkdHR/z8/MaEY0Gf06cDuFkb8/VTEawLduXvpwvZ9vEVWkbQ601bqW3rYfP7ibxztpgNwW4cfmam3uDTA9wI+/Hz82PdunXs2rWLsLAw2tvbuXjxIllZWTQ1NaGuSsTt7e0cOHCA+fPnj5qckb6+Pk6cOMHixYu1yogtKSlRa+GI2yEWi9X23RESExMTFi6cTFbWcaGljEpEIhHhEjcskaMIncHB039/oHGUSgXXrp2lomIPzz8/nb/85VVCQkK0wuC7iZeXF7NnzyYtLW3UbpLoGf2IxWKWLVtGRkYGEomE/fv3k5+fT1xcHLGxsRQXFwstUe3ojT4dQW4g4b/WBfKH1ZNJLG5m+duXyK5uE1qWyjiTV8/Sv13kWk07b26cyp/WBWIkG10hV3pUg7GxMZMnT2bz5s3s2LGDKVOmUFdXx6VLl8jJyaG1tVVlcw0MDPDVV1/h6+vLtGnTVDau0Jw9exZbW1u1l2S/H3p6eqipqdF4RVQDA4NRu5BdvvwhlMprVFeP/sWMEEhFYqIk45AZGNIbOp0jJ9+8r+MbGyu4cuU9/Pwq+fDDV1mxYrnWtuMJCgrC39+fzMzMUblJomdsYGtrS1hYGKdOncLNzY3Q0FAiIiKwtbXlwIEDXL9+XWiJakU7ry56botIJOLh6e58uWsGSuUQa/4Rz5cpmqsepg4GFEr+cCKX7R+n4GhhxNHnZrJqmovQsvToCObm5gQFBfHYY4/x6KOP4uPjQ0lJCZcvXyYvL4/Ozs4RjX/06FEMDQ2Jjo5WkWLhqa6uJicnh2XLlgkt5RaKi4uxsbHRuIfD0NBw1Bp9JiYmLFoUSHb2CaGljFpMRDJmS8YhNjOnLcCPk6feuesxg4N9XL16ivr6T/mP/1jIH//4Evb29hpQOzLmzZuHpaUlubm5QkvRo+eBmTlzJsuXL2f58uXDj1laWiKTyTRSJElI9EafDjLVzZKjz80kdLwVv9qfxa8PZNE7oHtViCqvd7P+3QT+eaGER8LHcfDpCDztTIWWpUdHsba2Jjw8nJ07d7Jx40bc3Ny4du0aCQkJ5Ofn09XVdV/jXbhwgdraWtatE7YJsypRKpWcOnWK6dOna1VYJ0BhYSETJkzQ+LwymWzUGn0Ay5cvY2gol8rKQqGljFocRCYEi50Qu7rS6GDOuXN7fvS1tbXFpKS8R2hoO3v2/JGFCzVXqXakSCQSVqxYgUKhoLBQ/33So5uIxWICAgIwM/u/9KHGxkY8PT211tOuKkb3uxvF2JgaErt9Ok9HTeCz5Eo2vJdAVUu30LLumVPZdTz094sUN3TyzsNB/G7VJOQG+nBOParBwcGB2bNns2vXLtasWYOzszNZWVkkJiZSWFhId/edz5W8vDySk5PZuHGjVuXWjJTExEQGBwe1plrnTZRKJSUlJYKEm0ql0lHdr0kulxMdPY3sbH3fPnXiI7JmgsgSSeA0SgebiY/ff8vz/f09ZGYeob39a157bQ0vvfRLnfQqyOVy1q9fT3d3NwUFBULL0aNHJTQ3N2u8arQQ6I0+HUYiFvGraD/eeySY0sYulr91iYuFjULLuiN9gwpeOZLDrr2pjLc14fjzs3go0EloWXpGKSKRCGdnZ6Kionj66adZuXIl9vb2ZGZmkpSURFFREb29vbccU19fz/Hjx1m1atWoqhjX2tpKQkICK1asEFrKD6ioqEAmk2mkF9i/09XVhaHhyMvtazNLly5BIimioiL/7i/W80CIRCJCRc7YYIR8ziJyazJISzsJQGVlLunp/2DuXPj44z8RGRkpsNqRYWJiwsaNG+nt7SUvL09oOXr0jJj29nZcXEZ/apG+ZcMoYPFER7yfNWXX3lQe+zCZny/y5ak5ExBrWVuHsqYunv0sjezqdrZHevAfS3wxlOq9e3o0g1gsxtXVFVdXV6KioqiqqiI/P5/U1FQMDAywtbXFysqKr776ihkzZuDl5SW0ZJVy6tQp/P39cXLSvk2W0tJSwSqjdnR0jCpv7u2Qy+UsWRLEsWPHcHf3FVrOqEUiEjNb7M5JijFYtomUz/9BQ8NVfH2l/PnPjxEUFCS0RJVhYmLCpk2bOHDgAJmZmUyePHnUh8bpGZ10dnYil8t10vN+v+jP0FGCp50ph56JZFmgM//1TT5PfJJKW8+A0LKGOZZVw7K3LlF5vYf3Hw3h5eUBeoNPj2CIxWLc3d1ZuHAhzzzzDEuWLMHMzIzjx49jYGCAs7Mz/f2jpy1KTk4OdXV1LFignflDlZWVgoXWdHV1jXqjD2Dp0qVIpSWUll4TWsqoxlhkwGyxO/3SISyXrmT6DBkffvinUWXw3cTIyIgNGzZgb29PUlLSXcPm9ejRRlpaWkZNO6a7oTf6RhHGMil/2zSV3y4P4Fx+AyvfvkReXbugmnoHFPznwas8+2k6Pg6mHH9+JgsDHATVpEfP95FIJIwfP57o6Gj+/Oc/8+tf/xq5XE5iYiKpqalUVVXpdKGPnp4e4uLiiI6ORiaTCS3nBwwMDFBbWyuYZ7WzsxNjY2NB5tYkBgYGREcHk5ur79unTpRKBbVXz+LVmsuAjTNuS58Y1ZsKBgYGPPTQQ0RERJCamkplpW5XFNcz9mhtbcXV1VVoGRpBb/SNMkQiEdsiPfjsiXC6+hWseucyhzOqBdFS1NDJqncu82lSBU/O8eSLJ2fgajX6F1d6dBcDAwM8PDx46KGHeOaZZ5gzZw4KhYLLly+TkZFBfX29zhX9uHLlCv39/fT19Wml97KqqgozMzPBDK+urq4xYfTBjdw+mayM0tJsoaWMSrq7O0hJ2cOkSc0c/J+neCR8HO9dKBHsHqwpRCIRQUFBbNmyhY6ODpKSkmhqahJalh4990R3dzcODmPDGaHP6RulhI635vhzM3n203Re+DyD9IpW/nOpPzKpZuz8A2lVvHgoG7mBhI+2hTLXV/t7EOnR831kMhm+vr74+vrS3d1NUVERV69eJT8/HysrK1xcXLC2thZa5l0JDQ3F0NCQtLQ0jhw5wpIlSwgJCRFa1jBlZWU4OzsLNn9nZycmJiaCza9JDAwMWL48nK+/Po6HxySh5YwaBgcHKC5Ooa3tEps2hbJt2yOIxWJeWhZAfl0Hv9qfxQQ7Uya5WAgtVa3Y2dmxZcsW8vPziY+Pp6CgAEtLS+zt7bG0tEQq1S859WgXCoWCnp4eQYqICYH+DBzF2JvL2bdzOm+czOODS6VcrW5j95YgHMzVF2rS3T/Iy4dz2J9aRZiHNX/fNA1Hi9Eb2qJnbGBsbExgYCCBgYG0trZSUFBAVlYW165dw8bGBjc3N0xNtbPHpJGREePHjycnJwczMzPGjRsntKRbqKioYNq0aYLN39PTM2Z2eQEWLFjA8eOvU1JyFU/PyULL0WmUSiWlpRk0NV0gONiKHTtewNvbe/h5mVTMO1uCWPH2JZ78JJUjz0ZiYzq6K8WKxWL8/f3x8/Ojvr6esrIySkpKyMnJwcDAACMjI2QyGYaGhsNGoEKhoL+/n4GBARSKGz2Hh4aGkEgkiMVijIyMMDMzw9raGgMDAyHfnp5RRk1NDba2tmNmQ2JsvMsxjIHkxm7jNHdLfrU/i4f+fon/Xh/IRGcLzI2kKi2mUlDfwTP70ihq7OT5eV48P98bqUQfQaxndGFpaUlYWBhhYWE0NjaSl5dHdnY2CoUCOzs7XFxcMDIyElomcGMxdfHiRVJSUggNDWXWrFlaVWFvYGCA+vp6QSul9vX1jZnwTrjh7Vu2LJyvvjquN/pGQEVFDnV15/D1NeA//3MbgYGBt32dnZkh/3wkhHXvxvP0vjT27piOwRi4L4pEIhwdHXF0dCQ8PJzBwUFaWlpobW2ls7OTjo6O4XBzqVSKiYkJpqamGBgYIBKJGBoaQqFQ0NfXR0tLC3V1deTn52NoaIi1tTWurq5ac53Vo7vk5OSwbNkyoWVoDL3RN0ZYFuiMr4MZT36SytaPrgw/LpOKMZcbYC6XYmZ046e53ABzIylmNx+/+X9DA8yNDDCTSzH/39eayKSIRPBlSiW/PZKDqaEBn2yfzkzv0dPfTI+eH8POzg47OzsiIyOpqakhLy+P9PR0pFIptra2uLi4CNYDrrq6mhMnTiASidi6datW9hysqqrCxMREUKOrr69vzC0eFy5cyPHjv6ewMANv76lCy9EpamuLqaw8g5tbD6+9to4ZM2bc9ZjJrhb8cc1kfvZlJq8fz+WVFRM1oFS7kEqlw9fLB0WhUFBbW0t+fj5paWnIZDJcXV1xcHDQqs0sPbqDqakpHh4eQsvQGHqjbwzh7WDGkedmciavgdbufjp6B2nvGaC9d5D23oHh/1e39gz/3jd456IVIhGYyqR09A0S6WXDXzdOxd5MH86pZ2zx/R6Ac+fOpbKykry8PK5cuYKhoeGwB1AToUkDAwOcP3+e9PR0IiMjiYiIUPucD0pZWZngDXHHotEnkUhYsSKCzz47pjf67pGmpirKy89gbd3E//t/K5g7d+59GRprglzJqWnng0ulBDibsyFkbJSIVyUSiWT4OjtnzhxKSkpIS0ujsLAQMzMzrKyssLCwQCaTIZFIUCqVKJVKBgcHGRgYGA4hvfm7UqlEoVDcUpxLLBYjkUiQSCQYGxtjamqKqanpqK7AOpYxMDCgq6sLc3NzoaVoBL3RN8YwNZSyYsq9F03oG1TQ0Ts4bAR2/K+B+P3fO3oH8bA1ISZ8HBItawivR4+mudkCYvz48SxYsICKigquXbtGQkICJiYm2Nvb4+TkpJYcgoqKCk6cOIFcLmfnzp1a32y2qqrqR8PiNEV/f79g3lghmTdvHseOJVBQkIaPz+jrIacqWlsbKCk5h5FRKU89Fc1DDy194HP310v8yKtr58WD2XjbmzLN3UrFascOUqkUHx8ffHx86OzspLKykvLycmpra+nu7mZwcHA4J9DQ0BAjIyPkcjnm5uYYGRlhbGyMTCZDJpMhlUoRi8XDRmB/fz/d3d20trbS1NREfn4+CoUCExMTzM3NsbOz0/prq567Mzg4SG9vLzY2NkJL0Rh6o0/PHTGUSjA0lWA7ypPP9ehRB1KpFE9PTzw9Penv76esrIycnBzi4+MxNTXFwcEBBweHERuAfX19nDlzhpycHKKiorSqOuePcTNUa/Xq1YLqsLCwoLGxEUdHR0F1aBqJRMLy5RHs23dcb/Tdhs7OFgoLzyOR5BETM5u1a58bsbdHKhHz9uYglr99iV17Uzn67Ezs1VhYbaxgamqKv78//v7+apujo6ODhoYGKisrKSoqoqOjAysrK1xdXbGy0hvvukhTUxOurq5a2b9WXYiGhoaE1nDPhISEDKWkpAgtQ48ePXpGRG9v77ABWF5ejrm5OU5OTtjb2993bkpRURGnTp3C2tqaZcuW6UyYSmVlJYcOHeK5554TVMfJkycRi8UsXrxYUB1CoFAo+PnPX8fe/lH8/LR/o0AT9PZ2UVBwgcHBDFatCmXz5vUqP6eu1bSz9h/x+DuZ8dkT4SotqKZHM7S2tlJYWEhmZia9vb24uLjg6uqqzy3UIbKyspg2bRpTp46uEHeRSJQ6NDR02wu63tOnR48ePRpGLpfj5+eHn58f3d3dFBcXk5OTM9zXysnJCVtbW0SiHw+X7unp4dtvv6W4uJgFCxYIHiZ5v5SXl+Pk5CS0DJycnLh69arQMgRBIpGwatVs9uw5MeaNvv7+HoqKEunqSmLJkkk88sjv1Vb8KMDZnP9aH8izn6bzRGwqv1s5CXebsVNBdjRgaWlJaGgoISEhVFZWkpyczOXLl/Hw8MDV1VVoeXrugba2NsaPHy+0DI2iN/r06NGjR0CMjY2ZPHkykydPprOzk8LCQq5evUpubu6PNoG/du0a3333HS4uLuzatUsnWw5UVVXh6ekptAycnJw4f/680DIEIyoqisOHL5Cbm4S//3Sh5WicG43Vr9DWdpk5czzYuvU3Glm0Lwt05npXP2+czGPBX8+zc5YHT0d5YWKoX5bpEiKRCHd3d9zd3amurubcuXMkJiYSHh4utDQ9d6C1tRUTE5Mxl5upv7ro0aNHj5ZgamrKtGnTmDZt2nAT+KtXr3Lt2jWsra2xt7fn0qVLlJWVER0djZ+fn9CSH5jq6moWLVoktAxsbW0ZGBjg/7d35/FR13cex1/fyeSABBMg4UgCBEgIhMMQEFCQchSRU1Hw1kpbbZV2d+22tt1e2t1ur9217erWdVt166ptl+q2bllRdz3w4AhXAoFgEiDk4Awx5Jxk5rt/ZBJjCOTObyZ5Px+PeWTm9/vNb74zn3zzy2e+V1lZ2UXJ9UCxbt0inn56C6mpVw2Y7mk+n7d5YfWrrorl859/iIkTJ/ZpGe65Oonr0kbx41cP88Sb+WzeXcQ3V0zhhvT4y7byS2BKSEhg8uTJaBhS4CsoKGDatGlOF6PPDYy/7iIiQaZpEfjPfe5z3HnnnUyYMIEPPviAkpISFi9eHNRdiE6dOoXL5QqIJCskJISJEyeyd+9ep4vimIULFxIb+xE5OTucLkqfKCw8yK5dv2TEiD387Gef54c//HafJ3xNRkVH8Nit6fzhgasZMSSCv/rdPtY/+QFZReWOlEe6Z+/evYwcOdLpYshleDweKisrycgYeBNYqaVPRCTAxcbGEhsbyzXXXMOpU6c4fPgw2dnZuFwuhg8fTmJiYlCtI3X8+PGA+sdoypQpvPXWWyxdutTpojhm3brFPPXUn0lLm9uvW/v27XuZUaOK+cEP1jN3buB0Z501bhh/3DSfzbuL+MnWw9zwxHtsmJXI15ZPJm6IZs8OFqtWreL3v/89kZGRAfGlllyssLCQKVOmDMilevrvX3YRkX7GGMOoUaNYtGgRDz74IGvXrmXYsGHs3r2bnTt3cvToUerq6pwuZruKiooYN26c08VolpKSQm1tLcePH3e6KI6ZP38+I0dWc/Dg+04XpdcUFOwjNvY4TzzxtwGV8DVxuQy3XDWG//vqIj6/YDwv7SlmyT+8xb+9U4Cnwdf+CcRxo0ePZt26dRw8eJCPPvrI6eJIG86cOcP06dOdLoYjlPSJiAQhl8tFYmIiy5YtY9OmTaxYsYLIyEh27dpFZmYmx48fp76+3ulitqm4uDggJnFpEhISwqxZs9i2bZvTRXHU+vWfpqBgC15vYP7edEdFxTnKyrby7W8/GPCt4ldEhPKtVWlsfWghs5KG8oMth7j+5+/wZu5pp4smHTB27FhWr17N/v37qaysdLo40kJ5eTnh4eHEx8c7XRRHKOkTEQlyISEhJCUlsWLFCh588EGWLl2K2+3mgw8+YPfu3RQVFdHQ0OB0MYHGi25tbW1ALNfQ0uzZszl58iRnzpxxuiiOmTNnDvHxdWRnv+d0UXrU+fOl5OT8gc9+dgkpKSlOF6fDJsZF8ezGOTxz71VgYeMzu9j4zE4KziiRCHTJycksX76cPXv2UFNTg7V2QP9tCRSFhYXMnDlzwE6UpDF9IiL9SGhoKMnJySQnJ1NXV9e8CPx7773HkCFDiI+P79Ii8D3l2LFjjBgxwpHXvpxBgwYxffp0tm3bxk033eR0cRyzfv11/OIXW5k+fT4hIaFOF6dbzp0r5vjxdwkLO8p99y1iw4bgjOviySOYnxzLs+8f5Rf/m8fyn73Dxvnj+fKSZIZEBHeM+rO0tDTq6up4++23iYyM5MKFC4wZMyagejkMJA0NDZw/fz6oZ73uLiV9IiL9VHh4OKmpqaSmplJTU0N+fj4HDhzgyJEjREdHEx8f3+4i8D3txIkTJCQk9NnrdcbcuXN5+umnyc7OHrBjPmbNmsWYMW+wf/82MjKWOF2cLjlzppDCwm0MHlzEZz+7lDVr/iLgu3S2J8zt4v6FE7lxZgI/fTWXp94p4KU9xTx8fSrrMxJxuQZmy0WgmzlzJh6PhxMnThAZGUlNTY3TRRqwSktLSUpKIioqyumiOEbdO0VEBoBBgwYxbdo0brvtNu677z4yMjI4e/Ys27ZtIzs7m7Kysj4pR3FxMePHj++T1+qsmJgYbrrpJrZu3cqRI0ecLo5j1q9fTmHhq0E3tu/UqWPs3v0bzp//PV/4Qhq//e3P2LDh5qBP+FoaMSSCn264kj9ums/YYYN4eHMWN/7Le+w+ft7posklzJ07l+nTp1NUVERqaqrTxRmwSktLSU9Pd7oYjupQ0meMiTHGbDbGHDbGHDLGXN1qf7Qx5hVjzH5jzEFjzMYW+44ZY7KNMfuMMZkttqcbY7Y3bTfGzOm5tyUiIpcSFRVFeno6d911Fxs3bmTq1KkUFRXx7rvvkpOT02uzztXV1VFeXh5QM3e2lpSUxNq1a/njH/84YGfzTE9PJynJsHfvW04XpUNKS/PJzHyWysrNfOlLGbz44mOsW3cjYWFhThet11w5JoY/PHANj916Jacqarn5l+/z0O/2caqi1umiSRsmTZrEzJkz2bNnDz6fZmLta5WVlXi93oC+9vQFY61t/yBj/h3YZq39lTEmDBhsrS1vsf9vgGhr7deNMXFALjDKWusxxhwDZltrz7Y652vAY9ba/zHGrAQettYuulw5Zs+ebTMzMy93iIiIdNHZs2c5cuQI2dnZeDwehg8fTkJCQo91h8nLy+ONN97gi1/8Yo+crzdlZ2ezdetW7rzzzoCbdKYvHDhwgB//+L9ZteoHhIUF5npWxcW5lJRsIy6ugnvuWdk8gdFAU1XXwBNv5vGrbUdxhxg2LU7mcwvGExEa4nTRpAWfz8eWLVsoKSkhIyNjwE4m4oScnBzGjx/PggULnC5KrzPG7LbWzm5rX7stfcaYK4CFwK8BrLWelgmfnwWGmMbf4CigDGhvqjgLXOG/Hw2UtFcWERHpPU0LwN9///1s2LCB+Ph4srOz2bFjB3l5edTWdq8VoaioiFGjRvVQaXvX9OnTWbBgAS+99NKA/GZ+2rRpJCe72bfvTaeLcpETJw6xa9dTWPsq3/jGYp577jGWL18+IBM+gMhwNw9fP5nXv7KQBcmx/HRrLtc99g5bD56kI1/sS99wuVysWLGCuLg4srKynC7OgGGt5ezZs6SlpTldFMe129JnjEkHngJygCuB3cBfWmurWhwzBPgTMBkYAtxqrf2zf99R4DyNSd6/Wmuf8m+fAmwFDI3J5zXW2ov60hhj7gfuBxg7duysgdrdRkTECT6fj5KSEg4dOsShQ4cIDQ0lLi6O+Ph4wsM71wL04osvkpKSwuzZbX4JGZCeffZZkpOTB8Q3xK3l5OTwwx/+FytX/oDw8EGOlsXn83HixEFOnXqPsWMb+Mxn1rBgwQLHZqENZO9+eJZHXznIh6cruTYllu+uTiNl5BCniyV+9fX1vPzyy9TU1DBt2jSni9PvnTx5ko8++og77rjD6aL0iW619NE4w2cG8Etr7UygCvhGq2OWA/uAeCAdeNzfQggw31qbAawANhljFvq3PwA8ZK0dAzyEvyWxNWvtU9ba2dba2XFxcR0oroiI9JS2FoEfPHgwO3fuJDMzkxMnTnR4DcCSkpKgm6582bJlbN++fUAuspyWlkZqaoSjrX0+n5eCgn3s2vUvREa+y/e/v5Zf//qnLFy4UAnfJSxIiWXLX17L99aksf9EOdf/fBuP/OkgH1UH18Q8/VVoaCg33HADbrebw4cPO12cfq+4uHjAT+DSpCN/MYuAImvtDv/jzTQmgS1tBF6yjfKAozS2+mGtLfH/PA28DDRN2PIZ4CX//f9ssV1ERAJQ0yLwK1euZNOmTSxZsgRjDO+//z579uyhtLT0kl0hz549izGGYcOG9XGpuychIYHU1FReffVVp4viiFtuWU1JyevU1fXtVPM+n5e8vEwyM58gLm4XP/rRrfzrv/6Iq6++uv0nC6EhLjbOH8+bX13EbVeN4TcfHGPRP7zJ8zuO4/Wpy6fTwsPDuemmmzh9+jR1dXVOF6ff8ng8VFdXk5yc7HRRAkK7HeCttSeNMSeMManW2lxgKY1dPVsq9G/fZowZCaQCBcaYSMBlrb3gv38d8H3/c0qATwFvAUuAD3viDYmISO8LDQ0lJSWFlJQUamtrKSgoIDs7m23bthETE3PRGoAnTpwgWHtrTJ06dcAmfZMmTWLy5EHs3fsG8+at6fXXa2ioJz9/N+XlH3DllTF885t361v6bhgeFc4P1k3njrljefSVHL718gH+Y3shj6xJY+6E4U4Xb0CLiIjA6/USGhrqdFH6rbKyMsaMGdOvZ/LtjI6Oev4y8Lx/5s4CYKMx5osA1tongb8FnjXGZNM4Ru/r1tqzxpgJwMv+i74beMFa23TlvA/4uTHGDdTiH7cnIiLBJSIigrS0NNLS0qisrCQvL4/s7GwOHTrE0KFDSUxMpLi4OGhnwTx9+jSxsbFOF8Mxt966lkcf/S21tUuJiBjcK6/R0FDHhx/uoqJiO7Nnj+Tuu+9j6tSpvfJaA9HU+Gh+d/88/pxdyt//+RC3PrWdVTNG8zcrp5AQ4+x4zYGqpqaGkJAQrLXk5uZSWVmJ2+0mNDSUIUOGMHLkSCUr3XT+/HlSUlKcLkbA6FDSZ63dB7QeFPhki/0lNLbitX5eAY2Tv7R1zneBWR0uqYiIBLymNQDT09MpLy/nyJEjZGVlUVBQQGpqKhcuXGDIkOCaVOLkyZNBM+tob0hOTmbatCvYs+d1rrnmhh49t8dTQ0HBLioqdjBvXjz33PMX+ietlxhjWD0jnqWTR/Lk2/k8+XY+/3voFF/81ES+sHAig8K0xENfqq6upqqqiu3btzNx4kSuueYaamtrqayspLS0lO3btzN06NEKWHYAABcASURBVFCSk5MZNEiJeVdUVlYO6L/drQ3M+Y1FRKTXxcTEMGfOHObMmcOnP/1pioqKyM7Oxuv1MmzYsB5dA7A3nTp1iunTpztdDEetX7+KRx55npqapQwa1P2Y1dZWUVCwk8rKXVx7bRJ33/3XjB8/vgdKKu0ZFBbCQ8smcctVY/j7LYf42Rsf8p+ZRXxz5WRWTR+t9eP6iLWW4cOHs3jxYiZPnnzR/pqaGvbt28f27duZNGmSkpdO8ng8VFZWBu2wgt6gpE9ERHpdUlISSUlJzJ8/n9LSUo4cOcKBAwcAmhPAyMhIh0t5sfr6esrLy0lISOjV1zh58iRjxozptdforokTJzJ9egx79rzO/Pnrunye2toq8vLep6ZmN0uWpHLHHV9n7NixPVhS6aiEmEE8cUcGd887x6Ov5PClF/by3PjjfG/NVNLir2j/BNItcXFxPPDAA5fcP2jQIK6++moSEhJ46aWXlPR1Um1tLV6vl8rKSgYP7p1u6cFGSZ+IiPQZYwzx8fHEx8ezcOFCSktLyc3NbV6seMyYMSQmJjpcyo+dOnWKyMhIIiIieuX8ZWVlHDx4EGMMlZWVTJkypVdepyfccstavvOd31BTs6zTrX3V1RXk579PXd0+rrsujdtv/w7x8fG9VFLpjHkThvPfX17AizsL+cfXcln9z9u4fc5Y/vq6VIZFakyZ08LDwzXZSxd4PB6MMZSXlzNixAinixMQlPSJiIgjXC4XCQkJJCQksGjRIl577TWKiooCKukrLS3tlWUmrLXk5eVx5swZ1q5dS3x8PC+++CJHjx4N2G6OSUlJzJgxlL17X+eaazrW2ldVVU5+/nvU12exYsUMbr/9Uf0DFoBCXIa75o1jzYx4HnvjCM9tP84r+0t4aNkk7po3jtAQrYnolKqqKk3o0gk+n48jR45QUVHB7bffHtA9KPqakj4REXGcy+Xi3LlzAdf60xuTuNTW1rJ//37i4uLYuHFj87jGm2++meeff57w8PCA+xyabNiwhu9+t/3WvgsXzlFQ8B5e70HWrMngllv+bkDPgBosogeH8sjaqdwxdyzffyWHR1/J4YUdhXxvzVQWpCh+Tmia5bOmpoa6ujpqa2ubf9bX1+Pz+QgLC2PUqFHExMQ4XVxHVVdXs3//fhISEli3bp26dbaipE9ERBxXXl7O6dOnmTRpktNF+YRz58716GySJ0+e5MMPP2T+/PnMmjULl+vjFpQrrriCDRs28MILLxAWFhaQSVJTa9+ePa8xf/5NF+2vqDhLfv42jDnEjTfOY8OGHw34f0SD0aSRQ3juc3N4LecUf/fnHO769Q6uSxvJt1elMXa4/pHua2VlZWRlZREVFUVUVBSRkZGMGjWKqKgo3G43ZWVl5ObmUlFRQXR0NCNGjCAuLg63e+D8m19SUkJ+fj4LFy5k5syZmpCoDcZa63QZOmz27Nk2MzPT6WKIiEgP27lzJzk5OQE3S+Y//dM/ce+993a7i6fX6yUnJ4f6+nrWrFlz2dbDoqIiNm/eTHp6ekAub3H8+HG+851/Z/nyv29u7Tt3rpjCwvdwuwtYt+5qbr75Rq64QpOB9Ae19V5+/e5Rnngzjwav5fPXjmfT4mQiwwdOQuE0a22HkpiPPvqI48ePc+TIEQoLCwkNDSU8PJyQkI+X42j6v9/n83X4sTGGkJAQ3G43LpeLkJAQXC4XERERxMTEEB0d7ViC2dDQQE5ODl6vl7Vr1w747uPGmN3W2tbL7AFq6RMRkQCQlZUVkGPZamtru72sxIULF8jKyiI5OZmlS5cSHh5+2eMTExNZsWIFW7ZsYc6cOb02iUxXjRs3rrm1b8KEKykufpchQ06xceMSVq3apC5V/UxEaAibFidzc0YiP371MP/yVj5/2FPEN1ZM5sb0BLWo9IGOfsbR0dHMmDGDGTNm4PV6KSsro6qqCo/HAzR2o3e5XBhjMMY032/vp9frxePxNN/q6+vxeDycP3+e4uJiDhw4QGhoKDExMSQmJvbZFz4VFRVkZWWRmprKkiVLNPaxHUr6RETEUVVVVVRUVPDhhx8SFRXF0KFDGTZsmOMXcK/XC9Ctchw7doyioiKWLVtGWlpah5+XmppKVVUV27ZtY+7cuQE1e5+1lk99ah6PP/4SY8YU8ld/dR3Lli0bUF3JBqJR0RE8dms6d80bx6OvHOSh3+3nuQ+O88jaqcxIVBfeQBMSEkJcXFyfrFPn9Xo5d+4ceXl57N+/H6/XS1xcHImJib3ypZW1lqNHj1JaWsry5cvbXOdQLqbunSIi4rja2lpOnz5NaWkphYWFFBcX43K5iIyMJDQ0lLCwMCIiIggPD//ErTdbGaqrq3n88cd5+OGHO/3c+vp6srKyGDRoEKtXr2bo0KFdKsNbb73FwYMHmTNnzifG/znB5/M1xyY2NpYJEyYERLmk7/l8ls27i/jJ1sOcq/KwPiORb69KI3pw4Hw5Ic6w1lJcXExOTg6HDh0iPDycUaNGMXr06B75YujcuXPk5uYSFxfH9ddfrzHDrVyue6eSPhERCTg+n4/z589z9uxZampquHDhApWVlc23qqoqamtrcblchIWF4Xa7CQ0NJSQkhLCwMMLDwy9KEluOa+mI8+fP88wzz/CVr3ylU887d+4cBw8eJCMjgwULFnT6dVuy1rJlyxZKSkocm5ygoaGBY8eOUVJSQlJSEnPnzg3Y2UWlb12oreef/y+Pf9tWwIOLJvK15WpxkY/V19dz7NgxsrOzOXr0KCEhIc1/j5vGG7a8HxYW1vz3vC3l5eXs2LGDBQsWsHDhwj5+N8FBY/pERCSouFwuhg8fzvDhwy95jM/no7a2lpqamk/cqqqqmpPDpjEtlZWVuFyu5uSw5c+oqCji4uIu6obk8Xg69c20tZbc3FzKy8u56aabGDduXJfffxNjDMuXL+fll18mJyeHqVOndvucHVVXV8fRo0c5ffo0qamp3H333QE5o6g4Z0hEKH+zcgrPbz9Obb3P6eJIgAkNDSUlJYWUlBSstc1d+SsqKrhw4QJVVVVUV1dTXV3N2bNnm+/7fD7cbnfzl1wulwtrLaGhodx4443qztlFSvpERCQouVwuBg8e3OGJQ+rq6i5KEKurqzl58iSZmZm43W6io6MZPXo0MTEx1NXV4Xa7uXDhAsYYIiMjL9nSVl1dTVZWFqNGjeLee+8lMjKyx96n2+1m7dq1vPjii+Tn5zNx4sQeO3dbqquryc/Pp7y8nBkzZrB69Wqio6N79TUluHm8PsLc6uYrl2aMaV5yor2eAg0NDdTV1eHz+bDWYq3F5/MRFRUVUOObg42SPhERGRCauhK1NQbE5/Nx8uRJjh07xoEDB5q/VQ4NDWXfvn2EhoZSW1vb3G00IiKCqKgohgwZQmVlJUePHuXaa68lIyOjV7pghoeHs379ep5//nkOHz5MZGRk8z9DTcM0Wj5ua1vT45bbW2/zeDzU1NQwa9Ys0tPTezR5lf7J57PUey1hIUr6pGe43W5NDNUL9ImKiMiA53K5iI+PJz4+nrlz55KVlcUrr7wCNCZDt9xyC0OHDqW8vJzy8vLm8YZFRUUYY7jjjjt6fX2oqKgoNmzYwM6dOwEumna96X00be/IVOytb263m4kTJ7a7rIRIE4+3sVunWvpEApuSPhERkRZCQkKYOXMmKSkpvPPOOxw+fJj6+nrcbjexsbGOjmsbNmwY119/vWOvL9JaU9IXrqRPJKAp6RMREWlDVFQUK1euZNGiRQG3QLpIoPA0qKVPJBgo6RMREbmMjk4UIzIQNSd9GtMnEtBUQ0VERESkS9TSJxIcVENFREREpEs0kYtIcFANFREREZEuUfdOkeCgGioiIiIiXVKn7p0iQUE1VERERES6RGP6RIKDaqiIiIiIdInW6RMJDqqhIiIiItIlH4/pC3G4JCJyOUr6RERERKRL1L1TJDiohoqIiIhIl3i8XkBJn0igUw0VERERkS5RS59IcFANFREREZEu0Tp9IsFBNVREREREukTr9IkEB9VQEREREekSLdkgEhxUQ0VERESkS9S9UyQ4qIaKiIiISJd4Gny4XQaXyzhdFBG5DCV9IiIiItIlngafxvOJBAHVUhERERHpEo9XSZ9IMFAtFREREZEu8TT4NJ5PJAioloqIiIhIl6h7p0hwUC0VERERkS6pU/dOkaCgWioiIiIiXaLunSLBQbVURERERLrE0+DTwuwiQUC1VERERES6RGP6RIKDaqmIiIiIdImWbBAJDqqlIiIiItIljd07Q5wuhoi0Q0mfiIiIiHSJJnIRCQ6qpSIiIiLSJereKRIcVEtFREREpEs0kYtIcFAtFREREZEuqVPSJxIUVEtFREREpEs8DV6N6RMJAqqlIiIiItIlHq8WZxcJBqqlIiIiItIlGtMnEhxUS0VERESk0xq8PnwWde8UCQKqpSIiIiLSaR6vD0AtfSJBQLVURERERDrN06CkTyRYqJaKiIiISKcp6RMJHqqlIiIiItJpdU1Jn8b0iQQ81VIRERER6TSN6RMJHqqlIiIiItJpTd07tU6fSOBTLRURERGRTtOYPpHgoVoqIiIiIp3W3L0zJMThkohIe5T0iYiIiEinqaVPJHioloqIiIhIpynpEwkeqqUiIiIi0mlaskEkeKiWioiIiEinackGkeChWioiIiIinaYlG0SCh9vpAoiIiIhI8Fk9YzQLJ8UybHCY00URkXYo6RMRERGRTosIDSEiVMs1iAQDtceLiIiIiIj0Y0r6RERERERE+jElfSIiIiIiIv2Ykj4REREREZF+TEmfiIiIiIhIP6akT0REREREpB9T0iciIiIiItKPKekTERERERHpx5T0iYiIiIiI9GMdSvqMMTHGmM3GmMPGmEPGmKtb7Y82xrxijNlvjDlojNnYYt8xY0y2MWafMSaz1fO+bIzJ9T/nJz3zlkRERERERKSJu4PH/Rx41Vq73hgTBgxutX8TkGOtXWOMiQNyjTHPW2s9/v2LrbVnWz7BGLMYuAGYYa2tM8aM6Mb7EBERERERkTa0m/QZY64AFgL3AvgTOU+rwywwxBhjgCigDGho59QPAD+y1tb5z3u6UyUXERERERGRdnWke+cE4AzwjDFmrzHmV8aYyFbHPA5MAUqAbOAvrbU+/z4LvGaM2W2Mub/FcyYB1xpjdhhj3jbGXNXWixtj7jfGZBpjMs+cOdOZ9yYiIiIiIjLgdSTpcwMZwC+ttTOBKuAbrY5ZDuwD4oF04HF/CyHAfGttBrAC2GSMWdjivEOBecDXgN/7Wwo/wVr7lLV2trV2dlxcXOfenYiIiIiIyADXkaSvCCiy1u7wP95MYxLY0kbgJdsoDzgKTAaw1pb4f54GXgbmtDhv03N2Aj4gtjtvRkRERERERD6p3aTPWnsSOGGMSfVvWgrktDqs0L8dY8xIIBUoMMZEGmOG+LdHAtcBB/zP+S9giX/fJCAMOIuIiIiIiIj0mI7O3vll4Hn/zJ0FwEZjzBcBrLVPAn8LPGuMyQYM8HVr7VljzATgZX+vTTfwgrX2Vf85nwaeNsYcoHFimM9Ya21PvTEREREREREBE0x51uzZs21mZmb7B4qIiIiIiAwgxpjd1trZbe3r0OLsIiIiIiIiEpyU9ImIiIiIiPRjSvpERERERET6MSV9IiIiIiIi/ZiSPhERERERkX4sqGbvNMacAY734Clj0dqAwUBxCnyKUXBQnIKD4hT4FKPgoDgFB8Wp54yz1sa1tSOokr6eZozJvNS0phI4FKfApxgFB8UpOChOgU8xCg6KU3BQnPqGuneKiIiIiIj0Y0r6RERERERE+rGBnvQ95XQBpEMUp8CnGAUHxSk4KE6BTzEKDopTcFCc+sCAHtMnIiIiIiLS3w30lj4REREREZF+TUmfiIiIiIhIPxa0SZ8xJsYYs9kYc9gYc8gYc3WLfV81xlhjTKz/8TJjzG5jTLb/55IWx75ljMk1xuzz30b4t4cbY35njMkzxuwwxiS1eM5njDEf+m+f6bt3HVw6GaMkY0xNizg82eLYWf7Y5RljfmGMMf7tilEP6GSc7mwRo33GGJ8xJt2/T3WpF7UVJ2PMI8aY4haf+coWx3/T/5nnGmOWt9iu+tRLOhMjXZec08k46drkkE7GSdcmB7QVI//2L/s/84PGmJ+0OF7XJSdZa4PyBvw78Hn//TAgxn9/DLCVxkXcY/3bZgLx/vvTgOIW53kLmN3G+R8EnvTfvw34nf/+MKDA/3Oo//5Qpz+PQLx1MkZJwIFLnGcncDVggP8BVihGzsSp1fOmAwUtHqsu9XGcgEeAr7ZxbBqwHwgHxgP5QIh/n+pTYMRI16XgiFMSujYFfJxaPU/XJmdjtBh4Awj3bx/h/6nrksO3oGzpM8ZcASwEfg1grfVYa8v9ux8DHgaaZ6ix1u611pb4Hx4EIowx4e28zA00/jIDbAaW+r95WA68bq0ts9aeB14Hru+Bt9WvdDZGlznPaOAKa+0HtrGm/wa40b9bMeqmbsbpduDFDryM4tRN7cSpLTcAv7XW1llrjwJ5wBzVp97T2RjpuuSMLtSlS51HdakXdTNOujb1gcvE6AHgR9baOv/20/6n6LrksKBM+oAJwBngGWPMXmPMr4wxkcaYtTR+W7r/Ms+9Gdjb9Mvo94y/yf87TU3KQAJwAsBa2wB8BAxvud2vyL9NPqkrMRrvP/ZtY8y1/m0JNH7GTVp+3opR93WnLt3KxRdW1aXe0Wac/Pu+ZIzJMsY8bYwZ6t92qc9W9an3dDZGLem61He6Eiddm/ped+qTrk1941IxmgRc6++O+bYx5ir/8bouOSxYkz43kAH80lo7E6iiscn/W8B3L/UkY8xU4MfAF1psvtNaOx241n+7u+nwNk5hL7NdPqmzMSoFxvqP/Qrwgv9bpMt93opR93W1Ls0Fqq21B1psVl3qPW3F6RvAL4GJQDqNdegf/cd35TNXnLqnszECdF1yQGfjpGuTM7pan3Rt6juXipGbxi6X84CvAb/3J9q6LjksWJO+IqDIWrvD/3gzjb9444H9xphjQCKwxxgzCsAYkwi8DNxjrc1vOpG1ttj/8wLwAjCnxWuM8T/XDUQDZS23+yUCJUhrnYqRv7n/HIC1djeNfb0n+c+T2OK8LT9vxaj7Ol2X/G6j1Tepqku9qs04WWtPWWu91lof8G+08Zn7NX22qk+9p7Mx0nXJGZ2Kk65Njul0ffLTtanvXOr/hyLgJdtoJ+ADYtF1yXFBmfRZa08CJ4wxqf5NS4E91toR1toka20Sjb8QGdbak8aYGODPwDette81nccY4zYfz0oYCqwGmr4d+hPQNBvQeuD//H2NtwLXGWOG+rsVXOffJi10IUZxxpgQAGPMBCCFxoHYpcAFY8w8/zdF9wB/9J9TMeqmzsYJwBjjAjYAv206j+pS77pEnHL8YyGarOOTn/ltpnHms/E01qedqk+9p7Mx0nXJGV2Ik65NDujC3zxdm/rYpWIE/BewBMAYM4nGCV7OouuS82wAzCbTlRuNTfuZQBaNv2BDW+0/xsczQ36bxmbnfS1uI4BIYLf/HAeBn/PxTEIRwH/SONB0JzChxbk/69+eB2x0+rMI1Fs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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/03-spatial-relationships-operations14.py\n", + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n", + "districts_seine.plot(ax=ax, color='blue', alpha=0.4, edgecolor='k')\n", + "s_seine_utm.plot(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/04-spatial-joins.ipynb b/notebooks/04-spatial-joins.ipynb new file mode 100644 index 0000000..a97377b --- /dev/null +++ b/notebooks/04-spatial-joins.ipynb @@ -0,0 +1,2751 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Spatial joins" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Goals of this notebook:\n", + "\n", + "- Based on the `countries` and `cities` dataframes, determine for each city the country in which it is located.\n", + "- To solve this problem, we will use the the concept of a 'spatial join' operation: combining information of geospatial datasets based on their spatial relationship." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import geopandas" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n", + "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n", + "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Recap - joining dataframes\n", + "\n", + "Pandas provides functionality to join or merge dataframes in different ways, see https://chrisalbon.com/python/data_wrangling/pandas_join_merge_dataframe/ for an overview and https://pandas.pydata.org/pandas-docs/stable/merging.html for the full documentation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To illustrate the concept of joining the information of two dataframes with pandas, let's take a small subset of our `cities` and `countries` datasets: " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "cities2 = cities[cities['name'].isin(['Bern', 'Brussels', 'London', 'Paris'])].copy()\n", + "cities2['iso_a3'] = ['CHE', 'BEL', 'GBR', 'FRA']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " iso_a3 name continent\n", + "0 AFG Afghanistan Asia\n", + "1 AGO Angola Africa\n", + "2 ALB Albania Europe\n", + "3 ARE United Arab Emirates Asia\n", + "4 ARG Argentina South America" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries2 = countries[['iso_a3', 'name', 'continent']]\n", + "countries2.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We added a 'iso_a3' column to the `cities` dataset, indicating a code of the country of the city. This country code is also present in the `countries` dataset, which allows us to merge those two dataframes based on the common column.\n", + "\n", + "Joining the `cities` dataframe with `countries` will transfer extra information about the countries (the full name, the continent) to the `cities` dataframe, based on a common key:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " name_x geometry iso_a3 name_y continent\n", + "0 Bern POINT (7.46698 46.91668) CHE Switzerland Europe\n", + "1 Brussels POINT (4.33137 50.83526) BEL Belgium Europe\n", + "2 London POINT (-0.11867 51.50194) GBR United Kingdom Europe\n", + "3 Paris POINT (2.33139 48.86864) FRA France Europe" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cities2.merge(countries2, on='iso_a3')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**But**, for this illustrative example, we added the common column manually, it is not present in the original dataset. However, we can still know how to join those two datasets based on their spatial coordinates." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Recap - spatial relationships between objects\n", + "\n", + "In the previous notebook [02-spatial-relationships.ipynb](./02-spatial-relationships-operations.ipynb), we have seen the notion of spatial relationships between geometry objects: within, contains, intersects, ...\n", + "\n", + "In this case, we know that each of the cities is located *within* one of the countries, or the other way around that each country can *contain* multiple cities.\n", + "\n", + "We can test such relationships using the methods we have seen in the previous notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "france = countries.loc[countries['name'] == 'France', 'geometry'].squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "238 False\n", + "239 False\n", + "240 False\n", + "241 False\n", + "242 False\n", + "Length: 243, dtype: bool" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cities.within(france)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above gives us a boolean series, indicating for each point in our `cities` dataframe whether it is located within the area of France or not. \n", + "Because this is a boolean series as result, we can use it to filter the original dataframe to only show those cities that are actually within France:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " name geometry\n", + "10 Monaco POINT (7.40691 43.73965)\n", + "13 Andorra POINT (1.51649 42.50000)\n", + "186 Geneva POINT (6.14003 46.21001)\n", + "235 Paris POINT (2.33139 48.86864)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cities[cities.within(france)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We could now repeat the above analysis for each of the countries, and add a column to the `cities` dataframe indicating this country. However, that would be tedious to do manually, and is also exactly what the spatial join operation provides us.\n", + "\n", + "*(note: the above result is incorrect, but this is just because of the coarse-ness of the countries dataset)*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Spatial join operation\n", + "\n", + "
    \n", + " \n", + "**SPATIAL JOIN** = *transferring attributes from one layer to another based on their spatial relationship*
    \n", + "\n", + "\n", + "Different parts of this operations:\n", + "\n", + "* The GeoDataFrame to which we want add information\n", + "* The GeoDataFrame that contains the information we want to add\n", + "* The spatial relationship we want to use to match both datasets ('intersects', 'contains', 'within')\n", + "* The type of join: left or inner join\n", + "\n", + "\n", + "![](img/illustration-spatial-join.svg)\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "source": [ + "In this case, we want to join the `cities` dataframe with the information of the `countries` dataframe, based on the spatial relationship between both datasets.\n", + "\n", + "We use the [`geopandas.sjoin`](http://geopandas.readthedocs.io/en/latest/reference/geopandas.sjoin.html) function:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "joined = geopandas.sjoin(cities, countries, op='within', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " name_left geometry index_right iso_a3 \\\n", + "0 Vatican City POINT (12.45339 41.90328) 79.0 ITA \n", + "1 San Marino POINT (12.44177 43.93610) 79.0 ITA \n", + "2 Vaduz POINT (9.51667 47.13372) 9.0 AUT \n", + "3 Lobamba POINT (31.20000 -26.46667) 152.0 SWZ \n", + "4 Luxembourg POINT (6.13000 49.61166) 97.0 LUX \n", + ".. ... ... ... ... \n", + "238 Rio de Janeiro POINT (-43.22697 -22.92308) 22.0 BRA \n", + "239 São Paulo POINT (-46.62697 -23.55673) 22.0 BRA \n", + "240 Sydney POINT (151.18323 -33.91807) 8.0 AUS \n", + "241 Singapore POINT (103.85387 1.29498) 111.0 MYS \n", + "242 Hong Kong POINT (114.18306 22.30693) 30.0 CHN \n", + "\n", + " name_right continent pop_est gdp_md_est \n", + "0 Italy Europe 6.213780e+07 2221000.0 \n", + "1 Italy Europe 6.213780e+07 2221000.0 \n", + "2 Austria Europe 8.754413e+06 416600.0 \n", + "3 Swaziland Africa 1.467152e+06 11060.0 \n", + "4 Luxembourg Europe 5.941300e+05 58740.0 \n", + ".. ... ... ... ... \n", + "238 Brazil South America 2.073534e+08 3081000.0 \n", + "239 Brazil South America 2.073534e+08 3081000.0 \n", + "240 Australia Oceania 2.323241e+07 1189000.0 \n", + "241 Malaysia Asia 3.138199e+07 863000.0 \n", + "242 China Asia 1.379303e+09 21140000.0 \n", + "\n", + "[243 rows x 8 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "joined" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Asia 59\n", + "Africa 57\n", + "Europe 46\n", + "North America 26\n", + "South America 14\n", + "Oceania 8\n", + "Name: continent, dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "joined['continent'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lets's practice!\n", + "\n", + "We will again use the Paris datasets to do some exercises. Let's start importing them again:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)\n", + "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\").to_crs(epsg=2154)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE:**\n", + "\n", + "* Determine for each bike station in which district it is located (using a spatial join!). Call the result `joined`.\n", + "\n", + "
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    " + ], + "text/plain": [ + " name bike_stands available_bikes \\\n", + "0 14002 - RASPAIL QUINET 44 4 \n", + "143 14112 - FAUBOURG SAINT JACQUES CASSINI 16 0 \n", + "293 14033 - DAGUERRE GASSENDI 38 1 \n", + "346 14006 - SAINT JACQUES TOMBE ISSOIRE 22 0 \n", + "429 14111 - DENFERT-ROCHEREAU CASSINI 24 8 \n", + "... ... ... ... \n", + "1151 06014 - PONT DE LODI DAUPHINE 26 14 \n", + "1188 06031 - SAINT MICHEL SARRAZIN 34 33 \n", + "763 03003 - TURENNE BRETAGNE 32 11 \n", + "987 03004 - REPUBLIQUE 23 18 12 \n", + "1086 03006 - MAIRIE DU 3EME 34 8 \n", + "\n", + " geometry index_right district_name \n", + "0 POINT (650791.111 6860114.328) 52 Montparnasse \n", + "143 POINT (651406.382 6859738.689) 52 Montparnasse \n", + "293 POINT (650694.991 6859723.873) 52 Montparnasse \n", + "346 POINT (651327.035 6859441.637) 52 Montparnasse \n", + "429 POINT (651261.351 6859926.893) 52 Montparnasse \n", + "... ... ... ... \n", + "1151 POINT (651568.816 6861897.811) 20 Monnaie \n", + "1188 POINT (651729.839 6861400.161) 20 Monnaie \n", + "763 POINT (653409.556 6862642.798) 9 Enfants-Rouges \n", + "987 POINT (653308.237 6863192.690) 9 Enfants-Rouges \n", + "1086 POINT (653164.362 6862911.495) 9 Enfants-Rouges \n", + "\n", + "[996 rows x 6 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins1.py\n", + "joined = geopandas.sjoin(stations, districts[['district_name', 'geometry']], op='within')\n", + "joined" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    namebike_standsavailable_bikesgeometryindex_rightdistrict_name
    014002 - RASPAIL QUINET444POINT (650791.111 6860114.328)52Montparnasse
    14314112 - FAUBOURG SAINT JACQUES CASSINI160POINT (651406.382 6859738.689)52Montparnasse
    29314033 - DAGUERRE GASSENDI381POINT (650694.991 6859723.873)52Montparnasse
    34614006 - SAINT JACQUES TOMBE ISSOIRE220POINT (651327.035 6859441.637)52Montparnasse
    42914111 - DENFERT-ROCHEREAU CASSINI248POINT (651261.351 6859926.893)52Montparnasse
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    " + ], + "text/plain": [ + " name bike_stands available_bikes \\\n", + "0 14002 - RASPAIL QUINET 44 4 \n", + "143 14112 - FAUBOURG SAINT JACQUES CASSINI 16 0 \n", + "293 14033 - DAGUERRE GASSENDI 38 1 \n", + "346 14006 - SAINT JACQUES TOMBE ISSOIRE 22 0 \n", + "429 14111 - DENFERT-ROCHEREAU CASSINI 24 8 \n", + "\n", + " geometry index_right district_name \n", + "0 POINT (650791.111 6860114.328) 52 Montparnasse \n", + "143 POINT (651406.382 6859738.689) 52 Montparnasse \n", + "293 POINT (650694.991 6859723.873) 52 Montparnasse \n", + "346 POINT (651327.035 6859441.637) 52 Montparnasse \n", + "429 POINT (651261.351 6859926.893) 52 Montparnasse " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins2.py\n", + "joined.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Map of tree density by district (I)**\n", + "\n", + "Using a dataset of all trees in public spaces in Paris, the goal is to make a map of the tree density by district. For this, we first need to find out how many trees each district contains, which we will do in this exercise. In the following exercise, we will then use this result to calculate the density and create a map.\n", + "\n", + "To obtain the tree count by district, we first need to know in which district each tree is located, which we can do with a spatial join. Then, using the result of the spatial join, we will calculate the number of trees located in each district using the pandas 'group-by' functionality.\n", + "\n", + "- Import the trees dataset `\"paris_trees.gpkg\"` and call the result `trees`. Also read the districts dataset we have seen previously (`\"paris_districts.geojson\"`), and call this `districts`. Convert the districts dataset to the same CRS as the trees dataset.\n", + "- Add a column with the `'district_name'` to the trees dataset using a spatial join. Call the result `joined`.\n", + "\n", + "
    Hints\n", + "\n", + "- Remember, we can perform a spatial join with the `geopandas.sjoin()` function.\n", + "- `geopandas.sjoin()` takes as first argument the dataframe to which we want to add information, and as second argument the dataframe that contains this additional information.\n", + "- The `op` argument is used to specify which spatial relationship between both dataframes we want to use for joining (options are `'intersects'`, `'contains'`, `'within'`).\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins3.py\n", + "trees = geopandas.read_file(\"data/paris_trees.gpkg\")\n", + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(trees.crs)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    specieslocation_typegeometry
    0MarronnierAlignementPOINT (455834.122 5410780.606)
    1MarronnierAlignementPOINT (446546.284 5412574.697)
    2MarronnierAlignementPOINT (449768.283 5409876.557)
    3MarronnierAlignementPOINT (451779.708 5409292.071)
    4SophoraAlignementPOINT (447041.361 5409756.712)
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    " + ], + "text/plain": [ + " species location_type geometry\n", + "0 Marronnier Alignement POINT (455834.122 5410780.606)\n", + "1 Marronnier Alignement POINT (446546.284 5412574.697)\n", + "2 Marronnier Alignement POINT (449768.283 5409876.557)\n", + "3 Marronnier Alignement POINT (451779.708 5409292.071)\n", + "4 Sophora Alignement POINT (447041.361 5409756.712)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins4.py\n", + "trees.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    specieslocation_typegeometryindex_rightiddistrict_namepopulation
    0MarronnierAlignementPOINT (455834.122 5410780.606)4344Sainte-Marguerite36476
    130MicocoulierAlignementPOINT (455458.848 5411310.443)4344Sainte-Marguerite36476
    142PlataneAlignementPOINT (455704.681 5410991.067)4344Sainte-Marguerite36476
    402CedreleAlignementPOINT (455538.223 5411112.314)4344Sainte-Marguerite36476
    428MicocoulierAlignementPOINT (455487.563 5411285.863)4344Sainte-Marguerite36476
    \n", + "
    " + ], + "text/plain": [ + " species location_type geometry index_right \\\n", + "0 Marronnier Alignement POINT (455834.122 5410780.606) 43 \n", + "130 Micocoulier Alignement POINT (455458.848 5411310.443) 43 \n", + "142 Platane Alignement POINT (455704.681 5410991.067) 43 \n", + "402 Cedrele Alignement POINT (455538.223 5411112.314) 43 \n", + "428 Micocoulier Alignement POINT (455487.563 5411285.863) 43 \n", + "\n", + " id district_name population \n", + "0 44 Sainte-Marguerite 36476 \n", + "130 44 Sainte-Marguerite 36476 \n", + "142 44 Sainte-Marguerite 36476 \n", + "402 44 Sainte-Marguerite 36476 \n", + "428 44 Sainte-Marguerite 36476 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins5.py\n", + "joined = geopandas.sjoin(trees, districts, op='within')\n", + "joined.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Map of tree density by district (II)**\n", + "\n", + "- Calculate the number of trees located in each district: group the `joined` DataFrame by the `'district_name'` column, and calculate the size of each group. We convert the resulting Series `trees_by_district` to a DataFrame for the next exercise.\n", + "\n", + "
    Hints\n", + "\n", + "- The general group-by syntax in pandas is: `df.groupby('key').aggregation_method()`, substituting 'key' and 'aggregation_method' with the appropriate column name and method. \n", + "- To know the size of groups, we can use the `.size()` method.\n", + "\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "district_name\n", + "Amérique 183\n", + "Archives 8\n", + "Arsenal 60\n", + "Arts-et-Metiers 20\n", + "Auteuil 392\n", + " ... \n", + "St-Germain-l'Auxerrois 40\n", + "Ternes 131\n", + "Val-de-Grace 25\n", + "Villette 110\n", + "Vivienne 1\n", + "Length: 80, dtype: int64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins6.py\n", + "trees_by_district = joined.groupby('district_name').size()\n", + "trees_by_district" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins7.py\n", + "trees_by_district = trees_by_district.to_frame(name='n_trees')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    n_trees
    district_name
    Amérique183
    Archives8
    Arsenal60
    Arts-et-Metiers20
    Auteuil392
    \n", + "
    " + ], + "text/plain": [ + " n_trees\n", + "district_name \n", + "Amérique 183\n", + "Archives 8\n", + "Arsenal 60\n", + "Arts-et-Metiers 20\n", + "Auteuil 392" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins8.py\n", + "trees_by_district.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Map of tree density by district (III)**\n", + "\n", + "Now we have obtained the number of trees by district, we can make the map of the districts colored by the tree density.\n", + "\n", + "For this, we first need to merge the number of trees in each district we calculated in the previous step (`trees_by_district`) back to the districts dataset. We will use the [`pd.merge()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.merge.html) function to join two dataframes based on a common column.\n", + "\n", + "Since not all districts have the same size, it is a fairer comparison to visualize the tree density: the number of trees relative to the area.\n", + "\n", + "- Use the `pd.merge()` function to merge `districts` and `trees_by_district` dataframes on the `'district_name'` column. Call the result `districts_trees`.\n", + "- Add a column `'n_trees_per_area'` to the `districts_trees` dataframe, based on the `'n_trees'` column divided by the area.\n", + "- Make a plot of the `districts_trees` dataframe, using the `'n_trees_per_area'` column to determine the color of the polygons.\n", + "\n", + "\n", + "
    Hints\n", + "\n", + "- The pandas `pd.merge()` function takes the two dataframes you want to merge as the first two arguments.\n", + "- The column name on which you want to merge both datasets can be specified with the `on` keyword.\n", + "- Accessing a column of a DataFrame can be done with `df['col']`, while adding a column to a DataFrame can be done with `df['new_col'] = values` where `values` can be the result of a computation.\n", + "- Remember, the area of each geometry in a GeoSeries or GeoDataFrame can be retrieved using the `area` attribute. So considering a GeoDataFrame `gdf`, then `gdf.geometry.area` will return a Series with the area of each geometry.\n", + "- We can use the `.plot()` method of a GeoDataFrame to make a visualization of the geometries. \n", + "- For using one of the columns of the GeoDataFrame to determine the fill color, use the `column=` keyword.\n", + "\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    iddistrict_namepopulationgeometryn_trees
    01St-Germain-l'Auxerrois1672POLYGON ((451922.133 5411438.484, 451922.080 5...40
    12Halles8984POLYGON ((452278.419 5412160.893, 452192.407 5...40
    23Palais-Royal3195POLYGON ((451553.806 5412340.522, 451528.058 5...4
    34Place-Vendôme3044POLYGON ((451004.908 5412654.095, 450960.640 5...7
    45Gaillon1345POLYGON ((451328.752 5412991.278, 451294.721 5...7
    \n", + "
    " + ], + "text/plain": [ + " id district_name population \\\n", + "0 1 St-Germain-l'Auxerrois 1672 \n", + "1 2 Halles 8984 \n", + "2 3 Palais-Royal 3195 \n", + "3 4 Place-Vendôme 3044 \n", + "4 5 Gaillon 1345 \n", + "\n", + " geometry n_trees \n", + "0 POLYGON ((451922.133 5411438.484, 451922.080 5... 40 \n", + "1 POLYGON ((452278.419 5412160.893, 452192.407 5... 40 \n", + "2 POLYGON ((451553.806 5412340.522, 451528.058 5... 4 \n", + "3 POLYGON ((451004.908 5412654.095, 450960.640 5... 7 \n", + "4 POLYGON ((451328.752 5412991.278, 451294.721 5... 7 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins9.py\n", + "districts_trees = pd.merge(districts, trees_by_district, on='district_name')\n", + "districts_trees.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins10.py\n", + "districts_trees['n_trees_per_area'] = districts_trees['n_trees'] / districts_trees.geometry.area" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "image/png": 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5KTk6vtQJ5GZlro2dbgNbghirYqpu2wmOix/dJQO3Qc+O3++fy7fpQwhtQPLcCy+FVu7HMOqRyZEz7gmdfb2twJeA/0JxBy6G0IHF2yEtwQFWorWrAzYdPy6LhlextNryJF4SP6g1lT85/bUO4gB8m7lBjaWCG9RYborFQY1VMRFndAUtCqNhTquWZibu8/f0r3ffGVznrcjP0S0I8yn+TC0Mcy2GUY9MIGfc9Tr7ep8BDgE/8NGPqc0mRQ+FtJQWIInSH9J8H7KlYXQl66tpxeTHomuubhc4G8pEFi1KMAGrSjCFob0YpxBWBTFWtfy4LM20826t51GUfKt/ZPAxd3f/Bs+dWO4/qzEemeJTzYUH455ncuSMu1ZnX68FfAb4LNPlvQlojLkUNCNIGKUdlgDvoTQihFuPTYSJ+9jiX9NXEtd5Vsp4IacWg4hEdtHBCq9FV0FKrxc4MyuYQK7QzPsQTG27IOTm8kyqn2tSzP8MlBfT6xPL/MPZBboEu6Qj3PuAN4Jeh2HMJmZHzrgrdfb1LgK+DvwKd7q8ICzDCvWXwQPAu2htmqrfSWaBbE53sL+cHq1uMvwj4ZtZLo1hzCMew0GNFcSOnAJegvsDWE5wRMRtCK6sjqJ+ZoH/5sBT7uvXn/Zas4t0C3bJnTzMjpxxzzM7csZdp7Ov9+PA7wPzS32M2mzG1yOChJXI3Q3sgmhuAebnSLcf08NNF1giMGeqz1HI3Shd4iVDbFo/FT+cY107r5cI4IYvAJZUfURbvClMZDeFp5Odx/xYld8RblIvTqzwT+bm6Rqk4tImpgSJcc8zgZxx1+js600Avwp8ouwHC5Y6xHFVBZHAFze1nkhqzE1ym+Thsfv1bPMZ0h/tmKAwOr6M92PjXE8MssmLE8bN3pmEsiMXG/VHghrLt6q/7OA2cA7qL5BzG1ircEHKDKRUNJ9ZpPsnlvpJjfME1XfqiP4SiGFEzARyxl2hs693NcVbqesqGkBR8bgiSGjN2SdtRnkD4emQ5wXAS8qKkS691nqK4zfKkygMjS/nqtsga91G8BL6JhJ5jlbt8wlVsXMa2L+/OlL10aobYSeNGYngNurp2ERpgVyhSU+O3+9dKrTwKMKGAFdifocZ9zzzQ2DMep19vT9Ksal9Zbs2Sl4KHBRkU6ALK40Aj6AcRQik5li5NCYLRlZpquUUb4nHkrEVDHspeeDGx/Nt8lRsjLdEpz6Crf0CcSWE5yo7p+9JMX8xEF6iuhxkBV/taL4nSuGmcGIzNA3zbR1N3+e/lenQ+erwIJSc92YYRhlMIGfMWp19vc0UA7gfqXgQZVQKnBFkfWALK18KaEe5iERT4kNtaR7p0getApf9xO27kr7DiF2IYmVgZ3gdat8VIz7iXyXAQM6PSWtVj49zFOGhoNYTNDfJbV+fouTn6lvjy/0Jr4F1CJtrvIzoahsaRp0wgZwxK3X29TYAfwdVHEkq/VJgSJDHAltY5eYDp1FGkYjy0SyJ+wmWT/UhP87SKAI5O8vrsUwIrc1UfTurge5+qVVdUF5oYCCotdSCl2TRB3+O67WJ5f7RbLvej0U9/DwZxj3DBHLGrNPZ12sDf0B1QdyoFMgJUlXbqoB1AodQHkbq62dTLTorSW6vfEJygOdMhJPonxjyd0uAN4h9myFE5lX6eAW8ZH13LfBtbUsv0j3ppX7cj/MkEnELMcO4R5k6csZstAP43qpGEFqQaGujTeNxqK6VVk0IqM2ZUOZSvMQgmcQgKeHDXZ9aEU8HY2N+oLtIXkIuVPP4QhN7sYI75g2S2nrWbXF3uvO9ofGV/rN+gm4kst8lplm4cc8zgZwxq3T29f4clZQXmYI6bFHRPUGMFbBn0cpbadWKH6cpjHnE44JAmxQvgtRc6pp3RLg936saXkLGK32sChOF5vq6GKAoXtJ7vTC38I47x12h8Q/6nRqGETETyBmzRmdf7/cA/29gAwqowwZFDwQ2ZnC2oLwS9SJu5js8rDDDPcXABNZs/k7sjH/Yzmvgt5W9uFScUZidy34k+PZXlZrTNnZs+erLX/Ob/PVYU/Y7jZLZkTPueXWVh2MY0+ns630S+COCfvEhWBpjJQU9L0i9FV7djLIbeAohGfViEOIIB1FqesM3Ns4VQipVker3avJi1o9V9n3qxXnXj9f8pmdJkonctaeeOHGipTm9EVg2kGk8NZJpiLqe4EeZQM6455kdOaPudfb1LgP+kloVhRVa1SGvaLRtqKa2CXgf5XTUCwHwY9T27qqCeCEWH9ba7HypLTP3951yKbjZeSSQcI6Up2NZfu7xR07tfL7nrcbWlvSzIogIqZ41x8W2vEyUa5uC6bVq3PNMIGfUtc6+3lbgr4GOmk5k0YWwr6ZzVK4LWIQSeT6fF2fqW76quUAmEHAbOBvIWKWpSecEreDWca6NPUiUuXHK/cuuvPodz785sGTR9S0itxbYti3t3Lz6RL2lIWxe/vJ202/VuKeZQM6oW519vTHgKxBOUVR1eEzRs2HMVYEUxUsQe9AIG9hbLFA4esv7fL2w6BtDAwv/fvhk8mp+F6rXqpnCS7HBi4V22SP4QE51SHzNozqA6jCq46jmUJ22eK3ncMZLBdq6qizz5o4e+QcfO3B47QPnN1gz1L9ra8g8u2rhlb1hru0OBPjBqBdhGFESVZNiYNSfzr5eAf4z8EKoEyvnpUCzING0oyrNGcCLavfGSbPTcidrhnl6dvE3hpJOxv9gx1QFP704fmj0gYZsodl+ApFU2ZMoxMbZaeXZLDV8wdl0ruCXNH7xifI6MIwyJr5mxNOCeCri+QnxtFE8nSO+LhCITTsMgFBQoYCFqyIFtci7KRnNt9qjhWYrW2i2/EKj5XhJafBj0qoW7Yg0B/ZFf2RFDz94bueypdc2S4klRFSZ+NbRB/pHs6kVtVlT2d4598JLj0a9CMOIignkjLrU2df788D/E8nkPu+IyxpB6rNheVEOOBlFCydxORpL86AU/KOL/m643cn605ah8B2ZGF2dOji6KrUMq/zLJIkh3hSfp6pb8TRUtfm8K6hOAP0ow+LrhHjq3hSgNVuezqUYoEV2glFokMsXn2886yWtwHbtLPELG9cfeaO1JV125wzXk+N//fajy321EkGtp0qPnXvhpbejXoRhRMHcWjXqTmdf7w8RVRAHYPGI2rwqXnRHXSVIAG0oI0iwNdBmpLwXGyqcb38z7SWvFR6+U1a+5Wpj25H0ptYjaR3vTL42vLahVWNWSa2wpMDRQIM41cvic1FcJuyCOlZB58UGMpatrIZb88HqjZeyhsSTwHLBEvH8wJZn37kSi3kVtT9zbF29adWJV3YdX1MXN2yBHwM+FfUiDCMKZkfOqCudfb2PAW9QoyT0cojLTvGl3tsOvYFU0arsTpQcyjtWgYydY5UoHe17Rnam+gsV/b0okFkUPzT4eJPnJ60nZ/rcxCAHRXmionUDqF62XE7ZGY07OX1A9PYetg3vTxwSn8crniMEbkouX9rS5CDSXmjgbYSqjhHbWseOb+g+2mRZLK52bW9fWPLa6f4Fz1Q7TgAKwKZzL7z0RtQLMYywmcsORr15njoI4gDUrtvODzd7GmVXoCMqA+Kx207zRmwUPz7GU06WzaLFm8OWpxWXxxCg4XL+8aVfG3xy4d8PH3dG3b1TXQKwchwqO4hT9fD1LTvj70wMeidT/f6i5JC/KZbVp6cK4gBUJF/ZVxIO3yZ9eVPTGCLtAE6GFpSLlY63fOnV1zc+fXRpEEEcwCNLLz7UlMhW1Y4sIDHgy8tf3j436oUYRthMIGfUm/rpL1ns/LBe0YNRL+UONqAcq2oE5ZgU2OmMcyQ2yvzYOJvsAk9L8bbsLcTVsmukTSUx5K5e/M3hjYu+MXQ5MVDYhWpmci3EJkoM5lX7paB7YmP+a6kBf6JhwH8sMaZbbJeukqJNK7wuEuVS4PKmpsPqyAclX0RZ4aRpwyu3FI3y+CMndz689tx6keDqMYrQ/NwDxyYs8WtbX7A0y4EvLH95e6R1+AwjbCZHzqg39RPIAQjOZOeHU4LUW1X7G2JAAmUCKTHXS8lOHplmJ49M1wBrSnmoeBroC8DYhL9k4SsjS7yEDA4/2Liv0OpkxLc3IlP8Plb1Ud618zroZHShVeABgfZK51YRt16bA/Q/mdrpNVi3HWELNDpZHnRLzOqzbW9i84bDhxsbcjVJE3Bs/4ENXad27TmxqqcW45dpK/BJ4DeiXohhhMUEcka9qa9ADkBo0RhjFLRfkIqDhhpbAewBpk9eV66IxwkrT9Iq8IhAdyUTiV+b5w07p3PnHRrvAVBQt9k5mZsXv5xdkEAdy3IyajlZXSsaXL9PtaQuo7iRzvje7ILYTIFXSbtOTY3pc5ueedezba1pW7X25vGe5fMG3jh3fX7t8jVL9+vLX96+GvjUuRdeGo96MYZRa+ayg1E3Ovt651Ks1VWffI6Kywqhgrpo4dmLsPGD/1OOWgWuWXkWiscDQZw5Lfnr64fsvIZ2QcBL2ccyy1tK2i0sV/x6bmdswq2rCy2Zefbh/u6G1cj05W8UhtxGZqx1OH/e8OGn1x1fJjJ1fmDQVBn5xrtrJ9L5RCD5dwE4A/zYuRdeeiXqhRhGLZkcOaOeTN3+qV5YPKg2h5U6ffWjKEobHq9YWXbHRrkWH+VBJ8MWK6AgDkD86Qve1oKV8dagWnGC/0zUlrp6DnRTcqW/u6FjpiBu0oz/nKlk7srT644vCiuIAxCh9WMPvDcoqBfWnHdwP7Bz+cvbdyx/eXsy6sUYRq3U1ZOYcc+rv2PVj7LpxiL6V/jKdXwOistOO8seZ4KjsTFy8THWxsfZ7OTYJDVqCI9qqIGcAHbaPVWLsdWSukkv8W0ylzc1jSAybYHlUoj47qZn3r0qwryg1laqmOM/vH7l6d1hzzsDAf4NsH/5y9tnLHdjGLNV3TyJGQazIZAD1KYH1V2iUvvkbiULnBWf6+LhiUuT5XEfSrsQ/i9qAPEJvZp/bCjX5jUGHz+qXR/dOxS48mzTW+pIqTXZpt0V3vTMu6/H425FhX6D0NE6umXpnMH97w/NrafAaS3w2vKXt/8K8PlzL7xUVT9gw6gnJpC7C6x7se8h4IsU/z333/T2zoHf/UQ2yrWVqaSK/5ETUIuEBH2ApAyhHLc8suKSFI+F4rNc6i/ADT34sccLj6A6UO1u1W2EQEqpVOv6Y6mdbuPtN1TL1dSYOd/clNl458+srSdXnFtxfbzpaqYQXxj1Wm7iAP838AvLX97+CvCnwJ+ee+Gl89EuyzCqYwK5u8Nn+PAG4hPAP5/8s7vuxb7D3BrcvV3HwV3ofUMrIS6viC/BtCZSzovHGTvHXPF4WKCmtwsDoeEHcgIirp7TWLCBnJ3zRoMcrxJj98XeSC+e8YZqyTpXXD4jQtk9bYMmwrznHnzvrb95+5F2pb7yECmmFG2ZfPvN5S9v308xqPuf51546WikKzOMCphbq7Pcuhf7UsA1oKnEh3jAu9wa3L114Hc/kanNCkvT2debAiYosaxCpJSrUiAryPIKH3/jJulS8VlZ/1/wre77s4FxKf37LRAK/sSatnFEAk3eT11Kv2a5GlmLqVyLdfLqxsZFiJTV63WqW6upZO7Kxza/1ShCc7CrrNylodadb5zprKtbwXdwDPifFAO7N8+98JL5BWnUPbMjN/v9Q8r7pWoDj06+bZt8n7fuxb4jfBjYHQAOHfjdT6SDXOgdrGY2BHEAwkKNcZWCnispmFO8yeK7o3aeVaI8yGw5Rp5a6DcAvUbnXUQCqx8HgCrialegY5bBi8vQ1Q2NiXKDuKkpG7qPXhCprDZgrSxqG+lZ3DZ08NLwnMp75oZrDfBvJ9/+EPjhaJdjGHdmArnZ7wcDGMMGHpl8+/HJ9/nrXuw7yq07d4cO/O4nJgKYbyprazRubXwYzJ0VZMVtH1fNofK2nSdvFVgrWt+N2UvmqycRPG8U2hKDQY9pFfxTApF061DBu7y58RyWVPp9cctO0YplV19NpfIbAlhaoESQ7vvPLv3bw40D2UI82PzG2vuh5S9v//VzL7xU7y36jHucCeRmsXUv9rUB312j4S2KOWsPAT86+T5/3Yt976MZ2NQAACAASURBVHF7cBdE9fTZFcjB7cGc6qid43DyutqJIR7OzSFTaGITUnc5QhUTT9MQ/tGd1xALvJSKM+FeIqJA7trTDXv8uBXIredYrDCyds35VUGMFSRVrv3dkbUFS/yC71ttUa+nQr8MfDzqRRjGTEwgN7t9H+HeILQoBlxrgf9j8n267sW+Y9wa3B088LufGLvTYOte7BNgA/CJVCtLMws5iUVkR12VUXEynGy4poPxUR4V/bCrQuq69jgZDmXaWYbI3ChXGRTL1RwhB3IqpLGCv7lrZf1IAuzhVYndublOtUHcBzty65889o4Im6ocL3Cub/VP5BKz4gLTDL5r+cvbN5174aV6qo1nGLcwgdzs9kNRL4BiXtsDk2838kl03Yt9x/kw324/cODA735iFGDdi30O8P3AJ5i8pZkYEeIjSn4Or2baWYhFZ8hfR+l8PRcf42zDFebHxnhI4Nun+9RYmsfti3ppfDFHsWQ258UBIB65sOf0GpzTiDwc9LiW54d6YQOK7bdGV8YDu5m8cMHgodaWdN0FcQDZQizyG8EB+dXlL2/vMRcfjHplArlZat2LfR3A81GvYxpCMWl4DTcFm+te7DsBHAKeAe67/UFCYogN8SHV3Fz2ZuezGIsVIa35jqycvt56ivlOmpUCJd9YtVwWN1/QeRMd7PYTUpe/dEslroZeusZrjAWeHweAH177KgAF7X+qoQ2R6isbC9iWl1336KkZ+61GaSKXyEe9hoBsAr4T+FrUCzGMqdw1uTv3oH/K7Pv3WwX8E6YI4m4miCQHZWPrcZYl+9mDEn3BTtXCnGMsi6UrKxciSqLpsm5KDPl7Ua3VhZGas1wthD2n1+DU6vs81B25iSWxN7FkaUDD6fqn3ttnWVpZCZwQ9I8110XXjACMAj+y/OXts+351rhHmG/M2SuI26p1TRAreV2ebT3GElz+DuVCVGtx0rxu51lU7TiJETY2XtLr+PpeEOsKm7ga+i6LH7dr0zM25Fy/kdWJ4MrrqLa1NGXqqWvCbfpHmzuiXkOVTgGvUDy5+iHgH0e7HMOYmgnkZqF1L/Z1UjyevCcIYls+7fgswWcvytlQF6DqtZwO7ojXLrCs+byuxNN3ghozLGHvyKlQQGqQL+n54/j+NUIqiO6m5LKXkMB6jwrivL5zbVyVMGs9lkyVzGg2uSLqdVTAB96gmAKyEtgMNEx+7LPLX95u0pGMumMCudnpn0W9gLBZBcYELFE24rMcn1dRToUxt5PhVSdHUEdiAAjEmi5pB6pXghy31qyC74Y5n590TiES+C/P+GD2LTudXyYTuQGZyO6TbH4nrvcWqjUJjIbXJI8jEmjB6/HRhhUnjyw9FOSYQfFVLkKwX28I9gIXgadhyrqPq/mwzqZh1A3z6iJgPVt3/DtgEPjDXV/99FDQ40+W7Ljnqo3bWXxvsp+AgKBsUAWE1xHmIKyuycSqfsvp2vSutDzaG67qkfRC5iIyK/KJxFWvnM9XgJj9qsYsH5EYQgKIoYzjaxZfEd+P42sLvs7FkuvqWNcRUVQttzk2AcGXHokNZhsABOajzMf1EddHizsyJ7DkCrYl6tiLsKSzmiBMBT+90KnJ9+eZ44s3diy9vqe5NfNsLcavlOvZdyw/VCeuACeAhfBh6aAZ/PvlL2//7+deeKle+1Ub9yATyAWoZ+uOjwO/NPm/v96zdcf/BF4G/n7XVz/tBzTNI8zG4rlVsrMfHG98QACU9ZMB3T6EZiTYX/p2ltecbElP8BVxsqyNjbGr0EIgxWFrzSpoyd/Hast7mor5iNzecUAAqxgbKfbNH7klr8q5MrLXOXnpuN+cHPIbEzk/4ajGHdG4E8O2HDzfFdf3sEDFskRV8X3FR0V9H18pBosK+sGfc+Lp/zbVmqV4SrEKX1fhe0jBQ2Ec4SSWNaKOlcK27kNkUakbThOLY/uxpGats97YufaJ5777wGnb1rop2ZPOx+r9Qs9BwAWe5CPfc3ewFPhp4DdrsSjDqIQJ5ALSs3XHXOC/3PSuJMUE2R8CTvds3fFF4Pd2ffXT71c51V1/yWEqdnb6iwaTAV134AGdqracLutJviLJQd1caJoddeYsd+ZATgEsOadJ5zyWbKr2ONEaHPMkk1ttj2SqGeZWc1p3SkOq5HUJNKE8jucjXvHLV8gAJ3GsQXXsudjWWkTsqR4/sioRzLqn4Xl2w75dD/rrnzuSFQm/D+5ULgzOq8ffLTlgH8XArZrerz+//OXtL5974aXZsuto3OXq8Ydttvo8TBtsdAKfBX6xZ+uOvwW+APz5rq9+uqwbgJPHqvdkIGcVWIKSQUhN9zlTBHRNSOXN6e0cr8cytb9UIiANV9VKd+DXezsvcW+9HaDCALZ1Xm1rHFscLFmKyHLKqLM3rbGJt8jk7q96nI9KJWcsf1MKgRTwyI0jWR/Grj8z90Bs3JdUf2GRM+GtEqCQkkteMrhLDtMZHW7qOnN80e7ONZcjr1OointhcE49nRpcA44CD0MgHTDmAz8J9AYwlmFUzQRyAejZuuMHKO0CggV81+TbQM/WHf8NeHnXVz/9bolTbSCIX5CzkCCgeh5hzZ0/l5sDuv0ICYSyOwO0nCa0Jt9OjjV2lp1eii1hzVkW5YqV13PxCdJ+KrYTS5oQliHSDrX5e5JLAwjBXjJBZFREAj+CLMyJXXAbnS1uI2QWxik06DctX5vcpCwMKzg/eWTppoVLBl9rbMpFeqM979nvFjznsSjXQPHSwkWgQPHyQtA/V7enCxhGREwgV6WerTsWAb9dwUPnU2xR9YmerTtep5hL98e7vvrpmdra1ENLrshYLtf9Mq4ETAZ0T04GdAcQYgiPlDRXTt+IpXm6ooVWqOGado8t4yoi0dYHUwbwOWe5jNt5Gqw8yy2fDpSFdp48jlXbs0IA38/i+cEfNcecSxB8R4exlU3Xb/xZQf2EPOaLhPZCoEh4/e8fWvvcxw++b1kabABchlwh9Py488AlikenzcAKYMnkW61UczRrGIEygVwVerbuEIp5cdU2RF8/+fabPVt3/AnFoG73rq9++oNjrMn+pP+0ynlmNTtHoZxA7obJgG7d5KHgISwEYcYdg5Yz4bZvAhClITbOm4VmahvIKWfF45LlUZACMcsjJT5N4tOGz1wpvsi4PQgREYRzaI1uCN9sPHNUavHLMhYbDnpItcgXWm7agRJGUS4i4e3o3uAWnJb9e9ZcfGrTe65IHT2/e1x3Ru3DVl5SUrzdYgGqFhl11FVHLbWJq62NamuL2sydTI0YpHizdATIM3lNZvK/DsVab8sm38K0cvnL25tNnpxRD+rnB312egH4eIDjNQA/Nvl2vGfrji8Avz/e4VwFtgHtAc4169gZkoUqavFPZrc/jg8Kb2GhyO31oqy8vhkf56nKZ6pc8rpuLDRyAktW1WJ8KbA7McwzQmUFjv24NWDn/JoHcjI8XpuG6zEnF/SQ6SWp/TffzBWlNT7MY36cA24jqWryNCsxNNDy4MWz7buW3t8fyU1oS/SWiyT2hOxzRuz7BbnteFN8wJ363omb9Pa7c/0nqf6Fcq08BuyOehGGYQK5CvVs3fE08B9rOMVq4NeAX2684p5Nt9tDas+2+prBcrLBBbICj00GdO9gUUBYd+NjLWduL3USFgGn6ZI2jS/hPCLV7zIoV8TjlJ1D7RzLxGNTNd9FbtIq2LmgKunMIJ2ZV5NxY8H3bR1f3nDbPrEAdp51Vh78BG+4KVJYpR3rB+HIoRU98zuG30ymCqG+IFFFcznHlQKnpCDDzphdsDypKGfPzlrrXPWvIjXeoa6cCeSMumACuQr0bN2xFPgqhHLV3xZY2TDgjU4ssC8hsjiEOeuSlWMZiocwZZmHSgg8MhnQHcEibRVU4mPU/JbhTCyXRU3v65XxpZxFZEVZD1Yui8fpmwK3ZVJenawZuY12IjFS4+YOnj+Br7XZxbLtpiCHc5PWZT9urZvu4wLYOZ62c6AWl90kJ/wEC4KudzjVzK996+HOLd958IpYtS+h4/v4775z/ysXL8xfB7I5iCRKQcTKy3t+Qus5kDOMyNV1qYN61LN1RyPw5wT4y7EUorQkh/whVENtkVRPBHFQLtRmbNaKz1Pt8fTIgrbxfbWYoxyWR0fTRY2hOnNOl3JFXPY6E+xODHI+OcCi5BDPxtJssopBXKAKDXbtj/fH0u8JwQXrt7CstiCHG1vZVHLrLfFZFEvTkxjigdgIZyTPTpTrd35kZfK52NxDr6+6qkpNt1AzmfjVb31j3eGLF9q3gFSR/HA7Kyu1v1hTuanaeBlG6EwgV4aerTss4L8S0Y0lJ68PxSb01Sjmrhfica2W41/zGp777L/4+pzf+bk/O7Zo7ujrtZzrTiyXJckBPXnLO5WrHwncOpJDbKxV4PZRdsGveXK3jIyP13D4wAJEBbILEhWVMrE87o+PsyU+RIs9wav4HA5qXTfrvzLnscsX5r1Si7FV4eL7897c+c3HnELBebQWc4hX163rHln+8nZzqmVEznwTlueXgP89ygUkxv3NfoxdXsKaFS2dgmbnyLixWs4g1k9967tG937/f133P37+Sxw5337yP/zBt/W/P9DyTBRNwOMTPFVo0v+ltjixCZaKS6cQXc5Qsr9Q+1t6meyCGo4eWCCXmx8/hCVV7cpI8frFBjuHX2hhtzqBFKy9xeH9nVvmLRw5mEi4Vb0AdV0rMzTYfOr6QMvQ0GAzoyMNy1StmubgiR9dvmoJkhRzmY9EvRDj3mYCuRL1bN3xI8DPR70OgOSQvzndLvvUrl3/xnplZ3HcQLOcbjeQbVj31TOr9n9v54kn1y7r7/ryv/2jrmPvzz/97//g+Svnr7VtCCugU/C9pOyOj7EeoTGMOe/ESXsrazqB543i6x2LPlchsEBubGVTOqixBKzYKJvcJnb68aCL1wqvf+uhRZu/461hEUo+WlZFB/pbD58/t2Bw6HrzfNe114CUXVi7GlKQyOrhlehxTCBnRMwcrZagZ+uOf0ixrVZdEJCGAe9BVM9GvZawOdlwShH8/Gtb5hR8y7vx/2uWDnT+0We+vPG/fuor5+7vGNwDpTePr5SAZef0QfE5UA+5keLqqEBtL9uMpY9JbZ+XAhnbd2TMbbQDTbEQIDbOFjvLKyh6xweUIZtJdBx9a/mxO32e50n+wrn2N/bsfHjP3/5V99D+N9Y80n91zhbXdR4CCf2Fv6g0oZwPe94ymDw5I3ImkJtBz9Yd0rN1x08AfwrU9ECvXKI0pQa9PKpl9Wud7ewcVffJLEXedzp//eD6vR99f9fiwRV/8Ok/efYPPv3l91ctHtgN6k31+KCI0u5kdbOT0Sv4ett6wuSkvbO1nkNGxjM1niKQ57yJZQ2HEJm27281nDSbxSXwvLb3zyxcPzLUeFu5DFW4PtB8dO8ra3d/42tPZd995/6nx8YangWpj/ptHleiXsIMzM1VI3ImkJtCz9YdiZ6tO74P+F8UuyzU5RG0XWC1k9HXol5HmMSXJjScJ/YvHn30oZFcfMrCtPd3DC/7/U/9j01/9Jk/vrxmaf9uqO2OmShL7YJGmvgdG3dHaj5JOlfr/L9AjlYnlqbmBDHOdGLjPIHPwaDHffOVB570PTkLxZy3E8eW7P67v3nyvX2vPfjg6EjTJpDQO5rckV3XhdBNIGdETlQD3cGftSZvpPYAPwz8Yyg9lyRKCkwssN/CknvmCWX0fj2oTjg3hzcturDzi9/2V3fMWbo40HzpP/zht51699yCZ0AC371VwG2Q9xCpcf2x6bWcmHgllvE312wC1xuR4+db5EZXNdURVI+p62bx/YQ4Tg7bXigilefQLV44KlJdsFJoss8OrJ+3opoxSqFQKLTyptrBNmhv7RjZK0J+cKBlXV0Gbjfxbb2SX+iGWuqpAva5F14KoUq2YUytLneawtSzdUcXxVZbPwLUe2LtbQRouO7NT8+3R6nyF9RsYRUY80L6zt19eemG0yNtFzpbh2c80l0yf2zxf/5Xf7b48mDTlV/8w+ePv32m4xkIrnSCWhyPMogDsHN+TXehdDx9RHzf9l03q67bge+vAp7+4OPuB5uew+I4xyQWy2FZS0SknAsYVX/njK1sOkeFLc7KIRCLjbAh38o+bKq+2KS29ucXeEevJBo2OoP2HrvOgzgAP+WfIuSanRVoptgL1jAicU8Gcj1bd8SB7wN+Cng+4uVUzfJYkhj19+Va7XviFqudRbyaZCdNReI/+a3vuvjN7/1SSbl5i+aOd/zOz/15x9Whxqu/9KXnjx08tWg9VF/UVHxWo/oWEtHOqyriBxu8KIwgHFPLyqgtHXL+Mn429/SdH0mbuu76ycAuK7HYJbHtc1iWh8h9IrJ8hsdWtVuq4OfmxWt5q/YWAjhpYm4VZXbV0tH8fO+g36BPI/QAuHO9Z61LckK0Nj19g+Kl/NnQl7ANE8gZEbqnArmerTuWUQzefhKoZa2q0MUy2u3F/J1ugxVw6YL642RpCvOGx/nx1mdK2ZW72cI5Ews//y/+YuG14Yb+z37p+aP7Ty5+GqTilm4C2Flt9JL4iISe22rl9YJQ3UWTycDtuFpWWm3pwJLViHwYuLnuW2UPKvKeiDyO7y/G92/McxnLOo1lgcj9clNbO5Hqjr2zCxMHEQm1hZtV4HGUs0h5gbSK5grzvNe8Jn0M+UhJE8EpzPf8WL/tCVKbLhpVUhR1qOtAc1IbcC7qRRj3rrs+kJvMffs24GeB7+EuvuCRGPW3qH33Fwu2szUugTGF3zj09OnPb/l62YHMgrZ0+3/8mb9s7x9pGPjlP3rujTeOL30KpKIip5ZPl++zS21C//eNjbuXKTOQ++iO22TgNv2useeXve8kljXVTsgifH/RTYHdeYo7djawVqrIfx3rbAz9lrgAVo7zfrL0QM5r8A/mF3jzbgvgbqIJXeM3+rvsCbsuny/U4RRCbesWBqM16gUY97a7NpDr2bpjDvDjwM/ArHhVVzXhg2LBB9WWSNqIhUFcFqKMIQTa13Em33x/RZevYFV40NPemp7/my/+dc/gWGrwV/54y769R5c9CVJWaWOFYY2oMHBs3LtjWRCFUYT3PhK4lXJUOjmAlp+DZ1ml5Hktw/OWqed5XnuTSs7db6fzGVz/IYGS5/RjMuyl7FB3425wMjycT5BHmDHv0kv6Rwrt3oQ6peXUuW1+j+St3VZBAu8oUS0v5V+G6QM5ycl7ouT9pNakPVgZZsXFOOPudVcGcj1bd/wzigV8Q8ukqhcCkhr0FqXn2xOI1EU3gKAJAr5ewGZtWHN6ai35+oX7D37nsjNVBchzmzNzf/2f/82W4fHk8K98ecvO3e8uLymgcxz3SCYeawn7WO+D+TPebXl+HwncFmLJmrICt5v56pUTVE1ygdLz1UR8RGKajD3pJmOg6knOPWCl82kpIagbW9H4NiKR7F6JMld8Xp3qBquieE36RmGul8SmvKBGoLDAXR+/5LwjKo8EtuAA2FlZ6E3xUs3KyuHYkO2LyqOKXsl1uBmsSJ/rTSBnROquC+R6tu7oAH6bezCIu8Hy6IildVehMZpfOmGwXIb8kDN7fuut7sx3LjsTyFhtTdm27T/xt1uGx5PDv/YnPTt3HV6xDmTKHcZHV1x55bd+5i+eOX1t7oVf+Mq3v3puoC30vq9WQReiegXlNJ7v4/pL/ZbEJRx7YyAT5AsDlNtD1rLeFpF1ZXx+hpsvO4jYmoyt8z4M6g5a6fyEuP5a4fYOIpnFyUjzau00DTdfelDRnNvmv+G2+vchVBZAAwixfIe7OH7ZuSjIkgCWGgirYK2yMt7fi2+lJC9Zy8UWV9pEP2wTJkhHbNjeWZjrRZkbbI5WjUjddYEc8P9R/iv7u058zO9xk7Jf7Wh2cGrNzuH6Vd8FLc+JkTlPjOVj483xQmDdXtuasm2/tu3rW0YmEiO/9idbdu585+aATif+5fe89vYPPvf2ZoAHFg90fuVf/VHnscvzTv+7r3z7lTP9c56B2l58EE/fS13ODEgmf5/4dMhNpSBkJLvEndNQdeN4APL5EcoM5MSyJsqaI+4MAVMfxRaDuicmgzr/pqDuEYHWfItzQh0r0vIvVoHHUM6qra2Fed7bXqM+hBBMXT+beYV270Ss305LhTmcASgAr1IMohuAufGh2HN3epCVlW5cruKU+UIgOCaQMyJ1VyX+92zd8f3A90e9jnogQMOA14Wvx6NeSy3YmSh2XCX18pHHD9Vi5NbGXOuv/vjXt3ztl37ff+6R0zubkrnDv/+pr1z7wefevu0obc2i651f/pd/vPFLP/vl8yvah2ratksK/mjj+5lNls/yj24BCsSc4fRKNIDvsUx+rPzFSVdZnx+PTdmlY4pxLU3GnvDmNm5y25sa3ObEvvHlDUdQsmWvMUiWjufb3ePZZW7Ca9ItCPODHF4Tuspt8w8HOWYZ3gAuUyzK/jDQSYlHloI0xAedkzVc252Yo1UjUnfNjlzP1h1zgc9HvY56Ikpr4zWvId9kvVJokDkIiwFBed/yGAHEd1iJSL0X3LyNk42mbc9/O/5w679+fF/Nxm9tzLX+yo9/o6Rjoq6Fgyt++vk3hv7PP/6Omq1HlBkr1ovS7Axnsm5b6gIilZcnyeTKC5KKZUfK2iHTRKz8Pq4iMb8h/kR+XmIliouyByEFPI6E80JYRb3sIv/VXIf/AMI/qOVcfpP/tJeXnXY6lDJGR4F+oB2qOBoGLFeelZwc1YQ+GMjKymMCOSNSd00gB/wG5ebY3AMEYolxf3Ni/JZ3f3D0rEImPd8+oHYZuUZ1wMqzDMVFwv0eHs0nHhnIpAbnpzJ10VC854GzjyZjhWPZQqwmRWqbzozf8Vao+NrujGTOu62pAUQq2iWS4VGvrM+37atAeUediVhFpUNybfZ+RNZP7kg+i4LCAMoxBAWWI9XV2JuKirq5hf7r2UX+fViEdqvUneNtkbzstVwJJv/xVieBixQvqTw4+RaI+KBdyHW4kw3eQmWOVo1I3RWBXM/WHR+jWGrEKJMoqcSIH8vOrcuaoNMSxEb1NEJn2HO/cW3RuY8vP10XgVzM9u2//czvLfvWkc43J3Jxb0HLePK/73l89K3zHeurbREmrv92fNQt6RakeLrMGc5ccltTb2NJeTcnVWE0vaK8xZVXugVAmxoq6oeZaXdu23kTmA/MZ7JVtSr9wCmEPMUdptUIFf1Q+THtz9znHSm06VqEZysZoyoChYVud/yyc0j8APIfi7tuRynmV64GyjsSL5GoPGqnrde8Rv+ZWow/g3v2Yp1RH2Z9INezdUcC+J2o1zGbeQkZjnoNlRCPfrXCD+R2X75v9OPLT4c97bQa4m7qux8//tSN/3/uwbNcGW66+h/+9Plj+89U3lGi6Vw6V87ni6+LnaH0Io3bB7xULI1tPVpS/9+J7FlRXVHGVHkor/SMAjQ3lL1r6TsM+M6dd6ulGLy1fxDYQQblOMIwxcT91cjMOzdeXC+nO72TXoOun6mQbyiKN1k745ec04JU8jOWBg4BCeAJCKeItTNiLfYa/BxCmFehos2dNO55sz6QAz5F8VWeUQEVxgsN0TZjr5SdI+tW1XCpMgeudUQwa3k62sYX/s62P184MNYw8Et/+rHXXz15X3dZHSU8fS/Rnyu7d6+ASN5bZ+U9FPJ+wnndT8UUSx5Hpg4o5eK18prQW9bhssqOADQ3HEWk7GO89ILYkUpqx0lxl+axmwI7UE4jXJr8lPsQlkMxBy6zzNudn6fdgd1CDYJFS2GhOxa76gwIJR2ZK8XgLQM8BtTiaHZGgiyLDYVejqSsFzyGEbRZHcit+6neJQ0W32NVdGBiAGTbrANRFTmtlp0l5gZWCKR0F8abZ83lkPnN6fm/9aN/tWVwPDX42T97bt/u46UVIG46OzFWbaqRQNzOuevtnIsK437c/pqfjHVgW48jN9XB6x+eV9a4ljV+58+6lSbi5T8GyLXaS8t93FQmv9hOtLiDXEyz45VCq982sdJLYUW8AzcNjbGk0O4djfXbjYJMd4R4c95b5B1lrKw8gc8YVmidX0wgZ0RqdpcfseRz6YXOM+n59ikvxi6F8ksY3OO8+Oxt5eVko6kXmPft+9MFp/wbkBGa25SZ2/cjX9vy9c/8nvvcg6d3gk5fisPTY8kKduNmIkqTfW24I37i0hOxU5evWsMTO/H1NNn8NfG8h+88ws2DVVC0Nhkr+5et22gdwaroWPGO1NGBseW+NbHCG8SqTc5YUDShD7pzvMOK6k3vvgLsBE5QzHnbwk01BqMkSEtsxD4Q4pQmkDMiNWt35Nb9dN9G4IcB/JiszMx3VuLrRHzcfyU2oYukRgm1d6FZu59pZ1kWzcwiBwc6Tj276P3yApA6MKcx27bjB/92y0g6Mfqrf7Fl5zff7XwCbs1jazo7MRL4xT/V0+QKTwBIwetwLg926OVBVDjix2LvUSishZLqol0SkbIbqWsqWdatWID0Aud6uY+54zpQN9Ohe/NtrEN4lpwFjn8Sqe/nK79Ru/2sftPOSJJizt/j1EngNhUrIw/TSlitu0wgZ0RqVu7IrfvpPgv4rds+YEljvsXePNFhd+UbZbdCaQVA72VKMD2nIiAqjShXoph716X7hqKYNyitDbmWX/uBr2/55r/9Av/gkRM7BS1eePH1dKI/F8RNxVuNp69NUVAYS1nrzGnrsdvnz7Gam9/Etl9lhuRxse1TFc2fjJf1olWFnJuyHqtormkUmvStkTV6IT+HHoQmmOwb7MqlOz02MopvTcj++EVnrz0uD6BsoHh8Gn6RjzIIMs8ZtWpX8PFW5rKDEalZGcgBPwBM33pKhHyLvSm9wM6qRU0q8d8tYmmd1cfR4hHJL8E3ri6u619kpWpJ5Vt++Z/83Zb/9X99wfnux4/tbHLzF7L3NV/3EvYr/wg94wAAIABJREFUWrwdWj3V82Ry62f6FBGxrVTyKWfe3A32/HkFaWjYjcjbU41W0RpiTlnZlNm5zoGSbtyWyE3p8YmluhaL+2/7YF4eQSkENVcQJCcnY1ftnYnzTn98wHnScmXjZB/Wd6JeW6nstLU6pL9XsyNnRGrWBXLrfrpPgH9TyueqLQsmFtiPenF21XhZs1Z83H8a1Uh2tYJg5Sk7iT0Ip0fbAm2PFLWmZL7pF/7R33daYzyrMWtRdknT5sx9zYOTAV11vwwz2bNSxg6OWFaz3dS4yWmf/6g9d877kkjsBM4DqOf1qOqRstfg2GUVC8/McwIrX6Gi+fFlaiNMedtZVOag7A9qvoq59DvXrV2J886xxBWny85aWwS59e/NB7TCYDpkgnQ4Y9brIUxlAjkjUrMukKO4E1d66QERKzPP6Sk0iAnmpiCQiI/79VMUrUx2LpojnrTrrMx7lhvF3LXyhb948rzr2R8cQWrM6igGdE39FQd0qkOMZypuvySOs9Rubdlit89fZrW2vuM3xb+GyOKylmBJtpw2dF5MLqsT3O3Lifv0VSxmzuvLSzQlbXwy9oi1N/G+sz9x0ZnnjNs9ojJtvT0pllSZNc+l9ri1jDu0mQuACeSMSM3GQO7bK3lQrtXuybZYrytMBL2g2S42oRvx9a2o11EJJ0Ngx1/lkdiXTz4Y/S5KQHJ5+9SXvv7olHW/NGYvvimg261QegCbL7wtUFFB4puJCFYi/sjVF1YvPrHjsdS1713yqtsSe1NLuayTSr5fzlzpBc7xW8qjVCHfrIfcxhJKi7iyDg0pTUDxrHF5M37J2Zu44HixYXujePKkIKX9PlB6UGbF84Ugy+xx67UaT2Ny5IxIzcZbqx+r9IFuo7Xej8uZ1IDnmVutHxIgNei1ZebZGWTaWlF1yc5S1u5MkH5x36YHh3OJPT/7yIFng/m1H53Pf+WZAV+tGXeNJgO6xVLwLiauZU5bOW+DzPQcouoylg6s2LSXtN4ZX9PwGCIMfWzBhqGPLcAZyl+b9zeXj7a8OXSf5eqUpUK0uaGfEn/eFci32rfnsVXAt3Q0vUQXlPK5goh6nMCp0fezotb/z957BsexZmea7/nSlIV3BEHv3SUJ0Ft0X7WXNGp1j9ppR9KOdtUMcTQraBWhme0I3dBoY/aHZgaxPxhxQzshhczMyLTU2yG/rZYaoLskSIIeoAEdCBKER/lK8539UaCHKZNVWSDziUBcXrAq86BYqHzzmPck6Yo6LaJk0DYC7V74SbNDALHEEgiMg5CTB6AbqFHRZIdlMcczvIych6ssqoxc27FOHShsebTUaHW8SVlmazjpUFjvBIqFlVqCSzXl5RhkowHs1nQyVf7fV/ce2vfdn798a7L2gTsxFE4ipfV9v3vzvMMIr8Ka0jKToRuZt+Rqyx6SMqfetPkY/lJdGm8oZqtGb3z2zZXtd/7TjjWPfmXdzcTq0EkGXls5x5WhrIc2zLC4CiJHbG1iK/kaKAdhlhbO3lxKxJQY9ejDSrfvkTqij6o7hSGOEKhg/0UCmsB44ECURYdAa5VEkXrlGAB7GTkPd1lsGbm9yHgYFYYgf7JePaIm5EXftFxFKP+7ylKgR+VRM0CXIXJclM18TzH4sWKwQjYCJKGDYEkVCVsjU2oUYoGlufY2ZQOBAMmPoMA1T7fJdGDn1/7hy/1XvvF7boVQEL/zx0eS+aQrXmbo5FPfSOKuSNv7CNBfPCAan3e3aC5Infoj28NzZ5GIkFxXsWXwVytApjSrzo5/UvvDZ4o6ZbYhHMg6jkSjFhWGHA2Mmv2+CauSBZnxFl01qpSdb4rI+Ug2yJPSn9u6LWJqYYleiDz78xiGSNJNJSamRYrqwNhMIEeNnV+FGLuY0eX6XtgsUCOiyg7mmZWTSChxcVWNCSIb25BZv0b08g3hZeQ8XGWxCbm8y6qzYQXFLqnS3cC4HSAnBOIihwAEx+36RH0WJVbmlDDR44vazYqJdcAsy+vTwKtuEUyI2Bo9tH00aWtEUkUNCKtBFCokbmFiSiqFHKFwLCnKfv/qbEzFfFf+6cKa3PaWvsHMlGszmXLYN5K4I9L2PpLyLplWTovt52P8UPV4tkKKNaFNHW3YP3W0Acq0MVbbT1MVD/iusBcorzInqu4kwyRRT5gRYTaj8kEaLHAr0aSNJxu1fSCa991mhvlqui7PyoFJKfhyGwqlNAa0MXWELGwn5HgTVigShyFwHeTejVQ2ENMmkaSLMshz21a9ikRSiYsrakyAbOwg0P55Hu0JOQ9XWWxC7kOnDyh1WmeG6KQe5/JZVu0iwsYyNcldVpDmvMsWJp/2T9rrhcw144BK1eAPVOMVcQeAFTyydXpq+yhlq+RnBc25lLeUNGxZcDt9YdgsXI5gdnjGKoJo9lzE//l7n1acah6amXJdQqYc9g1OPlSAda9l6PI9LpCcOFCVl0Cxq/T60X341Ohehn+M++uu2CP+Ed5GQO1bD5boFRKHZjsOSWwMPTURfGoOp2vUW/Gl+nbW3i5RSoXH4su4CXO83gti0i7oPAVC9YKPZVjamHJaJOggIfdtF05AgMIStRCYBsGxDGwxUBMiYQTnX/AhUtSnTSnTZC0o3l7FE3IerrJohFzbsc4AgAPFOLZRIQ5pcfsBAauKcfzFhi8ij1h+6oOgza/9BfMj37Qc1VI868UuHwgA2VghkrxCS76WvYvbGt23dZq0dWKpohqEVbOZtKopBE1XLiGcUIUc1hQrXh1ITEclPWKAmYklwAy8/C8TGJkRSwlAMkECNPP/9Mr/k2QSaamkvntnV8iUijCkIFMqwpRCMaQiTBYv/myxUEwpVFMK5fmf01LRDalohlR8NgsRUo34dzafu/C1Ff1bFXq5BmtkItTTc3O546U31sSS1Jq6L1JL1bD/7sgdEU3vK0TQGfVar/SJWSdqs4YIqQbaNPQZsQk2W5X35LmamzapcbS9GNiQvOCSdQKW+CetJb5JK237xenoCr3ZDiprgIy9WnQ13wch79eUQDpLfAIFR+d7nEjSTW1UUYnnvuEqFQQsZcZ5EPK2mSkFtp/nz9tLRPUxpYbwxufewjhjnO3hkSeLRsghI+IcM+l8DSJhhMWQLyZXFeX4iwwCRGDSVpK1yn0lzY+EDRImV6gp3kEozX5TYoRUg7fNkr0bsnV6YuuUsDXSWUGzkkRDKWICOLKkcur67hUDtKX58Yr6ULSF6GVJ+YdJ56rztqShP3m0Offl8LMQt/TQ/3HtSPtv39yf+vebz3V/a2X/JoW48Td/9zMLZ30KgH3qkuTWpUsobQ37747cFtH0/nwE3fihKmfL1gqpkfXKvsh6BUqSx2uu2zcq7ts+1UTWAx8E+NSUPFRzOwVbp3PRFb7K2AoxxZoDN5tpsQTBOVxVbEzpI8p1MugQ5dK0V2SIsZcZ3aD5Baib2AE5b2ldH1MuEyifykxOW0M8PJxmMQm5Lxbz4GaY9ugxjBJKJQrKG8XEhvAzG8AsK4VcYiZ71yKS3PJq9k4CKdaoO94iinIRqfAnLn5241Vr98qBVk2RhWWGsoSICy5JvknS1vy/ef3w0f94c3/6pxoH/unqSOPGUjT2FSLoGIhGtlcUre/LDlDd2B71qBaVXeHB/BYWKAbvq76bQvgxLjz+rG/YCouClsmTpA3M6AfhpXULA+q0OKVMiy0EKmhyv2hIHIB4I+4ygcGjEJjTCkYk6apiiHzba7KymPHwKBaLQsjNrOX6WlFPQqSnq8QD/7T0hNwiQwD+6nt8VNjyVHQ5HXLKzLU+HDn7zV2nGlbUjmfXIL1ISEnV96fDGz/Ep2FrUZyuu4xmPTLLsIrD5CPozBr1JquUdaYsLyRz6LHcUOhh1BR2r/yr9NjTdv1aYqnyQUEHs+gZNN4EAJSm2/ozxSAuUwE3AwEaSwQhkACV1/AYgRq0KaXLrLHfLkUzDH1cKcRY/J1a1+ex+FgsPnL7UYKSnhUUeyyduop9Ho/iUPmQD1c85DNgLmgXpKZYt799+P+7+Ruf/f6BFbXjrhhH21IU3xuPoJiVODR8FGuGPsS5VB36in5OvBB0RxOtyyfsCl83z9NjNL09XPSl5+GHspcYzU4ci4D65i5jc+0VozCfSht+SMS0YaVbH1bWEVNZT4UCACSngyM8qKS4FPtNc0ZJinZtUul6c1OsPq6cJdCqAg7tCTkPV1kUGTkAP1uqE6VqxdHgqH1e2OXduOsxO5WDfIgYZyKrsB+U5cqhF7C1o+Xh6W/sPn1IFdLV3w1TqolSns8OYt/IAUCk0Vt7DRQYxs5iN2C9yNClzGH/3dE7IpbeT3h9sXx8fbDoZau6y5ajU4fELOrPRiuCD0TX439R3Z5XK5tJ9b5nSpxAZdtz9hyR5qHQMN/VYthOwCEljSvRVWXTvvcaSlK0ixTdtirkhB2S+4RBd0Sq4Eyn50Pq4SplL+TajnWGAfxcyU5IRIl6ZXtoxL5GjMLKIx6uUPGYD4JxNrIa+7IVc4qwH3z78A/Sq+tGXZ8CBIC0rSbdOK/0oXVsN0AmbtbcRDw0iD1FF3R+bUly29IllDKf+u+O3n1V0NWenn469A1/wWXPOTE5IpLsaB8opc2TwrDaww+B1X88fvbBN+t2s0o5tSMSaDneELXlhEjzkH+S7/mmESQLbQS8GMzRI/gAzJOgwjdIFANi2qBFFKgR0UcMQZjfFzALvHYcD1dZDKXVbwJY0BbAUQT5443KSqbSlJo8nKdiiA9UDfB5MM9vHAXArxo3Pvrin9etrhvdWIrYsiFh6UUvKc4Ha9gysQN7Hn8Rd6fX4zSLOdZwOXlOv9ac3Lb0SGLnsjE77DvJgDn26ZqVxTynGhdXho8E654eCvREl6ufSFHguiVbnhfR1IubAd+kfWDt743erLiT6hVpGcv6OAQdwOOCYnEaZvgm+Xxtn+yrucstgXEcERZ20RtGhAQIJYWbboWZLSRphJic+J13pCzv4ZEvZZ+RA/DzrpxVUGW8UUFoxL5JDMcc6j1KR/gp7wfj3PQ67ALRrO91XTH7//3nv7c8oJulvVlYgLjpW1CAlgJWsG56AzfU/3C0D3ogajaFD+Ress7xnBlB1wzTGpI+9TGYly+0TSFf1DjVgUiz/bRneoMP0+v1mBrnMxUPDV/wmb2TGNmfl/mhMhnb/GYGU03xjpa/mwYDzCrupmvVp7HVPhFb41uarldXz1l6JYyAsTz/n84hmOGbQk/oKVcQZ9dy4h9nLb6sPMurADCzJzZbw9+F8ISch6tQgX3hRaXtWOcaAAOuBiE5Hhy1bwuZ5/5DD9eJN1HP1HraCXq9vKUI+8F3Pv+XlRX+1Nsu/y5z8dnKrj++eagsyrxNP4icrTsfPwAATLhnNFeOmPXB/aWyMTNDeDTWisdWGAecmkgGADJwzz+izD2tyzwReGZfq+lP7xY25l8jx5xUpuJDZM3vVfbW04BpKyTuJpdqsegaf0V8pb5O+kUlAGjT1C0sF3vkmOGbxLnQMNcQI6fyNgskx7cSgaj8Np5kFt1fJWC7Q0eUAPT+jzrK4ubL4/2j3DNyJRtymBNBoUSjsjU4an8ibMfu4DxKSOgZ7yHGhckN2A4iHQCI5PCv/9hfaeUo4gAgavjLou3BN2KeqTsff+GdR4w1vieRNfrTyN10S9WkVRvYU2xBp8WxovkUVhiVGBjfySNWiBzZ8KJNi0HMtiP4OUS1ySVqe7JJGQ8NWRer7hj7hJzdlFwk0pfIkjlvPCGgSovLXdqdNCrvpDNZOwUDRq36dGxPZcysKY4H+rwwS/84zgVHuI44e5PkVyGJgDDRI/X8t1wUDcbJF7t0nUEg4yX31MFjenhkTVlcLGZjxjvuf3I7DgAAkZ5oUPbZGgqzFPBwjeAI7665xdfAnAZ48t9+6u8S9eGoI5sTikEkHSxKKTEnbB5a9Yfjsw78EGOd//H0nmDfyAVKWY9KEY4ewdrmbhxoOs131Th/UtDBGLZIZ9kyQVQXX6YdffKp4OT0Wu0kE6zX/t60T4mE4cjaOgJI2FjrH7UO11xPlLZkJzkVHJYna2/yUOgZH8g1C/cmvsky3EHKeASgGL6QS4twTA+PrChbIQdgM1DYB4mjEFGyTjliBKmbM6l0j0VGcJR31d22L3/78A+eLqueKLoBbiFEDL8LqZhXYOblfzE5pqTn3z8qTLk7eGt0if/eRBeZ9ngpQtMjWNfcjf2FCDolQZcIlNu0IdGS6Cr9yNCngk8jK7UzDDCYbytT8aJknfQJs6kYx30TsjgSfiy7avs4HhjHEYIzfXmBcd5UqKejozBMMBKEopgVe0LOwzXKWch93u0A3oIIRpVyNF0tLjMw6XY4HrnC8sufPauua3hW9sMrESMQcPP8wUfGyYo76R3ZPJYAXY2m24M3RyqD/SNnlenUFZTg+v1c0DWe4btKIjcTWjVC+fczCVoeWacfHPpUsNfQjHEq0g5oNWYvBXNhU7TzIEweqXgou2puMXzTaCeH/dCEhXqSuOHkMfMm0xd3llC09WGekPNwjXIWcl9wO4C5sAKiLdGgpKRAr9uxeGTPBwfvntq068GiWLcVNfzurTiy+fHyP5vcnevTCNBE2j4QeDC5I3Rt+L7v8XQXLDldjBBfxTeNdUu7sK/xDN9REllk6GxMkl1YeY0B2CHip5+rWWtUKkWxCZnZLTzo9HGVJA9UDchT1be5Ro+hnYBC1lPNiz6NkmRp54URAeMcAcUcHPGEnIdrlKWQazvWGUBxf+kKhlVqTjQqremwOM3AM7fj8ZifJSvGTn741Z6yfk+9SszwF+3iuhAt358aVQwuSEgSY7U2nmgP3Xjm9z2c/HvYfAHMRfWi801j/dIu7F9I0GlRukbIzaD3TVjFSRB2QVDj4JcbbCsgiiJYlKQ94ciBmKFF+ErNLXmh+h6vVVM4/OYWjWIQGOOi+gAuCGMAjClCfkMbOeAJOQ/XKEshB6AdQPmNrb8JEcwKcSjepFSZmd65kk0tMTAkBS4yUPSMx2InWJG89DO/8oODJXLLcISEpVe7cV7/sHmqqi/lmNUOAT7WtUphYzeZSJLBZ2DzuWKWDBcSdEqcCuo9Y8IQq6/YESm08tFXGkakSo6vVdOmrcJeJ2boU3yxpp+vVw7yDmEh50xrISgprILkB6U85wsYZ8FYQiXY0w1PyHm4SLnaj5RtWXVWBPnTVcrRdCVLNcHn9LgE2fig0KbamaGKxywwIlVKSA1k61QpNVrBCrUAaAEzyMYTMKwZN3gmibhi8KialFJY2EFA2JGfcxGiqNbAz/3GX69TFHZ/CjRLmBGVLEpvUCx5dMV/n31KNV8YiFg1wV0AMFPCO0g2wDYSAH/CChgCH4DI8ffojKBbn67m2+M7MGkHaR+lcbsQN38GIH0YA+G1iWfWxeZHX224uPLPR3aQdO5z1TduqslledzTZjzgzoeecQXJokxpZgUB0OJ4aFZgVclOmumH66JMQqBUlO0EvMe7T7kKuc+5HUBeEAkrRPuskACYDSXNV9UUTyoma2SjBoxqZESVCsAEkAIQAyHGAkkWMKRKUmrkt3WqlyqWg2gF5rujJAKrr98NMgCp0zozLADJUV9UdqsJXkPAsuL98OUHA+NtX7nx2B8017odSy5IpghKvZYOQNM/RgbUJDvtlRhVYqm7doW/7VW/uZmbnP0zom4sXUM3FBOWMHgnYQHz3RzxTWHD0i4gXc23IyuUQRQwDc8aukGzt33YQWXX4Jcbzi7/3uh+YjiS//WNGVW5BfiaiW9WWxiKTWCMa82KEqXDM/1wd0os4gBPyHm4SNltdmg71tkIr+fMeZhZTfB5X1QGiB1zNC9bGDCjy0S/GaaNX/nU6autG+6VtKRUCGlbufXvur9e0r2v2pR1ft2J0b3Futymm6su2NWBWf8NpIpTRrV6GADAfE+LS52k8zcdTLDGtyrTIMprOpMJ96UPzaD52z60Kevssr8a2yksLnjy2PbR5KN/uWTh5fPPM3DDXF2o/5vTMMBTG+is7XN2M8csJ3oEhkXzmTwXF3//Rx3l553n8c5Tjj1yh90O4J2EiKyQ2Bdfom5P1Cr9toozbodUTFI19IkZFh8ApP/ljw7tuHRrbY/bMWWLYauO91rNC/Pkqj8YX1OsKywLumlX+ecU0lZQvMw6Ea0xQyIgFVx3Oo5UDV3MW8QBlvQhvZCIAwCzWj3w4JtNT9N1asHrBZU014B5bqujzCL7nto+7g8/5b3lJuKAjMlxzW0+WH2bH6kJPgVmw/GTMK6CUeGiiAO8PjkPlyhHIefk6hSPWZA+2mRUClea6UsBEx4kGsUrNwSkfa/r4M4LfevPuxdV9qQsvWiDALPR+MNovxaT9cU6vrG0ypxrjRcDBgt6vXxIVGcFxQZbp7NOxpFsEHl/3kkdp0HZe5CxSmse/2R9y/iuipOF1jyEyUNvn2BGwPVzX/gJ7yEumj+aY6hprKy+y4dr+nhai3AXmCOOHJhxBozNBCycuSwunpDzcAVPyL2n+KaL7+/lFqkaGny7hEPa90/ubzt3Y0NOxrFuEDd91sKPcgZt0jpXdy7uyO7S2ZCq6LEr/HMaCxOg69P26Nt/QbrtFwesAHU50fxh+fBAamjL57lMuA+Rx+cSkX9qe/jIg280XjaqlLzXmKlx++XvKrP0j/GZ2j6+G37Ce0hic77HdQvFQkPVA26vvcFCi3F33gdiABJdxDhYCiuVLHivepA9yoeyEnJtxzorAThmfeAxO2TxMNlluMzaARiIJOrFHGU8Uv/69L7dZ69vKmxPZ5GZSgdKswKOeWLVH4yvLVpJFbDTy2sWzvQx5lyVJTXRboXEGQbyLscZFXR1ar3SAKK8JpelhkFQ/p+VMqDsHPzphsann6npsvwiZ184fdK0INkMPJMna2/y49AzPkiMdfnGUy4IiXDVPT4afCrP5GxHwxib2dRQ6qGG+fAGHjxcoayEHIADKL+Y3jl8EXmLyndiuSCsAC5D0DxN5qT87Zk9e09d2eJo2c5JJlOhkoz4Nf1j9JYWL15JVfq1M+zXVmfx0HlLYqzQQbNC3GJCXua40aUiCaK8JmFZ4AqEA327RP7Ecn/7w280+p58tqbLCoq3s5BzEL5vaLV9PB4cw5ESeaKVlOAoDlYN8CPwLCXkN2EMQaIbjBBlrhflhCfkPFyh3ETTOz9NWQ5Yfgoy4arbcTgNA1a8Scniw5TEP5zbta+7d1tZDnxMpMJ6sc+hxO3e2vPFK6kyEDeWVWdV9iOgYsGtD0QfmGExyUBOgyCWjnvCxFaRRDdk7obdUkOikGzcWxCFksv87Q+/1lj5+MfrTmaz3kuPmA0ELHEshjJES2BD7U0OksmXZnzghsC4AImTkOiCxBlI3CdGCwFHCXB1F/EceELOwxXKLStTdhNX7yJWUOyxggLC4Nt6VA4rBm9Y7BcKBjjRKHpsP2UpTkj8oKf1gGQ6/am2a4eKG11uTKRCRd+z2vL/TvmKmfazw74LrCnZl70kxqEs8B4kWmuFxGk1Lg9lG3uyXhki0BqSOEpJWCCctn1YAgULegsyEAHl11e3IES+dKN+ZPrX9B+FgokR5Tqi6lk0irvYRPx6f6dI2e9L75VQkohaYe4lUCsWnzB6X/6dPMoMT8i9x0idNqTqlA1ghpLmq3pMTgsTWwmodTu2XEnW0elUrcixBEb0wws7D0qm0x/uulo2Ym4yFSyqGbA6bfeEHxhF65FkIGIsrcqp15UkpnkhIQeAFTokdTqlGLzgvzULRG3fSyFGgArGITUFMOGc7UMVlLmnPVnFVVAR7ZCIjUBTYgsTGq2DgHUQAGOaxrlfuYy0+gmWicdYQxIBMA+DaFHfbM2FGcLdyEoatoLYBaJ2MnFKKdm4j6MsNuHp8Y5QbkKuoB2IHnlCBNtP25N+ATDbapJ7fBGpE2POacNyIllD3ckGZVa3/YUh+ueLOw9JKU59Zs/lsvAwnE4Hi2qjsOx7k7ltC8gRu8LfC0Xk1IRONsdYyy7PZvtoF1k8IOT8WbVkjegF0azvC2LsmxF0Z+0ANoDwlr8cqyiqRU+4JXqe3hSKhCquxz7rM4D1GQASz2iYB/A30g9beSeEHBNMI4w76RoaS9WhilXaAbwc3mAVe9nCGAFF698sEks3/VYn9X/UUV4u+x7vPOUm5N7bnaBlA5FiBSlTek1zn3/aniIb+6j8+ikBAOlK6ko05VDCm4Ou3u2HJdOpz+3tdVXMMcNKWnrRBIQ+bn0SHDKdXsP1AgZiRnNlzpPnJJH91CJRwAoJ0qIyMdc+YyYkjUpaMMNPjANKAuNSx1lWceD5Yi0mPARhW9Yx5QqxHWqOrVrwcQJNvBRNaLS78XTRrAt+DVvFeLoaA+kaSpph1LKCDSDaMucTCDoruEF2WU2kZoMOoAHAiNuBeLxflJuQK/2icI85kT7anGhUQRYP+ablgGLw7rkunG5ghKgrtrRwEfeck5c/OCylOPmF/Rdd8zJk0BijeCW05r+dLmo2Tvq1y1ByLXEDZHNuxTSiNVZInFHj8uBsebxYs9IzVzburUMBdYqBA2zivO3HKgg0Sg0PAKzMKaYcCC+NnqUcpmGpwSR+WvQZmIJhgmmGcSdVQ2NGJVTbh2UQtAJ4O+M5H1JDG9mYIhQ3K1oEWuAJOY8SU25CrmxEgsdLWKWWVJ3SQjY/C4zZN4R034PODOBkdFlu5btsOH116xEpqftLBy/kWaotDFOKaRRr8IR5IvjIKKqBrFUXysvmg/JwzmOFDpph8YkWk1sIqHz+fSNMF21/diLutRgYe5UkIlLDKfiK6NNGbIeWxnISidRkhBl5vbRFhwnpZAN6E00E24cd82bbsoVQwQq6FmFWrgVAr9tBeLxflFu57J3dNvAuwAo1JRqVPalqcZGBO27FYek4E1mhHJlr7VOhnL1WK6jtAAAgAElEQVS+5ehfn96Tv+P8LDAj8hcPW89fGl/elbLVPubZ3+tpS4s5ed5X0SftW8WcVGVg2K7w5dVXSZLzu6kUtN+sEDGp4hoASAUTiQaRt9caAZWKicP6FIZh525XshBCt0caWp9dJYHlOT2xwWp2OpZCYIKVrEPP2FY6PbKLzOhKsd/2037QfB6OuSE17GZg3KnjlQhv4MGj5JRbRu4/A/hf4O7iY4/5IIIVoF2Wn1hJ8zUtwROKwU1grCuFybCtomd6tbKvWCLuOedubD7KTN0/efh8wZk5ZsT+653Dj+5Em/aeG3v51lbJNiq15GiNLzFV54vH63zxdDTtSwqf1Q1JOjOCLKkCTDVgVAOF/cwVfSm70J9lPuxK/618JytJLryMfu4n01IrIJaQha5kLXRQthY088azS59E1A7glB3E4QJf+hfUbhq7p2gy9x7FCnsJwHEgP2NjJ2AARjWuxJopYoXwAYiKm5knhFjBRbLhSnY8TzwLEo+SQ8zlNWDTdqyTAOwG8E0AX4N3h7MoIJsntJi8riW5sVgLvKWCK5NrlU0Q5CvG8Wdjz+Zb3f/iyLm8LyTMSPz+wMG7/dPNBZldM8NCJjsxDUYMTClmmDKltrAUWZUB13488sg3bhdlMwADZnJ9wzRUJa9JQyZcTdepBb1GZPFpPSpXpGrpYbJWHMh3JdcssfWa1WhgpbCLtF6Zvlm7eTzvsqP9Xxv7YYmi/G7NBQMww+iLL6VRoxIbSm6BwkgqKcQX0QTr7/d/1PGv3Q7C4/2i3DJyuPRxBwPoAdDTdqzz1wEcAvB1ZETdnDsZPdyFFao1qpSjRhUgDL6jR+VTxeAtTn0AS4EbU2uUdaUUcQDQ07fxqC1F10+3n825V4cZqT+6t/92/3TzzkLjIIKKjD1PUyY7xCAAUuELyKa/zObHepFEHACwrvZAVQ4W6/jZoMVlCwHLAxO83D9hP07V0INkndgPooI+54jRqk0iYfvRbYdwNL/sHKN6/URhGdGwnMRU8bthGGCjCtfiS2jKDGMNBG0GUNTeyjkhBFjB+UXUK+dl5DxKTtkJuVe59HGHBHASwMm2Y52/CuDTAL4B4KsAijp955E/Uqf1qTplPZjt4Ih9UUjsKuR4TLg1tVZZzoo7ZaVLt9a3M1PXVz51JuuLCTPS/+3+3pvXp1qKsxngOZKyGhDyj5gPqIgXGWNJRV7ThQykCfCh0Lox8z0hX7ZkELAsMMnL/JP2ULJOPEzV0MFCyvEEBNUUjipp9FlhJKWOtlwirlw91SVULkyM1FgGppz/yGYAUsdwuhoPkvVkW0FsBFHZrEuUGvaRjRECGt2OJQu8CpJHySlrIfcqlz7usAD8AMAP2o51/jKAzyMj6n4K3rRreUKkGBWCfdPSJiCvMhcTBibXKo2sUOXCjy4evbfXtdtSdP3Mh6cWvBgzw/gf9/dcvzq5vCABmw0sKasbmsobqaKZkLGgmzLky7pkyEAMhBusEFhBGxi3SPIQmJeDKC9BKEwMYpbeWgJaguOyxTeNc5HlynpWqaCtJcTYrEUBJlw2K6CzjgV/br0qdT3QkCzY0sZYblsJUA8rqCKJaNUD3kRy/lHWdCWuT60jHQLLAMTASACwiGGRRIIJGitonimZlqfhMME/k5VbDELOy8h5lJyy65HLlbZjnSEAP45MT92XkDFl9CgjlJS84p+UKwjIaWMBAw+n1ipBqVHZlNS3rXnQ9fXPdM8p5phh/OmD3dcuTawsuogDADOip4GFy80r/3j8ZuihUbgtxCwYjRVnrbrQWwMGDEgAtyAwyplasMIKrQGhcbZyJwMGCBdtnXRW0QbKPoWmR+1+Yc3fm8nAWLxR3DeqhGNN+ixw3qxEHauzb5kg1Z5qbH0WI1H4BX78VNNFNpSX7yubb1Q94BZhz+61ZoRwe3Izrc/ldSxbGGklhclFshO6sv+jjqjbQXi8Pyx6Ifcqbcc6qwB8GZlM3WeRZxbIw3nI4sHgqG0QFl5WDgAMDE2tUYTUqaxsFwBg86qHXd/8bFf7m5dHZph/9nDXlYvjq3aXIg5mRK2oLysT7WINOkifejq1uu4QiABmBuO2SFvPlLjpkxrFjabQh/kcl4FhqdN9qWcxgcr82Dcll2WrVmwNZyPLlPWskiP9mwwwKzhrVWAZq3jxGgvNHqv7YHRQ0WTOmy7eRJoUnTi5xA+Q9vrJ+VH4Mce05NuZwbEP6Jztp32FnrtcEAZOChuumXXnwOb+jzr63Q7C4/3hnRJyr9J2rLMBmV66bwA4ikJ7cDwKR3IsOGr3LWQozMCz6dVK2vZR0ZrzC2XjysGun/3cP78Qc8wwv/tw1+We8VUlM0tmxpAV1SsAVGCBBrAN/2V4Sk2yoy75TBhIrm/wkcRjNWZYaiS9lSS/yLqm6wInjcZgQRdeW0O39Il5p4aFyd16TOY0WcxAJFVDl5P1yiE4dMPHgM0aTpsVaINAuHbr6Ck9bDqy8i35KHQ2frdqTlErTD4fHOGAGscHBMAMYmBiq8jqpmnRwDCUFMYJKLubuzf4bP9HHf/odhAe7w+LpkcuVy593DEK4GMAH7cd62wB8DPIiLp35g510SEonGhUdvsnZZeanr3xm4Hx6VVK3PZRWXsJ3nq4vP2P/v7Drn/1hX9qB2D9xaO23p7xVXtLGQMRWrRKAwDAjDiAGIAEgCQYaQAGmCxm2KxhE5KOnHYMRLchhA1NXRp4FFk21xAFa6LgNgfFxFEW3MPa3J5lSkrm3PdGQKWaZAIwDOAuMlOZBfVgEaCQiaP6BEasEN9QfLZju6OTQ6F5hbrUaG+shQCbbwTGORprIRtZZr8XDQSdVdwlq+yFnNcn51FS3tmM3Fy0Hetcg4ydyTcAlM1k1vuGHrVPaTE+RK9kShmYjqxQnlnBhZedlwtrWp52V24Y53OR1WVtj1D7D4nTdf+UOlTgYe7Cp1eDsitJJptDPVa1v+AMJQNjVpAAMct5mYd9U3JJrul2BuJTa5Tki/IqwwZwMfNXaIUDvba+NbGTwc2RgkuBbMMY72o2czEDZuAZq+i3/VjJClYVGkPZwDCVFEaovKdDv9P/Ucd/dDsIj/eHclvRVXQufdxx79LHHf/XpY87dgDYCuC34eK6qfcVo0I5bFSITxiwgcwkY2S5GFpMIg4A7g01H+390dblMGjM7VjmI7rLV8jvOoPoJHx6Y7YiDgCEKdMFnPMFBNSrCZ6E5LfWNZGF2/n0TFhBuvhajxxBAWEvCPsApJDxsuwCcD3fuNP3Q45kldMjgau5bnQgoElYaNdiWKVFcE1J4RQyWdvFDUFjFffdDmMBclu/5uFRIO+dkHuVSx933Lz0ccdvAtiIzDaJ/wTgsbtRvT+YYXEgXSUuMhCJtoh7VkgUZaqy2BDTGv16IAKDRt2OZS7MOrGVBfIxpL0FTeuDTz8Cys0CxvarWQ1iZAMB69UER8niq3iliqCmZV5+kok6Mff0I6EShD0gtIOwDcBtAGeAHF8/pha2YeYT36ukHodShTyfGB8oaRzWIoAaxSkycRWLuBAjVezjjNguVzwh51FS3rvS6kK0HesUANoB/BcABTvyeywEW407h38w9Kjp09IW+e/bLAOY+L6xLRmGzmVjl/IqzX8QvRK+aWa71D4KRemFqhwGUV43fLF11cOsKY7bRTDhouWnegiEfVOyhnK8IWXCvcl1ypqcDYIZQwAGAOwFstsNW/2lJ0yU/6AVMzD+z82jgLMWPAw8lBoe2H5shFgUlh6voSRxnYBtbscxB1f6P+rwrh0eJeO9zsjNxqWPO+Sljzv+GcBBAP/sdjzvOs17n/Y07xr94s4v9d1WVDvmdjyFQEyr9euBOAwacTuW2Zje75vK6oFEn8Cnp6CpR/MVcQykWZ0n61UAxNilJnmpmuBzuYo4ADBCNJjXlgdCCwhHAUSRKbsunBXivLKgLzAn9RtOizgAIGClYqJdi6JJi6BXSaBLGLgIiTHwIsjXCUy4HcI8lHP/nsc7iCfk5uDSxx1JZPa7Drkdy7tK3abx7sYPxg4AgOqzt+/88b5Hqm5Nux1XIRDTKv16IAGDnrkdy5sk12gLlXyiUJUz0LX9oILFw2QhK7EWggBNMXl1Ps+1fYXtXgWhAYR2ZKaE5xV0MqE+KeRUycFwUXsvCSBitCom2tUkdulR1GsRQJvGpDaNB1oEvWoMJ5UEukQaZ8jEDbD7ZU0pytpxoX7Tb3Uu6uqCx+LCE3LzcOnjjjFkplsLW3bt8RbBhsTJloNDr3l/KZrcsuNLfSOa3yzrwYGFmBFzKaRp2O1YXoU1WmM0iME5/roPujYNVS1oJ+kLCInCDzIPzH3E+S1y909KZ3r3CPWvCLpuzCLorAm9IEFvTvpK3m9FGVPCGgJWEaNV2DiimGhXUzioJbBVn0YiNIib/hF0qVGcJ7v02TFWyt7iw8vKeZQMT8gtwKWPO04B+I7bcbxLqAHz0rqfuHtwNr2gqLx+xxf7o3rQKCsRlCskacp/ORClVHmJuen9/rcn/gR1w6evgxDOXRyJiirkSOKtCdZsYeFwRikj6J6XXE8BL0uTxlN/3u59Vkx9CFmWfopjxNiiptDun8Te0BBqQ49wLzCMk9o0zpCJoaIXZwkrGMiuVcAdyl1oerxDeEIuO34HwN+5HcS7ACny3sav3l5HYm43faHw6u1f6Lf84fTinCBm9AkLawXTev+VgEEpeup2SM+JbtdftbGIQVXPQdePgt5Y/VQgjoul1w7O0ySR9xo0o5IMJ8N5QabkehjANWSMhmGN+1blO0+WHAw9dC44B2FMvvktAtYoBo74pnEw9BQtoUEMB5/grD6JkyKNu4733WVuAgccPaazeELOo2R4Qi4LLn3cIQH8HICC+l08eGLDl+9oqs9e0MZCCCz74HO31EBV8kEJAnMOxl1hoZmAMAAQ0wr/lYBNKSqLXku7gj6QOhIABqBrY1CVomw6YUEF227MfXBcoSynRmcjXSXWORnOWxC2IyM1+sG0whrz5eVFZ4wGahZ+VOkhubBIJ2CJsHBAj+JI8BnWhQYRDQ7hgm8cXUoS18GwCo2DBcp5OMqzIPEoGZ6Qy5KZfrlvAZBux7I4YWP15x4M+avTWX/AkcCSbZ+5Ew7VJO4WMzLHYDwQFqoIeG2nKTEt818OgJLkfoaRSI994PsRfHozhFhVtPMIUfCFes5D28h7By8TBqRGxbfbIDQBWAGgJ3m74q0M1kJIQ0ywRWVpr0F27nYqBFQKG7u1ONoDo9gWGoQZeozL/jF0KQlchsx9gRwrCOb6nBLi9ch5lAxPyOXApY87ugD8z8gYhHrkQNPOkfOVy6Mf5Po8ItRv+fBufUVDrK8YcTkGY1BY8BMw67QngVr8VwKCkjTXsEHxYU5XnzFPVtzAl0BU1IsgK1ScGx7mXkL+K6dYIOJgNPNDCALYZUc0I1dj4NRQsA/FHPstALIRKPgYQIAkdqoJtAfGsDP0GFpoEDf8I+hSY1kPUJTzEJpje3Y9PBbCE3I5cunjjj8EsAnApwH8CVC4c/u7TrAhfnLJrmeH830+Eao3Hb23vGpJ5KqTcTkGY0hYUAjzG6sSaKn/SkCjBD2a4zgQ0+Km74a/O3Au+EBMi5tOhShSfHP5x6mhhn8wjpRCHbBSnLOQRGH9bVxi2wqCANOPxS7Vns6lVy71NDhnD6nbkI1ax48JqMTYqqbQ7p94MUDxIPgEZ/2j6NKmcUZJ4gbZmHzebUcSjqyAKxL33A7A4/3B2+xQIG3HOhsA/DyAXwKw3uVwyg6h2de3/uzNjULhgpvpmZG8+8mK/smh6lYnYnOEjIhDLku8GTyc2p5McZBXAQDF6YE2pD9UJpXVxLTilcdF0ptTj2WVzH91meSR2h+Zd2q7zUNUwl91o9rXlW4Otzt6UOanwkJTPibAz5EC16fWqa6ULNXadHd43/jRhfJsbMMY72o2c92vWiq0aSQI7pU1GZgGYcjWcZd1VEkVKgtUgdAMQp1bcb3Bt/o/6vgfbgfh8X7gCTmHaDvWSQA+BeDbAL4CwNEpwMUJj23+er+th80mx47ISN+/sOza2MPavKcWHYPxRFiQlMeEGoNHjNXGA21II2GIPfM8LprelH4oq+3cxAdzNHzDvtT0/fQeYZT+opuuC5w0GoNHnDwm2fxPQuLDQo4hFVyaWqu2ORVTLgiDR6rs2GV8Jfq5+brMUsOBC7GbNe6/v2eDMaZHUO92GACeD728tnKOCRGp4gmrmJQaDKlAYQVVICwDoZTDI3v7P+roKeH5PN5jPCFXBGaydL+ATJauuBNyZUzLwcfn6jdPOD4VyQzr4eWlF0YG6vc7fezsg8CwsGBSCabTGBxPb0wPyBp7+8IP5mTwjn1+yffSO5TE60MXpSTVGDxr1gUOOHZAZtanzGcgGrP9yjQUOpTXYYDE1BolwSqVVIz4Ju3eygfmcgLq7d2pbvn5xNHZHidNikyebXrIlsi5n7QkMG7qEeSfIXYSxlBOmXDCpNQwJDVMSRU2qwiwQC2ApTP9jE5S1/9RRzmvEfN4h/CEXBFpO9YpkOml+yUAP433KEunV6Y/2fwzt4omtJjBT281nHp8vdnRrE92J8ewsGAQ8p+ezP2UnDA2pO/YtfbsS+9tJLSH+gXfkFAbuyc2Kwa7al2RbA71WNX+OTONOSO51z9ptgKAFVS6WBV5l20tP05GVqiled8wc+UDs9s3JY/SjPsZg6X9k/FLvN14Letmp5ThyU8aY5BUvjd/Ns7qMTgn0AuB0QOgjTC3J2V2hwEgMCYVjEgV06zCkCoUVlABwpKZCeRcmOz/qMPxPkIPj7nwhFyJaDvW2YiXWbq17kZTbHhyyzf7bC1oFT3rMf6oumvg/PJ25O6IkB+MEWEhScDK0pzw1VNz0tiQvmXX2juff48MGtPu6zeUSWUHgTIZOMlD9eemYr4pc2OpY3xOYlnFFbtCn1105oEat86oKXkQAGxNnJN+EQDRwhnKWZACN6bWqVudim0uhMnjNf3ph4qFt0q5DI7ZvxB5yi32egCwItrA1IX6IEDNxY6rEMhEl5aAs72PhcA4C2A/FfEDgAkJVjAkNUxIFSmpQrCCMAiNyGTz3jx3T/9HHXuLFY+Hx5t4Qq7EvJKl+zaAPciMqYdRgMFpudG8++mZxh2jB0t1vmRUP3ure81aI6k3FvVEjAlhYZJcFOIMThnr033SL2v0e75BERf7CKS//UBOV9yJX6gcSORVgiyUxMrKfjuobXLkYMxR34SpvWkCbPtEt/Qps5Yo5z0cEJ/coBZ1kECftq9W3TObCHNnc5j4qfVvptR02vckeq1mNUALGmW7jUjhlJpG3hPoRYFxGsAhN7xaGDBZxWOpYkyqSLIKYoFLfb/d8asuhOPxnuIJuTKh7VhnAJnNEa71NTmBFjQubP5G/+5SO2AxIzoyUNf78MrSw2By3laHMS1sPCPGBsePnXMobBKyW6mlT5rd9ecmD1KJbTfia6oeSp/qSNaSLHnSN23NWgqVGl2wfYoNQTn1Yk6sU5IQVLAf2lswo+KR1eWfsI9kM11r+/jmSKu/BURVjsdSBJQEehUT5TM1/hzGSQAlsdbJgv/Qe6LjI7eD8Hh/8HzkyocjWOQiDuDoup8YWOaGjSkRKprWjR/d9VPX71Y1RfNaiTQnjKiw8aQcRBwAZCviAMCo0Y4+/bH6fiuolHRFmDaRcmxPqJqw5/y9ECbv1mLWPiVhXQRz1kvUhY1pZ6J7CVk8VXcjfSEwYbdna5GipGlL1YB1G4vkjlrYZWPv8TqEIwC6y+RFLOcdsB7vIKU1x/SYj6+5HUChNO4YvaxXmKUfPngFReUNG4/cR3zKf/r2ydWbzLRW2IWHYQob94jhWL9XqWFNbHt2tDblf5buqrka2SsccOZfCG0qvduoCzxhXVla0IGYHwmTF5zgFBbvorj1yAqpEyBas+BhydlWBi1i36geMGsIyNk2JDhq7zHD1J1YouZcJi4pDIZE+fbwEY6C0QW43sO3OFYK5knr8c7VAL4AIDrLV2Tmv/HeEx3eOssS4ZVWy4C2Y50agGdASX2OHEXxW5e3fuvmznJaKsSM6eHbDVcHry05nO+6I7JxWki40mdWFJiHw/cSdyrvxA8SFzbttxBSFT3xddV7Ctk0JdJ2lx6zs74wMxCzg0ovK9QKojnXJE2uUcYcsSBhRsWg1e0ftw9SATfGDGB8m37SrBCu3gjNC+OpHiljIfccRhe5K+Yae090jLp4/qLSerzzGwCyMTuO4aXAO9d7ouPnihrYe4xXWi0PfgyLWMQBHF/3E3fry0nEAQARqpo3jh7Z9VM3+ivqY/05H0Ci650ScQBAtCS2NnTkyecahqJrgmcYKNqdnLDkHm0y/UneB2BmNWHnVM4mIKwm7CNq1BIiZZ+G5CuzxmZmtctz/nNZHKm7kT4fGLePFiLigMzIZe0N44BI8cVC4yoajMUhTgjtDJxx6exRAGMunbtUZHutCgNoBrABQEXxwvHwhFx5sKjLqg3bxi75q4yctxuUCkWTmze139u4+dN3T6q6lV1vFKNH2K6XaIqHoBWRjeGDTz7X8CC2KnC2WGrO9yy+GraM5vVkxmWRZymPgKBiyENazNqhxsxHZMouMA+D+RmYb6px+2leMc2gRWVf/bV0RDHhiM0EE1KJpdoF/yQ2CJPLrcdqCkA3BNKcESqLAbduK6/0nuh418tcf5PHcxzrmfV4G6+06jJtxzp1AMNYpBk5xWdd3vqz5VVSnQ9mjA/dbOp/0td4aM7P+ozhr48W6b9JXth8t6ovOh4aTO1z+p/SCqjdyVVVOfd/qXHrtJqSRcmIMqFbalSdrFOmE43qNtYou39rZoSHrO7AqH2AHDL4ZoIRXa7fhqBtAMDAULIROivU4MTxC8AEcBbADhAyU7U2zmlROP4ecRzGCAHFtSOanf/ce6Lj1104b8loPd753wB8K8enpQHcAtAPoG/mv/0Abvee6Eg4G+H7hyfkXKbtWOcXAfyt23HkB8c3/ctbU74qI+s1OeWCZSjXbp1a7Y9PBNe/+XdM/HckUQkByQQGgVkAJAElhbUEKtvsY6GQJfurbsZiwaHUbqcu1gxwckVlnx3Ssl/txBzzTZgKoTiDGQx0Q6GjM3+2pIbLyQbVSNYrO1iZfVk9WRytuWXcUA12dGNJulI5k65VX/NdZEJfohGrimKRkh2fIGN2+9b2EpFGl5os42w14wEBq1w6+9d7T3T8Wa5Paj3e+WkAHQD+de+JjrIozbYe7/wjZJwUBpAZ4Lg78+fvA9js4KnuIlMKPz3z1ecNSuSGN7XqPou2rNrwweglX5VRvs3Z86Dq9gdbPn3Xjo6Guu6cWbXLtpQwANgadxt1+OKcT2RASfIVPYKYMNFGcO1CWxRYFZumtldiar/+t9X9sebgDdlaqKAjgAKDETW2sdYGUVYDFmTzFUJR+xNf7NYkQFVM7A4/sRB6YiVtH51NVwtbqqSwApUV0qQCveqeKYSEoyKOAaSrlbfsVYixOTCG88kG3gMqab77BgAGzf1zSh1HpIXLwsTOuR7jMoNwT8j15PLg1uOdGoD/AOA3kCkR/D/IrHMsBz6LeQytHWTdzNfzYYip1uOdZ5ERd2cAnO890RErQRyLFi8j5zJtxzr7ADjjgF9C1IB5acs3+9oWS0l1PpjxbPBq872nd+pWpBqpGgLZuf5LxPQIerUYaogzZbF3AfbJHnN3fDcIJOJ8ueHPDSV4Rxa8xN2o9nWlm8NZZXK0iHlFMbloli8MPIRCJV+z9iZGSFxMNWi75vp7W0dXqo5Kkf0aAvAIwIGsussY41oUBpWjHQnjE4KzgjtLRgE0Zdsj13q8cx2A/47Mhp9XOdJ7ouOU08HlQuvxzgpkrETKAQngJoALM189AK72nuhIuRpVGeFl5NxnsTQPvwLH1/3EwJJ3QcQBABGaVux42jRJ/kupSDj7MrFA2KjGEaMaEAbf16fxSElhC8H13qa8YcF3zNb4luf7I2WIdj77BR+UCF9s+HMjELgnsy+PvoE2ld5r1AWGWFfmf42ZH4siirgZloHZApFrn4EMIFWnzpvRVQy06xE+aVRSsTLfEQC9yAi47N/7hDqzAje1adQ71SvoIG+1S5SI8zmIuK8A+ENg1pvGDgCuCjlkMmTlggCwbebrF2a+Z7Ue77yGl+LuAoDrvSc6DFcidBlPyLmP4w7zxaZuy/hFX6VR3ualOcCMsf7byx9ORcJzZkYWQupYnWrAajIxGBxmpkLM01yCwWNmazwE9e2Li11Ju4Z/0Qdlmi80/qkR9j+UOWeRCQgEH04Px9fVtMz38giDBwgoah8iAQoD9wGsLuZ55sMMiQsQtKCBsBrHIVvli3aQ8n5/zsFFAC2gPPvdCFusELq0eBn1yzEGXNyFfD6Hx34es4s4APhy6/HONb0nOu45EFO+lJOQmw0VQOvM1/868z2j9XjnFQA/BPDXAD7pPdFhuxRfSfHsR9wn67VC5YDQ7Jst+54syr642TAMpfeTnk08MlrtyEWSNSxnJacP9LKAwYa1NTmMAM+7icGuot1Pf8m3afB/951Lt1DODvbC4l3aZOrsfI9RE9aCmxkcgd3z+5rJxgUXfCAAAoRvGhuFwbcdOn0UmYzPLhCWFHIgVnFYKmW1yaCkq+je4Fw2D2o93hlEpv9sLgSAX3MkovxxK6tZCDoyZep/h8z7+1nr8c4/bD3e+bXW452LYpdxvnhCzn0WUUaOzbVfuucn4ZpHk2Mww342Ut119vzmnYahOVoKTddm2WNXRtgrjQtcY2fd52fVin1Pftm/brDDdza9hO7nci7fs8Ra2HL2/hvJV4XE8lyOVwDpEp3nLWaycVmXqQkI+8dRSRYX5H8H4BKAGAiHHfktJihWGOliGkvniM/Fc2c76H2ZaQcAACAASURBVPBbWDgT/IszPXRuUe4ZuWyoA/CvAPwpgLHW451/03q886utxzvfuUqkJ+TcZ9Fk5KrXTp0J1idLky0pIlJi6OqNVf39t5e357u6az5sP7Yx8XWnj1ssZI3VJZcbBxd+5NtY9eLAk3/jW/n4V3xnjAZ6lM1zCGgMDkZn3bigpOYQeMXBlYt+Ltm4VyFgSWAUCUjO5zWyAHQDaAM5PKBA2Gr7Xe/pyuyCBTa6dPaB3hMd2W4Lyab06wfwJ63HO/UCYiqEd0HIvYoK4EsAvgvgbuvxzm/PTAy/E3hCzn0WRUZOqPatFUcHD7sdR6EkEvrZs+e2VExNVWwt5nmMKsSLeXynYF32WFuShfU7EglziTg49L/5WoZ+2XfKrKUFy1tK0jqixIzXxS5zUk3ZpbO0eG5yW2Jyzca9CgFrgyO4D+ZcmrqHANwG4WixcunSh51MeFaco2fNHcr4nrlBVmXVGbLNqu4C8DutxzvduE4vxtJqtqwE8DGAa63HOz/vdjBO4Ak591kEGTm213zhPpEo7pL1YsKM9INHjad6Lm04YNlKZbHPZ4axl8GDxT5PIbDgAbMtvvn5hGrBEClGizj8+Nd8jU++rZ+0qml4vocHHkd9YLZePN3mXmLMuei+CNSV8FwA8s/GvQoxdgRGcRHZWUf1AAiDkPe0cXZBocIM40FRz7Ew877fikwu/nG5xPlvAfxe6/HOD1uPd65sPd5Z9M/g1uOdYaCw3slFwkYAf996vPP3Z37mRcs7VytehJR9Rq5iWfRUqClRPpNpOcIM6/rNlbcnJitLl1EkkBnGfT1Wsn6vnJHN5hOoRZjwI9LSK5Qjg78u0v77srvhz4wtahT1bz2Msd7/JNaVaqloBwA1YZe6t7DkfV3ZTqouhLBxwDeB7nQd5sqmWsi45LeXrKNVwT5bwwXFRME/X564ac497wDPG8zaVjAPPz/zBWQmM+/j5baFgVf+/KD3RIcTfZ9uTf26xS8A2N16vPMnek90LMqdsJ6Qc5/yzsgRP1754SNHFoO7xdRU+PTEZGXJhahRhd1qgnutEOJaFNsI5FbZJwPDAr38nRcTimIX03yDyJdaoxwd/A1/MnBHdjV819iuxF/fX6tFjHZhTHWnl1RAmFxqS5tJ4G2BWSycyMa9imrgKE9zt1FFb75uTwBM5m0rUgB2EM1iGslirVabE4aEe/1xJoDLOTz+75Apr+bTq6gj83PO9rNy6/HOQcwu8gZ6T3REAaD1eOcmZPZIDwAYncX77l0uq87FNgDdrcc723tPdDxwO5hc8TY7uEzbsc52AD9yO465WNH+6GLNuimn/atKBjMmznyyRS1FOXU+fBPo1uJvXXBLB8MiGzeZMAmBIyAIBo+ah2INJcvYMMeC/fJi/V8YO5Xky/40BiatxorsltY7GQ7hIoTj3mxzYoTEhVSD5mi2igE2KnHeCtG+mW/1AFgPcq1XDGS64C3HuEkocvl4bi71nujI6X3UerzzpwH8ZZHimYtRZERdHYANM9+L4g3BB2AfgF8scWzlwgCAQ70nOtzu98wJr0fOfcq2tOqrSp1dzCIOAJ6NVF9zW8QBQLoGB1ztmZP4hBjbhUQ72bgKxjgxPaaoGChZDEThxGal/dF3/OLZt/QuO/BiBVCiZDG8TsnsR5zOxj2HANIj2Kmk+QqALgB73BRxAMAq9rHIuqHfKUZLfL5XuZjrE3pPdHwPwF8VIZb5aABwAC9FHABUANgJ4KvI7Hv9Xby/Ig7IlJW/33q80+92ILngCTn3KdPSKkfWfPHeoh5BZ0Zi4H5zeSz2JmhGtUtmpRLdQuJFfyAxdpIFgyysUp5ppY+JqCKxVWl/9B0/Rr6uddlBjJc8hgyyFCdhgNM1ysl8J1UXggCfbwLLyOLVZeHwSPBbIeTkLegAbjarX8jzeb/raBQeTrEPwAm3g8gFT8i5T1kKuYbto1f0kLVod4YCQCQavGhZatk4epth7GfiGyU9KaOXbBx689sENNP/396dh8d13oUe/75nRjPaZVmyLO+yvG+J5FhJ7HihLXSDlttSQlPagm5Lm9YKlyMwS8lTaK8pLSkZoDKEUBDQUrjwQMttKc+lgSDJlhc5lhwnku3IivfdsnZplnPe+8cZt4osS5qZc+ackd7P8+hxKs2876+2NPrNu/x+UOy75XfvnacQhcMP+fdc+lx2xa0PGE3R+XJGdehs5GgiJyE6Ns/XMrgicDFS5He0G4qAkpxbgCFnWsvMUdLHDtNHV3omw8C983GQxIpc3A/IyF7bc8L/rN4besrtIGZKJXLu6wdecjuI8bSA8dqibdczvg3X2e4ly92O4S0EjJWk8aak5KKIsVIwRdmYsFiPmZ6VqQcSojC8XO658TFj+dVPxl4Z2mwek0I6H5N0Zv1KCoZHS/xNgysCvZF5/l0IscKJeSYSsDznFudmWJbEcbE8ommK5Jpwb0UuAiRV/Dt+wzTd26vKzDVU7w2l/exuMlQi57ITL+gS2IdnWtzI6Kp392RnXsv3txodyzo6MpKdll+giTBy2GwEZLPjE0mGRIzYdAVSBaJQ6/eddjyeGTLzeKTvHeajV+qMG3feZTQZedLJfqi23to3NXpHFvibBpcHYtEC3x6EWGjn+DOhmdQEBmhJ97yT0njIDKSh77BgqYQjjs8zuVMplvxw/rVASdZ8rN/NnqcSOQ848YLeAXzD7TgAitfcbc1dMJqRZ+OkZGx4OHjo9a7lHceOr3ts+me4Y3QBj0qkc2eIJFIYdAmYUTs137UsNw+KT05j0eh6uefaJ4z5V38p1t6302ixPamz6c2K6efacHlW89CyQE4sz7cHIVzdzvcPU6NFZY+bMdxj5LBQWjXtnLZOws00zDNRsufj7kl2W1ZJj/9VvTdkb0s7B6g6ct7xLPAkVo89V/gCsVPLdl52r0RGkmIxrfPq9fl3Ll4qqzIM333nwTxHI3u0jHDOTRkRCPt7KUqahZx5+Qet1/1bvQ8k0MxcqocekQxtNaQ2xsncTtGX1+5bnzVM0iteEsIIHkolNCNLvDm6wH/VzBKPIYRnXuwFZGffJjZSLqMI4W4/ScEKI5cm/4jD5UgExUiOSyhL82ZCqonYKaw6dLOm7+cskwt8AfiU24FMRdWR85CtT4e+BPyWO7PL4XU/c7Y3e17Ys50IxpOS3r7+vNd6zpcvHhrKzcgVxEA/BwMDwt5uE5LDIsb2RH6ZSWQ4vHsIfO40kU+UlHSFh4IbtLA8ld8je4tPybVZQ4kVV5VwDJ9IqtB1LCi6RkuzBqSfRxHePYQQC9IULhHud2SRmP4RXtWiOH+DXNImoMbxeX5ka/sBvT2VAar3hk4A1TbFozjjbe0H9P92O4gHUVur3vIVwMkzQQ9U9vDN9kxI4kyTK5cul7YcbN2U/+prlbszNYkDiBSx0whI+84zSbpEjOpEMwuBCGp3/Om5YWgHyTCAGRRbBjZoey486Vt07qPa6zefEM2RwhmWeBFEE5sSorlax+CyQPvIosAGaa3CeTaJA4jm4zf9MqUkwxYCLZbLsjTVlitO49JEBLDjFrr7/0bKdL5evTdkex1Iu6hEzkNOvKD3Yy3jplVWXqSt/JEb6etDmgQpuX3h0oKDBw9vLu85v2iXKTX7tyRdMFrGrlhQNqU8kOSWiFEsktya993we7Yw9URSivsOl8uA2DSwTtt98UO+Jec+pnXd2CmaIoVcnvT5YCDYPKO5gEi+dmxweaBztCyrSvqE51dOJMjBZTSNlfFELJdFUkj3/20FJdEC+qSV/Dg5z2oS63uaipPtB3Q7/v+8YcMYirNWAV90O4gHUYmc9/w5af3Blr1r3te90qtrC1Ii+wdyW1qPbgicv1C+U0rx4FIamUjAWBl7ovmyWSZbN0ISEQY3BZQnG4bW5y9J9rnpJuXUh+dlltgwuFbbc/FDvqXnPqadvvrjWlPfRnEkXMx5KZDAyekuJEgwwkW+Q4PLA+fGSrMedaqYr91MH339azgRy4+fSROUR/Pokl64FC/YEMvnaBpmWizBSMM8dt049cTFFGVaevXe0ONuBzEZdUbOg7Y+Hfog8M/pmGvJjstHSzf0evKGZyymvX6qs8I3MJC33u1Y0iFrkKOBPqoEIqGzasLgkDDvL/qbCIk0wruGxvCTl8o46RCLaM2xcFZyl3KkHBVR3gwM0Jt9EzPnmpyXfZMKX4RCACkYC8/ztUUKfZUIscTWwB0Wy+Hs4AryENwXt2+MQ76w8MRFIN8orb4wOxydRPKGcL75+/vaD+jfS3WQ6r2hR0j99quSHm8C1e0HdPdXucdRt1a96dvAIUjtl/N0sotHD5Vu6PXEi/t4UnLnwqWyrgsXy3baViMiA0QLeMz0cyr7tlwmEDPrl2nSJMzUbwQKhE+77e8yy2O2NnV3gpQi+dctIXJkgI3hUgiXQv/G+PeXKa/4RrlW+Lo/2z+qZVwx7NESWscWsBUx+da6EeQhLSqvCNP95NTIZpkWxpiyUHXq7uBsImeiVuTmopXAi9V7Qx9uP6B7ZhVMba16ULxI8K85OomQN1b9ZM8WR+dIwsBATkvr0Q3+CxcXzqkk7h4jhy2jC+mTyEvTPljyijCwLenwXwyEXe/yMAPSEPavGmpiiZEntg2tNT3R4mqmpCA6sIKWsTJ2PCiJA0BQEM3jTtLb93YSLDODjhfwLZPOFll/pf2APmDHQO0H9LvAeTvGUtLiScBT7btUIudRJ17QjwD/5NT4S5+4fNEfNDxVP8w0RU/7q6t2eak/qhvMABUji8mRQnY+8EGS8yLGGmHjz7A27Hsi2Jx/Xrvmb/PCkaoHkVI41jYnWiQfMf3Sll/QTjN93O5fQ5eRO8NkXuMhI8cbnQSMbJZIJ3vdCiqBVsfGh5dtHu/bNo+nOOvZ6r0hz6w0qETO234LEiuTMBPBeWOtJevuprPW0ozc6S24NBdX4SYjfZQOL6bS9Mn7D4dLBkQMKcD2RFxIURk4nVMTbM07IQY1T275SFMkfaljWoK84ZVmh2Pj2yRcxPH+NRjSl1hRYzOLJ0zfFG8Q0kVQkYZVuWUOJot2J3J/Y/N4irM2xD88QSVyHnbiBf0c8Kf2jipvr37vOc98A45XWjKw45HqNw4VFIycdTsWT9DIHlnEo7HguN6sVvutN4R1VsMxIqJtDRzPXRE4kdNMRPQ5OVcipOQOTnTDGGes3FwlkZ7cYjZ93Omv5PDIYrYhkuhsIfDH8pgvhaM9bGfEyKbM0YVfwXKcKUViAAftHLD9gH4SOGnnmIrjPLNvoRI57/tNYCdQB3wdaAPGkh1syfar5/w5xlRbU0PJjp0qIcjKzxt7YuvD59Y+XtP1Sn7eqCdXhNJKIMbK2B3NiydzVvutR9I0tU/r9+8OHsrD/0awGTMtJR2m43wCorFkdInpfLP3BJgag8OLaepfg98Msj2lwQTl0XyuSKS7/56C1WYAp/+endjCbWs/oNv6Olm9N7SWFF7XH8Thc4KOk9AjbU6abTTodgD3qFurHnfiBX0M6wbroXuf2/p0yI91I6tqwkfZVGMFCsNHSjfemVgH5wzWNsHLwH9j3fZ6J/AvuNj3NRiMPbK1qtscGMxtfr1rxZZo1O/YuahMEJ7Pbon8frBPvDfdcwvEPN/lQE00knWKpWOmKIptTXcMPyRJy/m1kQqzMOeKhnB5q9/UGBwt50SkkIcRNvYr1Xg4lkdz1jCu9lY2clioRRgWOFT2RlCBpBVsLXdi27Zq9d5QBfB54OPYfIs3nsFdk9ab81tYK4nzgJUCCuycy24STgP9CB4DKqXkpICH3Y5rAs+UIFF15GaRrU+Hyrk/uVsLCJC9G5/qMrNyY/1YCdvLwMuNNY1XJxurtq32/VgHcF1ftTUMcebg4U1rQLgei2tMOgsusFpIZ7cVH8QI0BQujicSfrNNLB9dILLNinTHYcZEc2Q0kJbko/CU79Vgr5bQGTS7TEjgZlaKJgm+UQ77IiK1Fb5UGbRmDbLDsZRZch5YbuPFoHe2H9B/kMoA1XtDS4HfBj4BZNkS1QQSjsYTocm+eAm4AoSxGsMvA8rdfNsSz0ROARHEhF0HSQ+wTDj0d5WEC+0H9Aq3g7hHJXKz3NanQ3nA5nmVdxeueNul9saaxunLWsTVttV+Ams71zVScrXtlbVydCzoev0r10hu5F9EaIaYcsXVuekZHS1lGB+l4z4bI89oFUtHq4Rv8ksX0mAAjXwh7HszEItoTbFwVloawWtjHCs5mvVoOua6x9QYGCmnPVpIFQLnb29LRv3DXNYM4XTx3ClpYxz0j+Fcm0BJq7BnVS4KFLcf0IeTeXL13lA51nGZp4GECn8nQsKrwPKE3gRI7gAXsLYMA8BCrNU7R/M7CXexErjF8RZrD3pgk8DGVenUfLv9gP5Bt4O4RyVyypRq22p/G9jvxtxScv34iTWRkdHs5W7M7wmScO41zvnH3GsR9ZbVuPvIO5REOkVZ5ImJCZv5Rt4xomIpRbE3xMLwFuGX81ONJTrmP2ZEfelJriSy+Lj/gn9EVDg9lemjf6ScjmgB1Qj7byNPSXI1a5AsIcWCtM771hhG/UNc1QxWOTT+BawVnVTfVPxa+wH9DxN9UvXe0DLgV7ASOEebr0urwPBChA3b1ZJRrPF6sRK6+UBlsj2dx8U4BrRjbSdXI2aw0ma15usW4IVOP3XtB/QDbgdxjzojp0znS1g9POvSOamU3DzevmZsZDS7Ip3zek3wLq/4x4Sz7YymIGE0XMimBz9ClHAnuEv2BrpZPDYoimLVALLff4KoZiVc/VmLZb8/IoPmIVEeLhF5RtIvxKbhXA25+wjE4DrjUnG7v8KpKUwfd0cW8Wo0n0dsPQOXCMHiaAGdWQOyMNH2cDbGkBPLR2QNcFdI7P03llwBLgOpviH85fYD+tcSeUL13tAWrOLuHyF9v28H4nX0UifIgQk//xJTwjngBhDDOm+3UvDg1T9pPa4LKyGcB2xAJHhpR+BHki1hRDicDE9jDPg/Ls5/H7Uip0yrtq02iPXuKS1lS6Tk9isdqweGh3PseTHKUL4RmvOuC3cPo0+5GjcJv3lMLB8tlW/mSqSYfHVFk6+J0vAg86M1Qkvsl9vYYGAERPpexCVjJYf9I1pUpLyaON6EBC7fzrGTZnAka4jHXb3gIenOGqBYSEpsGOsO8Dqw3YazVSeBXwUOtx/QR6Z6YPXe0ErgPVjV/53bLp6EhNcRU73xcnTyq1jn7kaAHKyt4z4gHytxs+fnVlrtK138Ln2u/YD+6+5Nfz+VyClTqm2rXQF8B+vihOOkpPfEyVW9Q0O5Dz4rMQeIGCfyL1IlXLzgMfnZOFtnuGosDZ/x50erhDb9KoyU3A4PBR2K5cGCN0VTYZffltUy08ft4cW8Hstjmy1bXzYTUZqyRoS755Ak57IGKBIyhe87SROwzYHbsAbWTf+zwFVgAGvLsRioADYDi22ec8YkHEI426PbEyQtAvvaEybgLPCI3eVnUqUSOeWBattqdwH/DDhxduYGUMS4sxZS0tf+6qqbg4O5ax2YL3NILuZfoEgzhautyowAzeFi58pTmD7ZGisxdoAMC59sy8qPlmpZ5gO3XaXkVHgomP7+wJI7pQf9+cJMftvR9HF7eAmdsVxq4ttVnuUbo9UXdm87HwDJ+awBcoRMouix9fzDwONOH9T3knjNuH4nbzl7hnVe7jWRpgWGuDeAd7Uf0N9M45wzMnfLOShTit9Y/S+cSeKGgJ8A1gHfApCSgZOnKq+rJI6RvCtE3E7iJEQihc4eKjYKjfiKiwhKQ9sZ6Q+uH7uTfSo26j8srRfqt8ZkCncKcApKhlckVyDY9HNzcDnN/WvIi+Wx2+tJHIARZJvpl6+5GoSgIlpIWGpcS/L524HWObZM0TMnkjiwzstBpbSSq3T4Y6yVOM8lcaBW5JQJattqfcBXsM6DOEEC/6OxpvH/jpvz8dc6l+t3eouedGjOjBG8zZHggJhYtDntDD8t4RLnti6kkB3RBcYU76blTS1gdGXlRTcKn/VmwjRES2Qk4MZ2CpicL23xV8z0/Jjh5/rIEs7GcngM4VyZCcdIbmcNEhVSLHI5jstZgwhhklz5IclB4DEP1R9zjITDCV8gyHSS28CQsLa1ndAP/EL7Af1fHRrfFmpFTpnoD3EuiQP43PgkDqCxpvHInd6iDwM/D8y4zt1s4xuh2QtJnAQzUuTYCyMARr4ZnfoRosyM+PeE72YXh+8GW42I9ro0XWw3pFERXiiPT/cwI4trAytoGVjN/FguuzMyiQMQlEYLGJDIUZfjWBotAKlxJcnn7wRuSGiS0CzhSLzt02wUcTuAtBOUAtkSLjow+kVgm9eTOFCJnHI/J288/R3Wat99evR62aPXfwurRtDvYN18mjOEwcnc6+m94fYg0sdR6WeZY+MjL5jZsmZmjxZ+aWg7ogPBTb4xMZYXDLeCnCYJdMbwSuOBy3FGFlcGKjg4sIpSI5ddCFzpwGErwbpoPiel2+06BUviydzlJJ+/FMEeBLsRPB4vzdEfT+qOxEtjzAaebrvlGEE54JckmexPrh+rg0e3jWM6RiVyykRO3cY5BnyysaZxyt8KPXr9SI9e/0Ws1mLfcCgWb5Fcz7vMEjdvqI4XKcTWUhsTmTnyQjJH0KUpih9d9eaOHWvO9ZcVDjSBvGV/dA9mBmU1hdFz4z83LoFbaOSwc0aFTTOJj8eNHJrcDiOezGlSs2nlRVAUT+oex+pHmtQZSK+QcBqBez2Q3Sasm8LSuklsh0+3H9DP2DSW4zzxi0PxFCcOlF/BOhc3NtMn9Oj1V3r0+o8D27FqQc1OkrHca9zVDJH2shqTkYJ2M8A6x8ZH9ht55raknis1H0AwK1a6aenVPXvWn51XWXaz1acZXfZGed/M0fzssYM1lW9e3PjkGUP4jdFJErhZW1zdDLDHCMijbscRL1wcMDUu2DzuMgSPSjiYwatz7lwE8hLBEiAm4XqKI/0A+EcbIkoblcgpE9m9IjcK/HRjTWNSt8969PojwCPAF8ncF9kHCt6hwz8m0lJoeSYiDjeHkgHZgZZcYVAp3/p6pWkya0Vp745d697Y8PDyi525Abu3XeXIvNzh5sdX99ypqTy/Mz87UqFlybUVP9tzZC4kcOMZ2WwxffKs23EgKI8VkG1qnHdg7J1AW6adn5NwBsEMjyrMcoLlQFjCzRRG+UL7AT2jvg1UIqdMZPc7u19srGl8JZUBevT6cI9e/zvAVmDaA+eZwj9EkxcuN9wjBZ1GkGrHxkfGYgVm0qt9EuGb7PNCwPz8kY2PrX7LtmsKL+Syb0HBQNMTa7vD1RWXducEouXjv5pbNLYnN2/Mri2czCDIjeWRJ4W843YoCBbGCsgzffQ4MPZ28MBWcmL63Q7AUwQrgGEJt5N4djfQanNEjlOJnDKRnStyX2ysabRtibpHrz+FtdW6D6vfXcbSIhzOuelSb80HiBQSdrJ8qvRxDB/l0z/yAc+X069+/Wjb9cz8VWU3D/s0I4FteXl90by+5l3rzgY2L7u6J+A3Ju02IQTa+o0X597tasGSaD5XpUuXTSbEsiCWT6FDydweCQdtH9cBEs4ieNTtODxHsBLrQkuibzz+PdNW40Alcsr97Erk/hb4gk1j/VCPXh/r0eu/Cmwh8945W0xez7vCVld7Wk5gahw1sp1bjQMwCo2UikubUmRP/yiLpuFfXtq7fff6NzZVrbjQlRccOwRy0vIMQpjnK0pvH9yz/mzJ+sXXd/t9ctqt39y88PbcvNHzCYQ/O2hsieVz1PWbrACCUgeTuZ0SWmwf13533Q7AswSrgF6Z2N/RYafCcZJK5JSJ7NhafQ6obaxpNG0Ya1I9en038Hbg02TSQV/JlfxLLBQy+XZPdpMQCRc72x9SavIVmcWalMaQIqm+mcV5oxseXXX+iR1ruwfLi/qbBPIKgE8zOteUXz+6Z/3ZFSvLbu/UNDnjG6dCoG3YeGluba/GSR87jWya3Y4DGJ/MnZv+wQmPvStee86TZ3MldCN4zO04PE2wBrgpZ7797P6lniTMiYO6SkJSWZGTgN5Y0/jHdgUzlR693gRerAw9/33gBeAn0zFv0iRDeVcY1QyRXJV6h5gBDku/s9u8sXxz0vNtCZonpXUmLhlBv1GyYcm1PRuWXMMwRdinyY2pBJOTG96elz/aMzyUU5nKOJnIDLDTjMl2LSYcXcWdESuZwz/EOc1gVfyz57Gj2r9gN5JOCUWCJLtLTELCMKAJUmrZdhtYbVNIs5dgHZKu+EvHVNe5bgOebME1HbUip0yU7OpWBPhwupK48Xr0+svA+7A6QyRzwNV5Epl9my5fRHjqhVdCb7jI2S1VKeRpGZQ2NLcWgdFwILmisBP4NJnyiqgQiA0bL6ZyOy5zCbRYLsukkN74ebOSuaAU/CmwtaNBX4n1mnDehrE3AoXS3t6tx4FovOTJ4Xi3ibsShqT1+SlJOBevgafMhGADcFlO/fvtaCaejwOVyCn3S2ZFbgB4t50XGxI1rjPERuAf3IrjQbKGaA4MCs+VCIjl8jralO9SU2bkmXftOg7YP5yTXBN1h+TkRh4vKBxxvyyHGwSl0XwuSVxv2N0D7EPw8Mmv6Xs7GvR2gI4G/XtYZ2m/lvIMggIEO7A6QfSmMpSEMLAFQSGCnQi2I6hEUIwgP15U2ogndt3SKonSJKFz3F/03HwDkQorIb8QXw2dTMYWhVaJnDJRolfZrwG7GmsaX3YimET16PW3evT6p4D3Y1+V75RoEQ5n3/LWDVUAqfFKNB9Hm9BL5CUzR9p2jmdwJMfd3p+TWL/x4twt/6BRbeS4cl5OAv+OdZxiTed+/aud+/X7EqyOBn2oo0H/ZazXgwf9Ap85axVMxlfSknUcMU33FIEvntitRlATbzG2ETgdv1Gr9ROQIAAAEhdJREFUVuOSIdiMlRyHJ/lqxnRymEidkVMmOgm8Det7IwZE4x+xB/zZ11jTmPoLpM169PrvVoaeb8a6ePFLrgVi0uW1G6pgbamOzWeZ02GZ2fJNhH19WyNRv9urP/fJzo7WFBUNdfX353umsHM6mVnsMqOyQ4sJG7bPp9UH/BXwZ537Z94Hs6NB/25VXegdwP8DilKKQFAC7ETyugQpYHOCIyR1aSc+9/qkn6tYBA8jOSZhm3jrYpY97d9cIKTrq+KK4qzK0PNvB/4CSO+hdMnN/ItIzRAL0zrvDEQKOBbLdbb+lESa0RLjNj7K7BqzuGCouWr1xd12jWeXcNh//NjhDUm1HpsVJLezBjGFFLb9W0/QARwAvtW5Xx9JdpCqutB24CVIrrvIpCTHsd74Vk33vijehcGxFnhKAiTNAsa/lqxpPzDzNwdeorZWlVmvR6//L6yzMs8DjpVEeQtJOPcat72YxBl+DjqdxAGg0WFnEgcg8EIBs/sFg7Ft84oHZ29P4OkISqMF3JTIybaskhUD/h7YCWzt3K9/PZUkDqCjQT8MfBg7XwcE2xBUAW/Gz7L1TPZNKq0bkfYlkEpqBLslHBr3mYzdoVQrcsqcUhl6/mGgFvg5SL7LwHSCvbQG+8QOp8ZPloQLowtYkGy/00QYuWaLkW/aegavpHCw6aFVlzx33hAgEvGfONq6YavbcbjK4HDWENtTOErwOtYv14PADzr366k2QJ9UVV3oM8CfOjE2AJLrWFt1Y1hvPnKB6rnSmzdjSMLABQFrga3tB6yLMplGJXLKnFQZet4H/BjwFPAzwDy7xvaN0JR3XXgu2ZBghIs5YwZIqX7aTEVKYtfwscjOMUuLBpq2VF723N/tPa+/uuLV3t7Ch9yOw00iRot/mF0JJnOXgU937te/71BY96mqC30Z+I10zad4lKQHWAZ8BsFB4HxHg27nyrLj1NaqMif16PVGj17/nz16/SexVuZ+GqtsSUpbNyJGW+51PHeGC8AMcDBdSZxEnrU7iQOQ0luXRiZau+Gy9Ojub9pIP7tiuQm1z3sB2JTOJC7uc8C30zyn4jWCSqAVa6fmNHC2qi70C+4GlRi1Iqco41SGns/HKlXwFPBuEjk3YdJTcIEyIUW+Q+ElTcKV0QXMR0upkvyMmUGzKVZk2r5yVpQ30rJ17XlHS6akqvO15R13bhel4wanp2kRmvyjU65MdwOf6Nyvu9buq6oulAc0A3N7S3yuk5jACIJ7r93/1NGgP+lmSIlQK3KKMk6PXj/Uo9d/q0evfx+wEKt0yUtMdzha0pd3Bb8XkziASCHX05XEARg5coEj45qa51+z1qy77Jvrq3IAZoA9saA8ONmXsMoCPeRmEgfQ0aAPA+8lg2uIKTYQaOOSOIAfuBZLEtSKnKLMQGXo+TKss3Q/h3Vl/Ud7fBIj5wanskbSUkcrYaaPw2OlbE/XfBJ5K7rAWOBEjbqC3JGWbeu8vSIHcLpz2Su3bs57xO04XCeRvjGO+CLi3vffSeCTnfv1426GNVFVXWgR8J/AnKwFqNxnZUeDft7tIGZKJXKKkqDK0POLgQ9hJXU7An20ZPcKTyYXEgbGSglLH46skE3G9MlDsRLjCSfGXjBvoGnzSu9edrgnFtM6Dx/cuBGPFYJ2hSTmG6XNFxX/BvxB53496nZIk6mqCy0AvgvY1olEyUhvdjTo6a05miJ1FVpREtSj118F/gT4k9Vffn5ZsJcnscoLeG4FJpbLSelztg3XRGa2c6X6sgMRz2+tAvj95sayhX3Hb94onrtFgu8RtBu5fPLMPr3T7VCm0tGg36qqC/0YVm/WT7ocjuKeo24HkCi1IqcoNql6JrQO+Ajw88Aql8NBwvnRMpamu3ZVZH7sEn772nKNt3bptaNLFtzNiBWTWEzrOnxw44Y5vir3IvDL3fvqM6qcQ1Vd6ANYb9aWuh2Lkna/0tGg/7HbQSRCJXKKYrOqZ0ICeBQrqfsw2NvdIBESbsdy6YoWpGdVTiKvRhcYi53KXR5adeFUSeHwFmdGt9/Z00uO3bg+3/kuGt5zDfjN7n31f+t2IMmqqgvlAB/F+hneCQTcjUhJk+0dDfoRt4NIhErkFMVBVc+E/MA7sFbpPgCk7VarhJgR5FCkiB0IstIxp5Pn4wC2rTvXU5AbzpjzK4YhzrS2bFo3h1bl7gJfAb7Wva8+pZqMXhJP6rYCm4EVQCnW0aRR4DrQBxhYyd58rL7OjwGr3YhXSdoFYH1Hgz7mdiCJUImcoqRJ1TOhXOCnsN7hvxcIOjWXFJwOF+Mzs1jj1ByTMXLNg0a+udOp8XdsOnszGIi5tsKZjDfOLD56/VpJRmwHp2AE+CPgue599X1uB+MVVXWhVViXompRSV0m+KOOBl13O4hEqUROUVxQ9UyoEKubxIeBd2LTxSMJYSObI5FCdiHSXycyMj92ET/LnRp/98NdYZ8mHUuAnWAY4o3Wlk1rZumqXBTrHNz+7n31jvRFnQ2q6kIasAerhNHbgDXww1XyGNZKZl/8495/D2Gt8vmBAqwjGhXg3M+Xwjc6GvSPux1EolQipyguq3omVIL1Av9hrP6vSf3Gl4JTY8UUyCwq7IsugfmR16MLjHIn85WdW04PZPnNQudmcEb3G4uOXLtS+rjbcdhIAn8HfL57X/2bbgeTaarqQgIrkTM6GnQjwefmAw8DO4Afx3rNUOf37PHJjgb9L90OIlEqkVMUD6l6JrQIq0bdUzCzIr4ShmO5nIjms8vNRR/pk4ejJYajhYe3VF48WVo09LCTczjBMMS51pZNlSBmw7LcvwLPdu+rf83tQBSoqgsVYb0R/Aygyt2kZnFHg37N7SASpRI5RfGoqmdCFVjna57Cegd+H6nxylgxi6SfxemMbTJGjtliFJiO3o5dUtrbvHbZ9d1OzuGUc92LDl+9XJq2DhsO+G/gt7r31WfUjb65Ir7K93bg94Eal8PJRK90NOgZmQirRE5RMkDVM6ENWFuvTwFrJAxE8zgVy+MJrxy9ihbHumWWswe6c7PDrY9tOLfDyTmcYpqi51DzppUZuCp3Avgc8B/d++rVLwyPq6oLBYAeYInbsWSY3+ho0P/A7SCSoTo7KEoG6Pia3gX8TtUzod8Ftobn8V4zyKdcDuuHJLJf+p2/lTcyFthsmiKqaTIt5VTspGmycumyW62XL5VlSiJ6BngW+GeVwGWUR1BJXKJGgT93O4hkqRU5RclQa/eHNOAJrFW6D0H6+qlOJDXZFi010rKds27Z1WOLS/syssiuaYoLh1o2LUMKr7ca+yZQ272vPuZ2IEriqupCvwp81e04MkhG3la9x+svJoqiPMDZZ3Xz7LN6y9ln9c8Ci4F3AX8NDKQ7FjMg01b89dzVsowqPzKepskVy5ffPOx2HNM4B3xWJXGZq6NB/0Ngv9txZJCMu6k6nkrkFGUWOPusHjv7rP4fZ5/Va4GFWF0k/hFry8BxZlCWpGMegJjhf/juYK6nG7BPZdmKmyuEML2aJN0APtK9r37Q7UCUlH0eaIj/d0IlTuaYbqDZ7SBSobZWFWUWW7s/lA+8H2v79V1gf6suiRyLLjB86WoDBhDMihzbvqn70Yy7NhB38cKClgtvlqel/+0MXcFqrfX17n31aUn+FefFCxH/PlbNv5ex2ocpb/W5jgb9990OIhUqkVOUOWLt/tB84INYSd3bsKnVgBTy1egC4yE7xkpESeFg00OrLu1J97x2kCZXD7VsWiCl5valjQvAl4HG7n31YZdjURxSVRfSgefdjsODTGBZR4N+1e1AUqESOUWZg9buDy0CnsQqaZJSxwEzYDbF5pmuJFTl8+82bVhxLSOTucuXSlvePLfIrVW5buBLwDe799VHXYpBSZOqulA28D3gHW7H4jHf62jQ3+d2EKlSiZyizHFr94dW8qMadVsSfX6swDhm5kjXbpFWLrrZuqL8dqaU9PghKbne2rKp2DS1dF7e6MI6BP+P6jLD3BJv7fUDUnzjNst8oKNB/47bQaRKJXKKovzQ2v2hTVgJ3VNA5UyeEymJ3cZHqaOBTUn2PbH5rAxkGcXuxZCcq1fmN597Y0k6OlWcBH4PqyacmYb5FA+qqgsVY3XoSPtRCA+6gbWtmvEr0iqRUxTlPmv3hwRWm5+PYLUJK5/scRJ5OVpmLE1nbJMpyB1p2bbuvJcuD8yIlNxqbdlUYJpatkNTtGGtwH1XFfVVAKrqQguBQ8Aqt2Nx2XMdDfqvux2EHVQipyjKlNbuD/mwLkc8hdWcu+je16RPHo6WGB7oHyrl7odOj/l8MsftSBJ17er8pu6zS+w+59cC/G/gJZXAKRNV1YW+AXzU7Thc9lhHg37M7SDsoFp0KYoypbPP6gbwEvDS2v2hzwLvwUrq3m8GpFe2JW74fHLSVUOvK1/Uu6nnXPmIafhybRjuJWB/9776JhvGUmavxcAQ1pm5EqzVubnU1isCdLgdhF1UIqcoyoydfVYPA98BvrN2f6jAzDbfCwwD7wR8bsUVzIpd5AHbv14nBKWrVl9teuPMslRW5b6HlcAdtSsuZVZrBn6po0HvAaiqCwngUazeuj/lZmBp0t7RoEfcDsIuamtVUZSUVbz4XClWN4kngbeT5q4xC+YNNG1eeTkjy5AASEnv4YMbg4bhy0vwqf+ClcC1OxGXMrfEE7oG4LNux+KwjO6tOpFq0aUoSsrOf2rf7fOf2vcX5z+17yeARcDTwK10zT+/YMiOs3EnsS54HLdhrIQIwfxVa67OdF4T+AdgS/e++p9RSZxil44GXWJtuc52I/GkdVZQiZyiKLY6/6l9N4G/BwrSNWdxwfCyFIf4E+DxxprG48BPYjWOT6uyhX0P+XzG8BQPMYC/ATZ076t/qntf/WtpCk2ZW2bzWbk+4Gc7GvSn40nrrKDOyCmK4oQPAk6V1JhA9mUHoouSfPJt4Bcbaxr/7d4nGmsab9a21b4baAUW2BHhTAhB8ao1V5vOnr7vrFwU+Gvgy9376nvSFY8yZ70MdGLVWbv30Yu10v4e4H0kUTjcAw4DT3U06BfcDsRu6oycoii2q3jxuR8AP56OuXyacXr3w2fWJ/HUl4CPN9Y0Xpvsi7VttTVYxVPtuE06I1Jy9/DBjYH4Wblh4EUg1L2v/lK6YlCU6VTVhVYAe4C1QCHWarEBxMZ9TPa/TSA//pyi+McyoBrnVvAlVjHsL3Q06LOym4lK5BRFsVXFi8/lYp0z25CO+bL8sY6dW85WJfCUGNbtvOcaaxqn7HJQ21b7HuC7pPFG7s0b875/pmvZUeBA9776O+maV1HcUlUX0rCSwp8GPgZssmnoq8BHOxr0l20az5NUIqcoiiMqXnyuBHgM2I71jrscWAiUAQG75glmRdp2bO6umeHDzwEfaaxpnHEh0Nq22lrgr5IKLjGXgK8Cf9lY0zjVWTlFmbXilxCqsRK6j2C9XiTKAL4OPNvRoN+2MTxPUomcoihpVfHicwJrS2UhP0rsJvvve/87f6rxcoPh1sc2ntsxg6m/CextrGkcSDTm2rbaZ7E6JTihC/gK8K3GmkavFFhWFNdV1YX8wDasvs+VwAqsAsalE/4cv2I+BvxeR4O+P73RukclcoqieFp8q/ZeUrcS+AngvcQLABfkjh7ctu7NnVMMMQR8prGm8ZvJxlDbViuAPwM+newYkzgCfBn47nRbvIqiTC6+gpeLlcz5gGhHgz4XSqj8kErkFEXJOPFVve3Al4oLhkTV6ou3gL8F1gPr4n+ux9pKfaqxpjHlciK1bbV+oBHYinVo2xj3p4F1qPre58Z/GBP+HMS6xNDcWNOoXoAVRUmJSuQURclYFS8+JzavvPTuBfMGtzfWNH5+4tdr22qFSpYURZnNVCKnKIqiKIqSoVRnB0VRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDKUSOUVRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDKUSOUVRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDKUSOUVRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDKUSOUVRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDKUSOUVRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDKUSOUVRFEVRlAylEjlFURRFUZQMpRI5RVEURVGUDPX/AWqwd/+6BrVrAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins11.py\n", + "ax = districts_trees.plot(column='n_trees_per_area', figsize=(12, 6))\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The overlay operation\n", + "\n", + "In the spatial join operation above, we are not changing the geometries itself. We are not joining geometries, but joining attributes based on a spatial relationship between the geometries. This also means that the geometries need to at least overlap partially.\n", + "\n", + "If you want to create new geometries based on joining (combining) geometries of different dataframes into one new dataframe (eg by taking the intersection of the geometries), you want an **overlay** operation." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "africa = countries[countries['continent'] == 'Africa']" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: UserWarning: Geometry is in a geographic CRS. Results from 'buffer' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " cities['geometry'] = cities.buffer(2)\n" + ] + } + ], + "source": [ + "cities['geometry'] = cities.buffer(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "geopandas.overlay(africa, cities, how='difference').plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "REMEMBER
    \n", + "\n", + "* **Spatial join**: transfer attributes from one dataframe to another based on the spatial relationship\n", + "* **Spatial overlay**: construct new geometries based on spatial operation between both dataframes (and combining attributes of both dataframes)\n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Exploring a Land Use dataset**\n", + "\n", + "For the following exercises, we first introduce a new dataset: a dataset about the land use of Paris (a simplified version based on the open European [Urban Atlas](https://land.copernicus.eu/local/urban-atlas)). The land use indicates for what kind of activity a certain area is used, such as residential area or for recreation. It is a polygon dataset, with a label representing the land use class for different areas in Paris.\n", + "\n", + "In this exercise, we will read the data, explore it visually, and calculate the total area of the different classes of land use in the area of Paris.\n", + "\n", + "* Read in the `'paris_land_use.shp'` file and assign the result to a variable `land_use`.\n", + "* Make a plot of `land_use`, using the `'class'` column to color the polygons. We also add a legend. Note: it might take a few seconds for the plot to generate because there are a lot of polygons.\n", + "* Add a new column `'area'` with the area of each polygon.\n", + "* Calculate the total area in km² for each `'class'` using the `groupby()` method, and print the result.\n", + "\n", + "
    Hints\n", + "\n", + "* Reading a file can be done with the `geopandas.read_file()` function.\n", + "* To use a column to color the geometries, use the `column` keyword to indicate the column name.\n", + "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n", + "* The `groupby()` method takes the column name on which you want to group as the first argument.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " class \\\n", + "0 Water bodies \n", + "1 Roads and associated land \n", + "2 Roads and associated land \n", + "3 Roads and associated land \n", + "4 Roads and associated land \n", + "\n", + " geometry \n", + "0 POLYGON ((3751386.281 2890064.323, 3751395.345... \n", + "1 POLYGON ((3751390.345 2886000.000, 3751390.345... \n", + "2 POLYGON ((3751390.345 2886898.192, 3751390.370... \n", + "3 POLYGON ((3751390.345 2887500.000, 3751390.345... \n", + "4 POLYGON ((3751390.345 2888647.357, 3751390.370... " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins12.py\n", + "# Lets Import the land use dataset\n", + "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n", + "land_use.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins13.py\n", + "land_use.plot(column='class', legend=True, figsize=(15, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins14.py\n", + "land_use['area'] = land_use.geometry.area #area as a new column" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "class\n", + "Continuous Urban Fabric 45.943090\n", + "Discontinuous Dense Urban Fabric 3.657343\n", + "Green urban areas 9.858438\n", + "Industrial, commercial, public 13.295042\n", + "Railways and associated land 1.935793\n", + "Roads and associated land 7.401574\n", + "Sports and leisure facilities 3.578509\n", + "Water bodies 3.189706\n", + "Name: area, dtype: float64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins15.py\n", + "total_area = land_use.groupby('class')['area'].sum() / 1000**2 #Calculate the total area in km² for each 'class' using the groupby() method, and print the result.\n", + "total_area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Intersection of two polygons**\n", + "\n", + "For this exercise, we are going to use 2 individual polygons: the district of Muette extracted from the `districts` dataset, and the green urban area of Boulogne, a large public park in the west of Paris, extracted from the `land_use` dataset. The two polygons have already been assigned to the `muette` and `park_boulogne` variables.\n", + "\n", + "We first visualize the two polygons. You will see that they overlap, but the park is not fully located in the district of Muette. Let's determine the overlapping part.\n", + "\n", + "* Plot the two polygons in a single map to examine visually the degree of overlap\n", + "* Calculate the intersection of the `park_boulogne` and `muette` polygons.\n", + "* Print the proportion of the area of the district that is occupied by the park.\n", + "\n", + "
    Hints\n", + "\n", + "* The intersection of to scalar polygons can be calculated with the `intersection()` method of one of the polygons, and passing the other polygon as the argument to that method.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n", + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# extract polygons\n", + "land_use['area'] = land_use.geometry.area\n", + "park_boulogne = land_use[land_use['class'] == \"Green urban areas\"].sort_values('area').geometry.iloc[-1]\n", + "muette = districts[districts.district_name == 'Muette'].geometry.squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the two polygons\n", + "geopandas.GeoSeries([park_boulogne, muette]).plot(alpha=0.5, color=['green', 'blue'])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins16.py\n", + "intersection = park_boulogne.intersection(muette) #Calculate the intersection of the park_boulogne and muette polygons." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins17.py\n", + "geopandas.GeoSeries([intersection]).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.4352082235640624\n" + ] + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins18.py\n", + "print(intersection.area / muette.area)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Intersecting a GeoDataFrame with a Polygon**\n", + "\n", + "Combining the land use dataset and the districts dataset, we can now investigate what the land use is in a certain district.\n", + "\n", + "For that, we first need to determine the intersection of the land use dataset with a given district. Let's take again the *Muette* district as example case.\n", + "\n", + "* Calculate the intersection of the `land_use` polygons with the single `muette` polygon. Call the result `land_use_muette`.\n", + "* Make a quick plot of this intersection, and pass `edgecolor='black'` to more clearly see the boundaries of the different polygons.\n", + "* Print the first five rows of `land_use_muette`.\n", + "\n", + "
    Hints\n", + "\n", + "* The intersection of each geometry of a GeoSeries with another single geometry can be performed with the `intersection()` method of a GeoSeries.\n", + "* The `intersection()` method takes as argument the geometry for which to calculate the intersection.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n", + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)\n", + "muette = districts[districts.district_name == 'Muette'].geometry.squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins19.py\n", + "land_use_muette = land_use.geometry.intersection(muette) #Calculate the intersection of the land_use polygons with the single muette polygon. Call the result land_use_muette." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'Polygon' object is not subscriptable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# %load _solved/solutions/04-spatial-joins20.py\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mland_use_muette\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0medgecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'black'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\geopandas\\geoseries.py\u001b[0m in \u001b[0;36mplot\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 440\u001b[0m \u001b[0mthere\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 441\u001b[0m \"\"\"\n\u001b[1;32m--> 442\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 443\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 444\u001b[0m \u001b[0mplot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\geopandas\\plotting.py\u001b[0m in \u001b[0;36mplot_series\u001b[1;34m(s, cmap, color, ax, figsize, aspect, **style_kwds)\u001b[0m\n\u001b[0;32m 411\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 412\u001b[0m \u001b[0mvalues_\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mpoly_idx\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 413\u001b[1;33m _plot_polygon_collection(\n\u001b[0m\u001b[0;32m 414\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpolys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfacecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfacecolor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[1;33m,\u001b[0m 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\"\"\"\n\u001b[1;32m---> 87\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mPathPatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mPolygonPath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpolygon\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\descartes\\patch.py\u001b[0m in \u001b[0;36mPolygonPath\u001b[1;34m(polygon)\u001b[0m\n\u001b[0;32m 60\u001b[0m \"A polygon or multi-polygon representation is required\")\n\u001b[0;32m 61\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 62\u001b[1;33m vertices = concatenate([\n\u001b[0m\u001b[0;32m 63\u001b[0m concatenate([asarray(t.exterior)[:, :2]] +\n\u001b[0;32m 64\u001b[0m [asarray(r)[:, :2] for r in t.interiors])\n", + "\u001b[1;32m~\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\descartes\\patch.py\u001b[0m in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m vertices = concatenate([\n\u001b[1;32m---> 63\u001b[1;33m concatenate([asarray(t.exterior)[:, :2]] +\n\u001b[0m\u001b[0;32m 64\u001b[0m [asarray(r)[:, :2] for r in t.interiors])\n\u001b[0;32m 65\u001b[0m for t in polygon])\n", + "\u001b[1;32m~\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\descartes\\patch.py\u001b[0m in \u001b[0;36mexterior\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mexterior\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m return (getattr(self.context, 'exterior', None)\n\u001b[1;32m---> 19\u001b[1;33m or self.context[0])\n\u001b[0m\u001b[0;32m 20\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 21\u001b[0m \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: 'Polygon' object is not subscriptable" + ] + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins20.py\n", + "land_use_muette.plot(edgecolor='black')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jorge\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\geopandas\\array.py:682: RuntimeWarning: All-NaN slice encountered\n", + " np.nanmin(b[:, 0]), # minx\n", + "C:\\Users\\jorge\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\geopandas\\array.py:683: RuntimeWarning: All-NaN slice encountered\n", + " np.nanmin(b[:, 1]), # miny\n", + "C:\\Users\\jorge\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\geopandas\\array.py:684: RuntimeWarning: All-NaN slice encountered\n", + " np.nanmax(b[:, 2]), # maxx\n", + "C:\\Users\\jorge\\anaconda3\\envs\\GeoPython38env\\lib\\site-packages\\geopandas\\array.py:685: RuntimeWarning: All-NaN slice encountered\n", + " np.nanmax(b[:, 3]), # maxy\n" + ] + }, + { + "data": { + "text/plain": [ + "0 POLYGON EMPTY\n", + "1 POLYGON EMPTY\n", + "2 POLYGON EMPTY\n", + "3 POLYGON EMPTY\n", + "4 POLYGON EMPTY\n", + "dtype: geometry" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print the first five rows of the intersection\n", + "land_use_muette.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see in the plot that we now only have a subset of the full land use dataset. The `land_use_muette` still has the same number of rows as the original `land_use`, though. But many of the rows, as you could see by printing the first rows, consist now of empty polygons when it did not intersect with the Muette district." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+ ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "land_use_muette.dissolve(by='class').reset_index().plot(column='class')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
    \n", + "\n", + "**EXERCISE: Overlaying spatial datasets**\n", + "\n", + "We will now combine both datasets in an overlay operation. Create a new `GeoDataFrame` consisting of the intersection of the land use polygons wich each of the districts, but make sure to bring the attribute data from both source layers.\n", + "\n", + "Once we created the overlay of the land use and districts datasets, we can more easily inspect the land use for the different districts. Let's get back to the example district of Muette, and inspect the land use of that district.\n", + "\n", + "* Create a new GeoDataFrame from the intersections of `land_use` and `districts`. Assign the result to a variable `combined`.\n", + "* Print the first rows the resulting GeoDataFrame (`combined`).\n", + "* Add a new column `'area'` with the area of each polygon to the `combined` GeoDataFrame.\n", + "* Create a subset called `land_use_muette` where the `'district_name'` is equal to \"Muette\".\n", + "* Make a plot of `land_use_muette`, using the `'class'` column to color the polygons.\n", + "* Calculate the total area for each `'class'` of `land_use_muette` using the `groupby()` method, and print the result.\n", + "\n", + "
    Hints\n", + "\n", + "* The intersection of two GeoDataFrames can be calculated with the `geopandas.overlay()` function.\n", + "* The `overlay()` functions takes first the two GeoDataFrames to combine, and a third `how` keyword indicating how to combine the two layers.\n", + "* For making an overlay based on the intersection, you can pass `how='intersection'`.\n", + "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n", + "* To use a column to color the geometries, pass its name to the `column` keyword.\n", + "* The `groupby()` method takes the column name on which you want to group as the first argument.\n", + "* The total area for each class can be calculated by taking the `sum()` of the area.\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n", + "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins21.py\n", + "combined = geopandas.overlay(land_use, districts, how='intersection') #Create a new GeoDataFrame from the intersections of land_use and districts. Assign the result to a variable combined." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    classiddistrict_namepopulationgeometry
    0Water bodies61Auteuil67967POLYGON ((3751395.345 2890118.001, 3751395.345...
    1Continuous Urban Fabric61Auteuil67967MULTIPOLYGON (((3753253.104 2888254.529, 37532...
    2Roads and associated land61Auteuil67967POLYGON ((3751519.830 2890061.509, 3751522.057...
    3Green urban areas61Auteuil67967MULTIPOLYGON (((3754314.717 2890283.121, 37543...
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    " + ], + "text/plain": [ + " class id district_name population \\\n", + "0 Water bodies 61 Auteuil 67967 \n", + "1 Continuous Urban Fabric 61 Auteuil 67967 \n", + "2 Roads and associated land 61 Auteuil 67967 \n", + "3 Green urban areas 61 Auteuil 67967 \n", + "4 Roads and associated land 61 Auteuil 67967 \n", + "\n", + " geometry \n", + "0 POLYGON ((3751395.345 2890118.001, 3751395.345... \n", + "1 MULTIPOLYGON (((3753253.104 2888254.529, 37532... \n", + "2 POLYGON ((3751519.830 2890061.509, 3751522.057... \n", + "3 MULTIPOLYGON (((3754314.717 2890283.121, 37543... \n", + "4 POLYGON ((3751619.113 2890500.000, 3751626.627... " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins22.py\n", + "combined.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins23.py\n", + "combined['area'] = combined.geometry.area #Add a new column 'area' with the area of each polygon to the combined GeoDataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "clear_cell": true + }, + "outputs": [], + "source": [ + "# %load _solved/solutions/04-spatial-joins24.py\n", + "land_use_muette = combined[combined['district_name'] == 'Muette'] #Create a subset called land_use_muette where the 'district_name' is equal to \"Muette\"" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins25.py\n", + "#plot of land_use_muette\n", + "land_use_muette.plot(column='class')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "clear_cell": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "class\n", + "Continuous Urban Fabric 1.275297\n", + "Discontinuous Dense Urban Fabric 0.088289\n", + "Green urban areas 2.624229\n", + "Industrial, commercial, public 0.362990\n", + "Railways and associated land 0.005424\n", + "Roads and associated land 0.226271\n", + "Sports and leisure facilities 0.603989\n", + "Water bodies 0.292194\n", + "Name: area, dtype: float64\n" + ] + } + ], + "source": [ + "# %load _solved/solutions/04-spatial-joins26.py\n", + "print(land_use_muette.groupby('class')['area'].sum() / 1000**2) #Calculate the total area for each 'class' of land_use_muette using the groupby() method, and print the result." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/05-more-on-visualization.ipynb b/notebooks/05-more-on-visualization.ipynb new file mode 100644 index 0000000..ef1d2ac --- /dev/null +++ b/notebooks/05-more-on-visualization.ipynb @@ -0,0 +1,825 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualizing spatial data with Python" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import geopandas\n", + "\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n", + "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n", + "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GeoPandas visualization functionality" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Basic plot" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "countries.plot(figsize=(15, 15))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Removing the box / x and y coordinate labels" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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yt0xPW2dfNJHdHl1MBwFHozz0CXHoP+YF0edQBGYkKUGHPjn22YvsqYX56CCV/tdSxKE/3Qui3YAPoPqswxs8pFZkAHCNGVJGAzkdZQTkYhFwH0pz/m/Su6ur4DIJTgWuQSl5rU47upc+n7a82lWMgTj0f+UF0Z9Q+vpZqO55Loo6TUOGY0+39Eh73hNlkfw8iUrFof+aF0QHoCjX4SgKu4v7exBydt1GqobaaHIsMmU0HFc8fB6pYuEBKDUteVyELlhTkWHShnKTk8c349Bfmmf7Z7ptb0IXtddRjVDN5dCLwUXX+qDxtedIZeyJ6od2QtGsYajeKin+3ewe16CLevqyGv2WO6HfYRYwvSukGzgD+teo2bFRmCno/78ORWSvjkN/XGOHZHQX0uopP4ZS1TKdQBuA3yCv/XOtnqqXDy+I9kEp54Wa5zY7D6BMi2fi0F/d6MEYRiMwY8poCpyX5g8oelQq7UiF7m7gL3HoL6rm2ErBFUz7qPHtBFTrNJhUE95xaYIZhwBfQSINO6RtZiOa6CaiGRORUmFWdSTX5HdntzyXzUh0ButIlLPd4VJL9kepJatRlGo1sLrVamjcBO0y4IeNHksLsBmlm3yjlJ5mhlEJrq71HJQCPSrHas8An4xD//W6DayKpNWs7uqWt7m3EmGCjej824aU8NAIFF0vVOvb7CT3q9dQtscUdL/ZDvhmHPqbnENwGLpP9aGzSNKaUtQxvSDy3D6XNIPB7e6nxyCH5zCkDPy/dLEro2tjxpTRFDhj6k7KT3fYQEqZ7g6kdDehnL4Y7sa/PbpY/w41++2HOsN/PQ79W3N87iIgRDfJbExCTVKneUG0Hwrlb1VgOPcCX02EK9wN+zjg0ygtMFHl2wRcGIf+LW6dM5GM7Si3eCj14DHgC+imPg7d2NPpAJ5CfafuaaXeQy6d80/kTofsjjyFjOQOVBQ9BylL/rGrpN8YzY8Tl/gE8GW2lONeg4ys65thYlwuXhBtj4SLjM78jVRj91ylJUna+Rzg8Dj01+TboBdEE9F9LbmuLUb3wKTmeQaaT9xXa2U9F2G8HH3HQW7ph+YkzwEfN5n4ro8ZU0bD8YLoFHThK7WwM0YpBtNQhOUwVHu0o3t/KspJT6RM90BFnnfFob/K7Xs/1Jzzvjj0pzhxg5fcZ9ah6NIY1LTzGRQh6tTQ1guio926a1D6ylfZshZpFvB14KE49Fd6QTQaGX+ZrHD7ew24Pw79/6btpycyFD+c5XPrUarbbShN5lPZfjDHJpSWcT1qIHw+mnDPRJ7CfshT2hcVDj+UZ1tNhRdEJyA1RK+xI2kaFqK+Zn+IQ39jowdjdC+8INoV+Abwf2RX4Lwb+Eoc+rPrMJYBwGeBo9D1bh5SiU0ex6ULWnhBtDswPA79Z4rcfk+Uet7qUaZGswDdB9ei+2rmshZF8zIdgdnYBNwAfLFWfeGc6uLR7s+lyLhb2ixlBEZ9MGPKaCheEL0L9bwpFKFJWAf8DPgrUj26itwSsG3IIMi2jXtRBCldrvXXwMVIHfB7GZ9pB46OQ39Mlu/wI+BsZKwVYhNwRRz6oRdE16GGxAn/Bj4Vh/6CbB/0guhqNDHJx1Q69+bKx1Fx6D/nepbsjkQ6Po88iK+Q6uf1TItFqM5D3tDuykTgCnQ8HoZqVG6LQ/+yho7K6HZ4QfR5dF3NZA1wThz6UR3H8mfg43lW+UQc+jenrX8CUlU9Nw79O9JeH4DuHX3RfasvMCcO/aVF7MNoDMfGof90NTfoBVE/JKByOtmzUdaRZlxlPM/1uLQrKFR2R8yYMhqGiwI9R0oevBC3Apciz9UfgQtqMKwvofS3p9hSJv1V4JBsNUUutW4UcBrqV3VYnn18Pg7937qL8ffda1ORfHp7rg95QfQiUv2pFv9DEZyR5JYkTngVRb3+Hof+jCqOoWq4/8GlwI8bPZYmoA0X3QR+iXq0tVQtnNG6uGyDb6HrVbaMg83AkCRDoMZj6YVSm6/Ls9o0wHfZCYlIxoUonfoiYDZScTsWOZsyr5eb0T3jPuA9KNvBaA5+H4f+Rbne9IJoSLmpgF4QfQ/1t6wmS5DT9OZaRdOM6tOSxpTT+98bherHo3Sp6fkmos2GawC3sbsXKLoQ+WgUJj8G9dfIJvM9HzggDv0lXhAdifLv93bLMFJqdsWE/vPRjiai/XK8/7k49H9XaCOuj8SPUErJdkhI4km33IuU9X6DomsJc1Dq3Q3ZLu5eEF0B/KDob1IbVqLvNIKUIfZEHPoPNnJQ8FZdxmfRhGceSnH7ANU1QJuZtSjFKDPKuwE5H77UyjUpRuvg0pivRDWwu5M99S1EadMl17UWOYbewEeAb5O/FjcGDotDf7EXRKeiXkKJSMZ6JJhwFvD7WozTqAt3Al+OQ39e+oteEF0I3IgyMR5ATXmHombR+yD129dRvfMkdDx8BAlNLES1WheTu066Eh4Gbkfp/vMKrdwVcPPBdwNj49Bf0ujxlEKrGlMRmiCtRv17nkRe/TcbOrAsOC+XhyY0m1ANz7nAici7tQh5xX4H/AVNTnvg8oO7W+GiK+L9LUoDedktr2RT6HM57Seh3lH7u2VYjYc4FdUYjSvWePeCqGf6um7Sv4TcxbhzgNPi0O9UU+WUAt8GnAF8kZRaVDNwJ4oINYXkvKtf6It+471QLdv55E4J7QpsRsb5qShdM/MGf24c+rfXfVTGW7jJwnlowpY0Egc5V0agXjM9UYrtU8CYVpebdkpn70aT1UzWAjcDv4pDf1IV97k/cloVk3oN+r3fhQQNvobSvBOH2kZ03c+lQmi0BqtQKv2jwCOoSfSdFM7KaAbGoyyDCIlrDMiz9EctZJJmwPPj0H+jAWMuCS+I3ouyXwYBo1pN1bMljalmxaUT7IQ8cUcgD/kxFD/Bn4NuqAnrkNzzHJRm0Oa2vxUywF6vtVJNtfCCaAia1E4spNRTwja3RuHw4WjS3IvORarrkBBE0vh2N6rX02MBurjdDzyar89VlnHvgf5/+VgHXBCH/l0Znx2OFLHOQsZUrghao2hHF/tJKM3sKeRZq2vU2AuiXyODAnQsvIHOocRT3tVYhQqtr4lD/00viAaj42QUun7MBZ6PQ/+pBo6x2+KcamehaHWxE3yQgTweeAK4sZoGR73xgmgEmuxt7ZZt0p6vBh6oVr2IE76YSHbRi1y8VTPlBdHpSBzDMLoCTyChl/GNHkgu3Py5L7C+FdMbzZiqAl4Q7YQmLp9DVnU9WYx6Oiwl1StoJZrQzkYpCiORXPR4VA80tRaTW2cwjSaVfteBjMGNwE+R2twyFMG4PolguM+9Lw79v5e5321QPvueyLM7AkUg2lBYPokOemQXpKiUDpRq+ghwbRz6neRxvSA6Cnk9HwFeQAbxHShdLh8PA2fkqitwE7SBbnu7oUnanu5xVxSZ2Bb1NMms/0onaZT5NqQUWG01qsnAp+s1kXe/ywZyS6QnjY67kurWyyjauSlt2YgivA8C98ahv7Zxw+vauEjonsAhacu26PqzDvWR2z/HxzeQuoYn5/SBpI7Pf6OJ/hK3rz6mzFgYL4g+izI+iuWSOPSv8YJoKLpO71abkRlGQ/hsHPo3VHujLkPoQ8jBvDDtcXFm+w1nMHW0UklOsZgxVSFOCW0anSNKzc465Kl/Gt3I33DLNBQ5ynqguxz0d6Bo20YUQl6KDKhTUd1T5gR1FYqeZE5s56H6nx1RWsUGNNnYHYXff4CiTauR+MFDaFL4eqbXwk2eP4zqjXakvqxEIhqJIfvVOPSXud/q3UjZ6by09ZcC/0Rqa31Qjc9X2bLOZSYKec9GkYWn49BfXGgwLnI1n1Qj3kXu70XIU/sE+h+1kVIRWpHU0riIxo5oMvdjSvOi52MtcEoc+o9XaXt58YLo9+gCnzRDXokEN+5DRurrFK8g2WpsRv3E7kRGVNOlP3cVXATkK0j6e3AZm3gZ2I8tU34noPTlhKeRA+a9SOBgDHAL8I+unAruBdHbUPR/CLpnzENR1uT5BJQGvkXPNC+IvovqpXKlU2dyShz6//GC6HokWGEYXYmHUOrrMyi1cW+ULTQQzQl6I0fjAlLn2GIUQU4cs+tRG5m3zjcviO5CpQeZdKA5Buhe28/tYy3KXJmIslcmumVmKxtZLWlMeUHUu9ENJ70gGolqMC5AhYqtyFi2VJ2bjyac/0KRrEUoYnEJ6u1Q78hbJktIFYNOdstU1MdpG2S4zEcTynegxrYnUlpE6k1UkDoV5R6vQRG+pCg103D+WRz6X09/wXmqj0SpPR9ABuxyZCgOQH00jo1D/1UviHZDSoVH5hnT6cgIOwelbl2bbRLlBdFeyMudiw1IJvsTedZJtjUCXYD3LbRuEUxHHvZv1OvcdUb2PsionJsY4V4QnYMM1a7ESuRsuB/4dzGGt1E+XhAdjK6J59DZgfQc+l/siiYl+eo4Z6FI1C5Z3rsfXc/6ogjJ8BzbWI+u04k3ON0z/Fwc+rOK/lJNipMovxZF+7KxFngetdi4Jw79qWmf7YGuuf8k+++czv5x6E/0gujdSIlwO+RUMgwjxRSkQnx7HPqbnSrx3Sg7qBIWornnvcCDrRZ9b1Vj6kHkWb8XWck17TruBdG+bl9JbU4fcqcQtRLZjKlsdJA/TaxZmI+MliEomvNn1I9qH+BqdNNdiSbXK5FBs9w9rkAn8xoUedsaGT1JXdJDwB1x6C93tVo7pC0T8xV4uhv6SLfuq8gb1BGH/ivu/Z7u9XxGy3eQRzpR/1uCwvaZNVWfAv6QZzugFNC9CnmBXJTrQOQ53w9NSnJNaHIxHUXh7mzkxdFd8I8E3gl8k9IbRDcjE1FB8v2oF1hL3XxaDXcen4SMqPcgr+ti5LHdDkWRPbf6ShR1GuTeT6Lzc1Gq81aorjbbdXUNuv5U45r7Cpqg/BvVzBX0/Lo0t+2B2ZWkhrqUngOBE9wyAvhaHPpPpq3TA91TewMHIUnx96Hrxnfi0J/uBdH7gV+QX5EvnYnAPeie/WIc+h1pbSi+medzi5HwxA1x6G/0gujj6B5iGMaWTERzyHeh+U012TcO/clV3mZNaVVj6nFSk8oOlAJxN3BrroanFe7vUGR1H+P22xUmYlC8MdWKrALuAm6JQ/9/+Vb0gqiHu+Fug27aF5A9BWwZqgG7E6X09EcpJnknHF4Q/RC43P25EXmSr0GRhFEonaecXOYz4tC/J20/xyClonxRuLHAe4qR5PeC6MNowtcXeaGe9YJoZ9RL62xkmBTLSlQz9iBS35wRh/76Ej5fNl4QXYkmwK2S1teOfqMV6Pq2GEUxkmUmahJqzR3rgFPg+wjwdXSurkD/o0kotTlhHdnvDROQgXQ4xSmHbUARrr3JHZEqh4XI+L4P+G8ulUBnBF2N0o+XoGNuNkoR/lmu4nCX2jyalPF0HClFyU3omjcOnYdfQZkD+X6PTehaWck9ahYyql5CkueF1Dw3AgfFoT/JC6LfoTRswzDqixlT9SDDmEpnE7pZ/An4Ty08ta4/1GfQjbXWMty1pisbUxNQXcxMdENNelAlywBkEB2EjIXLUE3CAahW6JQi99OGJj7/Q5OrHVFK4I7Is7wRRcaOzfjc1W5flTR3vAz4aRz67V4QnYuKrYvpd/HjOPQvz7eCF0Q+8mYnrIhDf3Da+z3Q73Rp6cMGZCTMQf+ny5IoXbUpMlLXLGxAvXn+FIf+/EYPxgAviM5CzV53ci89xZbncrE8Qfb7Vi42I0dhKZ8plg3IuPlhtlYGXhC9D0U8k+jYBBT5vyqJLHlBtC0S0Ul6BB5B5X3+Gkk76kV0PYBLv36e4pvKG4ZRHVrOmCq2MLNV6I285qcBC70g+iNKj+oZh35bNXbgFJV+7AXRTaiJ3wdojRS4bLSeJV08B9C5gLsQt6Emkl6J++mLJjulTng+SeXG+I+B93pB9CbqXVYshxexziJkHK5G4iQ/T3/TRfJuRE6Fcq4jSa3ILsDJXhD9BE3UqhatcnWNv6rW9mrMdOCsZpau7U646MxVQJD28hhkNJRLqdfbGVRPACaTrVBdEEikIZNTSd3XOuLQz1Y79G/KNyybjdnA+WmG4ufQNa9VotmGYTSQrhaZymQqUlSbjdnzWjMAACAASURBVAp1V6Yts5DH8fFSNe2dV74fujkORgbV51FNSSvRlSNTRmdWovTEv6FjfnMlG/OC6DRUT1COglkuZqMJ5BpgcqaoRzl4QXQ4mgQ3K5tQRPTzXVmVrZVwipa30rmg+mVU01hJa4XHUfpbtdbvQBHx2UiWfX+Ki0wnrEO9Z7KmGHtB9B1UZwRKH/49EtvYE9UvfbSEfTUzdwOfRmnce6H0xF+iujXDMOqPRaaajL3QhXIVkn/sR0oq+R1IOvkZV9Pynzy54AOR0XFk2rI9imacB9wE/ANdgC+o1ZepAa1nSRv52IjSbkYiBcM1KJVuBvBItnSecnCSw98r4SPrgRtRmtAK4EtkLyZPIlWgSWI1qCSNslZsQIImdyIBnZo03vaC6CAkmLATqr0ZA9yU3rfMC6IdkWPqVZQW2wvVwn0Ypbr2JNX0+H2t2EyxFLwgGoVqbPZKe3kKUtSrtEddqbW2J5A/NTCJ7v4DOfPWoRTj/d2yX9pjYhgsRHLET6BWEsu9IDobGRPbuPfvce//X9q+3u2Wrsar6DzcH6VeFxO1NwzD6ESrGlOT0WSuH8rrzkehyMvRwMVosvBWd3nXP+RslO5wLNkbfJ5DaelVhlEr1iNPcQdSdru7FjvxgmhPSjOkAF6KQ//itG3ciAQhvoXO4XRWoL5jN1UwzHT+gYyCI6q0vVJoR73bXkGRjUmooP/FYgRAKsHJSUd0rmE5D7jKpT+/hK5fJ5O6ti1Dx8/QLJuc5dZraEuKWuIF0RnAzaieMmECck6U2xJiGhITec0tm1C7hDPI/jtncjwygnMdv3sBv0UpiX4c+mOQYuCDyQpOLXRXYHUime8azX8OuIhUPVjCacV8sS7C/igKaRiGUTatmub3IJqMTQA+SEqWtgMV+3+G3N3mAT6GakKWA/Oy9eJwUqofA75BZy9lV+J5zBPXFViGjP65QIzU3z6BPOH3ltLXycm+n4EiEr3cY3+Uzpcsp1PcRDCdCPhmHPqvpe1rd6QYdjaKGN+P5N7nlLjtvLj6l6+hCWel0YVCrEbKjY8BUxqluOcFUX8k678LkqQ+hsqVySagdMSnKtxOU+HU+n6CFObSGYvqLjMN/mL5GXB5tmPAC6I+KPqTr7ccKFV9BMVFtb4Uh37BGkGXafEqMrAMwzCajZZL82tVY2r7OPQX5Xn/YDR5OpLshlCvYjstu4nYT1ChfSHakPdxmxz7bTbMmGp9NgMfjkP/n14QXQb8KOP9+ahh5b2oViqnwIOTNr4HGWa1oB3Jo9+OmmsuTdvvASiCVbMLkhdE91N5Y8F8zAZOTG8a2ki8IHo7ioK8G9id0sVVMpmKamwKZQO0DF4Q7YKOx6My3hqDshqKkTLPxm1x6H8ky/6SXlUXAj6F1e+eRDU8xfDdOPR/kLafHwKfAp5BNU+Pop54HV4QHYmUCbNlXBiGYTSCBSib5Io49Jc3ejCl0JLGVCm4vjhfQKkL/YAJceifXsZ2tkUFyKNQyscit+yEvL43I0/mgcC/2DJ1ohkxY6q1eRhJ+b4G4AXRPagOMBfrUVH7hXHoz8180wui7ZB62TnISEsXbFmBIkcrUCTpg6gOsVw2AJfGoX9dBdsoCS+IrqE4p0i5PBSH/ntruP2y8IJoe5Qu9mNKd/J0oDTFW4HrukpvK2fAfxTJg2dT1ZyNInvlGlN/jkP/rZojl2r3IRS1LKXxdQeKYBUjXPEw8ANgbBz6670gOhqds+miFAtRDdhhmFKdYRiNZSNKU74TpUA/X6k4VqPo8sZULlxqx8ZaeMK9IDoVNUZsdsyYah0Wo4nfZCQssYS0SI4XRCejCW/mxHA1KqzeHviie+0+UobVTYWaDmfDpcG+HzUz/QDlpUJ1AMfFof90GZ8tGSe2MJ7aOTq+GIf+r2u07bJxaV1fR9GXRORjQI7V29B14Um3PNtqHsJ8OKPmDNTPa5+MtzcAL6Ja4mEomlcqj6II0VNuf72Q0RZk2V+xvIgEk4qlDUWd7kaphrVObTUMw6iEh4BTWtWQgu5tTJ2EUgGnIhGKZPIwHaVClFJnshWKfm0H9EG1Vjvk/VBzYMZUa7AOGJ5LtMALohHI270EFZSfjwrf/wL8Lg79hW69g5Cy1z5I3e0/wP2VRhu8IPqt2282VqBi+A6U1pQ5iZ8IHFAvlTgviA5AaQR7V3GzbagnzWWtoHbnUsAGkTKsdkFRiheA8dXs9dUsOIPSR7W2uQyTUpvqJnQgB8W1ceg/kbbPkShjoRQ59Gw8iTIeSpE9NwzDaCWuiEP/qkYPoly6rTGVjhdEg4D3ohvWk8DD+WqqXI+dHwFDUArMbmSXem52zJhqbt5Exv3Lceh/oZgPuJSuPYAxaVGrPd1rHcDcOPQnVnOQzvv+PlSfcRLZ60D+gyayHhKwOBYZNLfEof/xao6nEF4QbYM89p+pcFPrUe+dq7OlTRqNxZ0LH0TH20nkj9CsJne0LhfrkOrkdXHoT8nY99uB59A9ohqsAcYBB2FGlWEYXZNfx6H/xcKrNR9mTJWIi2jdRulqZs1IPsldo3G0Ifnxq0uJkGbDC6IvozS/3igv+co49Cekvb8t0D8O/Tfd3/2RlPhIlFI4GZiZhN9drclBwGvZ+la59Nmj0OT1JOBQUnUnbciI+VEc+qu8IBoC9EiEKOqNF0Sno8lwuZPTi+LQ/30Vh2RUASdAdC3ql1VszVMbpafDHR6H/tgcY7gZZShUk9eQ065VW5oYhtGczAb+i5SBL6A+mVWTUTryAKQsuiuqm9qzFdP9zJgqAS+IrkK9cboKZkw1H68BZ1creuQF0W5INGVqFu95P7e/fsDurmj9fSiKlM4GJLu+AAkYbIdEKW4HfpZPwtQZV7ujSeDb3ednxqGfqTrYELwg+jAyMsthCpJwLUoZ1Kg9XhB9DrgOpVuXyiaKN1TuiUP/jDzjGI1qnarBJuBpdK0uV6bdMAwjG23AkXHoj3f9CR+r0X4WIZGc/wL/zdYCxQuiHq2QKp8NM6aKxNWbvNTocVQZM6aaiynA8XHoL6jXDr0gOgLYHIf+C+7voaj2qlg6kJz61+PQj6s/wtrjBdFfkEhAqURx6NdKRt4oAy+IbkWiKOXwBFJmLSQX3gEclB7hzTGWyVRem/cSqm8rRwzDMIzuxUaUDjwDeMM9zkBK1L/Jsv5k4Ftx6N/t0vXHAqOrNJblKA0+0SKY0pUdj5YuUCRx6L/sBdExaOJYb3GJ5cAfkFfy4jrv26gPb6AeRXUzpADi0B+T8fdSL4imAXsWuYkeSB1tXy+Ibke1HWtQndczVR1s7fgEuuBfSfHndgdSaDOai+kVfPZ4NBEpRrr8QNTEOCuuDreSXoNvomtCZv8rwzCMbIwHPhGH/iuZb3hB9DjSBTjNvXQ/8EsUIWp3TtTLqY4hNRsJMt0Yh/6qKmyvJSi3h0a3xE0OX63zbkPgy8B5ZDek/oWacu6ApKr/hiazRmtxYbawd4PITPMrhn1xdV7IA3ZeNQdUS+LQ3xyH/g0oZ3sYSmPcHtgR+BzqzZPJX+PQr/e1wChMJcZUGzqOC9EDuMULoi85b242tgL+jBxhhdiIahXmAK+jVJiBmCFlGEZhNgHfBY7IZkgBuNS5i4BfAPvEoe/Hof8gsIcXRL9GBlCxPRg3okbgmSrAjwNnopKBn3cnQwoszS8vXhD1Ab4KfBZoB/6IJovvQc0REyW8drdUM9K3CXkKrgUmkVst8L449D+YZdwHI8W0Y9zztejG3uH+HoRu4LHb11o0eSy3F4pRPmPRhbApTkYn6TyNyo7n38ehn0suPX1fZwMj4tD/WQX7qilOVvubyLOXRN6+FIf+jIYOzNgCL4iOQ+l65VBO2vN44Mxcx4ITdPk78gh3APPQuTUOqamOBd5IP/e9IBqGWm18C+sRZRhGbl5G0aiSSlC8INoJ+Clqo9Ijx2ozUH/Lw4GlKJr1L+DBOPRXum18Han4nuOMs26LGVNF4KSlD0Fy07F7rScyVBajg25H4K/AcRXubiNSGPtxHPqxF0SHoP4vCWNRM8aXUJrJ/FLzUN3Y90RKa4ei73YUKtp+Hnnoh6d9ZCkSKminvD4sRn5ujUP//EYPIsEdc49QmQTza3Ho71dgP98Bvu/+PD8O/Vsr2J9h4AXRDkgopVSeRpOGUoUrngDeE4f+xjxj6oNqnmY6kZceSA12V2Awun/Mduk2SVPhbyPVTMMwuhcLkQjEMNRgfleyt21Ygmo3i27L4a5FF6MskoEZb38YOdV3dtv+N6ofPQQYm0tZ2AuirSrtVdkVMGOqinhB9AQpY2o95Skv3QR8Ljk4XU+cnyIP6NNx6E+qxlgz8YJoF+Ay5GVYjbyneyOj7WhSUYonUV5tqT1ZjNzcEIf+Zxs9CACn5ncn2XtFlcrOcejPz7Gfj6M0qISNwFlx6P+zCvs1ujFeEI2hcP+8W1GWwY3oWn1MGbuaBRwah/6iIsd1GWrgewQyotJpQ5GrWagXWzlqhIZhNAcLSSngZi5rkCGzLcoQGuSe90fNv++LQ78t2ZAXRN9G9byZLEa97D4Rh35B0SjnJL0ZyObk/Gsc+hcU++WMLTFjqop4QXQFSqG7xy0hujlehXpT7Qw8i27c786xmU3AeXHo/6PmA86CF0S7IqPqk2iSMSjLaguQ8tyR2E2/GqxCqZyzUfTz6kYMwqWzjaG4upFimI2cADfFoX+v28e2qI/Fz9jy2NkEnBuH/l1V2r/RpLgIzL5o0tEbRWpmVSPP3vVW+0WOt18GLo5D/0m37kA0IRlVwi5uAf4JPBGH/uISxvUS+aNNM1CtXqbH2DCM1mARak7/l2op13lB9E4kZrOMVG3l7Dj01xb5+V5uTFeSPXX/SuB7XVlprx6YMVUHvCAamjQmdU1/H8qx6hvABXHoP123weXAC6LtkBf1BGAEOgl7o2jbYHRyr0Cpf7s0aJhdlQMLyS7XClfjcRlSqqumofxzJOxwJvLA5WIzSvm7vYr7NpoIl+b2SyC90/3NwCerOAE5EDXNPRNNcCaglLy/ZDaE9ILofJSiXSzDymk07QXRYODTyFGVrTZ1OTKkCkmzG4bRXLQDvwWuiEN/WaMHk+Cc47egeVw2PhmH/k11HFKXxYypOuMF0bXA19JeWoMK+/6E6pXOAT6IJpz3A9c0o8fAC6KzgDuQgMVgtkxbMcrn7jj0P9zIAXhBdBpwb4N2vwk4LQ79+xu0f6OGeEF0CUpdTvg7cAVSJO0A5sahP7sO4xiJUnHaUYPdYmqUJsWhX3QUy9VwDUvSs50heR/KUlgHbI2yGUCZAAtRjYRhGK3BGODzcehXq0l3RXhB9ENUC78XMJL8qt3XI/XescWmKxvZsT5TdcILouFInelTaS9/HLjDFSXvgMK3idd+OopUNau1eyeSwjwBycX3o7waMWNLzvCC6L1IeGRP4G3oN55aL8W/OPT/6S7K36rH/jLoDdzpBdFJzRClNaqHS+/7YsbL59C50e5ZKEW02vvugWo9R6I0wOOAbZzww5dQ0XcuZauEonqneUHUF3mEzwQ2eEF0Whz6D6MJjp+x+kxgJUr33bm4b2MYRoNZAlyK0tibwuHtBdHBKKWv2KySL7rleqyHaUWYMVVjvCAaggyoryGFvI3IE/DXdPWyOPQXekF0Oaqnuhl4IJd6SjMQh36HF0TvR6pT30Se3UOx3mXV4j9sObFb5AXR02jSd1sdGvzeRmOMKZBT4fuoDYHRddiXLSMv6deMOcAD1d6pM+LuQVH/hB8n19g49J/wguhK4DsFNvW3Ind5FTISQdGnyAuiV5BCVyYj054/jgQoDMNoXm4EgmKEH+qFF0RfJHstcjHUei7R5bE0vxrhBVE/4CfIkNravXwV8LNmyqmtBl4Q7Y8mQEuRh3U0qe9s1IbNKA3va3Hoz6rFDrwgOhNoiBCK4+Nx6N/SwP0bNcALoh+jmrxM5gDvjEO/ksa7ufZ5IBKfSGcN8K049K9z6/RGxszRaetsRk6NnsDf49Avqhm1F0RPAgcgoZ7NpGpOO1B633Akl57JMlQzlU34xzCMxvIqcFGzZUw4YacFqFl4OXw6Dv0bqzikbodFpqqESyE5FWny74giTAe4t6ciyfOfNEs4uJrEof+qF0R/RSFv0CTlSSrvuWXkphfqC3GyF0R/RulHz8ahP7MaG/eCaDSq42skN3tB9BngV8CdmcIBRstyB4pmb6azF3U88DEviO6PQ39MlfeZGeVfiKKei7wgOg8ZUIeh+q10Y+pDqHZ1MKppKpbZ6B5wWI7325HSa4yk0tejidrWwG4oxXczilptjRlXhtFI1qLeTL/I11OugXyI8gyp45CTaU11h9P9sMhUhXhBtBXwfpQeMhp5Iu8GIqR21xt4qV61Lo3CC6I9gGtQPUAflP9vEr/15zng9+5xnVvWAGuLOQZdX7PvoLTUZnK2PIe8Z682eiBGZXhB9DYkunA0cHmWVRYBB8ehP6+K+xyCpMcToRw/Dv37nUd3Mqkm5achtb21wAtx6P+szP2lN6QuxHgkfpErRboDeB3YA2tFUQkTkBG7Hfp/m2qiUQz/Ar5ULUdlLfCC6B5kUJXCPXHon1GL8XRHzJgqAxeFOha4CPgAsAFFnv4KTOjqhlM+nNDGr5B39ZAGD8dIsQ5dPM/PfMOlpJ6ADOEP07xF8O2omfQk4DVUV/hEY4dk5MMp5l0OvAsZKFcA/3ZvP4uiMtl4AjixmnWjTgL9YhTp+Vcc+t92rw8AvgL0jUO/UM1Usq2dkCd4VpJt4AXRjqhO6lj0vdag1Od+5L4WPg/0JaXol4slbj1zUBVHB6mmqWtQ/670/nntwFPA8fUfmtEizEY96Zq+kbwXRL8Avlzix+Yjp9XCGgyp22HGVBk45aeRwEQ0qRsfh/6Gxo6qefCC6CDgpUaPw9iCn8ehny7LnzgGfkT2GpZW4Ddx6H+h0YMwOuMM9K8hAZO+QBupOspL4tC/xq03BClWfg84JWMzj6M2Ab+s0phGI6EcgHnADcCjaQ18d0HNex/NTOVx6nzHuzGeDOzn3lqNUhYXAicio3EwiiB1oEn7RPd6JnNQD79iaAfGktv47O4sR7/nShR1GoGOu3wsQCn5xUrSz0I9FQspPhpdgzXoGFmEotefiUO/rZgPuutFnzj065I+5wXRh5DATiGWk8qcejgO/ZU1HVg3wowpoyK8IPo1SukbhhrWvemUsz6Gesls38jxGZ24KQ79T2Z7wwuiq2iccl8lbAL2qJUIh1E6XhCdiqLTnntpIZqMJJwah/6qjM/0QQqWJ2bZ5Mlx6P+3CuPaBqVhp0deF6A6qYNQRKkPigLdAvwAeCfwUWRAVRIVWub2PQBN3tcB+1Naf76NqDYyVwPOrs4Y9Nv1QlHBbYAhKG2v3PTHKUgIpDeaNE9FBmuSArgMpQfugNIwe6F0S6P7cTNSy5uE7pUXI+P9JeCz6REeL4guALw49K+sx8C8IBoKLKawoR/Eof+TOgyp22HGlFERXhDdhlJbFgHD0wU2nNf5TuDdDRqe0ZlFwE7ZhBy8INoLTSxakWTC8+0kymA0Di+IvoomHdl4LA79d7n1eiGp8hXIY3o9cFSWz4wHDi1WvMcLomEoEtQH9XU6E3gTRSv2zfPRTF5A7R6qxRNUnlbWjgzT1cDhFY+odZiJjKZtaryf9cA4JP6xFfAOOhtqm5BBezjWV7GedKBo8gr0P2hHhvTIfB+qERvYUuxhHnBOHPpPeUHkodTmdwN71avswwui8RROF94vDv3X6jGe7ob1BDIqJYlAPZ852XES8Lc1ZFRGNrYHtqiZAohDfypbSke3CkPQJPXmRg/EAOB3aHKRjfRJyBEo5eQRNIHNZkiBhH0u9YKof473AfCC6D1eED2OImH/AG4FTkKqqidRmiEF1RdgGVXh5zcDT6PI2Q6VD6elGIlS6mtNP6TCeDw6PjMjXr3de6+iCb1RW15G//eNqHn9KOBAZDSMRJGhl5GjYkWdxpRNNW9n4DEviD6IrmefRhHMo7OsWysezfLaKuAu4ErgXBRVM2qAGVNGRbgc4gB4wwuibB207wIuI1WrYDSWn3tBlGsiVnEqVYMZ2ugBGIAmFtkiCPOBs9P+nk7xE+QfAWu8IJruBdGemW96QTQQGdPHU7372t5UL1q7GtVOVUIv5KE/ju7X2PcpcsvMN4JDkWFr1I61yFgaRe76t0EoRfd4ZPjGdRlZdnq5saTfh7LVStaK+7O89uc49M+MQ/87cejf3p3F0WqNGVNGxcSh3xGH/sXAzMyJehz6S+PQD+PQPwR5io3GMhT1bxqS/qKT+D+rMUOqGq86QQ2jQbjo0V3AtmkvzwF+gRryznHr7Qh8BBkZxdLDLXOzvPdttlShXAnsU8L2M+mPUmOrwdZI7KBcNqC0w/VoEj8O1WrMQEIdXZV56PvW08NfLMfROr/9m0gEppXYmtLq07ZGKd+NZCqdr31VUyMtgidRJCqdf2db0ag+zdRHxmhx4tD/V4FVSim2NmrH+4BJLpJ4p3vtYhqTf14NngdCNNHel/qkAxnZ6Y8MmxFIlOZRYEyWeqdNqGnu1qheqthrw9lx6K9Lf8ELohOAr7o/25GT8HGkuLddGd8hnWrVxfREdT8LUVQpMayWIfn0JW6dvkikYiCalCWiF2ORQEY23oYMzLdVaayVMB4ZsaDzsQOlF5eb4rgDija8hgQ7mo0TUA1VMxp7Ca+TUi0cg+Z926Lrfa1r0CrhNVIKoMUyGhkVx1V/OAW5IQ7927wg+ihqMwK6BtaFOPTbvCD6JxLMWYqk0ls926RlMAEKo254QXQASvczI755eADdaEc3eiAlMBlN0p9Dk4N349LAgMPi0H+zgWMzisSpfn4a9TY7Fhli+VgLfBHVQx0BHIn+94PQpH03NJHfgCJKlYo9LHXbm4vqaCplJoqeFas8twTVivREdRrb5livA00gO9B3bkR09jX0u+e6jryJUiYHopqX9Ia5iUGZSMnvRHblxKfIbVA2ko0ohXMV+t/2R+leCXPRMdqIHmFTkEGazVmR9O1bis6lZmIW+r2GFFoxC8n3entVR5SfBUi9b71LQ56IHCMLgF0yWy3UCick9T3gq9Y/qr6YMWXUBS+IPoZuOn3RDfdo92iGlVEs65BK0q8SRUIviL4BXO3eOyYO/fENHJ9RJK65981IcjzhQaSSNhdNzichoyhJ77sHRbHeRB71cej/nm2C/V8kOlEOryDDbV9SBsyzKE2qUlnyWkcxqqEYWArzUHPTUvpfLUH/317IUDyUzveBdeh/Owg5SHoh8Y3hyGBuRtbSOYoyw73moUhjG4oulmuUtyHF0jXIYBtNcVHTGShimU00IaHaqpWVshrJfHsVbGMcuRtl14Jxcei/9Rt6QTQOKUECfDQO/b/VcSxGA7CJrFEvepKqmZqPPDe3IiWeAOtH1V3oAG5CnscVyIvYA02YhiGvdLJsgzx789Gk7Zdx6E9PNuSaQ//Y/RmgSZrR5Djv6eNo4v8p1Cz1yTj0Hy7wuR4oMpWkJiWTpaeQutcA93e5KmvTUXTlwCzvHYUm9E+ha9VKt/9i644Xo3qKbNuuJsejGrU30O/QDxklpSoZ5mMWOi+3RedmqQbmMPKnYfWnOSNQ+chMR9s94+++yFHwOLq2FRs1eRVFvA5kS+NgEzKuXiH377kSRaXyGVOHokjOXBQJ2uw+l/Tz6o8MnA2o1UBmbWIxLEP3/AEUlu+eQeXnySHUN/U1s1Yr3dC9yguiu+LQX1+nsRgNwCJTRl1wE6G9kEzxpaSUmaYDH0LiB1+lMakQRn1YB5wXh/696S96QbQ/cAWacL4I3FcoRcELot4oze8QNKFoQ86h0XHoT/eCqIcpFzUvXhANiEM/q/iEF0S7Ahvj0J/vrhvvQCqAZ5PbW70A1YTMRBOZYZTeXHUzOkYHFFoxjRnIuMsnLjEXTXwbVZPYhtK9NqJJ8tZImKOca+0mNPHeBzlGllB5XVp3I+lV1RMdcwNJRTFAv+sYdBwWWyeWNIJejury1iMn1XFUN+1zE4rSHkZxkbFFKAp5KCknyHhkIPZCBtrW6HvOQUbJ4XROAy2XZ5EhOJLy0gVL4Zo49C9J/vCCaAado6iXxaEf1ngMRgMxY8qoO14QbQucB3wJ3ZQXAL9GYggfRYWTzVwYW01eRDfVQt66VuYV4O8oEjkP3WSGuGVmHPqTvSDqhwzqd6KUoeeBz8Shn1UNyQuibwLZOrlPRPUjH0RpMdfFof+fqn4bo6Z4QTQSTf7/jc6LTC9/IdajCf8y5JnemeKFJKahiGmxKUKPo8jaQDRpTCJVvdw+1yJjpp4SycUwhtJS8xImomt2NSa7hliLUgDbUBRxF8qL/tSTJAW3AzmxBqAI2FwUER2IjOydyB29fZxUVHMTtc2USmr2Dka/cbU5MQ79RwG8INoezWmS1OQRyLEzKg79BTXYt9EEmDFlNAwviIYBv0J1E8PQTeVQdOG7meqmpjQrSarMYFQTkKufRivSDnw2Dv0bXbThQre8LWOdX6GC2YIXIy+I+qIGhJdQnMf1DODROPTr1dDRKBIXdToeqe7tg4yf193yD6pbH5M+cSuG/yARgYXIu70STfh6ovYC893rhXofzUDneN1UvYpgPOULzjS7cl0rkhybpR6jrcw05ISo9/0uSbfN1SC8HNYAw+LQ3wDgBdEZqD3EHGC3OPQ3uZYRW8Whv7yK+zWaCKuZMhpGHPpLgPO8IOoFfBNNsgfGoT/JC6J/AR9o6ADrR3q92JtoorYS/R6D3d/D6OytfBVFdppBDjkbbaiP0BIviCLg/WQ3fl4Bfl9CSt5IFL0sNnXlT0jY4Nwi1zfqRBz6HV4Q3Unt08RmUHzhf6KM935SynKZx1q2Se8qJMSwCE3UpiNDbB2Fi/unIo9+k5iUrgAAIABJREFUX2Sw1cp7njC8zM91YCl91WITipxvR+pYOgodW0dTvOJjK5L0u2qE43A7lPWygi3VMVeia8VKdKwXa9henxhSjsRx99sks8K1c1i3xSeNLoMZU0bDiUN/sxdEAF8ALvKC6HekhAW6G8PZcrKTTGAWoTS5nUnl0o9HaU2H0jw34FWoDm40ijDkK9K/MA79SSVs+5sUlwLTjm5eg4EPeEG0fRz61WrAalSPb6Fj5ThKq1UqhTkoVXAmuuflckCsRhOtRBwg23G7DE2EH0fH1hqU0jSKzr2U9nXLclTbtxuqD1mHztetUSR+CCq2H4omYUlK41RkUFXS6DeTCW48HchILJUebjzPo2vUYGpr9HVlVrFldLAvmsDPQ8Z4HzorSnYVOpDB8iw6D4YiI2YgOjeOorby/v1RWmVSM9iBzuPDSaXbP13ktn4KXJbx2jz3WKjvptGFsDQ/oynwgmgAyjNOVJGORfLGhXrPGGIpmiztjnLuG8UU4BzUBHh/JBiwkNyF1CUV5rp89MFoUtwb1W6sRpOTvYFvoHqXj6Bj6Ifuo++LQ//BEr+LUSecoMhJwO9Q+k81WIdqEocjQ21bVMc0ldQxMwQJM2yPzpt5bt1cRkIpqVgrkcFUbCQoduNJJs/VTPt6Ek1SN1C9etTpaLxDq7S9rsosZJiPSHttLIVTREGZClB+NLEVGY+uAY1KjS02lfV7wA8ysyq8IDoCOVAmAO+MQ39p1UdoNB1mTBlNgxdEf0PCFKBUgK5UP1RPxqFJTqmF+5UyD02G348mD+kF7rluUM8DpwCnxKH/l2wb9YLooDj0Xy60cy+I9gUuAq6KQ3+RSyH7MCqaPzAO/XIls4064QXRIOBeKhdsmIeiMKOyvLcanSM9UEPThUgCegNKB8wlrrDSbXefIsdQjsjDJOSASJxIL1G+OM0K4Hp07vVBEbcLkdOhWmQafJOAPyNHx8nIeO2g+ZrC1pMp6Ldfi6KjK1EmQbEiHhNRXWFXZw1Sh9wKRZPr2ScqYS0pSfh8/DwO/a9leyOtZgp0fzsuDv22bOsaXQczpoymIa0Bq1E5MbohNaJfS7bGofmaifpIVGIM6ju2EXg6Dv3XvSA6Dk3O9ixV6twLop5o4rjUVJRaBy+ItkECEPl6ERXicZSSlmn4tKMJzrZo4pZ5frShHk2zkQHSAzkmdkDGyXRk7OQTx2lDnulym+dOceOb4fZ/BPBHJNSyE3Abis5msgq4EYn3LEDHfZsXREcB/6Q2vfxeQZG+Z9FvPi6Lp74vKvzvjm0vXiO7QV8Kz6MUtK7IWHSe7U3nLJR2iu/hVk2KcYCsBjxX870FXhAdDtwOnImci+/K1QbC6DqYMWU0DV4QnQ7c3ehxdDEmoolgvZoid6AJ554Zr+czppYBfwUeRR7YNcB9bhvJxPER4PQ49FfVYMxGk+EF0UCk+LVDBZtZi4Ra9kNGegcyTopJ4XkZqfklvEnnVKtnULrcnigaswGdYwvca+XUJCUsR0ZKcr48j9KF1sFbKog7IoPuIyh9bwkwOQ79izI35gXRLsBj1CZSPR44Ng79tflW8oJoHpX9Jq3KU1Tu0OqqCorNqF74Ip17fmWyAPhAHPpjc63gnAd7xaE/0bX8aLOsiK6PGVNG05CWa2xUl1koveRwCqcvVMIqNLnKZjRNQHnwhYqp19O5J1AH6k/13Tj0p1djkEZr4AXRYiqvmyhlIroa+Dk63o4HzkfHXyIEkKvx5xJ03CbCFi8jT3uxva0yeRCJUixGtZAfjEN/ZfoKXhCdiBpdH0+qWH8uEvSY78b9CGqSfhelNzDOx0bg08DDwLxsEWMXFd7NjWOtG1M+EifMfBSV2JfKDOlm4AUUldq60IoFaEajoxxWI8fDOmRY79XY4WzBk+SPhk8E/Dj0Z+bbiBdEewMLTAa9e2FqfkYz0Z2KbOvJrm6pxMO5Hk0SN6OJD2mPoAnQseSOPh2A+gediwy7Jciz/1lU55QYWf1QpOoRJEDyUBz6cZljNloU592tRgF6KVLeM+PQ/47b/85o4vcfVHc0BEVXe6Pr1GJSUseDkMGQGFMHobqYRZQnBvNetz2Aj2caUo5nkLjKJuBE99r2qOb0NSByr/+N6kalNwPnxKF/T4H1XkLnPMj4ykYbSg8cgCbWe5KKaLehqM4IlFbZ7KxGDqM2FEnfncKS+MVyAjIyF7j9bEZ1PTuQUp5sJlahCE8fZDRtj2oUR1Oc6EY9mIdS4Q9FDos3yV+j9TBwZpH9Ci8DDvGC6P1x6M+pdKBGa2DGlNFM1FswobuxuczPvYCMsVKL6dN5EdXDPYyERb4LfJ6UHPYS4CbgDuDFOPTLHavRNaiWJHgptQpv1UDEof+oF0T/c72wdkH1Sh2knBGZ16rMiPogFBGOUS1IqRPrn5JFKSxtfOuA/3pB9F5kgNwI3BCH/sL09bwg2h/4MnAW1YkE/DmfIeUF0aVocppuROZq2bCa3BGXvqTS455H14lKa49qSR90TFRTyj6dncieJjkGOR0y06obyWts+X9txshaci5na0eSzh+AL8Shn8sp8BYuInsaMqif9YLo3Dj0n057v0eptb9Ga2BpfkbT4AXR9ajXlFEbplHaTbcNTWTKzfmfgVKM/gG8kNxE3OR0lltnPTKsfhmH/voy92N0MbwgOh6lN1XKLCTEsh+KgD4EnIFS+I5mS8XQTwE3pdc4eEHUH/WdGU3uGphJKJUumwLp/eRuWr0WRWyT6NPBKEp7Uhz6Dxf+esXh6qyOBm6gMqOkA0XLcilvnglcS3Hy9tkap+bb79M0RlCnWAqlidWSOcgZcFChFetANerE6sEsCh+nlwJXF2sAeUH0dnQ+p/McihDPQmm4R5uzsOthxpTRNHhB9BSSJjZqQzuKTmXzFCdedEil721NeWkZP0HqY9Ny1FMMAH7pxvH9OPSnlbEPo8lxPcG+jtJ8pqD0znZkVKxBk443UB3fNigdbCOK5DxJdSS8FwKXAw9n1jp4QXQd8KUsn3kB+L849F9NW3dbNCE6BaX7HU5n9bF8imvPoEluGzrHNpBKlx1F5z5Nq5H4yqfj0F9T1DcsAVcQ/x3UKHk4uevA8tEOHByH/oQc+zgLRZgLsYrSFf4eR8fKWlKCIj3dshWNkdNO2IRS8XI1ha41r6Bau0ayHp0L5SpZ1pNl5D7+N6NrQFanQS68IPooUOgzo0psVG+0AGZMGU2BF0SjUIGnUTvyyb6OR573SsnZf8PoHnhB1Ac1tPwy5TWIXYuuBYdQWB75QeABZLBMQ57mPVAEdht0PC7LGF9fJxn+TuB/ObY7Hjg8Dv1NGZ/dBbgAOBXVBA1AnufR7vFANKndhVQq4GLkOCgmCvMacGii3FcrvCB6D2pwPQoZNatIiWgUE73eOw79KTm23RPJs3+IVBpvNtZQvQbCCc+h370S8YoX0GR6PUqteztKXewg1Sw827gXImO5kTLmjYyOTUa/SyObxhciMcCTYy9Cxt8V6P+6Dh2718WhP7mYDTpHy8Po3BlKdpGnaahu7GXgljj051b2NYxmw4wpoynwguhzwG8aPY4uzDw0ocssRt+I6pl6Ux2vbr849DdUYTtGC+MF0TUoKlUJq1D0ag06djchQYL0eqURpUxMvCD6AepZdp6b9H8f+HaO1a8DLslWK+EEKj6BZJRPR0bf6yjd6kQ0KRuPUuvGUnyE94I49P9a7PepFC+I9gTuAfZPe3kqEs/YhIQOdmXLCfJfgE/kk3x2IiJnooheNjKVO3H7fAbVnJXbrLhYoZ0OZHwMQsda0sS5H53Tv7JF0DqQhP1KFHE9DsnwH0DjeYpUBDjp19QfGfM9UXrlOnTN357Sa5U3uc+3uceZblvvIHd9XDOwHEUOFyCDJ4hD/zF4q7ZwBDA2V/+oXHhB9Cvgi+7Pdeh+mp5hcztwnsmjd23MmDKaApcSNIfsNQdG5bxKasI0Hk0Q+iMv/tBcHyqD/YA5ORTIjG6CF0TnAl9B3t/9C6xeKlPQpG1HYOciFbbwgmgP5CGeHIf+vmmvn41qibJFjp5DE6E3cmyzN/BJZFgdhSJLA1HT33Xo+68H3llgeLPQZO9/ceh/pZjv4/bfD53HvdyyJDOaVsQ2Poa88bloR9eMTGfLdcBX89WTeEF0KOoV9waahPdH14jtkCMnffL9CprkJumds5BRV6qT5wUKC35Md8tRVKeZ8BsomtVMQhDFMguN/0Cyp70tRlEnUKRud7LX/zUjq9A52YYEWPoAPwLuyXVOl4oXRPegKCzANXHoX+IF0SEoMj8c9aUyB2MXx9T8jKYgDv1FXhBNofoTL0MsQR7L7ahOOl8ubkdpV5fUcB9G89MDpZTGqMZoKPLiV6P5aCIHfQeqPyqWN5Aoyv3pL8ahf4cXRGNQnd+JGZ85EpjsBdEq4OY49L+e8dlNwA1eEE1FTadHIcdF5vecB+zsnq8jVW+1AqXfnoyiIaO8ILo2Dv3Zub6EF0T7Ap9BdSkH0zkVcq4XRH8Ebsy3jQyWIUOujezpcT2RQfOAG3eizHY+MhqvzbPtbVEq5teAc5DRNhcZSelOnJfYMhK1K4p6lMqh5BZBiJEM9l7oWliJIbUKjXsgqolrFQMjk6R1xgbkqMA9X+ceD6c1BCUSXkTH6b7ueXK8LgeOyJWeWgEvoWNuA3ANQBz644CPVXk/RhNjkSmjafCC6Hmapw+FkZ+NqBfUMlTfMgb1WVlfbKTA6Lp4QTQUebzTa0vGoQlOJU1M56Pj7Wbgb6XKDHtBNBwYGof+a1ne64E8zB9EXvp3ZKyyFPgz8PvMCZkXRB9C6XLQ2XCa5j63Fhkl26OJ/HOkUrB60tn42owiZTch42YpqZqdS1AkrFAtWTsyGv8F/Dfp1eYF0VZo8r8URRi+DPwfqf/TK27/26JzezVyum6FjJ8hKErRGzXl3Q74Zhz6V2cbhEulPCQO/bHu9w1QZGAKqUa+Pdy2stXaLEaRhR7u++/N/7N33uFyVeUa/4VAaKFJC33Re5XeFcWy7hV74YoKoiJ6VQR1U7zYkGW/Vi7otYFYUAR1eRVBSIAAAUILSChhhUAIJQFCAunn/vGuzcyZM332zJmcs37PM09y9t6z9zpzZmavd33f937N2Y/fjrIcVkWv4YZIYB2KXru8F9K4+FqNRaKh0eu6EAnB+fG5uzQxlkTvmIoin6ujhQooRZzvCM5WfqYLwWT+OLR49ERw9vvduEaiv0liKtEXxHSZuSh/PdHfBLS6+xia2P6m2WLdxOjBZP4RBjdcvY/ObLmPC87+qc2xjAEuRSvszyF74hfqHL8a8CXUZNpUOeQqVE91dzz+EyjtDSQS7kcpUeWT7eWofuhmJLK2B7ZB4mgj1Fvqu2iivxqqXWql6XA9Honn3AIJk6VIaFSLpixDYiGPHN1IfZfV5cCRwdnJ1XaazL8FibCpqCHxGbT/e91D63VJ98Uxbou+rxYh8VQZbWlk6T0H3Z86WQxItM5EtIjxGWp/f0wnRp5q7H8W+Gpw9ptFD85k/o3IyAIk4DYPzr5Y5ymJEUhK80v0C5tTvLNTongWA28Lzk4d7oEk+heT+R0ZLEIWoUaW7XJ6u0IKIDbfXYCKzLcE3onS+modvxQ402T+C2iSndfgDKBozkbAb0zmfxKc/TaasOeRpgeBV5Wd7lokWo5GUaGLg7MLUNPdNVCdzYXA8ahB6DgkeooSUiAhUU49o4BV0cQ0F1O7U99EYyxwmcn85ejvtKRi/2kU5zC3J61bgOcT8IcoTbano+jVWuhvNp/BQmoxirZvgP4WT6G/S73mrolimQ6cGpz9J7xsaHJhxTErkIlIvabAU1HdY2X/p6J4Xdn/1wPeRmN79MQIo1FIO5HoCcHZR0k5xisDA5Ty6hOJWhxb8fO9lFLfWuX3UbB0SrlF+pxmnhALxw8EvhI3XQX8MDh7LkoZuzcedzUSDHcw1Bp7U8CiFMLzUcpffv5FwJnIyfREZLl+LBIww8l2SLTcg0RwI6v2TwZn/7OKkAI5ndWyoG+HjZC4a4VFKBp3E6rZWoDE/q4odbBcKM5DEYYjkXh7BYowtup6l2if/wb2LhNSp1ISUi+iBY5voyhnLdfHi4EtgrOv7KKQgqH3w9d28VqJPiVFphL9xG/RanGlXW5i+JmIJonviavqiURVTOb3IhZiR5bTWdS5qJYJuSCYjYwTmiJGtc5DNt+vI9beBGefQ+YK+XGTTeavZajBy27AN4CP16jx+gKqo+onBlD0agEqsF8bCcfdkSnEkyh6cwRKC7yhzrmmUawQ2Tw+bkV1VvWiRdfHY1ZDwulpVPe0DRJV01AvrKXIgGMg7n9jgeNNNMdTaMHjCuDMis/KBBSF+h7w+fJ7ULQm/xT6jJXzteDs7O4OGShbHIlUW1BIjHBSZCrRNwRnl6OV30R/sAI5lIFudHsHZ68cxvEkVg4OYPCCyFj0/mmXj3Q2nJf5HvCW4OwWea1Ts8QI0iWortPXOfRs5F5YyRp1zDLej1ID+4nc8OEAJEJfRIuvE1EtWB59GwBOCs7WjPTF/jq7o7qXIjkAGQ1MRt9V1dgOib8t4s8bo4jURihV8CjkVHgwikQdRWcNfxPt8V1gs+DsLsHZrPyzEpvi3gpsEpw9rXIxLzpqVqt1+7PJfFddCE3mxzK4n96zwHe6ec1Ef5LEVKLfeC/qE5IYfsagVWlQmlLTq/mJUc1VwJSKbePbPNczwAWdDUcEZ+cGZ69o57mxtunTKLp0Xp1rLEJNfB+u2HWSyfxPTOY3rPK0d9F/kSlQFAfUi+kIlA53FKVegNuiVMBfNzpRcHYhJXe1ItkApVvORiL26Yr9WyCRVNmIdWE8vprI3wOla04sdKSJeqxeq6ltcPb54OyfazXTNZk/iqEtDeYhgX1e3N8t3kkpJfdFwAZn7+3i9RJ9SkrzS/QVwdkXTOZfj27QKfd4eHkMuBrVTFwVJ4qJRF1if6ODTOYfp1Qn1W7qy/eDsz2b1JrM/xY5ts1DxeRbIMOKU1CNxm8bnSM4O89k/meU6qxAaXFvRHbxX6p4yn3IHKHfGr6u3mB/bubxZuD3TZxv67L/z0a/8wB6nV9Ci7sH0l6/pnwsA6jOa3VK/chejNvLuROJrEkMjUStgVI1n2ljHIn2OMVkfn3g+uDsy2m9JvNrAes3SNcbj0T0nSil8ylUR/UK5Jj5K5P5vWuJsXaI7qAnodqunCuDszcVdY3EykUSU4m+Izg712T+bJKYGm62Qqkwk4OzDSeRiUQFeS3BM7QuFKai+snC33cm8xsAyyqt0eMEaSpKu3t92a5HgMtb7Gl1OSUxtQI1Cz6GUlTnZYKzd5rMH4hqkjZr4RpFswDVEW2I0uA2RLVE9Zz/AL5mMr8LMCk4Wy3FMeceVHM2DU1yj6xyTEBpeeNQn69Ggq6SG5AoewmJoq1RpsNR6P14W9yeG05Uvt6TkfDK50Z5fVWi+7wbeLfJ/O0osn0MMp3Y2mT+d8g85B+VZhLBWW8yPxH9rQ5FZifl79kt4nne3u7ATOZXySNnJvObIddNW3FYyvQaxaQ+U4m+xWT+Mjr4AkwUwq+BU4Kz84d7IImVh5gWdwWynn4ETaD3BE5o4ul3Akc32/w5NqIdHx+zUerXh9Dq9BiUinY1KmJ/H5oErYoEkwEuLRdWUVTthyb+7yHalNdKQ6ozrstRyt8ywARnH29w/PGoD1XRLEEr93ndUB69eQ69PuPiMfsg63ZQWty9SExVplDV41fAOcBjsZYFk/k1kRveScCpND/pvB/9Tbds4tgbUdphpWPkHGSxvQWql1qn4voz47bpSLjtR0n85n+vbRkcVUt0n5kMFbEvAOcGZ2vWJMXP7pfQe7CS7YOzM9oZjMn8xci170Hgh5TaBpTzreDsGe2cP7HykyJTiX7m0yg1JjVJHD7eA1wG/HG4B5JYeYgpoa+v3G4yvw5KCwNFCc5HK8qroknscmBqpZCKk6S9gOOQKNsiPiYwONozH0Ueyre9DfgimjDvXLb9T8DZlRGqGIG6HbjdZN4Bu7UqpCLvQemB70d25z9rcPyvkYgZQJGhc5ADHcAnUB3W+sjkorJ56X8hg4zXxud8CkVpxseft0AphkviOcr7NE1BRg3rlG3bEEWOFsQxVav1qsZ/xMdyk/nH4vW2p71V+11QndUk9Pc8uM6xa1Pden8C9d3+tkH9pJai1+opJLp2oBRNXYwm0jtVO0GiK5QLqe8iR8+Hmvgcng98rsa+/ZFIbolYc/XeBoctQwY3iVFKElOJviU4O8tk/jSGNupL9JZdSWIqUQwfRILnBdSbaHm9g6OI2hW4CDisifOvW2dfZS3OOLRQUJM4eZvWxHWrPXcxmgh+t8njByizWo+pTW9A9Va35mmGJvN/QBG25UjozAzO5kYxF5nMvxulK+7NYIFUK7qyB7UXrMajSOEhyJWxWcZSTHrcekjULa2ybwGaHL+A0rvaYRLV0w3LWR2JrCSmesti4FvAOS2k2F5CbTHVci2eyfyqNCeSxtC4F1tiBJPEVKKvCc5eZDK/LkN7SCR6x8bDPYDEiGEFcq5bgRzirov2wivKxMIY5JL1MeSUVS2lph2qFaBfQI96CkWb5tVQ76N1gfl5Klw14r4/V9m+GPhxfJ0A9jKZn1BmT34Pijw1e39/nvrR/8NRytsaNB+hKppVkLvePkhgvYgE1l71ntQEmzZ53OEoVfLheN3dGL7XYjTggY80So2tJDg7zWR+Fqr3raRqewaT+VXQ+2inssd44C70XmvmPfYwSUyNapKYSvQ9wdlvmsxvj1JmEr1lOkPdxxKJdvkMinIA/NNk/jmUdva8yfwUSvUtb+3CtTeosm1eF65Ti6eQgHwTitA9G90Dvx6cbdo5Lq6WfxJ4FZrs/SE4W+4qtifN39sDqhtrxEbAEwyfgLgLmUgsQRPXrSgm/XttlFbZTNRiYyTsb0L9hFZFr3+iWB5GzeFfaHhkBSbzmzBUSD0M/DY4e22V41cDfkr1NL63NHnZicAnUjP70U0SU4mVhUuAE2nd3SnRHteg1cHfBGefHe7BJFZ+TOb3QGIqZwwlgbM+qis6FtUrFc1DqAannFkMtjbuKsHZB1DtDcBpHZxnWRShzwA/AP5RccizqMnpAZXPrcJMmhNTMyjVbw0HC+O/41ANVlGMpbqQyu34V0MCailKT12LUoPYaeh+tMaQZyc6YVPgsybz3wrOPtfmOV5Cdv1fDM5W9nwDwGR+L5RG+JqyzStQS5CAIlLrl+2bhj5XL8XHU8BlwdlH2hxjYgSR3PwSKw1xRXYCSss5BaUADbEaTnTEcpRe8b/DPZDEyCH2kPk76iPUiCUU+7l+CEVW1q/Y/m/BWV/gdYad6Jx3O5rkb0vtiMscJOz2p3GE55F4ruFiKaqPqhZZbIeFaDL8NEo5rVxUnopc/ZqhmZqrRHvMAbZttb9hLAt4oVadVZxH/Bj4QNz0DPAb4GJUi7g2MrK4CEVDAX4BfDQ4m1L5ElVJYiqx0mIyfwIqNt290bGJhsxHjmFXBWefGO7BJEYGJvNrI5vyc2gtRWwGcpgrglpRmjtQitx5BV1n2DGZz9DrPYHqIimglfeDaNw/Kic3DNmi0YFd4iGUTldU7WZAv0ut3z839qhs5luNm6nvMpjojOODs78u6mTx++jryGnzI0g4j0G9qcot+N+OolTfQc26v99in7nEKCOJqcRKTeyQfimyTE60xwp000qNeROFEM0RPosWO9qJKEyktCrcKc+gyfHONfafCfwyODu7oOsNCybz41Bq7gqULlnOLOBfyDq9ZVczlOK0K605+hXFAvQ3NAWcawVqzLsz9cVZs++/W5AwTXSHO4EDg7PV3BxbwmT+DFT/u2bctBjVLu6OvgO+DPwPcFQu4Mqb9SYS9UhiKrHSYzK/AUoJeAk5U81Hbk/1LH8T4kbg42XWyolEx5jMnwec1cEpZqOJe7Nua41Yilahq018cxOMO5C5wAbIEe9a4JZWV6RN5ndHxesTUFRlOnBdt1OETOY/RqmG6rVx8zwkhA5BkZg51O+7VI+H0d/lQHpbu/oQpZ5PndKsSHoR1ZPVqxN7EU3M56I00kR3OKeI6LHJ/K7oO6C8xu3DwF+QqPp6cHZJp9dJjE6SmEqMCEzmfw28u2Lz/ahHyzYUs6o50vg8cF5KX0gUicn85shKux3moQn/88iVbnxR44rnfRx4Zdm2AWRVXqvu5VHgd8BZzayOm8yfhRoEV9bhXIrShaZ26/NmMv8b9F13MPo9H2For6lrkAtgO010c2ajRarKGrRuMg0tjnVKLdvsagygKFat/ma3xjGtWWN/ohiWAq8Jzk7q9EQm8xOAK9CiykJgs3ZcAxOJSpKYSowITOYPAKZUbL6d0sRpBrqRbox6hNQiX8HOWZPOe5n0I58NzqbeXYnCMZn/BE02qi0joEhAUal9tXgRRVXGosnU3ZSs2uvxkeDsRfUOMJk/CriuwXkeQd9FvwnO/qSJ6zaFyfxOSPStyuAa0gG0qPQUEkB7AcuAB1EdVLtRphtprolyUXRi9LCQkrh/Bc1HkSYhK/taaZHzkdjvRJgmmuM54KDoiNkRJvMPIUfI/w3OntzxyBIJkphKjCBM5i+n1BviYeTUtCVwKPA1tGoLmlg8gPLnc/JeIwMMndBNjOdotmC735kCHJwiUomiiQ0wH6A1++oX6W067r9Q09xxNG9q8ARwLjIcuLdaHUVMI7qvyfNNBPalVIN0K3I79MC0sgbG+wFfpfTddQ2q7VganJ0Xj1kV+BGa+Afg9WXXmUJ9B8VngHvRolMrUcBeGy/MRQJwZ5qrwVuOfveltCfCltFc65jrkfPf2m1cI9Ea7w3O/qqTE8S6wqno3v+24OyDhYwsMepJYioxYjCZ3w5NlHJb5S041sCkAAAgAElEQVTyonKT+c8BroPTP4jElOlkjH3CN4Kznx3uQSRGHtF44hkUAWiG+agh6xFdG9RQJqKeU+3WY81BoufPwF/z9L8ofKbQnElDedS8kpnAn1AE/Zgq+x9HdU93xLHsEv89nKERnBdRzVGj6PrjKMVyzybGno9xNWDzJo8vimbT/W6iuYhjp9cBpT0+SnL16yYTgVOCs/d3eiKT+fHAklQflSiSJKYSIwqT+a8hFzGAVwVnr4vbd0SF4O04WeU8g1Yre1krUMkCNGGag1aSt0YT0lnI7vd1NP4dfx6cPbGbg0yMXkzmr6JkgFCPG1DUpNe94m5GEehOJts5j6LGn8uB85CFdzPcTbHpw/cgITSboQLnepoTqyvisYfTnCDMBcsTwGZNj7R9bqDUMLcezUaVanE/eg3XbfF5DyJBOh6lFu7X4TgSJV6+lycS/UgSU4kRRWzY9wBadf4T8Nbg7PK476dApyKiWu7+k+gG3mkflqWokWS91d4LgrOn1tppMn8w8H8olfHbKH3qawxOUXwC2Do4u6zD8SYSQ4hGCO+qsXsATfwXoNTZ4WAR+qyt0+jALrEsPtZodGAd5jN0sl8pNm6n9Dq3kqJ8bzx3LaOGSUhs3YiE6f8BNo7pb3SnhugmFPlpZjHsDpRC2Q6Po5S9dhbMlqHXJE8Tfwqlmxch2kc7s4FPp/YdiX4lFU4mRhTB2fnAO4DbgDcBF5vM5xOJT6EC8E54JXJ4yrkBCbct0GpzaOOcF6GV47WDs1sA26LJyS7AqcjyHWAJ8MpYI1GV4OzNqF5l1+DshcHZ7wAnoElszmYogpVIFIrJ/DkMFVKPoojHQ0jE7MXwCSmQiLlnGK+/Kprwd8Ifq2ybhRZKQP2P9kUT+1ZrPXdHdUk3Vtk3FX1XHQbMCc7+MTi7KDj7h+DsP4Aft3itZtkJ9Ry6Hn235/+/EYm7SfHnp2hfSIFev3YzDyYzuN52EySkbo2PbvUrWl72/3vRZ2yksTlDe6clEn1DikwlRiQm82NRz5VTgD8A7wrOLi+gdirncbTqeDCD05QCuok2U1C/GDg5OHtJvYNM5rdEtVqPAAuCs8+3OliT+S8C/1W2aTJwRGpImCgCk/lNkTHCh8o2PwA8i1L5Okmv7QZFNgUejuv/DjgALbyAvnduAN6LvleK6gP1GKq7WhIfL6HJ+97AFcHZD5QfHK2nH6RYS/ucB4Dt6F7q3GQ6E/kz0PhqMREJ0aIWsV9CNXr7ocjNfPSe6MT5sJ85NTh7wXAPIpGoRhJTiRFLLIb3wBuQVfNp6Eb2czTp6BaNbmYvAD8BfhCcndHFcbxMnOQ8UbG5Y3ekRMJkfh/0OatMT+21fXYrdGpQ0CmdiqklwNeBc+LPPwSOZrAteje5FU3ejw/OPlW+w2T+w8CFXbru3eh337/g896KIlqdCLWAjDn2oXbt3AvI3GJzSg6N7XAPcqKs1oB5IhJY66DXqtc1id1iq+DsY8M9iESiGqk4MjGSWQtZowN8EvWVuMdk/v0osnQ8zTdwbIXDqZ23fy/whuDsrC5ctx4HVdnWrHNXIjEIk3kDfBBNCN9CdyIR3aRZo4h+ZRyK+OUR54so1Vs2Yx3eKQfEfz+GLOPL+TGyZ38LxZObdtxGZ4JqHoqgrYHqyg6k8/mQiY/5DBY05ayDRPxylDL5Aooirh33PY3SxhehGqxx6F61ShzjMnRvOYja6Zu5SP8niiCuRutmGv3E75ADbRJSib4lRaYSIxKT+T2BKymlwYDSOI4Nzi6Mx6yOojXdmHwsRjfrcnvd5cAuwdmHunC9upjM74UsqMsJwPYp1S/RCibzu6GUskafm+FOpavHXWiiOVwU9dq8CXg4OHsfgMn8m9D3Xq+YD5yJjHFenkzErIA9UP3q5yg+OtJJn6snkdtevZS8IliITEC2prmWGjPR4sQ/0EJcZXPhR5Dxx9ZNnOtptGAwDkXCXkHvbeyLYBawR6yFTiT6lmRAkRiRBGfvQZGna8o2Hwr8KDekCM4uBr7SpSGsDlTWNj0xHEIKIDh7N/CLis2GKkYUJvO9sDlOrITEprwXMlhIrUCr57m5yzQkFpahdLp+ZGWcWFbjHNRbD4Dg7J+A/+7h9ddFKYYnRwGVj2MgOHtPcPa/UKR+ZpXnTkfNhv8HpaO1wt7IZKNVnkQLXd0WUqBo05Hoe/YlJAymos9KNXLji7WpHnXaFhls1OP2+LifkoDdA9W+rYx8MAmpxMpAElOJEUtw9ubg7GtQz5u8Nuh9wBVlx3wbeDNlE5IC2Rf1g8oZ7s/bZ5EhQDl7gRoem8zfbTJ/BbCzyfz5PR9doq+JLpLnMLTXz43IzXJbNFHdA0Vd1kIpTbcx+HPQD4yUCdqBwGsqtn0OTah7yUVIFA0hOHsr+p55N/BTFHmxyHH0Y8HZjyKToGZZgERJs42hy9mEzh1d22FNlFK+HxI516MFh9tQ/0KQSctStOi3OnIsfA4tys1Cn6F9apz/KRRtfWV8VPYVWxlTkC6JDpGJRN+T0vwSowaTeQv8L8pJ37W8m7rJ/OnAN7tw2dko3W97ZEm+eWXBdi+pUhxe1SHJZP4rwdlzKrcnRicm82ujKFNlnd00JKLWrvK0cpOHBajWo5nmsd1muM0noNgUyJuAw8vTdU3mj4zX6CUTg7NHx3q6ZY1qXGIk66uo5ur1NJeeOAkJyE56dIGESTXzhuFiAImpSSg9bwz6XDXbC+1fwK519t+ORNbKwnMoJf7J4R5IItEMw71Snkj0jOCsB74ff/xoxe55DO7XURSbo0nTlii9o5l8927yE+DzZT/fWeO4yqLyxOjmEwwVUi8Cc9Eq+iIkmJ6P2yr7/YxHQuoe2uvFViS7o95XI4VDqPg+C85OQkKll2wU61CvQJGqmkQh9R1gy+DsEtTs90yU9vd3StGaSnaicyEFWuDqJ/IUyQGUwrgXrfVCm1tn3xR65/JYFJ9OQiqxMpEiU4lRRXTy+zmq8zg4pqDk+7YBzgP+o0uXvyU4227RdGHEupf/RTfwEysKx98ATG6nl1Vi5GIyfzFD2wlMRgsQrUablhCjKaigfjgY7uhU0eYczwM7BGdfFiHxc34Xg01wus13gf8Ero0p1kMwmR+HHP/eB9wWnD2gyjFjUK3RHijisiuK2KyDov1PIgG/PD4WoMWq2fFxBmp4XosBJDKquZwOJytQCuP+KHo2HaUFjkVj3oahEbVp1P4b34DaE/Rbn7d6/DQ4+8H8h1jj/Eng5+Xv70Sin0jW6InRxiyUQrA+cDaqlwIgODsziq2N6U639d904ZwtE9OBTqzcHicwFwHfRqvGiQQm8+NRjUs5z6OalVZTVmegupWDgIfQBHGXTsfYBjui32FtRsZ9cD3gYpP5fwvOLgd9zk3mp9BbMfUR1LPp8mo743vpT8CrkEnCRibzuwdn7y0/Li7wPBIff251ECbzH0cmDh+qccgYJFz6iQEUjcot3ycwVDhNqbKtXlRqU1YuIXUH8PH8hxjp/C1wHPq+uKLG8xKJYSWl+SVGFcHZfyInp18CB5nMn2Uyv2bZ/uWoP8rFXbj8zV04Z2HECcyngXcN91gS/YHJ/Pao3qLcve8B1B+nHRG0CKX8rQHsjNK2JsbtvWQjFM1YHK+/tMfX7wavR5H1cs4F/o/eGRCsgYTy60zmtzCZP8hk/hiT+cNM5veLY3lVPHYxij79wmR+4yIHEb/LzorXAEWyJqOIZP5YvchrFsAYFLV9ocb+2Qy1S18C7FDnnBsWMK5e8RPg6ODsS2XbzkVC6kXg6mEZVSLRBCnNLzFqMZl/H0p3+xPwjooC7jGoIeX3azy9HXYIzj5c4PkKJ/7enw7Ofmu4x5IYXkzm10NRhh3LNt+EaqHyupVJyP65WWr1B5qJIsbD1fup1d+jU7rVg2sGMtcZZDVuMv/vwGX0TkDMR+lp9eqbHkcukKAaqUtRZOLvwdknihiEyfxrgBNQKuq2DQ7vB56lev+2qcjJbyFKdXweLQDMptTIuBrT0Gt8H0r360ceB04Ozv6tfKPJ/E5o/KsBvwzOvn84BpdINMNISG9IJNoiOPvLKB5+DrwddVrP9w0AP4guZq6gSw6rHbPJ/IYoHegZtGK7tLJhb/y9k5BKgGpfdqzYNgFNkO9C4meTFs9Zq5/QNvFxPZo0NutiVgSLUeTmZjRB3Y7SJD/nDvT53YP+Xu1/olJIAQRn/2wyfwHwqR6NY13q16Xdw+D0w42QyQnAMpP5VwVnb+h0EMHZq4GrTeaPQdkG/d5Db10Gi8ycMchGfQVajFiEUvgqI1WV5K9xO6l+zwAP0726suWoxu4Lwdlq0bhDKPXb+nmXxpBIFEISU4nRzqXoBvvHGvu/jlJRTunwOsvQ5LNnRKH4WlQ3sCOaBG5MaXV6rsn8b4HvBmcf6OXYEisFr674eS6l1f3NaS+K1CgV4ghUeH8/MMSYoAtMRp/vyijRVJTGOAv93ofG7S+hKNZO9Je1ds7BJvOfAb5ZbiwTOR/4MOr/1Qu2Q6/v0njNTVGvpTHIPbXWBH9V4Pcm8wcEZ2cVMZDg7DUm83uj7/l+jdCAjCYeYrCY+i16/V6NSjNeisds2sJ5D0UOhjtQ/XV/HomnAXSfWogWNQ5Cjq/PI0fARuKtEU+iKPQjwHnB2XqOhbnT7CP03uY/kWiJlObXZUzmNysqZSExPJjMr4FWUuvlpjfiSWCzKhOcrmEy/03gdDT5OyE4+6jJ/HeQM1L5DfVZ4BI00ZkKnB+cXdarcSb6D5P5LVHvmvFlmydTEhW10pEaUSvNrxqTkaBppzlrI+5Gq971evM8gRZa7mKocFwK3IKiaVu1cf1upfnlXAF8oNKV02T+eoY2Xe4lL6HJ9HL0t63n5vgSsEVwtrLReNuYzJ8K/LCo83WJOyk1510BTAjOPm0y/xVkmnQziqa2+v6pFil8CImVQ6neK66c+Shy1ipTkCHJKsDXc4OUZjCZ/xVwdXD2Z21cN5HoGSky1UViZOBY4Bfx57GtfJEk+oPg7KJoDf3FDk6zKVrl64kJhcn8O9HK+ZbB2cfz7cHZ00zmP4v6Xu2DirT3RyldIHfD15nMHx+cHUm9eBJNYjK/GZrslwupWQxOy5pDe2JqfONDXuZQFMEoF3GdEpAD4YFNHJunhFVLz10NiZIVaHwTUCSmWZbQ3e+CCcCXKaXO5axW5dhesiYl45JqIrWcXxUspMYik45+ZjF6v70PRYEWBWefjvu+ir6nX6Jk4tEKBqXRHoLE7NPx8VqaE/f3ovtGvniwgvomZjehRbqfB2dfbGO8oIW/nmZ0JBLtkCJTPcRk/nyUVjatlxGKROfE6NQDtLcKnXNTcLajSaHJ/I5oYrkvJXvfDYHTgrP1LHLrnXNTlAb4ASDv7/EcSg+8vLKuKjGyMZl/FWqguiI+BtDC2yaUIppjqF/4Xos82tMqt6GJXLupdXlvq8NofRHxeprrpXULqklsxuWw25EpUF3NxsHZBfkGk/mfoc/5cDMfCata4u4h4NAyIVEIsWfRTxnaM20+eq+vX+T1muRvyIXx3kbi0WT+D+jz00mPtKfR634TEli7ot/9MZprKv9D1D7j6TiOt6A0+GeA/0HphJODsw91MMZEYqUiialhwGR+XzQpGBecvXK4x5NojMn8BLQy12nK0WbB2TltXH9XVED9yhqH7NjpzctkfmuUErhN2eYVwKXB2RM6OXdi5cFkfn/0Pliz0bFtkAvzdtpyLEBpqK267t2PBFQnabq30Hwh/m2oLnHPOsf0Qky9BOxZ7iBqMr8zMtPoxt+2FepFG58EdgnOdiUiEZsZfwWZDi1AAuBS5Nz6gW5cswE/D84O6ftXDZP5k5ADbScsRGnrB8f/5+l9N6IFkjHIZKZy0WEWcEpw9q8VYzoTRc2+H5ytjIQmEqOC1GdqGAjO3gFcA8yLqYCJ/uc4iqndOL3N551AbSF1dhGrgDGtb3tkLvDLuHkV4L0m8wtM5m+JVsOJEUxw9jaU+tONlbZVaL3Rb854JKRubPL45Ui07EBnQgoUDXiyyWP3R0LqbiT+hoslyCr9ZYKz04HTGP6GtbUiUpcCH+uWkAI1Mw7OnhWc3Sk4u19w9qIYvRuOv9Ui1F+pWS4G/tnB9RYCN1CqWyyvkzoMuWiORwsC5dwL7F0ppCL/QJ+N33YwrkRipSaJqWEi2tfeiGxbz0iiqu8pytb8DJP5j7bxvEqr3Jx7kEtXIcSavg3Q5PEq1IPrVtTv4zFiXYjJ/Oom84eazBuT+TEm89uZzO9rMt9KTUyiTwnO3oj+7t2grXTUMg5DIqlehPdhlG50FMXUBq9N6ylgewH7ISOPKXHbDSjq1wtHvfWo4r4WnL0QfY7/1YMxVLIMTdT3qbJvSnD2P4Kzf+jxmHIW9vh6VwGvip+1pgjOLgXeRnvC7wa0QHIMSlmvx/4obQ/Uy+qN1VIQY33lLsCVwAdiK5FEYtSRDCiGl/VQqsOr0SrmVcM7nEQdfgO8DiiiceBXTeZ/0WxRrsn8uHjtaswsuv4uOHsfMk6px1bAycCJwAuoN8ouwHyT+b8BJwVnez05SRRLpzbItajWU6ZVjkITw1sZbKF+H5oEHoyaxhbFDNq3as8dAx9Cn5Fuva7VOBRNdAcRnJ0Za+NyR8JusgyZTbyEInb71zgudHkc/cLfgbOCs21FwmLU7pUm8+cCX2jiKbeglgblLo5zUFSsWt3jNLSgli/gnVnNjKhKI+gnkOlJ+t5PjDpSZGoYiSs9vwQOC84mIdXHRMFyMjJleKzD061Pk42ATea3Qb1RavUUaTb1qFBiWmGG3NbWQTdmkHXuO1EPq++YzG9b4xSJ/ufOxoe0Ra3Gva0yhlIq3/+hCeJuKBWwSCEF0K4bWTk70J3UyXocV2tHcPZJ4KIuXPNFFBW8CWVfLEQpyoejBcRqzKaY17gTCnMOrMMfgX9rV0hV4NH7vx4PoFq/yubaR1LbJW9VJIxybqlx3AcpCSmA9yUH2MRoJRlQJBItEp39fgW8tcNT3QdcB1wUnL0rOk3tgiZdhwBHo1XcaimgTyEh9dng7N86HMfLRLdAg1aJH6nsNxUt17dFk6XHkCvWW9Fq++ro5j6A+vCsQKvSOwVnnzKZ3wRFDJYC9wVnZxY17kTxlPUpK5pumC/cTu2awiKYQnN26o2YQ2+b/c4FjgjOVk3pM5nfCphO+4YUz6Go02poIWVT1BgclBo9Bi221OMC4NPB2UUNjusq0WSomz0h/w4cF5xdXNQJTea/CPxXjd2z0fttvxr7G7UcuAelg05CAnBQnZ3J/LeAT6Pv+QuBjxft/Goyvx4Sg/ej32dska9fIlEUKTKVSLRIvOkfHx+/Qylu7dxEdgNOBa6LzQmfQumelwOfQWlF1YTUs/HYC5GRSZH8B7rpPwA8YjL/2or904GdkB37kXG8v0KvwX8h8bd/cHYtlCpydHA2Nxw4CvgOstW9ILpqJfqXdo0iGrF640P6jlo1i63Sa+OHDYE7TeZPq7YzODuL5lLFqnE9imIchSble1ASUiBx1SgCsxj41nALKYDosvpwwwPb4w/AW7sgBM6jdnbCEur38VoTvR9vQ6mxNyDRMinu3xM5P74B9XsaRHD2dHQP2zM4e2qXWmh8AN2PZqB7TadGMolEV0iRqUSiAEzmj0YNCouadJUzETnsgW5+LyDRcmBwtnCTAJP57dBq5rXAgmYmACbz7wN+E41VEiOAspXnorkX2L3gc3Y7MrUcGFvAeWbRWa+6dliOUjZPC85eX7nTZH5VVOuSxU3NRM/uRxPbRnXXz6DIVKWAvgo5lC7ooKFr4cTm7JU9qDphOfAl4Cvd6tcXe0/VypKYRO1WApNQ77ZqzabLn3cL6mt4UHC2W6m/VTGZn0ypp9YAsFV5E/pEol9IBhSJRAEEZ6+LPVxOBz7G0Bz1dpmB0urKmynmq71FOQwOIjg7gwpL5Sae88vGRyVWMur1SeqEDbt03m6xlNpW3q3Sy8jUPJSOuyMSmucCQ1obxFTeM03mLTKjWAdFmjdGv/ec+PMiJA5M3N7M/GEjBjc9fgw5Gf6oLGLdT9xCcWJqGqojuqOg89Winrg4BKVhVotQ1evXdiS6v6yLMhGeBS41md+/x+LXlP1/DMrkOLuH108kmiKl2SQSBRGcXRic/RJaeX436gnSyIK2EduhTvPl0aFxaFLWzfz+xCjGZH4P1GsK9D6bhurfimATihcVCwo+XzlPF3iuXoqpe1C9Sd4f7xiT+XppX+9FJhBrowj7ODSB3QxFwg9HKX3boH50zbIY1UUdFZzdCtioj5vV1zJbaIcf9EBIgWpryxlAqZt/RaJ3G0o2562Qu25ugOqVdgIuNJnvZZruBhU/z+rhtROJpkliKpEomODskuDsb4Oz70OGEv+G8tGrTaRuRHVX1XrmLEET2c0ZfJNfC/hgcLYrkalEAgmnO9FiwARUD/Moer92Wt+yCqp/KIqpFG9okXMXxaT35fRSTFVzNHxTrYODs3dTv3dXO7wXODbW1EyK1+nn2oK76cxtcoBoNEF3nBIHEfs8lUeQp6M61S8C58Rt69NeT7HyRvD7os/Z24HbGojyQjCZPx5Yo2zTHaieOJHoO1LNVCLRI0zm10fFvO9AqRkXBWfviftWAf4d+AHKY4fB6THl3IqsoBei2qbZKKXncNTT5km0uvxH4Kv9VJOQWDkwmT8d+GaN3XeiCVwnIuMhiismr1cX0gkT43mLaKh+f/x3DQanLnWLAeS0V7myPxt4TTV3v/gd9CTF9cFaAqwVG4GvNJjM/xClk7XK2cDPgrM9yxgwmR+DHFLfiO4H3ymvcTWZfwal1d7A4D5TzVLpvJmf5xlg3+Bsp21CamIy/zCleq47kLFRrw1cEommSGIqkegjTOa3AK5GE5pXUD16/Ai6ce7RxCnvB84IzvrCBpkY0cTeZvdQ39I6F/ovxWMXx+OfB8ZTMmIZU/HItzVbN1VZrzQZ1e2sioTJ5tTuwdYJ85HbWRG1UgG9HkXVXTXDNGp/PzwLfDg4+/vyjSbz6wIzUSSjE2YBPwMuDM7O7vBcPcdkfjx6/VppZrwAmNBvjcpN5m9CmQw7MTjK0yyPoJrdnPnocz4GuCY4O6QGryhM5q+jJOQuDM6e0q1rJRKdktL8Eok+IjoVHYXcyWp9PpfQWEjdjlI7nkLNhhOJhsRaqT/TuDfQEWjV+lbUf+kIYB/03n0lSg2cgITOJsjMYKP4aCSklqIV8H+htLhbUf3HNGTBfQQqrN+X7ggp4rWKEj9PF3iuZplb9v+70Mr+YiR0NgAuM5m/OEbLc15ANtntcAdyA9wT2CY4e+7KKKQAgrMLUEPaVhhg+JsOV+NfSDy3I6RgaC3iYkqLIq82ma+MfBbJeeizs4ze9mZLJFomRaYSiT4kNiv8OfDmil2TUHrVYXWeXpn2dEtw9uBCB5gYkZjMjwX+G/h4k08pyjI85yXU66dysaDdNKV2Kaqx8ItoUaTdyWy7XI+EaB5d2weJpdVRHea8uH8j4FXB2QBgMv8hWq/1+TpwdmWD75Udk/mpSLA3y5b9ZtttMn8C8L8oQ6GRO+eDKM1zOaVI8gC6l0xE76MFwLFlzzkuOPungof9MibzB6Ka4g2BE9FCy/PAxD6vvUuMMlJkKpHoQ4Kzz6PeIa8GPgV8D63OH4mE1C1owpQXjM9AN7zJDK0fuaAHQ06MAGJ9y5mUHOwWIXH+JKqTqOw5NrPAy9+KJkrVoq6voL4xwCIUHbkBuJmh42yVo2ixPUANHqM4F8RWWIF+hwORIBiDbK5XRzVb+yGHvpnAtSbzeZ3mFUjQNuLnqPbzkODs50aakIr8s8Xjd+nKKDrjaiSCtqC+o9/9KK0xd2w8EkWAD0efp0PjY6+K5x1d7HCHsAwtCCxAhhpXoP6Ht5vMv7HL104kmib1mUok+pS48nZtfGAyvykSV29ArkprAr8G3oPSemqtpN/U9cEmRgzB2QUm8zejVLrn0Or0w2hStjGDDRRmo5qKdk0ankFNfEHpgeNrHLcb9aNTU9FkL2c+WnDI++XMZvBkdzkSSwvRRG1L9HtNRVGkjVFK3ACt2YBXsoDav1M3abYm7Sj0uv7DZP6I4OzTJvMvou+Wcjx6PeYAf+1Gs/A+5PYWjy/KuKMwgrNPmMz/AEWab0Zj/BWqhTqd0t95HNXdH1dBBhc5E1Bkc7P48/5dGHY5r0b1dw4ttJyPasD+E0XI/trl6ycSTZHEVCKxkhCcfRKJp1+bzJ+EboQHoIa+9dL+etkXJDEyyGshtqO+697hKBp6aJ1j6nEvzafT7YBSkbZjcGrhfCS2ylkXCalHkaHCLqh+ZB6aNK7J0AjYQyhiA/qd9kU1RJ2IqeGI2DxIc+Y0OYcjQXVVTAu7HqUXD6AI3/uDs78rfJT9T6tiqh9rpkCunB+n9F78DlocOafsmFbaHZQL9W4bbtyGFhOfDs5+C9XlYTJ/P3CuyfxXgrPt9NBKJAolpfklEishwdllwdkXgOuoH3laQTHWzjUxmd/IZP7t0aY3MTK4FqX+TEWT838hU4Z/oEnmxPjv9QxNv3uJ5pqEvkRrheUTgB3RpLC8T9Ud1Hag2xoJK1DbgMPQAkQ1sVEuGg9FK/mb05kgWg9F93rFfNqb4O6JxvlT1PD1YJQattYoFVKg9/3EJo+didpV9CN50+Z8AWIuEk+7oM/BD5BRUTM8zuAIVleFTHD2OiT6rqrY/iP0Od7TZP63JvMf7uY4EolGJDGVSKzEBGdXBGc/A3yuxiH3xGacXcFkfgfgGuAyYOe47cyYkphYeflflPa2PxIwu6KJ1+ooHS937TsCpcgFJOqvR5P55dRf7V6CxNrObYxtdVTTtYSSIUs3OBY5od3f6MA67IxemyJ5BEWSplVsX4Zq2/Zp4/6EnYsAACAASURBVJz3A69CwvP54OwtwdknWi3yN5k/ymT+Y21cv++Iv/sZTR7+mz6uG8vrBw9EiyMzg7OLgrPTg7P3Bmf/E5mI1OMx9Fl7RcX2uVWOLZqvAtMqnCcJzj6KxO6awI8q9ycSvSSl+SUSI4NvoFzycyu2F2kQkDf2BH13ZKhR5bXApcHZ+2N06tXA3ibzfwQm9bKJZaIYgrMzTeY/gNKD3oyiUIuo7giWR3RMxfZbgINqXOJONLlrlX+hdKpj4s9HIuOKbjAHCclHOjzPIpQyV1TkdhtkN18ppqqZzzTDo5T+TlfTZGTLZH5tJLDXo2RWcBSqY/lhG+PoO4Kzt5nMf5PGoqoZ045hITh7n8n8X1Ck8coaAvlvKKWuWg3UZBSp3LJi+xxUf1U4JvNj82bP+XhN5k8ymX8N8FBw9hPx0P2AB1DD+yNQW4dEouckMZVIjADiDecL0ZVrx7h5Azp3NQNenjidCewOWDThWh81bD0QON9k/tvA21BqFcC7gMdM5t8QnK2c+DVzzTHAZitrv5qVneDsNcA1JvPvQG6SrfZ6WUZtEVFt2wyUbrQiPsYiK+QlKBq1DNgKRcTK6UatSkCGGxOQ8UK7PIg+g88gU4simI8if2uVbVtBqVFyq0yglM52EPB3k/n9g7MrKg+MEed3oajdQcjQ4FFKn3no7PXqR74IfBRYe7gH0g6x3cGu8ceLqx0TnB0wmT8dLYzlC2a5Scs49BkrN1K5GtXSFf7dbDI/AS3g/E/FrlWR+dIvTOZ3QSm441EfxT0YapqSSPSMJKYSiZHFU5QaTi4DtowuXdd3eN6rGGwysD4wHaUxjUMT3NOqPG9L4Lsm839GN+mN43PPj2kamMzvCXweNYpdC9WBXQychSZuK+UkZqQQnL0sTsh+3eJTD0OmDnnk6jmUnrcj1fsuPUb1yMoDKOp1M9XNMLpRq7eIUqStXbE2Bdgb/b7V+lYtRSKoFYOYF1FEYBc0kcyjfw/QvjX3uDi2B4Cd4rafmsz/EJl9HIvMOLakOUE4osRUdLe8DPhAncP6uefRDij9c1lwtmaUNTg7yWT+zejvvQ2K+uxYcdh0FKXzXezzdA5DmwWDTDNOQO/FbwLrB2cPN5m/GNi+m/2uEolGJDGVSIws8hvcTHRD3AC4xGT+qLwxZ6uYzG9Edbe2OUhMXQv8BPgIpclYOa+Oj3LeEdMAnwI+xOBJ2gNokrkqcp5KDD8eCepjK7bfgSb4huqRkYDqKhaj6MX6yDxi8/jvXug9u4LaE9KdUL3Gngye8OcUXfs7HQmT2UhUrYMK71uJ/DyNPhu5UDoK1ZQdEn+eiMTm7dR3QpyIInT7okWF21E6E/HcB9GZm2I5OyEBeCDw/vholRWMzL52l1BdTC1Df4M7ejqa1ngcRRC/1ejA4OyfgT+XNY0vf89fD7whONs1Bz+T+ePQZ+7sKmP7Q4yMnoeE/Ulx10V0noqbSHREMqBIJEYQwdmzgTcBx1Oqqdga+J3J/K7VnmMy/1aT+deazK9bbT+1bZbzYuQHgrPzad75CmSvezKKPlWudp+MViH/DXgguQQOP9E58vXA1+Km5UjY7ItEwUKqi6HxaLJ5JBJcGyMBtRGaqF2PhNZC6htWDKCFgcqJ3L9or/aqHk/GfwOKzOxFa0JqBZrcrVexPTcoWITGvCoSQZMoOSTeFo9ZjkwmDkO1SM+iz/MRDOX5FsbWiJ1R2l4rlM8jbg/OPlvgePqFiVR3rrskODsVWMtk/tsm86v1eFzNsAMSyk2/T2LT+Mllm24AbJeF1DEoE+Ezeb1UFY5D97PLg7O/iGO9B9jUZP5d6V6RGC5SZCqRGGHE1UVM5vcCPoxyz18ErjaZPxBNCpYC7wZORF3sXwA2MJm/FviP2OxxDKoXOLPKZeZTSsU40WT+VpTnXiQbAL9Ak/abCz53okViXcVZKGqzIYMb6O6EhE2lYF+L2mxISRyswdBaqHLySdKOlJqGPomMGKo1G22XuWVjMgytB6rGHLT6vwZKZdyK6gIv788zjcGF/tVSG8cy+PXdkqEGADlF1oqsh8TeZOQKWO/vB6VIVk6/2oN3RHB2mcn85ej7NOdRYE405TkKpTlvazL/1i6mwLXDcfHf003mDwFOa3J8+efxW8BZwdnKFgiFEfubvQ74aIOx/RhFtX9W9tx1gE2B36DvoS93a5yJRC1SZCqRGKHEm9Lv0Sr3WHQTegylpDyEnJiOQM5oE4BvI3vkW03mP4l6znye6osu66KUpVloMvsTiiuwr+RdJvNHp1XH4SeaEnydwRP9nKeRSF9atm1Lmm8IuhG1+92sE/8dT2mFfTqDG4gWwTRKwm1zJNpubPCc6WjiuTuKJNUSX+NQqmQjcdYqRd/HN6WUNjgZ2WkPMaNAqcTl1vbLUcrVSOUrKGIOElI7BmfPjJ+J18XtbwbeOxyDq0Pe0P0A4JOUxtqILwFvCs6e0WUhtT2K2p4QI2I1ife0LwK7mMyvYjK/Kors5p/Rg7s1zkSiHklMJRIjmODsXGA34FK0qvo7FFnYFqUU7RqcnRRvlmcj96YtgFOoX3Cd83gXhl3Jp9Ak7Y8m8/WiF4necC/VG9muQCl75elBM6luNlGLeTW274siQFAS90Wv/lcziViN+osEk6o8pxY7AK9B4qsIK+3HUH+oAwo4VzXWQqJqPxTNnoSixIuQcB5gcCrj74Ozvfg+GBaCs7NQFP9O4D8rBEb54sKX4iS/X7gPWZ/nfKiZJwVn78uzHLrMzODsr5uJlpnMHwr8Bf0+f0P3n/K+arVS0hOJrpLEVCIxwgnOPhCcvSA4++Pg7LuQaMqdxspXyRej1L27aN4hbWnjQzpmGhrnccAtJvNv6sE1EzWIq8ffrNh8B4pyjqfkKjcZpWo2y73UdqR7hpI1ezea9C5H9VHV2AmJlpeQiUTeLPReWu/rtAp6ne5rb5iDmIdel15YQm+Cftfc/GMOQ/uKfY0RTnD2MWC/Ks5xz5X93wDv7NmgGvN54C3Izhz6LHrTbLPjaJn+T+CN6PtmOXpflrO1yXyySE/0nCSmEolRRnD2fJTucR4qfM+3DwDvQZPVnas/ewg7ookmqC7rheJG+jJjKaUZjQUuM5kvOr0r0RpnAedTilBtRknkbIyE1CYMnXDXo16Kz9Nl/y9KTJWnrt2Gap2qMQMJlhUotXVrFI3avYNr74MiPZ2wF4qIdHqeVliKRGRl8+a/Bmf72dGuMGpEUCqbo1ez8B8WgrMvBGcXIUH1BLC5yfz7hnlY7XAiapuxB4rwvgk5bubcHf9N94ZEzxkzMNBPdZKJRGK4MZl/NXBNC09ZhCJZuQ30nciIoJX+ObW4H9XRHMrg2q2LgPPyXlWJ4cFkfidkoX1Wld0zqB3tqcYcajcGfgkJt3Uo9a6aROuRoZz8uZOQONua2mKq3NK8aK6nukNfK6xABi1F2KM3us4Uqkc2DgnOjlqTGJP5M4BvlG06Pjjbal+2rmMy/ym0CDIOGRNdGZy9apjGsgoykgjAFxql+cUWHfPyZtLRTCNPKc5dPa8BDu4zA5DEKCCJqUQiMYho9PAUMgRol8locvoiqjuZh1azWxVY9SabjwOvD85Oq7E/0SOiy995FZvvR2l/tVzoynmWximBuQD6O6rVuRmJr4H4eDuNnf2WohXsZmvvbovHdtP85FaKqXsqqt9ULW6kZGZQziXB2RO6eN2+x2R+PJrQbwJcCZwSnK1V/zesmMz/D6pB3Ap9fj4I/LKOHXm3xvERJOgA3hWc/V2Lzx+Lavi2Qyl/BlgjOPtQkeNMJJohialEIjGIuGI4jaE2150ynebTB0ET5IepnzIzHbmN3YuMDl6LJtSTUYHydcHZBbWfnigKk/nXABcyOBo1gP4W1SbhldzJ4GLycmYhW+S/AndWm/iZzL8W+CNqbluLViNB3YxK5cxA/bMqU+da5XGUYlmkVXxOrSjgQmCn4OzsKvtGFSbz2wBPB2dfHO6x1MNk/njk5DoJvVd2QJ+rE/OoTw/G8B7U9iLvy3UXWoy5shXnwNgb8WPAqcBRwdkZRY81kWiGJKYSicQgYjrF0w0PbI16E+V6zCb2wGJosTEM7XOTswKlg22DIhmfDc5Ob+P6iRaIK/QXM7jn2G0M7quUM4Am42ugFM5bUIPfcq4Evg9c28xEz2T+06gvTi1movdEs9R6fxXB4yh1cQv0+3eStghKk3wARRt2anBsK1RzOcz5THC20owkMQyYzH8bpcE+ilLnpgdnp1Q57nSGGsgAfDE4+4Uuj3EcEj/frnHIPODTeUPeFs47tteRtUSinGRAkUgkBhGcfYZi3MbKmd/m8zZHzVmfrbLvVmqnIt6MJpSro0LlKckFsPvEKODbUE+exXHzwvjvCuBPwDuQXf+awdl1gPWB16OakwuBB4GfA8cEZ98cnL2mhRXzn1CyUK9kCq0JKYBmVslfRIJjInLXq8YAEk8TUZrhRPTe3gYJqSVosaFda/HZ8RxHUvv3b5Z7gBtQRPF2agupv1F7UpzoPUuAk1F/qF8i59OTqxz3U/SdWslZJvOmW4Mzmd8VvZ/eWuew8xjcWqEpkpBKDDcpMpVIJAYRa6YeBLYv8LStpletQJPOBcix7GmG9hS5ndq1LzdTvVD+mODsP1sYR6JNopXxx9Fq+WPAr3qRDhZ7kf0eOfD9EYkLj4xS/klrzaWno8jR+DrHlL8PF6EI2+aoVmxNJJxeifo2NVrAvC+eI3fFHEPjaNWseN4t4s/Po0gwqBZrrRrPW0bJ1GU5WrC4j6FmL9V4DNg3Lrwk+oCYnv1zoLx+bQXw1uDslRXH/go4vspp3hic/b8ujG1bJOK2RJ/HXSgJuvXRe/d+4N3B2buKvn4i0W2SmEokEoMwmV8NTUJtgaetleq1EPUMGRMfa6CJ3fbAKyqOrSzUz13dqvECEmKbVWyfAlyWUpNGJ9ES+nsMbjbbiHrpdw9Te9FhOTIlMNQXY81c/1AU3cprTF5A0d7HUHT2FVQ38JiFRNJeZdsWo8WG3dEEdgWqM2vWlGMhcGRwdmpLv0Wi68RmwZei6G/OMuCk4OzFZcedCvywyikOC862HBlqMKa10GLajugzsT6KfJY3Ov4J8JFe1WwlEkWT0vwSiUQlqwHbFnzO/ZGQqSQ3CzgMTRj3Q4KpUkjB0ML6BVRPV4GShXY5N6D6l1Ni9C0xygjO/hLVZbXSbHoPSqlzy5Gr3SMoHen+Wk9Clut70JmQAgm5O4C5yKzibhRt2gL9Ltuj1LxqbIWE1B1IQE1Chi1HIRF2OBJpzQqpFSh6kIRUHxIb4L4bOAO9V0FRxl+azH8lOuCBXPR+W+UUjSKSLREX5n6HvtfzlN4BBpsbzQXOSkIqsTKTxFQikajkPFTTUiT3ULvJabPCpjIKtQ+1a1RAK6E5yyg5CW5P585piZWUaETylxae8go0yXyUkj34tkj8r1v4AKuzHjKW2A6Jo8rGxabB8/dFaa9HMtid8FZq10RV41PB2VZeu0SPCc6uCM5+i6FGLGcDv49mDSuAM6s8vePvfZP5dUzm/91k/hzgHwzNcJjE4Ma65emmicRKSRJTiUQCAJP5fU3mrwU+2YXTb4FW86uxDaozqbU/p1oUaje0Uk/89za0An8bmnzmNsU3M7hWpl4RdGLkY1o8fiMUhSoXIgMMTSPtFosb7N+a2tGpejQbDVgMnBCc/X4b10gMD19G7o7lvBn4bozMB+BDlOrzAD4fG3G3RXTrewQZzXyZoUJ9RpVtmwK/i1GsRGKlJImpRCKR807gaLrToHQZpbSTSrZEaUtzG5xjVpVtT6BV+qdQ2t/+aAV+BySuHkMroZVmFG9PN+/Ricn8+kh8zEXvm6vR+/MhlM53I4pCzUB9pm5G763VKdUsgd5f9XqgFcmeqBdPPZ7v0rVnAIcHZy/p0vkTXSA6a+4P/Kxi18dQ+4LzUerd3siYBWScUi1iVROT+d1jrRYonW/DOodX+w4HpV+v08p1mxjXribzvVrsSIxykgFFIpHAZH4T5Eq2ZUGnvBGZSQzEx+ZoUrZ9/H85c5GAq1YnVc7TaLK7J3IdexqlXOU38gFaE4LPA9sFZ+e18JzESk5sGHpp2abKPkq54cQKSguOS5Gg2qDO87rFIvR+36/Bce30qarW26uc76F6loV1jkn0OSbzlwNvqbH7GlRndRpwFrJYHx+cbVhXaDL/RuDzqAfgIyhym7tHPo4yA/J060XAcyhjoJIV8frfD862NCk1md8fmB+cfaBiu0eLbT8Ozt7SyjkTiVZJeaqJxCjHZH4PlF8/F938imj4uRyl75X3gRqPajQ2Q6Lnjnjc3gxe8a/FxkhwzaB6bn+rEbV1mrxuYmSxMYo45ZO2yvfAwWjidy8lY4bVGOqWV2mI0i1upXFbgUdpr7lwrYnrTOB9wdlJbZwz0X98jdpi6hi0uPB64HIU6V/Wwnl3QdHbY9AC1xIURc0XGuagCPAuVBdSoEWL7wJ7mMx/PDi7BMBk/ljgc3F8t6LI1nPxOXkD4JPRotrLxDTGI9B3/Loo6yKR6BpJTCUSoxiT+dOBcpvwATTRPKT6M5pibjzPXAaLqfWA16D0qKXIEKJVp7OxqAi/CD4SnK3lBpgYuaxC/fd3LpIaRWN6cf98Bhld1GMpWgRZo6BrTgTeEZx9uqDzJYafKajmb5ca+1+LHAC/0WxkKAqWbdHn4HBUg2Xi7vKI7QRqi6icS1Da4Wyi06bJ/PGo+fBY4NVlxy5BixtjULT44ODsoKbuwdkBk/knkZhqpvF2ItERSUwlEqObAyp+HoMmmrOQ4cP6KB2uWetkULpHvfSnvers6xVTGFpLkBgdvKHJ43ZusL8XUc0nGbwgUY3JFJdu+AfgPc2keCVWHqK4+D7Ve0vlfA14jcn8W1pI6yyvgzXtjg/4fHA2vHyizI8HTkSf1enIJGMRMkLZAN2P1gAmBWefG3I2cQOKaP2hg3ElEk2RxFQiMUqJuebvqrF7q/jI+Qe6eR1A4xXwzZDxQ1H1V93gQGCOyfwTKAUlBGdPHuYxJbqMyfxGKB2pGe5HTmPVWIHSU7tNM/V8RaUbTgTem4TUyCQ4+yOT+bWBr9c5bDwlB9RG5xswmb+PoeY+7VAZBf034Jbg7D+qHDsXuKqJc/4VGAjO3l3vIJP5A4AZwdlGBkiJRE2SmEokRiExReOEFp6yJkrlaFSwDrJBv5v+FlOgFf981X+JyfxnULTqWXQjvio42y2HtMTwkDG0R1MtjkQpQtXEyo00rmMqgvXq7FuGJr61XDKbIX/uNOC44OyiDs6V6HOCs98wmd8Y+EyNQx5CrpXNvg/+h87F1DyGfibfAexqMv+D4Owck/kNkQHL3ihifElwdmKD8/4eONtkfkx56mJ08zwEZUi8GjgWGDCZvws5e2bB2U4+U4lRSBJTicTo5FjgEy0cn7uaHYRc/3aivpXttm2Oa7gYh2rF8tSuDwCLTeavRHn7fw/ONluUnehfmu2rBEp5fQIZqZRzPb0RUqCakElogrs7Gv8Y5Ji2Kiqu3y0ecxjNC8WcLVFt2Blp4WDUcB5wEtUtzE8AXmcyf2pwtpn0uIuB9wOvanMs1wDvD87OzzfE6NkbUQbEtSbz5wM/QPebO9Fnr6HYiQLqK1V2jUGGS7tWbNsnPv6CorSJRNOkPlOJxOjkvhaOncLg1cdXAlMbPGdlnJhV1sisjlyg/gIEk/mVTSAmhvJVZOrQDAMMrVeaSO+E1E3IfOJIJPbHI/G0DoNF0yviMTOR41krTEB9hZpJm0qMAKJo/nKdQzahtvNf5blWIFOhK9ocztuCs49XbNubUir5LsAvUIT4S8CxwdkFwdmX2rwe0axiD/R9f1GVQ6qm75rM72gyf47J/Lkm829LfQoT5SQxlUiMTnJ3pScaHHcTEk+V3xUHI+voZUhY3Y7scPOJaqPzrmxsAfw3gMn82JgmmVjJiMXqn6pzyCQgXyWfAqxdtu852rMfb5e8dul5VHjfiO1QTeNUlK7ViGeB3YKzLff2Saz0XED9BbX3mMwfbTLfsB4vCqp72xxHtXTCo6tsWwj8d1EOk8HZFbEv1SfR9/oF8fEwElovYzK/scn8RcC/kAj9AkohnGky/zmT+UKbDSdWTlLT3kRilGIy/1bU6+khhoqlB5FN7ZHU799U3tgUNBGdjmo5etHQtJfchETiq4GXkCnHVcDVucW6yfwqqOg5fbH2MSbzP0A9anJuQGl0GyDhMh9FgtYsO6adpridMBM1Pj0UfR53rH/4IFaguq5dqe4GOA14Z3D2X50OMrFyYjJ/IHKCrJcaugJ4S3D2Tw3O9RFUP9UKc4GNK+qZNgMeoNQy42EUldoV+COKZDX93RpTBl+BPsfzgrPPVOwfD7wXZSBsj9xrHwYOCs4ujWLyOuq3UliKhNY/0f3gqqJqrkzmP4b+Bj9Oaeb9TYpMJRKjlODs5SjFp/x7YC66meyIxFCjCEzld8jqKE2k1dqNlYFDgLeiG+5mwPtQf5Q5JvMvmMwvQbn895rM2xS96mtOY2hqUt6Ud3XU2HfNiv29FsiPUYqEtboivwpKR1wDLZhUck0SUqOb4OwUVDtVj1VQvVIjfoVq9t6JnPieQgtqf0SCrRrXVRFG8ylFZEH1gA/G/78FGVNUxWR+jMn8B0zmTzeZz1O2/4AaWk8HnjaZv8Nk/r1lT3sRiZUDgK1RGu2+wJ0m868Bvk3jnourITOLI5Fx0QyT+f8ymd+6wfOa4UfofnxZFL+JPiWJqURiFBJT1c5jaG78DLRC1y5TUMH+Bo0OHGGMp9R3aFdUZ3WVyXytJpmJYSTaf78TTbbm01zPqF4bNg3Eay6ivqtfPcajHj3lPI0apCZGOcHZX1Lb2S9nRhPnWRCcnRycvSw464H9gQ2Ds29Fov4A4INlT7kLRXwqz7MQ1WDdGDetx+D2ADUNZKIwWxctcuWpeh9EC4PrApsDpwPHxohVnu53EXAtSln/WbzGbijzoDx63Yh88Wxr4IsoDfC2WGe1ZzuLa8HZgeDsVfH3+ITJ/EjL9hgxpDS/RGIUYjL/W1SAuwelKNI0KvLF2+BZdKPcn1KqxmhmPkqT+edwDyQxlFhE/gvgPQ0OnUjv01ZvQqviN6JV/064EdgTTSovCM6e2uH5EiOEOMm/Evj3God8Kzh7RkHXej9wd3D2DpP5dctd/CqOc8DnkAHFwyhC8yEU8dqvimlFq+OotEs/Etg8OPsbk/n9gAvRPawV7kBRrVpcDxwfnH2s1bGi5sUzkHvif8R6r0QfkcRUIjHKMJnfB33xz0OT/ZkoRWEy7U3ankI543mKRGIwS4GTgrOXDPdAEkOJPWxuRymas9BK+vUoKnQYqqc6fBiGlqfnFfWZmo1+z48FZ2cVdM7ECMBkflWU+vpFhqa3fio4+90ej+dM5Ly5b3D2TpP5k4DvAH9Ddv5HROOLbl1/LHAcytI4DHgTjVPe70TW6vV4BrAxxbKV8TyMjGWuBqYGZ1t17Ux0mSSmEolRRszlfpDBzUgfAnZo8VTLkADbjxSFaoa/o9qCR4EQnJ05zONJREzmD0D1DveiHmqbocL3+1E9xHAwDxXPF8m/B2f/UvA5EyMEk/ntgUsZ7Fr50eBsq+YSnY5jElrUODg4e0sUN2ugGqYPA2sEZ5txuCxqPNsB/4nS7Wq59zUjpkC94zapZ+9uMr8buk8sAb4Rr312cPb8iuO2SfeR/iDVTCUSo4zg7KPAjys2tyqkQELqSJKQapbXoQbA1wH/Mpmv2s8k0XviSu/DaBV6s7h5HMMnpEBC6sUCz/ckEvSJRFWCsw8Dr2WwaUTPREsZD6E01+fiuJbHeqoZwLkMNqkoFJP5rUzmBzXqDs7OCM6ehqJitRYjmq2JGg+cYzK/acV1TzaZP8Vk/u3AN9HveTlKQf5efFTyDpP5dhsmJwokRaYSiVFGzMG+Gll8t8sAuuG1YtecGMwXg7NfGO5BJITJ/InAiagAfU1K7n3lN8n1kMFIL1hAsQsVFwdn31fg+RIjlNg76VhKouUNyMhkJvCL4OyC4RpbtzGZvxi4Jzj79Rr7t0UR68oeXHfT2uLLcuD/gAuDs38xmT8IyABLyRDnr8AXaqX1mczvgcwzDgrONjQKSXSPJKYSiVGIyfz+yPL2oA5O8zztu4wl4Ibg7BHDPYiEMJk/FNVK1cvYuB6lH/WKRkXtrXAz8NqRPBFOFIvJ/AZIJGxZtnkecsE8PTj7QtmxJh43JTi7pJfjLBKT+b8Bnw7O1mxqbDL/O4batLcqpnIWA9sGZ5+I594QeCUwMzg7vYnxng2cgizp7039qIaHJKYSiVFKbEh4AY17jVQyHwgMbwrUSGAZsg+u6miV6D0m8+cCX6hzyAsoUrVulX0DKDVpF4qrdXoOmBPPWQRPALsFZ58r6HyJEYzJ/CuBN6L+epX1QFP/v707j5OjLvM4/pkEEhJCLhJICIEfp9wQ7lMOL7RQ11VRXMCT9WJRRNdSVFzPcgU88VxE1xPxQLBAZZE7QCAc4QoBw487FyE3uWf/eKqdTqdnurq6uqu75/t+vfrVM93VVb9JZrrrqd/zex6sF9py7DPhMKwC3krsosOVPgp+2LrR5sOF8Y61Ku65MD4b+E7Fww9gFTPrEQGfaaTJb5JpciaWwrs7tt7tm80s0CGbUzAlMohlTPm7k8ZmtKTPsT4Kbqu9mbRCUpyl1oLum7G1gv09NgNL4VlPPrNYj5BfauHjwF6NnLzJ4OPCeBrwceBowNXx0uN8FNzalEEVJJk5+hxwTsVTWVqLPIJ9BiyuuWVKyVrckT4Kbndh/DbgBh8FC/Lav1SnYEpkkHNhfDKWu51WHn1vxNbmjNPMVHtxYXwPtVPr7sIKVTyFrW+YCkyq2GYGm1ZFa8RDwL457OdSEClHhgAAIABJREFUHwXvy2E/Mki5MN4Bm4GZg/3OH4OlvPX3uz4fy2R4HPhBJwdXLoyHAHdT/f2hv2DqEaxv1TVY5dtTsdm+rZLnnwZOa8ZFNRfGk4BvYZUGL25lBcTBRsGUiODC+MvAp1Nuvh77gJzSvBENCvf4KDik6EHIplwYfw7rt9OotViFry1rbVjFAqx9wXqsqfYKbJZr6wbH9D0fBR9ucB8im3FhPBlb67M/MAEYh83QboEVVZiYbPpT4AOlE3sXxgdgaYTjsXW43/JRsMiF8WuwoGMGlsK2C3AG8BcfBddUHLsHS3HbDdgJWOSj4A9N+Bn3B76ArXO6CrvIcSj2frEU2KfiJVcD/1q5jsmF8euT15csx2aMn2vCmHuANwGjfRT81IXxGcAvypsWS+O2KHoAItIWvoz175iQYtstgJdQAYpG3VL0AGRTyYnHwTnt7nlg55pbVbeEzWd/F2FXxccCWcvqv8aF8bBOLhAg7SkpoPBnqpQOd2G8JVYdcAFwd+lE3oXxCVg1un8A92PFLbbFftcPxy7YfQg4HSvGcitwU8W+98aa+e4EPAv8APht3j8fgI+CB7DApNz9Loz/D1t/XBlMbdNPQYjSv9Mppe2wHlpvz3G4ACT/1uWB5f7AK4Hr8j7WYKaZKREBwIXxZ4Av1vGSLI1+xSwEDq610FlaKynKspjGZ4DAFufvWHOrzS3Hyi4PH2Cbh4HnsBPPg0jf4wbg330UVPaZE2k5F8ZbAEPKg/sklW4PYPlAMzXJOq4LgROBy4ArsVmrpvWgGkhS+XAf7L1jv+T+Rz4K5vez/Wgs9a/8osnjwOk+Cu5swvj+DZvtfgj4BvBRHwV59rEb1BRMiQjwzw+Dp6ivt035+qm5WP738QNsvwFb4P8C1sun3gW73WAV8JpOXjvQzVwY/xCbpc1D1mItacosz8OCqekM/DdX6X5gmtJ8pB25MH4FVilvZ6xE+WYVAV0Yj8J+j3cFQh8FX2vtKPPhwngkFgieWvbw88CnfBT8LOdjXYClTV6EzfBtm8y0SQ4G6qchIoOIj4IXge/V+bJjsKtdDwI7sHkjw3KPYukcu2JldF/IMMxOtxI4WYFUW/t2jvvKepV8Yu1NmISVYz6O2hUIyx0IfDZJaRRpKz4KrsdS0T5M/5kP+2FFFd4LVG2u2wmSmaG3Y8HUl4HfYTPO33Fh/MckhTGvY/2Xj4IjfBT8FkvTV0XPHGlmSkT+yYXxRCzg2SbjLm4Fjq147FnsKnplsYWbqO+KeqdbgQVSKoXe5lwYfxUIc9hVecn0laRLH3wJm7VN4x5sjVe1v7v+zMKCtVf5KHgo5WtEJCUXxvtiTXczNchOyptPA65pRlnz5ELKT4C5PgrqSe2XfqgAhYj8k4+ChS6MLyR7NbPdsRO7MdjM93pgezYPpKC+dR7d4G0KpDpGXv9PuwGzsXS8idgFhJHYDO4uVG/++zw2e1vLi/QVyxjoquhz2DqwxVjFtFL6YLVjiwwayczP64E/+Sh4NMdd/wG4lIyzZj4K7sfSGJsiSfF9d7P2PxgpmBKRShdjKRbbZXjtJPr67dSaeRqOpRoMzXCcTnNNZTlfaWtjc9pPZfuAkViKK9gaw9XY39kjyTEnY5X80ngKKz8NdmHiEawM+7zksdLf1oFYCm4lLT6Xwe5RbAZotgvjrwBf8lHwUiM7dGG8G7AntXvVSRdRMCUim/BRsMKF8ReA7za4q0OwdVHb9vP8EVjeuyO/k9d2tAb4eNGDkLqc0KT9lgcwpdmnF4G9sWIVC5Kvb8VmeUfQf/uBncq+Hp68DtJX2EyzLqsmF8avBm4oqoqaSL2SYku7YxcuShckPg181IXxjVhD9UuxEuJTgWXAO30UbEyx+1JT7Le7MP6Oj4LpeY5d2pMKUIhINT8EZja4j1FYCeeBHISdYJb6h+TetLANvNNHwSNFD0LScWH8FmxhezNUa+BbOpk7AptFegQ4GpvhHWhN03wsjRayfZbvluE1m0hKyV8FfKnRfYm0QlIt8DGsGfAcNr1oOBKreHcK8EcsQ+MNWFA1UKuCcuUXM85WoZfBQcGUiGwmaTT4XvpO1rLaM8U2O2CL54/H3pNuwU4UO90y4AwfBZcXPRBJx4XxEcAvctzl/dgFhYexipdpZo0Oxv4GVjJwxa3V9GWXZFnoXk8LhP5Mwk4yz3NhXC2VUKRtuDDeCvgN/WdLVLMR+ECa9L8kcCovBHMam6f6ShdSMCUiVSWLYBsNBOr50AI7OTsOq3p2MzZb9WyDYyjKr30U5HliLk2UnAj9iPRXoNPYE2vkuQ9WzjntOsTjsb+B4/p5fjGb9qHaDkuZrcdAbQwG5MJ4i6Tp6M+Th4ZiJZ5F2tmZ1F+p9kQfBX9Kue0U+tYMl4yv83jSgbRmSkQG0khxiI1kf48ZRV9Jad/AGIp0V9EDkLocTu1GufVq1mfscuAOLE12B/rWS90BHJlyH40EjRuxAhrlF0sGYwNuaSMujE8C3oVdiDjPR4Eve+4YLH29HosZONW20soqj+0HzHJhvEWS8SFdSDNTIjKQLzNw2eWBPJ/TGCbTV6Gsk2xV9ACkLm9pwj7zqlS5FAuUbgWeAXbG1nYMSx57LNnOYel/aRzawHjewOazzg2vwRLJwoXxVBfGMfB74AzgX4EHkwCq5JwMuz7bR0E9zeVfwi40lAtdGF8OXO3CuNqaybbmwnio1n3VpmBKRPrlo+BBbDHu0gwvzys9rzfHfbXSyKIHIHU5uPYmdcvjM/ZWLDXpSGw9xo5lz01IHiutMZxE+r+VNfUOxIVxjwvjjwC/rfL0IS6MK1OcRJrKhfHOWNGW17FpVditgdiF8WUujL9LtjWCd9e5/Ro2L6K0P3AqcDJWrKXTTAT+UvQg2p2CKREZUNIf6WDgr3W+dKDF8/VYjaUzdZoRRQ9A0nFhPIX8y6Hn8fu/DKt2WeuzuvyKd9r+Ud+uZyAujIdga8q+yeZVCVdjqYdH1LNPkUYkPZ1uxAKnasZgaX8fxoKtes10YfweF8ZpZ5gnU72nW/nznWYZcKwKzAysI4OpZOGriLSIj4K5wGuxK2xpy5fnleY2liZ2g2+iZUUPQFJ7E/l/HjYSTK3DCrCMxq5s38TArQNKY19Eur+72EfBTWkG4sL4ZS6Mv4XNkL2vn80eTJ67Mc0+RXLyLiy1tVm2wfpN/cOF8dkpgqq3MfD7yJ4ujPMscNN0PgpWYe0bWnLencx+d1xs0nEDTqiztEiL+Sjo9VFwBbAX8HVqr83Ia70IWEB1OzAdO6mbkeO+m6UTA8DBat8m7HMYFhDVaxn2e14qwDIZq+53PDbbeRPwVMVrerAUoyXAHjX2/wDwnlqDcGF8mgvjOcBsbL3JUQNsPg34u4+CLOnAIqm5MJ7kwniUC+M7aF0FyZ2B7wD/58J4oGbXJ9XYzwjSF4hpGz4K1gIfdmFc670lMxfGY1wYvwO4nnQtVdpKRwZTaa+oiUj+fBQs91Hwn8CuwLfof+3FkhwPuyt2Mnc0tkakE6oiPVD0ACS1Mcm9x9ZfpE2Vq+UY4J46tl8ELMACp2rGJc9tn2xXcii2VmqgPlaLsYsgJ/ooWDDAdiX/Su3ArMSTvvCFSCYujKdizeT3xNYLpunblqcTgBkujD/rwninirGVisLU8kkXxp2YAn6Oj4LHam+W2RexQPMTwKNNPE5T9PT2Zi3UJSLyz/UmF7LpVcJFWOnlent6pDUD+yBt1x4e83wUdGJ+/KDkwvg84D+wK9AAT2IpdRvpq2ZZeQ+2VuOQGrtfgwXWWwMLsYuY+7HpYnmwv5kVpE9beoZNi1H0ZxZ20ePXaRqPArgwPoz6Zn/f4KPg6jq2F6mbC+NrsHTze7G/k3EFDmcRcIKPgoeS9L8LgY+mfO2bfBRc2byhdYYkne9gbGb93k4uHa8+UyLSEB8Fz7ow/hQ2c1Q6GZ1JX5pSMxyO9blp12Cq3gaqUqy19P3ukny9cz/bVpqOBV1DsdS+4Vglxxex4GgEto5pb2xx+uPYyeC65PGtk8dfxJr75qUX+CDwIx8F9V41TROklVtY5/YiWbjkvh2WekzAyq/fjxVkqedv90Rg0AdTwLlYEArwZuAPBY6lIQqmRKRhPgq8C+O9gfOAVya322huQLUrdhI3UA57UdJeoZT2cC2Wllo5W5TG0RXfr8RKKvdgwf7LsCDrNiygKs1k3YqlrJbUM5O5Ekv1688G4EwfBb+qY5/l6unrthKtD5Qmc2G8F+kvcLTSgRle82Luo+hM19KXsnxdwWNpiNL8RCQ3SXO/xdhJ6WOkX3ORxSLs6mC7WeCjYKATXWlDLoxfhX24N1o4ZR7W76mW9VgQUitNsJp76f/q/KPAR3wU1NvK4J+SimOLSNeb59c+Ct6R9VgitSSB1HSKTevL0xxgHx8FebUPkYJ1ZAEKEWlPSTrRnOTb3bHKY3lYgK1jKb9i/lBO+87b3KIHIPXzUXAdcEkOu0p7grQFdjGg7ua59F/s4T7g6EYCKQAfBWuAn6fc/PJGjiUykGQ9UkT3BFJgBTRuc2F8SnIBUjqcgikRyVup4k8PloqXxRrgFqx/zTJgOyzFYxK2HutxbF1KO7qx6AFIZv+bwz7qSffYGasemKowRJlqKYG/BV7po2Bxnfvqz8wU2yzGZvNEcuXCeJgL4xOBGHhj0eNpgiOAq4HpycybdDCtmRKRvJWfzM0FpmbYxx30Xx76EOBhBu40X5Q7gAuKHoRk46Ngpgvj2xm4p1ItG+vc/iCs4t6upEurg+rB1/k+Cl6o89gDOSbFNlckPWhEGpJUdtsd+AF20WwnrDhLtzsSuM+F8QXARUVWtHNh/ApgCvALHwX1vo8NagqmRCRvK8u+zjr7/bIaz++DBVRTMu6/GRYCb9XJZcf7Jo0FU1kWIh+ArVHyWNn0WqqlBuZW2dKF8ZHAu1Js+uu8jimDS5K+90psfe1U4GPUV4SlmwzHUhmvx4rXFGUO8DPgfS6M3+6j4LkCx9JRlOYnInkrD6aOAObX+fq1wLYptlta536b7WIfBc8UPQhp2B9orLR91iu6E4A0M0tzsdmsSpckJ6gNcWG8JfABLE13IAuwioQidXFh/GpszetfgN9gzaQHayBV7lIXxmNqb9YcPgqexgLcPbDmxIcWNZZOo2BKRPJWPuM9DJhd5+tLfTvqOU47eKDoAUjjkjSb95M9KGqkRO40rGhLf8HcPOwqdjWHkk8rgkuAd6bY7o+qRiZplIosuDCe4sL4S8A11M4+GIwOAM4qcgA+CmYDh2FNy29zYfxhFcmoTcGUiORtt4rvy9c2rcfWFc3EThofSR6fnnx/M+mrm72EnVyuxgpVFOkq4PaCxyA58VEwA5udqcfDwLM0VnVsNLZW8CDgb8AMbA3iU9jv+ioGTm19SwPHLkmb4vj7HI4lg8OpSTGJJ4Hzabz9QDc73YXx9i6MC7tYmGRYHI39X301uckA2u3Kroh0vspgag8s1W977OSwvMnpMmzx/cHAVsljM7FUwVqLj0tX4Tdg60zmYguXW13l7wM+Cn7Y4mNK8/0M+DZ9v5e1rCOfNXzzsIqYr6DvpHM8duFh7xqvPSmH4y9Jsc1SVLVS0vsUlrqtIKq2A4EngGtcGEc+CgpZQ5XM0F/owvgnwDZFjKGTKJgSkbztXuWxpdisVGWD0tHAvmz6IXsIlho4gXRNeUuv3RWboUqzgD+rXiwF6zZgefJYHuW0pc34KFjrwngRsGMLD3szVt3ruCrP7Y3NUO00wOtX5TCGm4Bja2xzvY+CdTkcSwaHF7AgQdIZAbwZu7BYZEEKklYLebVb6FoKpkQkNy6MRwMTqzy1JxYgVbtyX+1q5V7AM1h1M1fHEFbUsW09HsFSHm7wUZDmyr10h1YGDLdQe83TEwwcTN2bwzi+B4QMPIvwtxyOI4NAkq6m9VHZnODC+L+1NrH9ac2UiORpzwGeW1DnvnYExmBXymeSbmH/EGzW6OY6j1XNPGzW6Uxgmo+CPyqQGnSWteg4d1B9NqpSrVmyypnfuiXlkOcNsMlGrJGqSBpn0V4tLDrJq4HfuzAeDP22OppmpkQkT9WuQN6Glb3NUmlsHH3Ne2djJ3L7DLD94cl9IyfBvVivofN9FFRrjiqDx900Pz1pGekbUO+GFbmodnJ6P3BaTmN6vp9jAPxFLQCkDgqkGvNG4BYXxqeo71P70syUiOSpWjC1B7aeqVF7YYHUdKxoxUCyfui8ABzvo+BjCqQEmzFKqxcrHFGPm7A2AAOl7lUeo3wd4Ubgd9iFimlJWeM8fIPqpeEXAN/K6RgyOFyI9Q6U7KYB17sw3q7ogUh1CqZEJE97VXlsfc7HOBrrxzFQKfJ6GwWDfeD/i4+CWzKNSrpRPeXue7DP1Mrf916sue3NbDpjugr7PR5RxzGeo6/P1E+A3X0UvNVHwS0+Chrpb7UJHwW/wi6CfAdbh3g1loY42UeB1ktJaklq9H8XPY4usBdwZdGDkOp6entze/8VkUHOhfFMrMx5uVoVyLK6DTimn+duBEZhV/TSluN9n4+CS3MYl3SJpFnlHKpXqKx0P5YSeDObprSW/54uxopIbMSq842qYzg3J687FrjSR8Fb63htZi6Mh/ko0MyCZOLC+OVY8/bf0lgPNjH7+Sh4qOhByKY0MyUieZpc8f0yrIhE3hbRfwn0XuAI4FDSl5XtxT7sRf4pme25qoFd3IT9LpaMx4pEHEZ9gdT9WIB2ApbieoIL4z0aGFdqCqSkQaOA36DzzbwcXXsTaTX9cotILlwYDwUqc7p7sAa8eXuc/oO0W+hLnUr7HrcaWNPooKQrTa9z+zFYWt8MrHhKHoWeVpd9PQ/rp6bKktIJnsUCqmZcVBuMdN7ehvSfIiJ5qdbh/j5gUs7HKQU+D7JpALSavhSrlVhQdVjKfY7A0q5EKt1AX4PmNA7EUvEOr7VhHY7AgrqbsJTBHh8FC3Pcv0hT+Ci4H/hM0ePoIq1q1yB1UDAlInmpDEZuwxat5/0+sxV2xX8/bDH+PGAulpf/cmxGYCnp+vaUm5vjGKVL+ChYDERFjwNL7zkeu8J/Y7FDEanL74seQBc5J1nLKW1EwZSI5OVjZV8/Q/P785RMwkqv92BX7g8nfd+ekkd8FNQz+yCDS4Q1cF6CzX4WXblpTsHHF6nHk8C9RQ+iSxxJ/4WXpCAKpkSkYS6M9wfeUPbQM9S3wL5RLwF30dfgtx69wFfyHY50Ex8FG4H3ADE2+zmdTUugPwFsyOlwDyb7689cVCJZOkjy93NS0ePoInm3G5EGKZgSkTwcUPb1C1jFslZ5CbtSn2WNykrg9T4KfpHvkKTb+CjYAHwZC5qOwfqS3QXcg5X+r2wJUK+XsNTY/bCqmHdV2SYGjvBRsKrBY4m0VNJv6rKix9EFNjLwxRYpgIIpEcnDvLKvnwW2bNFx1wCzyZ5S+GkfBXGO45Eu5qPgEeB/km9HYgVODiZ9L7OBPEBf+s5WbF4F8CdY4L8oh2OJFOE7RQ+gC9zgoyBLU3ppIgVTIpKH8jLNrSqBux74O7BNxtffBVyS33BkkPgc+VfUWgGMTb5eiK39m1b2/Bzgg0nfKxEZvBrpeydNomBKRPLwmrKvW3XV7F7gtcDOWFGAemwA/j1J3RJJzUfBAuCCnHc7CmstcDuWelq+9q8XOFvNc6ULPIClgUt2s4oegGxOwZSI5OHE5H41MKVFxyz1mNoSKwowGwuq0swaXOCj4L5mDUy63nexwCdP2wJHAa7i8c/4KLgu52OJtJyPgvXA14seR4dbXXsTaTUFUyKShyeT+wdpXTC1S8X3e2FB1WrgzgFed66Pgi83bVTS9ZKTwjOwWaRm+gzw1SYfQ6SVvgssaPExN2KFYv4K/A5bf3hti8eQh2XAzKIHIZurXOAqIpLF7OR+NywtqdlNBZ+l/6Btu+R2K1YgYHjy+ALgvT4K/tzksckg4KPgHy6M78ea6eatF1sj9cMm7FukMD4KVrowvh44rcmHeg64BvgLcH1STXATLowPAd6HzQq/Bhjd5DE16lIfBeuKHoRsTsGUiOTh2eR+HBZY7dXk46WZETgWS8U6CliHlZT2zRyUDB4ujCcA45uw65XAO3wUaKG5dKu8U9WWAN8CfgGMwC5GPFSrYIuPgpkkMz0ujMcAHwLOBSbmPL48rAQuLHoQUp2CKRHJQ/nV+fk0P5hKazKwHPitAinJ2bbAy3Le553AWT4KHsh5vyLtZI+c9nMF8HvgWh8FDVXY9FGwFPiqC+Odgff3s9nz2GdKq90CvMtHwXMFHFtS0JopEcnDa8u+Phwr79xMaXPunwQex9aeiOTGR8GjWJPdRm3AmvG+BThagZR0MxfGU4Adc9jVIuAMHwWXNxpIVfgg8M0qjy8ETqL11QhXA2/xUTC3xceVOmhmSkQa4sJ4T2ytVMkI7IOumdK+d20EXu6jYEUzByODVq0Tq4XA37A1hI8CU4H9sEIt67F+UtfkfDIo0pZcGO8OPJZy83uxv59/JN8fir3vPwOsAr7ro2BNP6/NzEdBrwvj87DZsyB5+DbgA1ij7qx9DbP6ftKOQdqYgikRadS/V3y/FFs71UwfBb6CrVnZC9iqyjYLgA8pkJIm+jfgMmxmdlTy2AxgOlamP1Z/KJF/WghEWGAytp9t5gOhj4KftmpQlXwUbHRhfCcWTN0AvCIJsm7G1t8Oa9FQngc+26Jj5caF8TBgax8FLxY9llbp6e1VQ3URycaF8SjsSuGYsodvxkqUN5MH3u2j4EYXxtsDZ2MfzsOwCn7/C/zIR8GqJo9DBBfGuwEfA/4O/KHWwneRwcyF8XbA14B3lT08F7v49ddCBlXBhfFw7ELhvT4KbnVhfABwFxZg/RKrGNtsF/ko+HgLjpMrF8Z7YGXoX+2j4PGix9MKCqZEJDMXxh8Evlf20Eosza9V6zE/7aNAfXhERDqMC+ORwFBga2Cpj4KXCh5SVS6Me4A3YwHfg8As8i8+U2k1MM1HweyaW7YhF8afBT6Flac/10fB0wUPqamU5icimSQfMB+seLiH1ha2mdTCY4mISE7KMgeWFzqQGpKZ5t/BP2fVLgL2wTIimnUe/ZlODaQSX8LWnZ0B3I2ld3YtzUyJSCZJw8O7Kx6+CTi+hcN4AjjdR8H0Fh5TREQGORfGbwSubMKuNwKTO73wRLJ26lfYuuZp3dxwWKXRRSSrd1d83+pACmAX4IIWH1NEROQqoBmtDGZ1eiAFkBTfORWrgvgpF8ZnuTDuymwSBVMiUjcXxv+OVTIrV1Ta8PcLOq6IiAxSSfrfdU3Yddf0lPJRsBH4IvA5IATeVuyImkNrpkQki3exeWnbDQWM45s+CpqRZiEiIlLLN4E3ALs3uJ8lWAGnecAljQ6qzfwK+AmwK3CmC+N7gVuScvMnYuvPvtfJVVAVTIlIFtWalY5s8Rj+CnyyxccUEREBwEfB0y6MjwPOA15P9Sp/84Dzga+yeUn1PwFfB6Z3cjBRw8bkNgQ4GFsSMM+F8bPAIcA9Pgo6OoBUMCUiWdwDnFLxWLODqTVY+sMVwC99FMxp8vFEREQG5KNgHvAJ4BMujMcC+wInA2/Emvy+EQuohmLV7Y4D1gLn+Cj4YSGDbq0D2HxZ0ST6qvHGrR1O/lTNT0Tq5sL4MGBG2UP3AAeR3zrME7ArWSOxLvDPAou7+MqdiIh0GRfGQ5J1Q6Xve4DXAs/4KJhV3Mhaw4XxmcDnsWJRle7HLpIGPgoWtXJcedPMlIhkcUDF96vIt6DNOK2FEhGRTlYeSCXf92KNbAeLE4GpVR6fCRzWLRdIVc1PROriwngU8I2Kh3fL+TDqGyUiItLBfBS8G9gB+HnFU891SyAFCqZEpH77A9uUff88MDnnY0zIeX8iIiLSZC6Md3VhvGXpex8FC4FPlW2yGPhAywfWRErzE5F6HVjx/TyyB1MXY+Vg3wVMxApM/B7wGfcnIiLSVlwYnw78J3Az8AtgPrY2+HhgS+DcbmjU68L47VgZ9I+4ML4c2MtHwQxs3VTJe3wUPFfE+JpFwZSI1KsymBrfwL5+7KNgtgvjz8Pm+eUiIiJdYAawB5bZ8eEqz18IdHQw5cJ4C6xdyQjgK8CXgGEujLcHVmAXXj/ro+BPxY2yOZTmJyL1mlbx/RQga+7znsl9jwIpERHpRkkrj88NsMmYVo2lGVwYD8EKaxyUPDQB66n1lI+CtcDHgF18FPxPQUNsKgVTIpKaC+PhWDD1NezNEeyKW0/GXf7ShfElwCwXxq/NYYgiIiLt6LJ+Hr8RuL2F42iGM4FXVTy2APgXsCqGPgpWt3xULaJgSkTqcRAwDLgSuCN5bH0D+xuFBWcRquAnIiJdKumldH3FwyuBP/soWFPAkHLhwvhtwA8qHl4BvM5HwRMFDKnltGZKROqxAvgh1iPi48ljW/a/eU1fAz7jo6CRgExERKQTvAtrVjsemIXN5nTkxIYL4+2Ar2OzUuWWAsf6KHiw9aMqRk9vb9eUeReRFnJh/Df6pvVvA46pcxeP+SjYs/ZmIiIi3cGF8Thge2CBj4LFRY+nXkmvybOxYhNjK55eADwMfNRHwf2tHltRNDMlIqkl5V0nADGbBk9ZrqzNyWVQIiIiHcJHwYvAi0WPo14ujCcC3wdOAYZXPN0LnAX8opNTFrNSMCUi9TgNeB3wjYrH98Vyv7euY1+VueMiIiLSZlwYH4b1gJzazybX+Ci4tIVDaisKpkQkFRfGPcBh/Tz9CHBEit38BltztRFbdyUiIiJtyoXx64A/YsWn+vPFFg2nLSmYEpG0dgMm9vPcuhSv/6SPgv/OcTwiIiLSJC6MpwA/Z+BA6tc+Cu5s0ZDaUkdWEBGR1nJhPBX48wCb9Df1X7IGm5ESERGRzjAceBSYDayqeG49cDHwwVYPqt2omp+IDMiF8ZbAL4D3AhjhAAAYaElEQVTXAyOqbPIMsGOKXV0KnOOjoPINWURERNqYC+OxwIeBXbBslG/4KFAhKRRMiUhKLoy3AD4PnF/x1E3A8Sl38xBWDegOHwVaMyUiIiIdTWumRKQmF8ZbA9/FGg6Wm0t9/aX2TfbzN+A1uQxOREREpCBaMyUiaXyUzQMpgEXUf1GmF/hBowMSERERKZqCKREZkAvjYViedDX1NOdbD/wU2NtHwR8bHZeISFoujKut9xQRaZjWTInIgFwYjwdeqPLUfcAU+i+XXunjPgouym1gIiIpJD3y7sHWbN4KzPJRML3YUYlIt9CaKRGpZQnWZLd8Jvs26lsr5bG1UiIirbYVcFBy+zfgZ4CCKRHJhdL8RGRAPgo2Aosb2MVs4H0+CupJCRQRyctq4ETgcKwIzoeKHY6IdBPNTIlIGo8BE8q+H4cVkugZ4DUbgNOB3yYBmYhIy/ko6AVuLHocItKdFEyJSBrvA+4CRibf7wM8AiwFjuznNVf7KPhNC8YmIiIiUggFUyKSxkI2n4XaG1sL1Z+XuzDewkfB+kYO7MJ4K+A92PvVTcDHsFmv830UPN/IvkVEREQaoTVTIpKGA6qVFnbA7f28Zjzw9oYOGsavAh4Hvgaci1UQPBN4BbBXI/sWERERaZRKo4tIKi6Mvw18kOoz2i8BK4CVwCpgFjAXGA1830fBwxmPOSI55s+xnlYnATN8FDyXZX8iIiIieVIwJSKpJL1aDgDeiVXDGl5lsyuAvwMvxypnXQWEPgrWtmqcIiIiIq2iND8RSSWpiDUBOAT4AvDXik0ew9YzfRs4DdgNC6i+3sJhioiIiLSMZqZEpC4ujHcD/oSVR78Km6E6Als7tQ1watnmpea+J/kouKHFQxURERFpKgVTIlI3F8ajsIIQn8ACqCeBRdisVblSMLUBuBz4uo+C+1o4VBEREZGmUTAlIpm5MJ4AnA18mE2b+paUgqly92BV+WYBP/RRsLqpgxQRERFpEgVTItKwpOreqcDBwO7AiVgp9fVYpT+Ae4EfA58EVgOX+yi4sPWjFREREcmHgikRyZ0L43HAvwIvw9IArwNiHwVrCh2YiIiISI4UTImIiIiIiGSg0ugiIiIiIiIZKJgSERERERHJQMGUiIiIiIhIBgqmREREREREMlAwJSIiIiIikoGCKRERERERkQwUTImIiIiIiGSgYEpERERERCQDBVMiIiIiIiIZKJgSERERERHJQMGUiIiIiIhIBgqmREREREREMlAwJSIiIiIikoGCKRERERERkQwUTIlIx3FhPNyF8eSixyEiIiKDW09vb2/RYxARqcmFcQ9wGPAF4FXYxaB3+yj4aZHjEhERkcFri6IHICJSjQvjoVjwdAIwATgQeCXwGPAl4FrgzqLGJyIiIqKZKRFpC2UzTzsCk7Hg6T7gdz4KFiTbTACW+ChYX9hARURERBIKpkSkUEkQdToQAvsA9wBn+Ch4uNCBiYiIiNSgND8RKYwL462wlL3zyh6+UIGUiEhruDAeB+wJ3O+jYHXR42kHLoy/C/zcR4FSyaUmzUyJSMu5MN4T+CjwDmBMxdNXAmf6KFje8oGJSC5cGA8B9gMOAvYGdga2A3qAxcB84Bng/4CZPgp0MtJiyf/Re4CvYutSVwJ/AL7po+CejPscDuwAjMBStl+N/X/HPgruz2PczebCeH8sxfxhYJrSyqUWBVMi0jIujLcHvox9gPeUPTUfuA5YCEzHPnhfav0IRaQRLoxPBN4LvA4Yl/Jl3/ZR8JHmjaq9JanOPwau9lHwpxYcbzhwGnAOMK2fzX4HfMVHwb0p9teDBc6nAe8DJvaz6WXA13wUPJphzEOAQ4FJyUNzAF+aSUvW007FPldWAU/7KFhZ9vrtsDTyPbFgbyQwPHl6SDLmKcn+S88DXAKc46NgY71jlsFDwZSINF3yYXsuVtZ867Kn1mAfVl/0UbCkiLGJSHYujMcAG4HxwGuAi9n0bzyNtdiMyKXA9d0+S+XCeGvs32w1NmN3HnA2sCH5+krgqfJ/BxfGQ30UbKjYz1BgY61/LxfGQ3wUbEzeh08Cvo0FFmlcA1yN/R+tB3qx/98dseDFAbthgUhaL2AzV8uBy7HZyTtLhYYqxr4NlsFwLvCyKvtakoxrQj/PPQuMrXN8le5KxvgPYFRyG4YtlRmW7H+bsu2HAlsmX69ObsuwGbr7sKB5k/9L6WwKpkSk6VwYn4p9aJa7HUvne7yAIYlIRslax38BPgQcl/PuH8Jmp58DZgNX9reOx4XxHsC+wO0+CubnPI5MXBgPw4LKVwOHYBeM5mEn4DtiwVNpxm49/a9dX4LN1K8BdgJGYyfkLyaPDUn21ZPs/0bgSWzmpRRYjAB2T473NJbGt28eP2eTzAMWAIuwn2tbbPwjB3pRB7rAR8EXih6E5EfBlIg0nQvjXYDHsRMAsKuyE30ULC5uVCIyEBfGo7CZjJOxAGE84LGT+/EtGsZiLOXsKizAWg0cDLwReDN97ynzsWDCJ/fPYMHIMmw25WEfBb4ZA0xmfHYCXg58GtirGceRrvE08B1stusBrcnqfAqmRKTpkivZ89i02MT3gXN9FKwpZlQinc+F8VZ5VGBLUs92x9K/9gWOBo6lL12p0z0BHJrnBRwXxsdi6z9PwmaJROq1CksjvA24G2tKP9dHwapCRyV1UTAlIrlI0lv2BJb5KHiq7PGh2FqId1Z52T+AX2FXnVXRSySlJPi5BPu7mo+leZ2VtgpmshblGOBNWLGIHZsz0rbyFyBotJhAMhP1P1ggJdIM87EZrKewz8lHk8fWYWmb5wErgD8Cv/RR8EJB4xQUTIlIDpI1UZdhue0rgbf6KLg2qcD0Z+C1KXZzH3C2j4LbmjdSkc6XVCa7AksrK7cMuAFLqR2ffH9xxcWN7YBrsSpuPQwuS4FxjVy0cWE8AkvRem9uoxJpzBqsSMjfgJlYeutC9QxrHQVTItIwF8YvsOkaigVYmtBGYG4du3oJOMhHwZwchyeDWDIzOjyPtJlkRmJbrBjAVljxgHXY7+28vE9eytbiTMPW4UxO7l+BVQxLYx3wV+BWrOfTCfSVlx4sVgM3A7/xUXDZQBu6MB6NFdWYihVw2Borlb0zNvO+C+n/7UWKtARbZ/gr4Ksq7948CqZEpGEujOdjDTnLPYEFVNOxE5C0bgVO8lGwLqfhySDkwngicCIQYifB12Enxw6bRb2ofOG3C2OH9d15FVbqeQU2s/Ox5PuzkvthAxx2cXJbhp3AfCPtCUzS+8clt6lY0PQGYI80r5d+Rdj/9aJaG7ownoRd3d+/6aMSaa0ngRnY5/HPfBS8WPB4uoqCKRFpSNIscT59VbXK/Rq4CAuQtqpjtzOAN7RLuWNpXy6Mt8Bmb45KbnthhRRqFQS4F/gkVrJ6P6zPT+UFgUbNwVoClIKjcVhAVyrq0ENfT5oxDL60u1b4LlbZb5aPgmv728iF8VTs/eqYVg1MpCArgZik8THW32wLrFT/MmymfWjy2Cr6yvQ/66NgbQHjbXsKpkQktWQN1OFY2tFo7E33RKznTL8vw/qt/I76ThZ/46PgtGwjlVZzYbw99n+9HEt5W1z23IeAz2L9Y67xUfDJsud6sLQzl9xPwgLz5cAMHwWzk+12xX7v9gN2xYIlhxVOUNqVDGQBdnHmzsonXBhvizUTP4vuqVwo0gwbsQsTM7EZrruB+zXLpWBKpGHJmoxpybfPAAu6MTfZhfF/Ylfvp9bxsrWA81HwvAvj/wY+Ucdr5/goqNbxXtqIC+ORWGWzU+kLalYBX8OqUb2EpdWVz0wuxtLoVmPBUH9NOZcBP8MaoOp3QbK4FzjFR8FzlU8kqaDXAQe2fFQi3eN24JM+Cm4peiBF6a/ztoiktw9WWcsl3290YbwMOxFcgpU2fQo7mZwCXOWj4HsFjDMPI7EGmM9hP9OT2EzBfmXblD//Ex8FzyeP317nsXZzYbxXaWZC2o8L46OBi4EjKp4aCfzXAC8dT7qmr6OB/8g2OhHAinZ80IXxdGyGahW29m1vbD3cYCvGIZK3fbHP/UFLM1MiGbgw3gnYHqtUtwLLNd4dOBQLmhZgV+S3SL4fil2FXwOMBa7zUbA0w3EnA/v7KPhbDj9G3ZJeUj2lRrvJrMQbsfSYjcBs4OHKymkujF8O/BgrBFCP3/koeGvDA5dcJGmeewMB1p/oyGJHJCIiBXoMeJWPgieLHkiRFExJIVwYD/VRsKHocWSVFF14kr70pA3YeqBSEYa1WDW7+7CeLleXryEZYL9bY1dStwQeLU8XdGG8F9Z0cmcsNeVarJHfAuwq/7bAbeU9ZWocazQw2kfBM2m2r7Gv4cDE5DYJm4Gbgs3aHUV9qYHl1gFH+SiY2egYpX4ujMdgPcKmAQcDh2GFEkREZHB7DDjRR8GzRQ+kaAqmpKVcGG+FNTt8EzZTczfWZPKO0mxHst2RwPewajOPYxVnnsSq0OyabP94iuMNadb6JRfGXwE+lXLzZ4AvYml/K7BgaQq2XmQXbFZrd2zWqmQpcD8wHDuB3Yn+15aUrAd+i6XYrcH+veYDz2NvfE/6KOh1YXwcVuVqPywom4lVGtsWeAGrpvc3HwULKn7mIVhVspcDx2PrWKYCE1L+O2RxnI+CW5u4f6nChfFZwIVYqp2IiAjYEoYZwOmquGsUTElhkipeY7AT+BHA4+VNL10Y74ctap9KX5PM24E/Aw9hQcguyevnAI9gM0K7YDMip2BV5h4APuKjYFbO498SK6jwViwI2hbYJs9jNMEyYB7p0u1ewnrlrMV+tslY089W/YwrsfUyP/VRoDeqFkqC5rOAY4F3UL3svYiIDA5zsFYSN2RZotDtFExJv5JgYV8svecArJHhcKy88bPYLMgkbO3QUCyt7QnshH1octsW6x4/CTs5fwGr5PVicluKnahthTXD3IilzK2vuC+tPRqJNYJ9FZtfMe9NXl+tTPKL2GLjK5LXH4mV9rw5r+awyXqiC4CPM3BjT6luBXALVrziSeDHPgrmFTukwSspdf4fwPlFj0VERFruf7Bqqg+nWaYwmCmYGoSSJpe7YCf8W2ABUinFawcs9Wt/LJAaXtAwm6WXTXsdLQHuwVLhFmCzWLdgKXFgAdxYLLWwlIa3Jrktx078nwOeKzWzc2F8CnB1s3+QLnM78B5V7itWso7urcA7sVkpNZEVERlcngQ+DfxaWSHpKJjqMi6MAywtZzcsUIqwRfwOC6AOwhaR11p7M9itxoLNtOlNvdhs3RPYTN7WTRpXt1gH3AncBFwP3Kg37dZK0mx3x8qaH5XcDkQpfSIig9ETWCbC70sXhyUd9ZnqPm/HgqmSK4oaSIfbqvYmm+jBikns2ISxdLJngIexGb+HsFLyTwHP5JVeKbUlVSJfhpU1PwAL+A8mXa8nERHpbs8Dx/soeLrogXQiBVNdILnCPApL1bsCOL3YEckgtgH4CZZr/YiPguUFj6cruTAegZXIn4Kl5k7BCrWMwWZUh2OFQrbH1isqaBIRkf58XoFUdgqmWiQJeI4EZjY6fZrsayfgOOB1wMlYICWSl/uAz9LX1XwttkZsOZYCuQV20r4llha2JtlmsY+ChS0fbZdLquu9FvgQNqM0qdgRiYhIF3mk6AF0Mq2ZaiEXxjOxQga/x9KfxiS3ccB2yW0c8EvgIuxEdmxyc1i5732wNU+TWzt6GYQexfp7PYUV5LgFuxig9LwmS4KnfbF+XqWbAigREWmGO7G+UTX7d8rmFEy1UJ1NXkXa0VJsger3urFgRBLE7Ajsgc26lRodr2/i8XbGGiHvhhWE2BObxdZss4iItMos4DgfBcuKHkinUTDVIBfGx2F9ixYAC5P7B3wUvFRl2zHA+5Pbrq0cp0gd/g97U52FlY4fjc2gjsS6nk/vpko/LownAd8EjgEmsHnxkfVY2uNvgMt9FDyTwzE/gRWL2RtrWC0iIlK0x4E/Yz1BX8Daxlzpo2BjoaNqcwqmGpAER98CzmDTcsIrgb8AlwJ/qXYF34Vxac3T+5N7kXbwvI+CHYoeRCsks0LnAP/F5g2g+7MBONZHwR0NHHcc1rhaRESk3azDqvstSG4X+Sj4e7FDam8KpnLgwvgo4KtYk8uhFU9fB5zcX1SfFJM4Bqu6tU1yG4010N0Wu1I+DrtaPjy5bY3WT0hzPA+8B7ip2uxqt3BhPB6rOvjGDC+/z0fBtAaOvT0wh+oB3ApgEXZFcBX2obYWWz/52qzHFBERSfRiF/vnYJ8x67AiUk9iM1NPNyu1vVspmMqRC+PRwAnYeovF2AnRYuAuHwVrcj7WeKyq1yHA4clNPY4kLy8BH/FR8OMiB+HCeAvgncAMHwUP5LC/MVh63eewkuJZbeOjYEUD4xjPpumEG4EX+3ufcGE8DOvTtXvWY4qIyKD3AvAmHwW3FD2QbqJgqou4MD4Wmwmrt+GsSDUbgduBGPg7MA97I17ZSPEJF8ajsCIL67D1SKUrYyuwFNk1Pgp6XRifCFwMHJS89Cs+Cs6v4zh7ACcCu5Td9ifbGqVeYDZwd3L7kY+C1Rn2k1mSHvgp4Gy0zkpEROr3OR8FXyx6EN1Gfaa6gAvjydiM2HtRICX5GYKloB5T8fhaF8YvYCkBjya32dgMbJriDCuxWaH3Y7+3oyqe3+DCeCWbpsGtBi6rc/xvBj4GTEy5/QbgaawcvAeewH6u2cBjzU57TNZwjcYa7E4ou03EGvLug5VLVyAlIiL12AhcAHy56IF0I81MFSRJN9ofK4tcvi5iLLZGanxyvw6bHbgNmxkonVTtg6X5HY31oBJpB89i/SruAx5MbnN9FGyotrEL4y2xinYbsb+BNcltKH1/C+OAJVnSEpIAZR+s7PgwbM1h6f4l7G+qdFvUjDxxF8ZDsR5yOya3qcltp+R+e+xnHAv05H18EREZ9OZi64RvxC58dk1F3nagYKpgSVB1LFZV7NU1Nl+DnQSKdJK12NrBJRW357Hm1U+X3Z5vVQnWpPjLOOxvakjFbRWwDFg9UEqjC+P9sb/bw7F0xJFV9jUWZQGIiEh7uBd4i4+CuUUPpFsomGojyZqIvbEr6SdjaUoig8kqrNBCaVZrFjDLR8GCLDtLZoUmY7O3Oyf3ewAvwxrljq2xi/VYo+JlWL+Np8puDvgom7ZFEBERaXcbgD8AP8Wq964sdjidTcFUm3JhfCCWKiUiFsjMwJrr3lA5W5TMMk3CUmcPSG4HYhcntmztUEVERDrGWuDW5DYduNNHwZJih9RZFEy1oaSh73RgStFjEWlDNwNnYil6AXASFjxNKHJQIiIiXeJR7ALmXcAjwD9Q/6l+KZhqQy6MY+B1RY9DpI31omINIiIirbIeq3I7C/iAj4JFBY+nbXRlMOXCeARVFo4nDUD3xK5ojym7jcVSgWYA030ULG/tiDflwnh7rBzyRPpKI08C3oFVJRMRERERKcJjwA3AIqz/ZOm2ELh3sFUL7MhgyoXxMOB84EPYVOSDwAPA1sAbgKOABcC1wDVYM9C3AP8CbFtj9xuwppy3J7cZ2NRm1dLOrZQspj8ZW/g+HvtZti37eixWUnpIP/cj2Lynj4iIiIhIHhYC/4sFWpOS2/bJ/UTs/Pwfye3xsnvvo2BdEQNuVKcGU38A3tTCQ/ZivxTzy27zsOnOjvglSPr5XAKcVfRYRERERETKbACeBF7ho8AXPJa6dGrvk1qzS3nroS/tbr9+ttngwvhZ+vrpLKWvn07p6+XYLNIkrFxz6X57LBd1RXJbWfZ16bYc68kzFwvinvBRsLKsV85U+hqC7pjsd4fkfnIydq0xEREREZF2MxTYFdiq6IHUq1ODqXY0FNgpuWVVVzUyF8aLsNTGEQ0cU0REREREMlAw1dlUClpEREREpCBDih6AiIiIiIhIJ1IwJSIiIiIikoGCKRERERERkQwUTImIiIiIiGSgYEpERERERCQDBVMiIiIiIiIZKJgSERERERHJoFP7TH0LuKLoQYiIiIiISG7mFz2AevX09vYWPQYREREREZGOozQ/ERERERGRDBRMiYiIiIiIZKBgSkREREREJAMFUyIiIiIiIhkomBIREREREclAwZSIiIiIiEgGCqZEREREREQyUDAlIiIiIiKSgYIpERERERGRDBRMiYiIiIiIZKBgSkREREREJAMFUyIiIiIiIhkomBIREREREclAwZSIiIiIiEgGCqZEREREREQyUDAlIiIiIiKSgYIpERERERGRDBRMiYiIiIiIZKBgSkREREREJAMFUyIiIiIiIhkomBIREREREclAwZSIiIiIiEgGCqZEREREREQyUDAlIiIiIiKSwf8DgUriOaBFkl0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = countries.plot(figsize=(15, 15))\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Coloring based on column values\n", + "\n", + "Let's first create a new column with the GDP per capita:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "countries = countries[(countries['pop_est'] >0 ) & (countries['name'] != \"Antarctica\")]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "countries['gdp_per_cap'] = countries['gdp_md_est'] / countries['pop_est'] * 100" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and now we can use this column to color the polygons:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = countries.plot(figsize=(15, 15), column='gdp_per_cap')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = countries.plot(figsize=(15, 15), column='gdp_per_cap', scheme='quantiles', legend=True)\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Combining different dataframes on a single plot\n", + "\n", + "The `.plot` method returns a matplotlib Axes object, which can then be re-used to add additional layers to that plot with the `ax=` keyword:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = countries.plot(figsize=(15, 15))\n", + "cities.plot(ax=ax, color='red', markersize=10)\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(-40.0, 40.0), (-20.0, 60.0)]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = countries.plot(edgecolor='k', facecolor='none', figsize=(15, 10))\n", + "rivers.plot(ax=ax)\n", + "cities.plot(ax=ax, color='C1')\n", + "ax.set(xlim=(-20, 60), ylim=(-40, 40))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adding a background map with contextily" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The contextily package allow to easily add a web-tile based backgroubd (basemap) to your GeoPandas plots.\n", + "\n", + "Currently, the only requirement is that your data is already in the WebMercator projection (EPSG:3857)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# selecting the cities in Europe\n", + "cities_europe = cities[cities.within(countries[countries['continent'] == 'Europe'].unary_union)]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# converting to WebMercator\n", + "cities_europe2 = cities_europe.to_crs(epsg=3857)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = cities_europe2.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import contextily" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = cities_europe2.plot(figsize=(10, 6))\n", + "contextily.add_basemap(ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":2: FutureWarning: The \"url\" option is deprecated. Please use the \"source\" argument instead.\n", + " contextily.add_basemap(ax, url=contextily.providers.Stamen.TonerLite)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = cities_europe2.plot(figsize=(10, 6))\n", + "contextily.add_basemap(ax, url=contextily.providers.Stamen.TonerLite)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Using `geoplot`\n", + "\n", + "The `geoplot` packages provides some additional functionality compared to the basic `.plot()` method on GeoDataFrames:\n", + "\n", + "- High-level plotting API (with more plot types as geopandas)\n", + "- Native projection support through cartopy\n", + "\n", + "https://residentmario.github.io/geoplot/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import geoplot\n", + "import geoplot.crs as gcrs" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":7: DeprecationWarning: The outline_patch property is deprecated. Use GeoAxes.spines['geo'] or the default Axes properties instead.\n", + " ax.outline_patch.set_visible(True)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10), subplot_kw={\n", + " 'projection': gcrs.Orthographic(central_latitude=40.7128, central_longitude=-74.0059)\n", + "})\n", + "geoplot.choropleth(countries, hue='gdp_per_cap', projection=gcrs.Orthographic(), ax=ax,\n", + " cmap='magma', linewidth=0.5, edgecolor='white')\n", + "ax.set_global()\n", + "ax.outline_patch.set_visible(True)\n", + "#ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Using `cartopy`\n", + "\n", + "Cartopy is the base matplotlib cartographic library, and it is used by `geoplot` under the hood to provide projection-awareness.\n", + "\n", + "http://scitools.org.uk/cartopy/docs/latest/index.html\n", + "\n", + "The following example is taken from the docs: http://geopandas.readthedocs.io/en/latest/gallery/cartopy_convert.html#sphx-glr-gallery-cartopy-convert-py" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from cartopy import crs as ccrs" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the CartoPy CRS object.\n", + "crs = ccrs.AlbersEqualArea()\n", + "\n", + "# This can be converted into a `proj4` string/dict compatible with GeoPandas\n", + "crs_proj4 = crs.proj4_init\n", + "countries_ae = countries.to_crs(crs_proj4)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Here's what the plot looks like in GeoPandas\n", + "countries_ae.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ELhSMVgfy1RFnLSDJ4/GCN7rhle7ixGx3znlsQGfGjuMDeOKTVrgYimGDFd949gh2Nw1Bb3bg/Zo+n8cdGxtzANCfgSlfyBj0et9f6bjZuxjd0S6PjQjC+EDIZePbK1PO2vv5MrrelrLcsNFdnLx4qAv3rJ2tk9w7ZsEv36sHABitTly9VA2rg0HfuBk/ebsWUgEX1xZ7Ly40mUwuAOGmnqHFYrH4/kr1lvnb931/XToqO8fQOGDAhM0JIZeNCZsTEj4HbFb48vQHzlmu8eJyuWwAHtuceZsNO+xeWJzkxErxXvWpleuh9lHsPzk6/ffhdi3EfPdvV9+nxyfNw3i/ph///Oyk1+M6nU4KINwvLrQwLpfLp3Xke9j6vny4Gz+6NAsWhwsbH9uHP3zUhKLf7cZDOxpwrDu8+p2iR+s1VnlW4XA4LAAeC8u8GV3n5EUYZpGxLluJ2l4dTDa3m6G6exwf1Q1OP980aMBtL1aBEGBng2b68beP9sJb8ZmvAECYoGBzOByv11Ftrw4O1/xDjFYnnvqsDVtvLweHTfDCwS4AwNYjPbjxmSP47MQwLPYLt7p7wuZEY78eFsfi+Q4cDgcDd53LvHg1unZ7uOnBFC5m8dx/CCFIUAjx83fr4HQxaJsnCNOtNeN0+9qlNWNAb/V4XIlEwgLwpW/PdJYReWu6SCnFrS9Ueky+F/PYePW7K6CWC/HOXauQHnNK89XJUNz6QhX+u7/D6830y0xFhxYU8Dst8mzgcDhcCNLoOhwOx4X5S86DdmJxCXfduSYdOSoprnjyAFqH/M/h/PzEsMfnYmJi+AAWb+fA8xO5QqHw+CSlwLh5fn8uAJjsrukcXVWEAHevzQDvNB/lY3tacfkT+zFiXFzn6JnG6WKQGxeB9kWWw2yz2RgAHn9Ub1tJp8Ph+WS4kBjUWyDhL75d9w/WZ8DicOFfn7f7HjxJcaJnAxAXF8cXi8Ve+zuFCRilWq1e0MnznReq8MadKyAXcXF9aQJSo8V451gvtBN2REv5UEkFSFAIwVxgq93DHVosTZTj6qWL65T15V4IG10/4LNZkAo8BiPPGa1DExgyWPG9NWkYMlixzY8yR4XY8+eIj4+HTCbLDuUcL3QIIQkZGRnimY+5GAoCgMUi+MzLzmOKfp0F6//2Of5+UzG+WhiH0mQFSpM93zwvFFKixIvyurTb7UEbXas/qS5fZoaNVowYbWARgkgJ/1xPZw7ZsVJcsSQO63NU2F7bD4eLYmfDILy5nzleOrempqaCzWZ7bR8dJjAiIyMLMjIyZp08dX06xMncK9P/9369X8fhsFiwLqJg0bmGYSj43MWpvmY2m10APPp6vM3aaDQaL+hEwBMaIw6eHEVuXMS5nopH1ue4G48arE7satT4zEnkeMntTE5OhsPhCDfECyEikag0J2f2fczmZKCK4GNngwZDBv/8sN9ckYTrSsJNXKboHTcjYhGucgFAp9M5AXhUKfJ2hVqtVs+R7guBizNjcOea9HM9Db/YUpaEm5Ynwu70nmbrcHl+ns1mQyqVCggh4aZ4IcLhcORkZ8/22FgcLhBC8EWr/6W9Df3+67l+2aGUomnAAAF3cfZY0Ol0DACPP5hHo0sppS6Xlys0zKKCzSL46WXZ4LK9b066fCSRL1++nA2gOIRTu2AhhEgiIiJEPN4pwaGOkQnsbx3F5yeGcaTD/ybPaTFi34MuEJ4/2IVo6eJz900xaXSDWumCYZiwE+k8oqJzzGOS/RQuxvt99LLLLlPI5fJLQzmvC5jyNWvWzNoDf3ZiBFkqCU5ojLD52JXMJE+9eF1cZ5vbVqdgeUrkuZ6GRwwGAxCs0XW5XK4LNen6fITHmb3KFfLYyImVoiw1EsWJMqj8WB2sW7eOiMXia87UHC8klErlVVdcccWsvGerw4XlqZG4tjgeqzP8lxoU8RbnVvpsYrY70TVqWvQdjydjYR6Nrtf8QRaLZTKZTAh3kDg/IISgOFEOFotgdMKKbq0FLad1HVDLvbtrk5KSwOVyEwkhIk8tpMP4B4vFunLdunWzHvv+ulNCRYFUObYMGmc5fSilaBwwwOZkkBwlAkMpOkdM4LAJSpNnrwKtDhcsdhcUfuoqL0YopXi/ph9yIQ8p0Qt3tVBK0aU1IzUExzodq9VKKaVBZS+Aw+EMDw/7ziMMszhoGzLCaHPgWPc4urXzp/sdbvftR7zmmmsEHA5nU6jndyFBCElKSEiQTHaGncO4yY4jHf4L1jx3oBNNA6diM4QQuBgGD25vwLpHP8fXnj6EG/9zBJ+2DMPpYtA+MjFdodYzZsZlT3yxsA90jjnSMYZLMmPw0qEu9I4FvxZwuhj86v163PjMEaz76+d44L26kHflcDqdXgscvBpdSulg2OieH9idDA61a3Fy2OR13IPbG31mOHzrW9+SqlSqe0I5vwsNhULx7e9+97seKxg+btR4empenAzFA+/VTa+Oe7RmPLijCS0aI25dnYIP770Y1b/ZiHi5CP/8rB0/ffs4jFYHGvr1+MlbxzFitOH5A50L+1DnkJRoERIiRfj9NQXY1RDYdzeT/+7vxKsVPaic1Cd+vbIXN/3nCCZsHmsZAsJms4FhGK9pX16Nrt1u7w0b3fODnjEzmgcNSFB4dx/YXQwe/dh7G7Ti4mLweLwiQsj8y7QwXiGEED6ff/sNN9zg0X2XFBW4rtDxPj3eqOoB4C5NP96rg4uhePLTkyj+v924781aJCiE+NGGTLx/z2qkRovRrTVDLuKCRbxXIy524mTu83rMZEeX9tTCQm92eNUTmcmg3oJ/fNo25/Fhow3V3eMhmefIyAi4XO6otzFeje74+Hh32OieHyRGCsEiBDofHQgA993dW3UTIQR33nmnNCIi4tZQzvEConzZsmXS+YRudjVocNVTB3D31uqgDvzoxyfQOKDHE5/MNh4MBb5oHcEtL1Rie20/APfveMWSOLxyezniZEJsrx3Af79ox12vHMOjH7d4zdlerEgFHJRMNp20Oxn8eVezX8VLDf16XP3UQZg9yGA+/L/mkHwfk/bS61Lc10p3sLe3NxxMOQ949UgP4hVCTNh8Z/lN2Jx4taIHerPb/9s3bp4jDXjHHXcIhELh/YSQxVlruYhRq9UP/eIXv5iTmuBiKB7Z1YK6Pr3HThG+0Jkd+MazFTjsIceXUuAnbx3Hv/fNFkF6484VuL40AVESPoaMVjy7vxO3vlCFt472wuY8fzJDnQzFFUviAACfNA/hWPc4VBHe+wBSSvFmVS+GvaiwtWiM+MvOhTfCHhoagtPp9Noby9cF1dvW1nZhCzAsUhwuBsMGt+voUPsoPm7U4GiX/1sku5PBkNGKrz19CJse/wJjJjse39MKZtJnGBUVhcsvvzyCx+NtPiMf4EsKISRJLpcvW7169Zznxs12DHrRM/YXnRcpSMBtmP68s2V6xQsAiZEibF6ixnUlCXj/ntXYff8aaE12/PydOpT9cS/+9bn3riKLhUylBIc7tHirqhf3vFqNVenRXsfrLQ786I1avHKk2+exnzvYiWf2+a/YNx/d3d10bGysydsYX0a3p729/fy5DV4gUErxwsFOHO7Q4uTwBH785nFUdAbWuuXAyRFw2QRSAQcmuwv720aRoZTgxUNd02MefPBBeWRk5CNksSdGLiJiY2P/8sc//jFqvq+sedBwRjscJEYKUZR4yg3/wHv1HrsMJ0eJ8cjXlgBwG6apjhSLnfeq+/DXj0/gwR0NSI4S4f4NWV7HP/15O3Yc962+B7h3CR/VD/oe6IXW1lajzWbr8jbGl9Ed1mg04QtukaG3OHBTWRIuyojG/W/WzCmK8IeDJ7WwOym2f381bi5LxLbafkgFHMiEp4ItaWlpuPTSS2MFAkG4WMIPCCHpCoVi49VXXz3nB+nWmvxWFAsWl4uivk+P5SkKiHlsmO0u3L31mMdslaxYybQ/9Hwovjh4chTPfNGBxgEDlsTL8dodKyATeQ4ODhuseP5gYBkbvlwVvmhra7MB8Lqs9pUyxtjtdnu4Km1xIRfx4HRR/PCNGtT3G9AzFpwHaHTChvYRE96v6Ud2rBSxMgE+PTGMjpEJjJvc/q9HHnlEJpPJniCEnL+Z9WeJ2NjY/zz11FOzVrkdIxOglOKRj0+gN8jfyV9clIKhQFXXOLJU7vY1bcMTOOqhgSWbEKxOd7ueCbyLIZ1rjnWP4TsvVKJv3AJCgEe/vgTxXgp9rJPi/r7SI09nSkTnTzub0TwYuMhQR0cHsBCjCwBsNlur1fovzBHmzKK3ODBhdeI/X3Tg4MmF/S6VnWPY1aCB3cngWNc45EIeurUmCLns6RZAarUad911V3RUVNQvQzH/Lys8Hm9DYWFh8fr166cfq+vT4ZYXKtE2PIFPmobO2HtnKiWIlwsxZjqVucKd7C6cpZIgUzl//zAOm4Vfb85DSZIcXVoz3j7qNf5zzqCU4ncfNE3rimQppUiOmltJZrA6sOP4AO59vQa5D+6a5Srzl6nsnyPtWhxo85r5NS8Gg4GhlHqttvDZRoTFYp3s6OhYEh3t3WEd5uzwx4+aYHUwfvupvFHbO44BnRXZsRE42j0Oh4vBLStT8OCORjzzzdLpcQ888IDolVdeuZcQspVS2rHgN/6SQQgRqVSq55977rnpHDFKKX71fgOUUgHufa0mIHEbX+SrIyDmcTC1oO4cNc2JzFd2jkHMYyNOJoQ3z4HB6kB1jw4/2ZiFFWmLU0SmukeHuj799N+eChke2t6I92v6533OXzpH3TnARqsTowH2RbTZbHA6nT6zvXyudPV6fdWJEycCevMwZwaGodjfNophY2h0jq8qigcFprdRj+1pxdVL4xEt4WPQYEW31oSuURP4fD62bt0arVQq3w2nkM1FpVI99Zvf/EaZmOjWM97fNoJfb2tAfb8ex7rHcWLIo/ZJwBQlyNA4YEBl1xgqOt3/PKVCmewujBht2FbrOThkmExd6xiZwIBucepn/+uz2ZkV/ToLfrujcfrvrlET3jnWh+O9ugW/V4ZSArPdiT6dBekxgWnOnDx5Elwu12caiM8LyGAw1NXW1oburAkTNIfatbg4MxrVPQs/uQC3kf3lV051NWgbNuI32+vxs8uyECPhI1Ehmu7htXLlSnz729/OiImJ+b+QvPmXBJFIdEVWVtY199xzD59Siif3tuGzlmG8WtFzRt7PZA+sXHVAb8FvP2jE33bPv3BKUIiwPkeJokQ5+sa9l5CfCyo7tdjbMrdAa8LmhNXhwq0vVGLtXz/HT98+jo7Rhc2fRYDrSxNw6KQWa7NicG1JYA0vW1paYLFYjvl8Hz+OdaK2tjacq3uOOXRyFHuaNMhUSgIODniiX2dB/7gFt6xKBuDuTpCplILFIuCwCP6zvwPlqZEwTW7nHn74YUlCQsI9QqFwvbfjXigQQpIiIyOff+eddxQnhoz49vOVuLxANb1FPRNY7YH99gaLA/nqCLx4qAuUUjhcDFqHjKjv08M5GTj75ookbKsdwAd1gxjQLa5L/YVDXUiJEqE0WYHlKQpkKiXgcVhYn6OEgMvGdSUJiJaEJsYr4LKxeYkaiZEiPP3NUnB9tL46nfr6eotWq/VZauhPa+iujo6OcNrYOcDmdKGiYwyvHOnGvhMjuPWiFOxqCG1A5qEdjVBK+VibHYOmAQNuvygVR7vHwSIEFR1aSPhsHDg5CgGHjcIEGT788ENFWVnZ64SQckppV0gncx5BCBErlco9b7/9tpItkuHbf9+Px25YCrmIhwMnAw/A+EufzoLSZDmOdfu326EUsDkYGK1O3PnKMZjtzukAbJSYhze/txLrc1T4+ydtEPE4eHB7A569ZfkZm38gtI+4A5AOF53V8WRZigJrMmMAAFcWqbEmMwaVXWM40DaClw77LoLwhNnugs5sR3bs/IFHX9TU1ExQSn2Wtfk0upRSV1xcnMXpdILD8cdGh1kIDheD1yt78M6xPrQNTcxKpn9mnzuGlRMrnaOTuxD0FgeuKY5H44ABZrsLH9UNYleDBm98bwWsdhc+bhxEUqQIt790FK/dUY73339fuXnz5k8JIcsopYFVZXwJIIRwlErlh3/+859TVq5ciS9aR/D0N0tQkhuFMBUAACAASURBVKTAL9+t99m9Y6G0DBqRrZL65SumAOQiLtgsgj1NQyhQRyAxUojeMQu0JjtODhuRoZRg2/dXLypxcEopHtzeMOe7JAR48qZiSASnbJFMxMXGPBU25qmQGCnCHz5qDuo9oyX8BbV0b25uBoC5ijqn4ZcV5XK5ba2trUl5eXlBTyiMdyil+POuFrx7rN9n1JTPCW0sy+Zk4HQy+Pyna0EpRXlqJGp7dTg5NIHaXh3UcgESFCJEinl46tOTWJMVi2effTbp9ttv/5wQsspXisyXCUIIS6lUvnH33XeX3XrrrTwAWJPlXnXtahjEm0d7z/gcTHYXhLxT58CUEfVEY78er95ehtbhCVjsLty0PAk7jvdjb8vwtAbEYjK4ANA3bpmVEinisVGcJMfJ4QmvQvyX5qqCNrob85Rge+mW7Q2XywWj0WinlPqMRvp19RqNxv01NTVBTSaMb5wuBt9+vhLP7OvwK02lrl/vNTE8GB7b04rRCRu+/1o1FGIuylIUeOyTVuw/OYqTwxPY1zqCX381FxI+B29U9mJYUcB+7LHHcmJiYr4ghFwQrUUmDe4rN91006aHHnpoljajxe7CI7vOTpYPj8MCpW7jUJwkR5TYcxsmPocFB0NRnhaFb69MwfcuSYdMxMW3VqbgxVvLcOPypLMy50CZqYKnlPKx/+fr8Op3V+DiSbeCJxaSMnZJlvdje6O1tRVcLrfVn7F+GV2dTnf40KFDet8jwwTDM190YH8AidiUArGyhZUrns6A3op1f/0cqzOicahdi//s78Svr8jFr6/IxfWlCdh3YmQ6TUmjt+C5/R1oEhdxH/3r3wpiYmIOE0IWZ5JniCCEcJVK5btbtmy56oknnpCcvjJ8p7pvwdFzf8mNk2JQb0GiQoiOyRY9nnj8xqW4tjgeHaMmUEqnBY0WO4mRIkRMuhAeujIfURL3jeVP1xV6fE1Dvx5P7vW5u58XAZfl06B7o6amBhMTE/v9GevvPrXm8OHDvoVawwTMcwc68ejHga+Qant1iAux4QXcJaS7GjSIlwuRESNBRYcWv/2gCdcUq3FCY8SyZAUG9FYM6K14raIH+2ku9+ln/purVCqPEkJSQz6hRQAhJEKpVH5+3333Xfb444/PMbgA8PECuhkEytiEHcNGG3rHLdBbHHB68SFXdGjxl6+5S2ZfOdKNJ+cR8V6MCLhsfGNFMoqT5PhqYez04zMzCmauhq0OF36zvSHo97tzTTrE/OBjVocOHdKPj48f8mesX0aXUjqi0WjCnYFDTG2vDn/4yKsKnEdcDIVaFloXA0OBPU1DaB2aQJZKAmWEAP+r16CycwwDOiu2lCeha9SES7JiIJ8UGvmkeQhvDinZW996LzU+Pv7Ily2djBCSoVQqa5544omyBx54YN52D8MG6xlNE5s9H8wRqrd4EOYGgLeP9cFsd0HAZWN34xCGDIFVWZ1tJmxOfFg3gJ31g3j7aC/uXZ/h0d9803+OTPdLe+KTNtQEmb/+n2+V4scbvauV+eLIkSM2AH75YP2OyLDZ7O7u7uDTMcLMZtxkxz1bj2Eh97Hq3nGkBNH2xR/2tY7geK8ONy5PBAA89dlJPLLrBH6wPhM/25SN9+5ehTfvXIG/37QUXVoT/q/Chjf/95kyNzf3HaVS+QdCyOKXrfKBXC7fkpSUdHjXrl1pN99887zLIJPNiS3PVqD/LOW3ZsRIYDxNqN6bCLmLodBZHHhybxvaho3Y2TAIp4vBuMkOi90Fjd6KQ+2jXjuJnE2e2deOH71Riz981IxvrkieTmcbN82+0VBK0TpkxKMfn0DzoCHo/m/lqZG4LD/W90AvUEoxMDDAUEr9arPj93rabDbvOXLkSHlKSkrQkwtzCgGXjUHDwsouKcWCtkTeuCQrBlIBB52jJuSrI9A4YMCEzYk9TRp8f30G4mRCpMVIMGSwutuKE+DxgwN4+IUdir1b//6jl19+eTMh5LrzUauBECJXqVQvXXTRRWu2bt0ql8vlHseyWQQpUSKPurWhm5Nb2MY0T2eQSDFvVh7rTGxOBqv//Omsx2545jBqe3WY6d69vjQBChEXN5clIS3A8tdQQSnFy4e7sSxZgX6dBdGTftwfbcicM/azE8Mw213YcXwA+1pHYA9QIU0h4qIoUY7Hbli64Hm3tbWBzWb77bfxe6U7Nja2d8+ePaHp3hYGBqtjQavcKRoHDFiSEFz/yLLUSPxgXQZ+cXkOLs6Mxvoc5fRz+9tGsf5v+/DioS7IhByoZQL06yw41qPDsRkdKpRSPo736bCjdgBLEmSo7jfihnsekGzbtq0oLS2tMiYm5rfniywkIYRIJJItcXFxzY899thXP/zwQ68GFwDeqOzBJ81nvo9gTqwUrUMT866ozXYXMlX+G8rqntkGFwDeOdaH/+7vxPX/PjynddPZglIgTibAX762BK9+txzfXJHscexrM8qsg2l9pLM4cO/6DIj5C9+QHTx4kBoMhl3+jg9kmVR14MCB4Bo7hZlDoC24vTFstIHHJrAHkJT/441Z+OGlp1YQd69NB6UUx7rH0TRgQGqMGH/8qBktGiNuW52GpUly3L31GKq6xlHTq8PmIjUAd37n+hwlfvluPY5NdlR96VAXbrsoFZU1dVFPPf7Xnz399NO3CoXC+61W6/t0kQYGOBzOcpVK9eymTZuSH3vsMVlU1OwWZ8cmNWlLk91JGpRSvHioa9bFf6bIjpWiedBzIUSLxoiylNAkj4yZ7HjhoPv3M9udeK+6H98oTzorebxGqxMPbs5DSvRc2caZvFrRveAbndvAC8HnLNzo7t69e8xgMHzm73i/V7qUUpPBYJgwmRafKMb5xvbafrxfvTAJuplo9FYsTZrbedYbQu7ck40QgkG9FQ/uaMSBtlHs/NHFqPh/l2JDngrREj6uK0kA4A62tY+c2k5vXqLGO3evRM5k+aTNyeDpz9vxlX8cRvnX7hRVV1cnXX/99c+pVKoWPp9/9WJSKiOELFer1QdWr169c/fu3UteeumlOQa3vk+P4736aYP7zL523LX1GDhs1hn15RYnyVGWGgmj1fdahwnhvezh/zWjqmsMQi4b71X34Wfv1AUkcM4wNCh9EJmIi1UZ0fisZRg9HtwlAKCUhiZrR7NA994UFRUVDAC/2zsHdPKz2ezDVVVVAU8qzCkqOrT4yVvHMaCzgBNk9ct8HOseR5qPFcIU8XIhvrM6Zd7n1mbH4LlblqFhQA9CyHT7kpcPd8E8qXDVM2bGc6cFLnJiI7Dt+6txRWHc9GPDRhvu2lqNO99tx50PPiY/fPhw1pYtW15SqVSdcrn8fkJIcH6RBUII4QkEgpvUanX9xo0bd27btm31vn37opIycuaM3dM0hA/rB3DrjO9rW+0APm4cwq6GQfx8UzaSz0Awsyw1EjU9uunMEV8E2114PpwMxb2v1cBkd+HvNxVjdMI2p+jAaHVMCyFNv87FgGEoHv+kFTf95zC6tSZ8cHwAtzxfiT/9r3leMZ3/1Q/i1hcq4Zr0dzhdDCq7xpDk5Tudb8EQCAIuC6/cXjbdyn0h6PV6WK3WMUqp32khARldjUbzwd69e8Mt2YNkxGjDPa9W48bliZCJuHCGMFHdxVAwlMKfCuF+nQXba+cXQR8y2KCdsGPzEjUcLgaH27XQWxy4tjgeX1+WiKxJ3+FrFT2o6Znt4hdw2XjsxqLpdLIpGvoN+NZzlfjmm52I2PRD2Sv/O5D0wAMPPJyamtqWkJCwh8vlXksIOTNpGJMQQjiEkLXx8fGvqdXq3rvvvvs/Bw8eLNi9e3fU0pJlOHRyFFbH7NXZkQ4t/vNFO356Wfb09pphKPrG3ZfAwZNaPL2vHb+7Kj/0E6YUPC9FDzNRSvloC3EgT2Ow4vkDnUiMFOHFW8tww7LEWc8/d6ATS/9vN+56xa1kaHcy+P5r1fjVtgb86NJM3LEmDTYng5xYKfa1juDDusHp9K6Z8DksSARcfNLsFnI62j2OpYne/ej9uoWZoH9uKVlQIcRM9u/fD4ZhPvU98hQBhb5dLtenO3bsmPj9739/Ri+QLyOUUhzp0GJLeRJ+vDEL33mhChq9FQZrYPqo3ujSmlGWGolKPzoDv3OsF9eXJsx5PGOy9YvOYgeXzULrkBG/+6AR31qZjA+OD6B9xO1eKoyXzSvswuew8dXCuHl9nf06C/prLdheCyilpYItf9suyGSPbKj57IPyHdu3WxMSEvpMJtM2nU63F0A1pTTovTshhAsgTyQSXRIZGXldfHx87vr167m33HKL4pJLLpkl3sRlE6zKmN0ZhVKKX29rwM82Zc9KyGexCF65vRz1fTr8/qNmDBlsZ8TFUNk17reamFzE9ShkvhCOdGhn+f1nIuKx3XndzUN4raIHLAIkKkT49eY8NPTrUd+nh4uhuKIwDkIuG/06C373QRM+vPcisGbs8C7NVeHSXNX03xlKCSQ+MnI25cfiyb0ng/reryiMm/V+C+WDDz7QDQ0NvR/IawIyupTSEbVabTKZTBCL/dvKhnFvxX72dh26tCa8fFsZHv34BPa1jiA1WhxSowu427Tkq6VoHPCuQOUtSd7JMNAabegcMeGWVSlYmijH1f88OGvMuNmOfHXEvK/3R3F/2GjD1knDnKy+SnrHP++UZopsMcbO2qV7P/nkR5WVla64uDgbl8vtZhjmhE6nazGZTAMA9ABMAJwA2ACEACJ4PJ4yKioqm8Ph5DgcjvSUlBTxkiVLyMaNG+WXXnopJycnx2MwaL7H20dM6NGacdEMYzw6YcMblT040jGGpkHDtN/y4SAFVryxNFE+q0WNJ7hsMicTIVQ0eWnMeOeadKzPUeL6fx/GX3efQISAg59tyoHdyeDf+9pxcWY0ttUMQDthx51r0pATK8WylMhZBtfhYuZo1n7SNISbyrzrQchFPNy/MQu/eLdu2i3hLzf7OHagfPLJJw4AB30OnEEwSZ6fHjhw4PZNmzYF8dILk3GTA7saNbh/QxaaNUY8va8dgFvP9ExUMg3qrUhQCNE37nkl0DNmxuiEbToXciYSPge/+7AJJ4cn8M7dq1CUKEdhvAz1/W4jcMfFqXjuQCee+uwkfnH5bD+oi6HY1zoS0Hy7tWY8s68DCQoh1LJs8uBfro3Mi4sApQx6enoSOjs7V/f29kKj0di0Wq3daDQ6HQ4HOBwORCIROzIykhcXFydQq9VISUlBeno6eDx3lhqlFHqLA1YHA2EAbcYrO8dgdzH42+5W/OjSTIj4bPzw9Rocap/bDNTkpSIsUFQRfChEPNT60XomXx0BvcVxxnKEdWYHrA7XdIfc08lQSrHvp+tgdzFgEWBv8zAcLgZPbSmBi6G4cXkS3jraiziOAF+Z4euf4q2jvbiqSD1LTjFdOfuGrZ2wIVLMm3NjVEr5ARvcZckKrM6I8j3QT4aHh2G1WocopQH5OwI2ukNDQ+9+9NFHX9+0adP8y5wwc9BbHEhQCHHX2jRc+89D0/m5PWNm8DiskHWCmGLM5JgOgHnCxVB8VDeIW1alzHq8bciIVyt6UDWZi7v5yQOofWjjrC3fpbkq7G4awscNGtxxcRoixafScFs0Boh5bIh57ICNUd+4BX3jFmz+xwFkqSRYm61EYbwMa1ddjPXuC5M/+c8r2gkb6juH0TZkhN7iRKZKMivA5w/56ghsvb0chQkyyIRcvFXVC+3EmZcfUcuFfpWzRkt4aNUY4TiDAjb56giPBncK2Qz//Q3LT/l9pyQSryuO91i4wVD3Dbcg/lQ8dflpqW97moamqyKn6Bw14aEZPdL85faLUkOa+vbpp5/CZrPtCPR1ARtdhmH279y5c3EXcC8iurUm/GlnM+5ZmwGbk5kVTBg22lCgjpgWLgklAj/yD//wURM25KlmyUTubNDMal1tcbjQO2bG3WvToTFYMW6244vWETy42a2tLBfODpqpZUIkRYkg4AZudKeQCjjY8YOLfF7wp7O9th///OwkurRmqGUC/OsbJTjWPY51OUpwAmy9UjQZzGkbMuK1ih488nFLSIpZfKEz+z4PhFw2osQ8jJ7hm0CmMvDKtIMnR6GK4CNjsu07h81ChofjdI+asClPBUqpR2PYPGiY89z3X60OeIfIZRNclBnajubvv/++VqvVfhDo6wI2upTSifj4+IH+/v6Y+PjAGrddiGyvHUCCQogt5Ul4cm8bjKel2TQMGFCeGokKP4JfgVDbp0NhfATq+z375e7bkDXL4FJKUdU1dx7PHejEn65bgquK1IiR8pEbF4HS5LnpNi6G4tHdJ9AyaIDWFLxBuG11alAG7uql8VibrcSrFd24LE+FDKUUeergs9KOdGhx+4tVIXUfeIPNIh71lGNlAiQqhNBbHBBy2Tjuh793oQh5gXsfV6VH4cO6wWmj64kjHVosS4nE3pZh3HTaSnYmM3dRgDt75ORI4O6UkiTFgrpCnA7DMNi/f78LQMA5tEEV7k9MTLy6Y8eO/Lvvvjvcv8cHfeNm/P6aApwcNmLH8fnTtEKZ2D4FpcDIhB3pMeLpjIOZJEeJcNcl6WAYiru2HkOGUoITGuMcXV8em4W7LkkHANy3IdPr9qxpwIDXK3sWtCIU8dgoSpQF5H+diUzIxT1rM4J+f4ahMNqcGDZYcdfWY2fN4GYqJYhXCGCxM7A5GZzQGFAQL0N1jw7FiXIc7R6HRn92W6Srg5AOJYTg9FPE6WJm7TScLgZ/2dWCt763Elv+ewRrsmJQ36dD29AE5JMC61McbNfie5ec8is7GCZgXy4An2logVJdXQ02m32UUhrwCRJUZZDBYHjv1VdfDesw+EA7YYOIxwGfw0ZDv2HegAeLhK4y5nQ0euu0+PPpbMhVgc0iePNoL3Y3DeFfn7fP2+o6QsiFWi4EpdTndtbucgVtcFkEuKpIjV0/WoN12UrfLwgC92eweVTUopTigffq8cy+dmw90u3XVt9fhFz2nBsJIUB6jBgRQg7ahicwbnKgonMMtb06WBwMqrvHoYrg42j3ubnUSubZzfjDTL+sRm/FD9+omVXRxmGzUJYaCYvDhTGTHWse+Qw/fKMWGoN12q2jM9vBMBR3XJw2y83EY7OQHBl4xupMv3EoePfdd02Dg4MvBfPaoFaqlNL2uLg4i9lshkgUTtn1RJSEj99OJs7vaZq/i29JkuKMXlSnVw1N0TduxosHO/HX3d47jIxO2PDLd+vRMTqBjBgJHv16kcextb3BbXm5bILbLkrFR3WDXiuRFsKz+zuwraYfVieDpQlyWJ0u8DjuPGQum4VoCR8/35SNH6zPwKYnvoA5xCvc/PgIHO0aR5SYh9QYMRiGon1kYtYupHVoYla/MxeFX9VoZ4LlKQo880UHDrWPzioO8YepIO4PX6/B5yeGYbA68ZvNNsRN6j87XAyWJ0di3aOfQ2uy4/99NQfrc5RIjZZMB+COdIxhXU4MNubNzqklhODa4nj8bY9fnXGmKUoI7Ur33XffNbtcLr9FbmayEPfA//bu3XvXlVdeuYBDXBhQSudUb01hdbiQqZSEvKJoCk/G4+PGIXzc6F8793er+wDAp6iKvxVUXDbBirQo9I9bMDphg1ouhNXuwtt3rfQaVAkUSil2NmjwemUP9reNYnmKAkarAx83aWA8LT9azGNjX2ok/vi/5pAEzLhsgnx1BMZMDsTJBNO+Wq3J7tHfnRYjxuBZdiHMR75aitfvWIFBvRUXP/IZsmMjcNWkwFEgyEVcGKxOLE9R4O+ftEHIY8Nid+GONWnYkKfC75z5+PGbx/HIrhPY0zSEX12RN+0GmLA5PYrRlCQrIBVw5vyGnsiJlSIxMnSC//39/TCZTAOUUs8BEy8EbXQ1Gs0rL7300g1XXnnll7o3Viio7dVhwMPF1DDg/t3kIm5It7NThFLUK0LoPRCRHTt/FuF1xfEoSVZgyGAFj83CVwpjfQZaFgqlFH/b3Yp9rcOQi3goSpDhWPc4GAqUpShQ2TWOCAEH31+XgcJ4GdKVErx8uCtkGQrFiQpUdo2Bxybomaf8dT4kfA7GFhCAXCh5cVLwOWykRIvBYbMgFXCQr45AjAcXlS8uyYrBaxU96Bo1T6cgEuLW7kWMWyiJwyIoTlLgk+YhiCfdLxUdWsiFXOjMdshFc1VB3z7a67fBBYDL8lQhTRV75513HEaj8ZVgX7+Qle6RAwcO2O12+3Qiepi5MAzFYz62QtES3hkxuIC7c2wo4LCIT7/Y6fo9Ai4LG3JVePi6woDTvxbKY3tacfDk6HT2xtJE2XTlVseoCWqZAAN6K14+3I3d96/Bzf89gm4vylaBkK+OmM4CCURus65fDwmPjYmzFLybSU6sFM0aIyh1rzIBd+XXRz+8OOhjKsQ8lCYrwFCKkcmVPqXA9f8+jE9/cgnSYiS4vMCdP/2N8lPauclRYmw90oUslXReo3vPugwcODnqd8pcakxoq2eff/55ndFofC3Y1wd9RVJKGULI//bs2RPsIb70VHWN4Wfv1Pns9JsWLQmp+M1M/MnX9QcWIVjiw+guTZTjp5dlTRvfBzfn46ktJT4Nrs3pwn1v1OCzE8PoGJmAdTI3ONhV+uF2LfY0DaFmRlWXiMfBLSvdF/bohB1xk6ly/ToLLnv8C3SOmkKSKy0TcjFutiOYmcdI+OfE4ALu3Oipr7tteAInNKfKyF0Mxa4GDR7Z1YL3qvswbPTPBZIRI8Gg3oq6Pv2ctlJvHe2btyiod8wMrcmGq5fGe/TvZ6mkKA5AISwUamJT9Pf3Y3R0dIhSOhjsMRaU8qXRaP773HPPXX3FFVeErrbuS8Qv3qnz2ZY7UsTDyRHvOgnBkBcnhYDLRnWQzfpOx+5i8HnrMK4tniuSMwWHzcIP1mfi5PAE9BYHvr7M89iZcFksZKqkuPUFd8ojl03A57Bx9NcbAl4hO10MfvdB46xMAR6HheduWY43qk6J8HRrTVCIuBg3O0ImWBMt4UHIZaPXS/m1NyLFPOgsdhgsodXjmIIA894MuGwyXWywLFkBi8OFW16oRFq0GHYnM6lex0KX1jQpmM/CfRsz8b016dOBr/mIEHKRoZSgZ8wMhWh2S6F/72tH77gZT91cPGvrv/VIN+7fmOXzdy9QyzwGp09ndMKG5KjQrHbffPNNu9FofHYhx1jo3rPi0KFDDpstXKA2HxMeMgdmkqmSYMzkgELEBT9ErgABlwU+h4UWL4IlwfDgtkaPyfszefzGpXj2luVzxEw8wWIRrEqPQrbK7edlEYLSZAUMfoh3n87zBzvRPjyBhv5TmRTLUxQ43qfD7z881Xl5dMKOREVoMyXUMqFf348nant1cLgoBCE6DwB3SlpGjBir0qMg4LHnDYaqpHxES/judks94yBwu4oOtWtxtHsc1T06VHaNIS1GgrLUSLBZBI/sOuGX5kO0hAc2i8zbPFMm5M7xtSYohH7daFuH/FuocFgkZAYXAF544QW90Wh8cyHHWNBKl1JKY2Njd+zcufPOa665ZiGH+tLhYqhfflqL3YXvr0vHjzdmw2x34oPjg6jqGpsjGh0IVgeDml49osQ85MeLodFbwSKAi3GvWE+XAcyJleKS7BiwCYFSysf24wPz1v+fXk3nCUII/ExkmKY4SYFd912MvnELYmUCvw32TD5pGsIju06gOEk+HbjJjYvAv75Ril++WzdHjcsWYDNDXzQOGsBdgDA9l+124RDiTplaKAIOC3wOGy0aA9gsAqvDhcquMUj4bEzMaHBpdTJIFvNwcFLMp2HAgJIkOcZMduTGRcDporA7XTDbnKjr10/Lh06J2nuCUordTUNYEi+b5eoBgJIkOW6bR0jfW1+0KYxWB77wU1RpTVbMvKJOwdDd3Y2xsbFBSumCem0t+JY6NDT01D/+8Q/vTssLEDaLoCjRsw+UEODGZYn4zeZc/HhDFtgsAqmAiy3lSXj8xqW4b54OqIGiNdlR1TWO3nELuscs6NNZMGayY9mMpPdri9VIjhThpUNd+KBuAAarE3+8ptBjaeZxP9SvgoUQgsRIUcAG12J34XcfNOLOV47CydBZ2/NbV6VAJuRibfYp0WoWATblq86IOldWrBQJ8sDTkxQiLpKjxKjoHAtZ5VmCQoimQQMY6g6KTflsc+MisDxFgSUJMpSlRiJWJsCEzQkem4DPIdPqd1YHg5oeHer79VCIeaib2j1MHoflR0bAyrQocE67A8fLhfjHlpJZGSwVHVp0jpr8yjJoHTL6vQD47sWpfo3zh+eff948Pj7+94UeZ8FlvJTS+ri4OP3IyEh0TExo1Ni/LBTEy6ZXXDPJVknxp68VenXw33FxGnY1aNCiCa2/18lQHO0eR1GCDGwWwbbaASRHimB1MOgds6B/3ILYCAHy4qR4+NpC7GnSIDHS3WI8RsrHmqzF9xv/e187XjjYNf23bEZqW9+kv3ZVejRKkuSIEHJx36WZMNqc2Nc6ElRJqSeyVRLwOazp9/SX4iQ5Ro02nByeQGyEAMMhqlCc+ck0eiv4HBZsTmbec7I8NRJCHgfxciGkAs4sLZDUaPGslbfWZAOLuBXliryU19qcDEYnbBg8rcDjKwWxszQ/BvUWPLyzBe/dvcqvz3V0nvnPR25cBFalh0bkhlKKF1980WSxWN5a6LFC4jyyWCxPb9269dwlGC5S5hPY4LIJ/vXNEp8RVTGfg7LUSMiEXERLQp+Sd7xPj+oeHSg9JcO3Kj0Kf7l+CSIlPGwpT8aW8iS8cGsZNkwq7d9clhTUtv9Mc3obbbPj1Croyb1t+KxlGImRIrxz1yosTZTjuqcP4Y8fNc9pz7MQylMj0TRonNegeYPHJnC66HTwLV4uhDlE84oS86fjBN1jZq/6Aw4XA73FgaZBwxzxpdPPv9gIAeJkQoyZvLvP9p0YQbfWPOsmtDY7Bj++LGv67yGDFX/8qBn/uKnYa1BuiIcYuAAAIABJREFUJnv97AT8tZLQCXIdPHgQLpfrMKV0wdujkAjW6PX6l55++ulf3H///YtvGXQOWTqPe+HuS9L96qwAAL+9Mh/fKE8Gh01wxZP7AzYSLOLWLOVxWBBwWDDanO48ydIEXJ4fi9peHTq1JsTJBOjSdiE1WoxhgxXKCAE4bBZGJ2z4w4dN2FY7gF99NRcr0hZnksrMQElqtBi8GTeG9Bjx9GqMxSK4LC8WR9q1MNudAVU1nU60hAellI8+nQUmqzNolbjUaPG0OHy0hIeGgdC4b5anKFDVNYZMlQStQ2470divh4DLmvc88ratbxk0Yk1WNEyTfuCHry2EgMf2WSq9NicG1/Um4FD7KFakRcFgceB7l6RDNKle1q+z4Mp/HMDXSxP8Lv/W6K2onEcJbz68rcID5amnnhrXaDSPheJYITG6lNLR+Pj45uPHj8cUFXmuzb/QWJMZgwgBZ7olD4sAVwZQTsliEWRPtjV/+bZy3PDMYb9fm6mUwOJw4fL8WCxLUUAtd9f0v1vdh19cnoMYKR8b8lQw2514aHsjMpUSVHWN4ZPmIWTHRmBpohyvV/Rg22QDy3er+7A8NTLkak2BcEJjhNnunJOjuSxZAVUEH/FyIV65vRzfm2yWCAAb8lTT8oAf1Q2ivl+PpkEDDFYnVqZFomPUBLPN5bePcIq0aInfF78n2MStz7FcyIXNwcDlh6iQP0SJeWgZNGD5ZOVdTqwUfA4LQwYrCCHzlhqPGK0oTVaAEEBvdkyXpU9JeT5+Q5FH8SRP8Dls/PIrczssT/GD16rBZRP8YL3/qnC94/4VsPA4LCxJCI3Ijclkwueff25xuVz7Q3G8kEkzajSahx9//PElL7744rm7KhcZHDYLSxLkOHDSHWdMiRIjUxVc+euUq8HfBP4fb8xCYqRoVhXZkgQ5rlgSN6vowO5kkBsXgbLUSPSMmbGzQYPjvXqUJitw76WZKE+Lwr2vV6NFY4RGbwHOkdGllOK2F6uwMj0KEULurN1ClISPA79YDwLgo/pB3LMuffo7nxnsadEYUN09DrVciBwBBz1jZgwZbMiJlQbkO5cJuRgzB24c89UREHLZ0wJHyVFiaE12iLhs9OvMSI2WYFmyAmwWmbVy9pRfOx8qKR+ZKgkGdBY4GYrlKQq0aIzIjY1AUqQYHPb8RrdnzAKD1YncWHcLILmICxYhiI0QBGVwfTFssKJjxISnv1kSkM5tj59Vg9kqqUfthkB59dVXnS6X6wVKaUj8PiEzugzD7Nm1a5fJYDDIIyLCnXym2LwkbtoAdIyaMKCzQB1EdBsAdt13Ma566iBGJlO+1DK3G8DmdMHFuAMclAKrM6KwKT92VhPAmczcSspFPNx2kecIb1GiDL+9Mh+P7j6BGGloL7xAMFidGDZa8V51H+5ckzbneS6bhTerevCHD5ux80cXY01mNOwuBlcuObWzyFdHYFtNP3rHLciNk6J/MsDTojEiXx2BIYPVr5VmTqzUpzshJ1YKmZALSgGD1YEIAXd6Zbw0UQa7k0Ii4EwbVJmIh6Pd4yDELY2YFi2CmM+Fi2Ewldk2oLd4dIdEinhIV4pxQmPEoXYt8tQRYBEy7WOu7hnD99akQ2exw2h1or5fjxgpf/pcAoDkSBFev3MFWjQGvHy4G7U97vn8ZVcL/nzdknnPJ6eLgd3FTLsM/OUPHzXj11fkBhzo6hj1z6W6pTw0DSgppfjb3/6mGx0d/UdIDogQGl1KKRMVFfX0Sy+99NC9994bOon285zrSxMwbnbg8T2tsE+KN//5uiVBiXSrpAJY7C7w2Cy8dFsZVqaf8rG6GAqHi0F9vx4FaplHgxsofA4bl+aq4GD+f3vnHR5Vmb7/+0zvLcnMpHcILYQWiiC6iF0RXWwo6ro2rMh+15+uqIvu2juii7oqK2UVuwsWmnRCCSVACKSTZEoyNdPPnPf3xyRjyiSZhCSTMp/ryuVlmPJmIPd5z/M+z32TXh2n7C5yIRczs2JRWG1BjcWFESHuGORCLvJSFNh22oBpGSpcOS4BqTEifHekBkIuG5/tqUCSSohEpbCdsYzL6wefw8L4JHmXqQxt+69TVCJcNDIOa/ZXwc8QpKqEqDI5O6x5trTAzE9ToaDChLQYEfLTVNDZ3CCEoKw+sKPTygRweHywe/xQiLitemwnJMsBUKg2O2Fz0zhQYUashIdsuRRFNTaImoYhCipM8JNAjfPSMVp4fH74GAIhlw2z04vtp4146pvjwTJMjlaGf84fBwDYeLwO3xyuwdqCKsyfkAiXz49YCR/VJifW7q/C6r0V8NAMHrw4C1MzVGBRVKe1fy/N4ImvjsHt82PB5I4TIzoiL1kJLpsCBQreNn3WqTEiVDY4kRYjwvW9dIi2f/9+OByOQ4SQ8MbfwoDqTRcqiqJiMjIyis+ePRvbm64+Q4GXfyrG+9sDKcB5yQq8e8sEJCmF+OpwDRRCLi5p4xvaFkICxjnvbj2Ley/MwFNXjuqPZUccu9uHZ78/gTKjA4/PzcZz358Ej8PCunumQdkmysVLM7hu5S48fHE2yusdmJymxDtbzgbvNJrJUkva9ejmJStQrLOBw2JhTIIMFfUOxEoDKbR1FncrO0YOi8LoptDGGrMLGx+dBZmAgzs/OYDfSowYkyDDidrfpwEpCh26l43USEFAwKIoFOvsGJsgCzrPjU2UocLoaOXHMDFFAQ6bBYeHhsvrD46Zx0p4iBHzcFrffieoEvMwIzMGr/wxt8Md6a8n9U0WiO0PtAw2N/6x8RSKaqwoNTowUiOFUsyF0+P/vXcXgTOL+2dnYumlI0E1/dzfFNbgm8IavHvLhECqx5rD2FfWgO8fmhnyvcJh15l66Gxu/HC0FvnpKlydGw82i0KiQoh7Vh/Ek1eOCvuwuivmz59v+uGHH66labpbMeud0auiCwCJiYnfrV279trZs2f36usOdjYer8PiNYeD/89hUYiV8IOpEffMSsffrhrd4fOPVlsw773dYFHAtr9c1KujjQOZd7acwTtbzuCGiYn4f1eMwjeFNVj+48lWFx5CCI5UW7C12IAPd5YFT+c7qtUmq4QQcdmQNd3+u31+nLO4OpwgnJym7LA39NU/5mLB5GT8e1c5lrcYM56QrEBhtQXjk+SoNruQpRbD6fHD6vah1uKGnyHgsimIeBxkxonh9PpRrLODyw64uRVWWZCoFEIm4OBUXeh6c36aKnDw5fLhtM7ead337ZvzMC+v57s/q8uHpV8cwR8nJUMp4oLNovDpngocqbZAwGVjdLwMk1IVqDK5sPtsPUZopPitxAib2wdCAoMaj12Sjbc2n8FrC8afdyeMz8+EbF+sbHD02u+G0WhEbm5uuU6nyyS9KJS9nnFWW1u7fPny5Rds2bJlYPYXRYhGN428ZAXqrC4kKUWgqNZN3h/uLEdukqLD7oafTgQmD/90QfqwEVwgYMJOMwRZail+OakLCtuGQ+cwMUWJy8dq8cnuCiz/8SS0Mn6rdqhinR3xckG7g6Nqkwt5yaEHV0LBQui7ttQYEa6bEBCytuWKc2YX5EIuSg2NaPT6UVDe+s+VIi5sLl/ABrLcFIxS9zWN3AJAjdmFGiBoQ9mWcLsntDIBLh2tDeuxHSEXcvHRHVNafW9yk48DIQQPrj2MZ7///aLT9mJnd9MYl6jA+nunIakXPC866hfvzd+Nd9991+l0Ol/vTcEF+kB0CSGH4uPja0pKSmJGjBjR9ROGCV4/gyPVFqSohCg3OsBmAdMyVDA7fLggKxb3zc4IzogX62zgsVnIaHGLdFpnR0acGPdflBmpHyEijNRKsObPUzEjMwYvbSoGl03B5ycwObw4o7dj7mgNvj9aG3JXy2ZRGKmRwuLywdWmvuoL0+c2VSWC1x+6NisVcJp2rMDSS0dgpFaKgxUmmJxe1JhdEHDZ2NvkZ9AWs9MHKZ+DvaUN7XaobU/d62xuZGskOBOidBAOOpsb3x+twU1TeudwCQjsNPeWNuCrw+ewr6wBeltoox8hl41H5mTj1qkprSYFBzputxsfffRRo81m+7i3X7tP0nzr6+ufeuGFFz5fvXp1tH2siemZMeBzWKgyuZAgF0Ap5mH+hERcl5cIfhtXJS6bhW8La8Bhs3DvhYFgvkfmZCNLLYHe5sbJOhsuzB4ecyjNVpIMQ9DooaEQ8aCR8ZGkEEEjE+CRdYdxsjZgwtISLptCRqwY20uM0Ej5SI8RgaICpi8xEl6ru4zxyXKYGr3tLBlzk+R4fcF4PP7F0ZBrK6qx4Y8f7MH3D84Ei0XhmvEJuGhEHHQ2N/aVm7Ds26JOfzY37YdUyGln5di2Z5gQQHae8eEZvVTjdHn9eHhdIXaeMcLTxg+Xw6IgFXAg4LKRrZHiohFxuHSMpld2tv3Np59+6vP5fB8TQno9P6nXa7oAQFEUS6PRlB07dixVre6bZNfByD/+dxKndXb4/AwemTOiVfdBKFbtKMXRaitW3BrwHPUzBG6fH8drrAN2OqyvMDu8qLG4kBYrBiEEBrsHT319HPvLTZiUqoRCyMGW4tbOUxOS5SjWNUIp4kIu5KLE0IhkpRAJCiEsTh+47MBnyueyUWqwQyHiQSHiwWj3QCPj454LM5AZJ8HtH+/vcCcHBA63nrt2DHKbwg+rTU788YM9rZ4jF3KhEnPBZrHgpRlUmZyYlKrEoRChpFw2hTgJv1VJodnZq6eUvHDFeaeI0H4G9/3nELaeNmBmVixSVCJcMTYeWrkA58xOTExVnvfFYSDAMAwyMjLqKysrcwghoW9VzoM+EV0AkEql9zz00ENvvvjii8OnANkFhyrNeOF/J1FYZYGYx8Z3D81ElrrjHYjd7cPlb+3EqwtyMSMzFqv3VmBGZmynzxnKlBoDiQabT+rx7ZGadlaNIzQSVNQ7ghE5OVoprC4v6qweXJgdCw/N4FClCQIOG36gVclhSpoSNjeN1X/Kh4DLxs2r9oFhCD5cNBmNHhrFOhs2Felgd/ngoRmwWBSqTU5kxknAEIJinQ2XjdHi6atHQybg4rTOjn9sPIUdJcZgJltLLhoRh2PnLDCFOLybkCzHsRpbKzOevGR5j9OWAeDwsrnBlrCe4qH9OFptRU68dEiIa0d8++235IEHHvi8rq5uUV+8fp+JLkVRfK1WW1FSUqKVSvs2hHCwQAjBO1vO4M3NZwAAPDYLn/95artb45as2lGKfWUmrFw4ERanD1q5oL+WO+D44kA1nv3+BFy+0DXW1BgRFEIunF4/ZEIufDQTbGlSS3kw2AOHWRNSFO38gtNiRBgVL8P7t00CAJTXO8BlU+1ujd0+P+5ZfRCFVWbESvhIjRFhX1kDPDSBmMfG4WfmBmuylQ0O3PefQyE7KEbHy3CyA5N5tZTfzvP4fHe6BX+bA7V0+P7bCRdCCHJzc+uLioqmEkLK+uI9+swyihDi8Xg8b7z11lu9k4UyBKAoCk6vHzlaKSanKqGV8/Hg2sOdZoHdOSMd+8oacKLWNqwFFwBunJKMjY/OglTQ/iiCy6bAMARHz1nB47DgZwgoFjAzKwbjkxRIixFjTIIMU9NVrQxxmqlocGJCyu9HEOmx4pC1SAGXDa1MgEaPHxoZH4VVZuQmKZCbJEdOvAzWFjtXtVQAUQdDMMU6G0bHh96MtHX1So8VnZfg8jksqEIEPEZpz6+//oqGhoY9fSW4QB+KLgCYzeZ333//fWtjY++bRQ9WHF4axTo7DlaaUWtxIyNWjJpOMrVYVGDiqdQY/QyBgBgunRu6KyY1RoSp6QETmyPVFtjdNEZqZBBwWXD5GIh4bAi4LOwvN2FyqhJyYUC8xyXKkaoStouYt7l9+O+BKqwrqMLus/XYdLwO16/cjS8PnQMA7C83Y2yiAnwuGzaXD4cqzXh0/RG8uPEU3tt2FvPe29VhRh1DAm1Umjaj1WwK7SbZ/Ewg1ul8CCc6arhDCMH//d//1dfV1S3ty/fpk+6FZggh7piYmLfeeeedZ5966qmeGQ4MYdRSPm7OT0ZSB5M5DEPg8PohE3Cxem8FbuzB2ORQJNSO3+cncPmYVgdTk1OVeOSSbOw8Y8TqPRUoqDAHRe5gpRmTUpUoqrEErRVjxL8LYJmxEbd+uD84vNIRp+pssLl8aO5A21vWgL1l4Z29VJtdkPA5weELlThgF9m2HFFlcoKigHGJMthcNCpN3YuKT4sRD6p2rUixZcsWGI3GvYSQs335Pn3uSG0ymd559913bdHdLrDzjBHfFdYgWSnEhSPisOaeaZ2m6z607jDYLAof3D4JDBOIdB9u0CFyzDoypam1uHDZGA1euSEXMWIefjhah80n9bhqXDyuzk3ApWM0SFEJcWFWLPLTlOCwKXjogFpOTlXgwx1l2H3WiNV7K3D/54e6FFwgUDKalR3X4zDJRg8Nr48JlD04rA7dzggJXFh6Etb5x0lJYcXgDGcIIVi6dGlDX+9ygT48SGuJSqX6f0uWLHlm2bJlw3q36/DQWPjRfqilfKxaNLnLxxfrbHB4/JiUqoTb54fO6kZa7PBpBimqseLOTw5AxGMjXi5AjlYKLpuFM4ZG/NYUTMiigOvyEqGVC8BmUXh0TjYsLh8+2V2O97aVgsum8PndUzE1IwY+P4MdJUZ88FspQAhO6xuRHiuCVMiDmMuGQsyDRsrHO1u73uhwWBQmNh3I+RiCLLUEAi4LRTU9S2BWS/mIk/Lh9vlRanQEv58ZJ4be5gEhgXbBljMduUlyNDR6u4yQV0v5WHHrxE4PbIc7v/zyC+68884fa2trr+nr9+oX0aUoSqDRaEpPnDiREBMzvPpL2/K3b47D7vbhnVsmhv0cQgh2nKlHtlqCg5VmXNsNI/TBzOFKE5Z+eQyVDY5W7WEUgNFN3rQKUfvx1EfXF+KNG/Pw4sZT+GhXOTgsCjOzY/HP+eOQoBDime+KUGpohKHRA6Pdg8/vnopYCR9Pfn0c2053HgVDUUC8LDDcQlFoJbLNfgvnA5dFQS7ior7Ri9umpeDv146Fw0vjaLUFcVI+Dlda8Ldvj4PDorD+3mnQyoWYt2J3l9HvHBaFf985ZUBm3EUahmEwevTo+tOnT+cTQsr7+v36JfCKEOJ2Op3Lnn322Z5tA4YQPj/TbXNligqczP/3QDXe2XIGbze1nA11WCwWqk3O4Ix/MwTAiVobCqstrRJlgUAd/Lq8BLBZFJ6+ejR+XXIhFk1Pw44SI25etQ+rdpRizigNCIAz+kbcMysDIzRSaGR8yIQdH3GwKEDC52B0vAy1VjdO1NpQom9ESwdNY6PnvHthc5PksLtpvHzDODw/byzYLAoyARezsuOQo5Xh1qkpKHnhChxaNheTUlVIVAjxzeIZXaYk0AzBiq1n4evl2PmhwNq1a/0Wi+X7/hBcoJ9EFwDsdvtnGzZsqK+srOyvtxyQPH31aByptrQyjw6Hi3PUmJKmhKnRgzc3l+B4F56vQwGd1d0Uqd6+hivksrFt6UXt4mAIgKVfHkOxLnB9z9ZI8cw1o7Fy4SSkx4qxaHoaZo+ICxoL/WdvJSoaAtHfc0ZpwG0RF05RAf8GKZ+DX5bMxqsLcltZNhISMCJv5pzZBbfPj/RYESam9GwCntW0g71pSkqHdVgum9VqOCFZJcKX90/Houmpnb52QYUJz3x3AmaHF0eqLT2qDw81PB4PnnrqKZNer3+iv96zT7sXWkII8QsEgoeXLl36+YYNGyLnhh1hZAIucuJluOqdnZiRGYOll44M21d0cpoKu//fHLy5uQSf7CnHGzfm9fFqI8t/9lUgVsJr530LAIump4YMM2SzKExIVoDdRrAuH6vFbyXGYOLsLfkpOFFrxef7qrCt2IARGimuHZ8AP8Pg5yI9aiwuvHxDLlRiHpxeGl4/g5lZsUGjbCBQTmg7aeb0+lFe74RJ6ENmnBixEj7SY8VYf6C63VqvHKfFKK0M7249i7ljNPjjpCTMzo7rkQE9n8PG8nljceeMNGw/bcTK7WdDHjhSVCAZ+Lr3doPDonDvhRn46+Ud55gNdVasWOFxu92rCCH1XT+6d+iXmm7wzSiK0mg0hzZt2jRhwoQJ/fa+A429pQ3QygWQCTj42zdF+OD2Sd1+jUOVJkxKHdoHI/NXBqKJzoXoY37w4kz832WhxcLPkKC4VtQ7sOOMEWcNjbglPwWj4n+PktLb3Ljm3V1Ye8+0TkerV2w9g2vzEpGiEmHhR/uw+2xDwCfX5Aw5xtvMxSPj8O4tEyARcLHllB6v/nwaQGDaLUstwX/vm459ZfWYnhELMb939z8GuxvLfziJzaf0rewuM+LE+OnRC/Hqz8X4cGc5Rmgk+GXJ8PS+NpvNGD16tE6n02URQhxdP6N36LedLgAQQghFUXfefffdWw8dOhQzXNtYmo1uqk1O7CtrQL3dg1gpHw4PjTqrOyxvhUmpKvxyQgc3zQzZg7U/jFTjpxO6dqIrF3KxcGrHt9IUgBO1VuRoA+kOJocXFQ3OVoILABqZADufuBhsisKhSjN0VjdmZse262l96A/ZAALlBD6HhXi5AFUmJ8YmymF2esFjs8Bhs6CzulHV1EOrEgdCRP+1owyPXTICc0ZpMGeUJvg6gVReF97efAbOCxnEywU4UGHCtIwYjEmQnXeooloqwIpbJ4L2M9hSbMBbm8/gVJ0NWpkAPA4Lf7tqNOaM0gxpD4WueOKJJ2wOh+Nv/Sm4QD/vdJvRarWfv/766zctXLiwX0V/oLH7rBGv/lwCs9OLkRopzhgaUV7vwFW58fjrZSORrBR1eat5qs7WTkyGCmcNjahvdOOdLWdxuMqMMQly+BmCd2+ZgGSVCE4vjRO1NlTUO9DooVFQbkKVyYkkpQjbTxvwyh9zw0pLaHYt8zOk09BQQgju/c9B/HrS0KEXQoJCgDgJH6d0dnibrA9HaqS4Ni8Bd8xIg8HmDtosflN4Dv/8XzGMbToP/nvvNEztZRc5hiEoqrVCKuAifRi1HXZEUVER5syZc9JgMIzrrZTfcImI6FIUFZOYmHiyuLhYLZEMT8csP0Pwxq+n8d620nZ/JuaxkamWIEbMwy1TUnDp2PNz/R/s7DlbD6eXxiVN6QcGuxs/Fenw6k+n23nPAr+bw9x3YQae7MUsOR/tx/yVu1FUawefQyFGzA+Z6NARt05NQXGtDRsemIHCague+a4IJ2ptrcImAWDjI7MwOmFoXkgHAoQQTJ061XT48OHLaJo+2N/vH5GdJiGkQaVSvfjcc889/9prrw071SWE4PN9lSEFl8emoJLwwGFRGKmVQSwIpAt05b07lFm1swwHK8xIUpZgcqoS3xTWwNFB0i6AoIFQb0TGbys24LsjNZAJuTh6zgoxnwuZgINMtQRHu9mTu3Z/FWIlPDy49jB+PqGDRsbH1HQVzE4vyusd8PkJtDLBsDc26mu++uorf3V19dZICC4QoZ0uAFAUxVar1cU7duzIGjlyZETW0NcY7G4U19nx8wkdstUSeGgGBrsHciEXK7aebRchDTS5ZRHgtQW5eObbE7B7aFw2RoMPbps07EY5fX4G/95Vjhc3Fbf6fijrw2YoAHwuC24fg9unpWL5vDEdfm4+P4MH1xzGjjNGTM+IQUacBCM1Upyss0HIY4PHZuH930rhpRlwWBQYQsAQ4NLRGhyptnS4hnDQyPitTM5ztBIU6xqhEHHxy2MXQi2LCm9f0NjYiFGjRhnPnTs3lhDS+SRMHxGxmiohxM/hcBbedtttmwoKClRDTVAYhuCuTw606uuclKLEoarOwxAnpChRUG7Ckv/+HhHz8wk9LE5fu8jxoUyNxYVbVu0LHky1RCsTdCh4BEBukgIF5Sb8Z18l9DY3PHTAYWzOqEBbVjMna2345aQeALDttBHbThsxUiPFaX17/wOaIZiSpsSBCjNiJB2Lfri0TaIQN0WjS/icYOdFlN7nr3/9q83hcCyPlOAC/TgcEQqapguqq6u//+ijj0I7mAxCPLQfH+4ow5ZiPcYltp4Scvm6ttc7o7e3ex4ALPniCOqsw8ea+P3tZ0MK7giNpEtROlBuwoQUBRKVQuwprcdvJUZsKtLhL18exZu/luDnEzrobe6Q5YdQXr3NHK22YtH0VCy7ehQ+vmNyrzl3TUhR4FCTBWS2WoIYyfmXRaK059ChQ/jqq68qzGbzykiuI2LlheACKEqq1WpPHz16NH4o5Kn9cLQWD68rDJlOAABT01XY34UhNYsCYiT8dlNrqTEibF160bDYCeUt/wWWNj2w3UlPGJsgA4/D6tDPlqICrWdt3yMtRoSKho6tEwVcFtbfOx15yQoU62x4aG1hyOGNcBmpkaDM6AhGsO964uJBGeQ40KFpGuPGjWsoLi6eRQg5Fcm1RHSnCwCEELvdbl98zz33dH7fPUho3o3aXD6kx4oxOVWJHO3v/gBHqs1IUnZer2NI4Je/LZUNTtz16QG88cvpVgkFQw0/Q9DyssKiAt64hV2UZlpSXGdDbSfuW4SgneACgQSJzjwY3D4Giz7ej4JyE3K0Mnx61xSMS5SjJ9fBKWlKWN00RjT9+/jjpCRoorXcPuH11193mUymTyItuMAA2Ok2Ex8f/8sHH3wwZ968eRG/EJwPx89Zcc2KXe2+P1IrhZTPgYdmwGVTHe7AWjI5VYmDIdJiASA/TYV3bsmDWiro0djoQMXs8OLpb4uwqagOeckKeP0MaswumHtwkekobbcrxifJcbQLbwsum8Kyq0dj0fQ0AMCRagvu+HcBrK6u18llURiTKMeRFt0P916YgScuzxkWdzH9TUlJCS688MIKvV6fQwg5v2J8LzBgBE6n0y1cvHixsb6+30ag+4SOYlFON0X0HK+xhmV2o5byOzUkOVVnC/gGdGFFOFios7rw4qZTuPa9Xfjf8Tpkq6U4XGVBUY2tR4ILAD2Vr3CmwXz+gGtXSdOhW16yAovoLISbAAAgAElEQVQvygzr9SemKlsJLgDcmp8SFdw+wO/3Y8GCBab6+voFA0FwgQEkuoQQo8VieWDRokWWgbL77gnhWOeF6jFlsyiMbFGGSIsVo0Tfca3Q7glkrTWPlg5mnF4a96w+iH/9VgYKgcMsrZyPHoYxBOnpHUDbCbGOsDi9eGLDMTyx4Sj8DMEdM9JwS35yp4dxQCAnryXjkxXR3tw+4p///Kezrq7uk0j15IZiwIguADgcjm8OHz7827p16wZtil5ZGAGSJoe3KZU2IAosKrBTMjd9P1kpDMu6sc7qgn2Q2/PZ3D7Mef03FNXYMDZRBrePQaOHhtPrR5Za2ml9tSt6evGuaHBAwg+92+WyKeQmyjEpVQkOm4XCagv+e/AcjlSbIeCy8eL1uTj49CX40wXprZ6Xo5VicpoSKjGvlfH5+CQ5PrtrCgTc8/NaiNKe48ePY8WKFTVGo/HJSK+lJQNKdAFAr9ffuXTpUkNtbW2kl9Ijwh0L3V9uwgitFFwWBTaLQlFNoNl+f7kJKTEiuHy/74bHJ8vRso1ZJeZiYooCJ2tt+NdvfZYU3S/8eLQOdVY3uE2+tQa7J2BYU2NFsc4OCZ+DxE78EDqjbapuuBACZMT+PigZI+ZhUqoS45Pl4LBYOFZjxaFKc6vXf/PXM2CaOhD4HDaWXT0Kr9yQi/RYMaakKQMJ0BVmmBy/d0dyWBRW3jYJimg8eq/j9Xpx4403NhgMhusJIQNqZzLgRJcQYrFYLHfMnz/f7Pf37Jcmklic7VuOWVRgR5OfrkKWWoz8dBVUYi5cXj8y4yTI0UqDAYkAUNXgDJppS/kcnKyxYWKKEumxgY6GrDgJDldZQBAIuxysrN5bgae+OY5kpRApMSI4my40DAGcTXaEcVI+YiU8jOmBF8GJWhumpCkxogfx5RIBG/lpKqSoRGhweHGo0oyj1dZWF8OW7Dpbj4fXF2JPaeBMgqIo3DglGT88PLNVynAzPA4Ln9w1JXhBaWj0RGPSe5ElS5bYjUbjm4SQokivpS0DTnQBwOVyba6oqFj9wgsvdC9regDg87e/pVWJeTh6zoqCchPOGhwoKDfB5vIhUSFEo5fG8TZhhtVmF2QCLvKSFRiVIEOySoRDlWaU1zuRFiOCzU1DIQo05pfVO2B2DL7ZEoeHxgv/C3Tv8DgsxIh5qLO0v0vgsVk4es6Kk3U2TO1BsOKBCjP4HBby01UYnyRHokKAZKUQWXGBi19Hu2i9zYOCClPIAY2OOFxpxv99eRRr91cFvyfhc3DFuNaGRTFiHt65OQ+zsgN5ZY0eGg+uPYyvDp3r9s8XpT0bN25kNmzYcLyhoeHFSK8lFOznnnsu0msIyV//+tfNJ0+evOmCCy5QJycnR3o5YbP+QFW75noRj93uVpchAQd/mzv07sbl80Nnc6PG0rpdyuLywc8Q+BkCL83ASzOIlfAxKXVwhXE8su4wSvSNyE2So1hnR53V3cppq5l4mRB1TSWbGosLYxNl8NB+eOjw3PimpqtwpNqCc2YX9DYPvLQfNENQZ/OgxuKC3U0jRSVCjlYKhYgLq9MLPwmM5Tq9/laBmF0xJkGGUzo7tpcY4fTSIARQiHgYn6wA7ScoqDCBx2Zh4yOzMKkp962oxornfzyJ30rqIRNwccW4+PDfMEo7amtrcfXVV+v1ev3s/vbJDZcB62dLCKEpirr65ptvPnD06NE4pXJwiEpLr4Vm6hu9GKGRdNqN0B0EXDbqrG6M0Ehgdvrwj42nsKe0HvfNzsS0XvZh7QsYhkGd1Y14uQCEEOSnK1FQHrqf1t/mMKyoxgaVmIexCTIUhfism5EKOEiNEbWb/vPQBLlJUhxoEbNTZXIGd7RcNoXR8VIYbB7Q3VFcAEzTWpUiLg5WmHGo0gwui0KWWoLZ2XFYND0VN05ODsYMbSs2YPGaw1CKuWCzqGD7WZSe4ff7MX/+fLPZbL6dEDJg624DsrzQDCGk0mKxPHTjjTcOmjayjlIc7G4aecmKVsGHPYHPoYJx24Qg2PO77bQRD3x+CD8eHfgHkCwWCzOzY1FrdeN4ja1DwQUAmmm/ozU5vChqqtfyOe0/z2SlEFI+p1WXQEsOVJgRKwl9eOXzE5yssyM5xERgVzi8foxLlMHnJzhUacbBCjP2lpmwtqAaH+8uR0asGGMSZHD7/Hj2uyL86bMDcPn8qLW4IeCwYO/gridKeDz33HOOioqK1S6Xa3Ok19IZA1p0AcBms31x7NixDYOlvnv/7EyIeO3bfwK3yCRkzbc7eGiCHK20qWWpteCkxIjw8PpCbDmlP6/36A/CmdwCQtfImzlQYcYIjRTqFsY1YxJkMDt9XXaRdHVo1ZNBhdM6O4pqbO1+Nj9D4KEZbD5lwE2r9mHeit34bG8lmvcRIzRSOLz+6HDEebBx40Zm1apVpwwGw18ivZauGPCiCwAGg2HxihUrSn799dd+jdXoCXFSPu6ZlRHyz86ZXRif1N5BrLscr7HhUKUZFcZGTEhRYGq6ChoZHwabG4QAr/x0+rzfo69pCJFUGwpPB90CzRyvsYHPZWFahgo5WilO1NrC6gLwdlET1ncjEaIZCgFryVAcrrLgVJ0NIIGDwylpKkxNV2FCsgLKpkPR8+lJHs6UlZXh7rvv1hkMhisJIQP+dmFQiC4hxGcwGC5ftGiRvrKyMtLL6ZIHLsoMaVhT3+gFr+kkvSdtTG1x0QSFVRbsLzchXi6A2xcIOJQKODhUGZ4bVyQw2N3YdSa8cW93GAdm1SYXSvSNKNaFXxPtypYxvge9wRNSFJ3+eYPDi4IKE47XWHGgwoT95SacqLXiZFNtOkkRdRfrLk6nE1dddVWD0Wi8biDXcVsyKEQXAAgheqPReP1VV11lcru7vwvpTwRcNl66Ibfd9xOVQuisbhSUm1CiD6QE5KepeuW28ki1FbSfgdHuxsFKc7dO3fub7cVGxEh4SIsRYXS8tNPHusMccPB2sSNuSV6SosOuESBgkh6uheRIjRT5TZ0ITA8+9HGJ8mDO22DrQIk0hBAsWrTIqtfrn6Vp+kCk1xMug0Z0AYCm6X11dXXP3nTTTQP+YG1aRgwy4n5PXZ2SpoTXx6C6RZy4xemDsdHTa7U8u8eP5o1hbxls9zY7zxjx9HdFqGhwoqLBiWKdHZlxYqjEPLCowJRWy8NGu4cO6/BxdGJ4wxNSAQfHa63wdyKQ3Qkxcfv8KG9wYHS8FMdquh7dbkvLNrk5owa/n3R/8tJLLzl37ty5yWQyvRfptXSHQSW6ANDQ0LBi3759G5YtWzYge/Ba8sicbKTHijE2UYZSQ2NII5U4Kb/L+mJ3iZXwcaaX2tN6m1HxMvDZrOBFgSGBgyYRjw2JgAMOi4LPT8DnUIiT8JEgF7Q7TIsR86AQcpCoEGBqugqTU5U4awjvn4NcyO3yIkdRgCTEYWgo1LKA2XyVyQVVN8Z502PFSI8VBaOBxifJg9HsUbrm22+/9b/55psnDQbDokivpbsMysq9wWC4/8MPPxw1evTo/FtvvXVgbukAbD6pR3m9A1IBp8N2oHJj53/eE67OjR+wuybazyAnXgraT0BRgQOmWqsbLLSu33po0u4iJeSyMSZRhoMVZvDYFGxuGjUtpthYVOAxoVzcFCIuXF4a8XIB4mUCHOjEZ7fW4u7Uy5hNAaMT5Gho9AQfI+SxwQvTFi1BIYCfIa2m3R6Zkx3Wc6MAhYWFuO+++84ZjcZLB5qvQjgMGBPz7kJRlFStVhd+//33mVOnTo30ctrxv2N1eHDtYVAUoBTyYArhydBMkkIIm9vXaZ2xu2TEirHpsVlhecP2J26fH/Pe2w1ToxdauQAiHht2Nw2pgNNpjFF+ugq1ZhfOtUiDaBl9FCcJ+A97/Qxyk+TgsVmgKAqEEFQ2OGGwe8BlB3bRk1IU8BOCI9WhywEUFQgRpUBwoNKCyalKOL00xHwOaD+Bze1DqbH1zjpOGtiVO7z+DuN7EhUCJCpFMNo9KK///fnz8hLw9s0Twv4MhzN1dXXIz883nDt37gJCyNlIr6cnDFrRBQCKolITEhL27dixQ5uZGZ6BdF/j8zN4a3MJVm4vBSHh53rlJSvaGVufDxI+B+OT5bh/dmZwxn+goLe58eKmYpyqteJ0UxlEIeIiWy2BzeVDo8ePmhbi2tGuk8MCsjUysFmBsd2usueayVZLIBNwgmGQbclLlgcFWcxjI0st6TJJoiWzsmJQa3WjzOgItpBppHyACuzG66y/7+DTY8X44eGZkPAH5U1nv2K32zFt2jRTWVnZApfLtTXS6+kpg66m2xJCSKXBYLjykksuqdfrIz8QUNngwPUr9+C9baXBxvdwz2SOVFswOU3Zo6ytUDR6aOw+24A7/l2A1XsreudFewmNTICHLs5CeQuPCovThwMVZpzWNyJJ+Xu7llrK//0WnsuCSsSFlM+GWsKDUswDiyIoqrF1KyWi0eODxeUL9sc2IxdykZskR43595JFnJQPPocFWRfG5M1QFFBn80Bv80Ai4EDEY0Mt5UNvD3xPZ/W0GuZ49Y+5UcENA6/Xi8suu8xcW1v72GAWXGCQiy4A+Hy+Qp1Od8sf/vAHk90emdn1Er0dK7aewXXv7cbxNifYDCEId/L3YIUZo3tgYdgZDAGe+e4EVm4fWHdiWWoJ3rt1IjLjxMhWSzC5RbsUzTDIbxocGKGRQiPlg00BYxPlMDl9sHv8kIm4SFGJcaI28Hfe1qOhI1JUIthdNLhsVisjIQmfAyGXhWPnrK1qyRUNThRUmIP91V0xLV0FAZeFRg8Nuztgxm5oEc9EENjdAsDc0RpMTuu+c9pwg2EYLFiwwHrmzJmXzWbzfyK9nvNlSFxiXS7XZqVS+ejll1/+zrZt25Q8Xv+ZQu8tbcBT3xxvVaNjUcDkNBXqLC5QoCDgsBCvEMLs9KGhExvG9Fgxqk0dJ9ieDz8ercM1uQlIVg2cBvy5ozVY9l0RdFY3OCwKcgEbVndApFp+DlIBB6Bat5KdNTjAYTkxKl4KndUd9ucWJ+WjyhRoVZuUqsQ5sxMaqQB2D93q77At9Y1eWF1mTE5VgiEEx2usGJsgB0MIDHYPkpRC1Jhd2FtmgpDLxkiNJFg6acspnQ0SPgcLp6aE+UkNXwgheOihh+z79u373Gg0vhzp9fQGg36n24zZbP68pKTk5RtuuMHaV+bnbp8fXpoB7WdgsLmxo8SIZ74rgsnhxej4gAeAhM9GRpwYBeUmVJtdKKgwweFjcNbogLCLNiSHh0actL3hdW9wss6GWa9swxMbjsExgMyy75qRBgDIS1HA4fUjPVaMRHnraTC7m4afIe2sH7PUEkj5XKTHiqGzdT0wEy8XtEoH5rEpNDR6cKzG2qngpsWIgl6+ByvNOFxlAa8pqufoOSu0MgEOVJiDfg8un7/TNAibi0ZeshzTMqK73K544YUXnF999dVmg8HwcKTX0lsM6oO0UKjV6pcuvvji+9etWydnsXrvmuKlGWw4dA6v/FwcFIFmWp6id7k+KR9psSIcqbIgL1kJPyHQ29w41zQ0QSEwmdRRu1JvkKIS4d4LMzAvLwFSQeQ77vaXNeCRdYXQ2z2Q8DlQCLmtuhSayU2UtxpAaB6q8DOk00j7CckKsCgKDi8dHBUW89igADS2aS9LUghBMwx0tkBJYFKqEkerLZ3aPGqkfDi8/qDnA4sK9EobOkh95nNY2PjoLGRG+3I75fXXX3e98soruw0GwxWDwVMhXIac6FIURanV6revuOKKOz755BMZ1Z3xohZYXT7IhVx4aQYv/1SMLw9Ww+6hgwdkXDYFhgRENFkpQkFF97wOpmeosLcs8BwWFfjlPlFjhdPHID9N1e3X6wlamQDr7p0WrDFGksoGBx5dfyRwoNjBRUfMa92DOyMzBgkKIbQyPrx+AqvThy8OVaPlP+m2Qt0Mj8MCYQh8LcQ0RSVEjcUNP0PA57DCNkpvu16KAhIVQtRaXCHHsZNVQuz86x/Ceu3hysqVKz1///vf9xsMhrmEkMEXjdIJQ050gaDwrrr++utvWrlypbS7wvtTkQ6lxkYUVplR2eDEk1fmoETfiJc2FUPK5yA9TgwBl40SvR02l69HPgcSPhtsFquVDWBajAj1djdy4uV9utNtiUbGxw8PzYRaFvkIcLfPj3/87xQ2FtXB5vRhdKIcORopxHwOqs1OEEKwtdiA/HQVbp2aij/kqNud/L+/vRQv/1QMIBCTlK2RYH9Z6AvYhGQFCqstkAk5yNFKIeRy8FtJ9z1TJqQoUFhlQYJCgGSlCLUWV3DcW8BlQcwLdDHEK4SwOn2YmKrAi9e39+aIEuDf//6398knnyw0GAwXEUIGttFKDxiSogsEhFej0fznlltumffGG29IuiO8Cz/ah91nGyDksuHy+REj5sHuoZEWI4LPTzqt/3WHSSlKHKpqLa4XZMZgd2lDr7x+uMzMisWnd00Bhz0wSvxmpwccFitk6cND+zsd+CCEYPtpI9QyPrLVUtRZXfjbN0XYdTa0q9kIjQRSfqBntztlopbMzIoBRVHYGaZz2ts352FeXmK33+eXEzrESvmYmDJ0jXHWrFnje/zxx48bDIZZhJBB4aHdXQbGb1kfQAgher1+0bp1675bvHixvTsXF4UwcAjipgO3sg0OL7w0Awmf02uCCwCHqsyY2MIOUCbgoLCqf3a4Ldl1th4L/rV3wCQLK0X8DmvNXU3YURSFi3PUGJMgB4/DQmqMGE9fNQrJSiFGx8swKUWJmVkxmJymxKQUJRQiXrDLgPb3zANDb/PAzxAIwhwD3nRc1+pAL1y+O1qL61fuwbqCKgzFzdLHH3/sffzxx48ZDIbZQ1VwgSEsugBACGH0ev3tX3/99X/vuusuGxMi+iUUf7tqFMYmyJAVJ8HYBBny05SYkqaEwRb6YOR8OFxlCfZ/2tw00uMkEamxFlZZcPvHBWgIYcoz2DlWY0Wt1Q0eh8KhKjP2l5vQ6KZxzuxEQbkpeADWU7e3eLkAhyvNkIQ5QPHTCR22nzZ06z3O6O3YeirwnLX7q4IHr0OFFStWuJ966qnDTTvcgenW1EsMadEFAjteg8Fw76ZNmz695ZZbwmonS1AIcd/sTNjdNER8DgoqzDhQYQ55ot4bFJSbgsJ7otaGWour1dRSfxKOafhgg5BAenLzaK/PT3DG0Ahui50pj8OC1dWzA/KiGitGJchQH2YaBgD8a0cZ3tt2Fo3u8PxaNhw6B1eTZ7Db5x9Q/dbny2uvveZ6/vnn9zfVcIfW1SQEQ150gWCp4dHt27e/f91111m93q5/Oa7OjccdM1JhcniR2IMUge6Qn67CWcPv03Sepl7g/uaCrJiAR8AQY+NxXbvv+RkClfj3XtocjTRos9hdTE4f2N08rPXSDD7bU4F57+2B09u52G8/bcC/dpQF/98ZprF7f6EPo0c6FIQQPPfcc85XX311V1OXwtC7zQrBsBDdZvR6/ZP79u3750UXXWTpamSYoijcd2EmLh2tQbYmUGboKwrKTchWS1vd3rpoppUo9BViHhuzsmPx/67IwcqFkwbMYVpvEi9v3ZmRpZYgRysFv2mnq5ULemRA3pIyYyOmpqvCMkDnsilMTlPC5aVRamzEqhaC2hJCCFbtKMXdnx1s9X1vBC7IoWAYgu+O1OBEbfc/O7/fj3vuucf+/vvv/9iUbTboLBp7ypDtXugMpVK5MCEh4Z2tW7eqNBpNp4+l/QyW/3gSZ/SN4LIp1Fnd0FndsHtoKEVcLL4oC5/uqQi6Yt0zKx3rCqrDCkcEAC6LQoyUB4vDhzgZH/EyITy0HxIBGwXl5vNODw6FiMdGaowYN0xMxG3TUiHgDiz7x97GzxC88etpvL+9FGMT2vftjkmQ4URt6Lj2cGFRgegdEY8DP0NAMwz4HDbsbi8ACkW1Ngi4LGSrpXD7/DjTwv5Ryufgt79e3O4i+8pPxVi5vbTde43USPHzkgvPa729QX2jB7UWF3KTOs+Ga4vb7cYNN9xgOXjw4CcGg2EpGWYiNCxFFwCEQuElWq123a+//hqblZXV6WMJIXj5p9P4eFcZHv5DFm6ekoLP91fhcKUZWrkAT181Ciu2nkW8QggvzSBJKcQrPxej2uRCjJjXod/CSI0kWAfkcVhodNNQy/hQiXlgGII6q7vLKPGesGXp7GE5DVWss+GtX89gf3kDuGwWUmJE8DMERTXW8764ZaklIX10J6YocNbQiGSVECdr7R2mBf9z/jjc2saL4bH1hfj2SG27x05NV+G/900/r/VGCqvViksvvdRcWlr6fH19/ZuRXk8kGLaiCwBcLndCXFzcpq+//lozbdq0Th8buNUrw08ndPjgtonQyAJ13gMVpqaJst/n6M+ZnYgR87FmfyWun5iErw+fw+u/lAQPQoBAPEtlgxOWpuGIZJUQhEGfHdY1MzlViQ0PzOjT9xjIeGg/nv7mODYV6ZGgEEAq4ILDokAIcKDSFJxmi5XwkBknAUHgbqezMWMgkIF3oKJ9G1h+ugqHKs1IUYlQUe8IKbpSAQdbl17UznfD6vTh4fWF2NFmYOOSUWp8dMeU7vzYA4KqqipceumlJp1O96DFYlkf6fVEiqFXwOsGPp+vsK6ubuq8efNK165d22lNiaIo3Dc7E09ekYOPdpbD2mQLOCVN1UpwASBJKYKQx8afZ2VAJebhz7MysHnpbFw+Rht8zNFzViyanoq85MCtWbXJBafP367+2JtI+JyQKcXDCT6HjcUXZUMu5KBE34hDlYEWsoIKEyYkKxAj5iEvWYFYCT/w/XJTWA5mrI6KuU2dE/VNvhJjElqnH2tlAvz7zikhjY7kIi60svbfDzcWaCBRUFCA6dOnG8rLy68ZzoILDPOdbjNN0T8b//znP0944YUXxF1NrzEMg2+P1GB6Zizi5d3rbDhYYcKHO8vwy0k9ZmXH4f2FE/DC/4qx/kAVCAkc+ji8NGydtC/NyVFj9sg4MAxBjcWFPaUNXdYk4+UCrP5TPrI1nUeeDxf2nK3HrR/tD/vxzTvZJIUAbBYFiYCLhkYPEhRCsFkUKFAwOb0Q89jBlIkcbeCzLjM2QiniQW/3tEoSuWKsFi9eP65DR7IaiwuXv7WjXX7ekktG4NFLBk+m2vr16+lHH320ymAwzCGEVER6PZEmKrpNUBTF1mg070+dOnXB+vXrFUJh12J6uMqMkU3eAN2F9jNw+vyQNU1e7Tlbj3/vrsChShPUUn5wdr+5PYjLpiAX8sDnsLD+3mnt+jStLl+ggb7YgE1FuuDkXFqMCH+amY6LR6qHVG/n+WJ2eDHjpa2tSj6doZbywWWzUGNxIVbC67QnN1kphFzIRVGbC2GOVooyYyO8foLLxmjw/sJJYHUykOH2+fHo+kL8fCKQisKigCevGIW7Z6Z3+ryBAiEEzzzzjGPVqlVHm5zCzu+0cogQFd02xMTEPKjVapdv3LhRlZqaGpE10H4GBIFbVqPdA7fPjySlMOx2LoYhOFhphkbGh4TPQYxk6PXeni+EEDz9bRHW7K8K6/EsKhD2qRTzUF7v6FB0VWIeRsVL4aEZNLppMIRAzGOjsEUI5tzRGrxz84Qu/ZWBwN/lBztKIeFzMC0jBiMGyZ2K3W7HggULLEeOHPlKr9ffRwgZWM3FESQquiHgcDjT4uLivv7ss880l1566eAroEUJC0IIJj7/a6vYno5IVQlR2UVtN17OB0VRqLW07jhpecg2OVWJ/9w9NSzBHawUFxfjqquuamhoaHjcYrGsjvR6BhpRQQkBTdP7dDrdhNtvv/3o8uXLnT25MO0prUepcUiPkA96firSBbtHuqLa7Or0ACtRIYSHJu0EFwAaWuyKdTY3fisxDEnDGgD48ssv6Ysuuqiqqqrq4qjghia60+0EiqI4Go1m5bhx4xZ88cUXCqWye5Z6RTVWVDQ4MHe0pkt3rCj9S1GNFfPe290qAaQr8tNUOFxlhp8QZMVJwGNT4HLY4HFYqGpwdhgZNDFF0arljKKADfdPb9f1Mpjx+Xz4y1/+0rh+/fpCg8FwLSGk8x67YUx0p9sJhBBap9PdW1BQcG9ubq5x9+7d3Xr+2EQ5LhqpxndHamHsILolSmT44mB1twQXAKpMDszMisWMzFgIeWycqLOj0UPD7fPD2oFxTbJSiDMhPB26Y44z0CkvL8ekSZNM69ate6PJtCYquJ0Q3emGCUVRqWq1+ocHHnggc9myZSI2O7pzHax0VMuVCjhIbBqYoCgAhAJFBZzXZAIOyoyNqAlRPgACB20pKhHipHxwOSz4/QRWlw8mhwdSARelxkA3ybhEOf4xf2y3R2cHKuvWraOXLFmir6+vv4Gm6fB78IYxUdHtBhRFcdRq9atpaWl3fPPNN8qEhIRILylKD/AzBHd/egC1Vhc8NAMxjwOdzQ1TB+PaQPjho5NTlSjW2Vt5b6jEXJgcPiy5ZAQe+kNWj317BxIOhwP33XefbfPmzXv1ev1NhJDzcwwaRkTLC92AEELr9folx44dWzBp0qS6NWvW0NGL1uCDzaJw05RkNLppVDY4cbLO1qngAoGe2a7IT1fhYKW5leDyOSykqMSBSB/03Ch9ILFnzx6MHTu2fuPGjU/q9forooLbPaKi2wNcLtcWnU436i9/+cuPV155pcVoHBgxN1HC54px8fjvfdPDGrsekyBrNxXWlvx0FQ6ESHAW8thgsyicrLNDKuz+EM1AwuPxYMmSJfb58+cfqaioyDeZTCuHm0NYbxAtL5wnYrF4vlwuf//999+PmzdvXvQiNsiotbjwzHdF2Hyq4/iccYlyHG9jB8llUxDzOVCKeIiT8FEQQnBbcsf0VPztqtGD0jcBAAoLC3HjjTc2WCyW1+rr618hhAwMU99BSFR0ewGKomK1Wu2aKVOm5H/44YeKrjx6oww85q3YFfRMaItKzEW8XBj0t3K3TLQAAAiZSURBVMjRSnHO7OrQMzlJKUSCQogasws1FhdunpKMF68fh+4kUg8UXC4Xnn766cY1a9ZU6fX6GwghxZFe02BncF52BxiEkPq6urrLtm7deldeXl7tqlWrvNGL2eDi6tyOD0VNDh/qrG7kp6swJU2J03p7h4KbpZbA2jRwUWt1Ye5oDf4+b8ygFNzNmzeTUaNG1X/66ad/1+v1uVHB7R2iO91ehqIoqUajeTs5OXne559/rho5cmSklxQlDLw0g4Uf7QvpiQuELjF0BkUBD1+chccuGTEozGlaUl9fj/vvv9+ya9euY3q9fiEh5Fyk1zSUiIpuH8HhcKbExsauve2227TPPfecRCIZfkkNg41aiwtPfHUMhVUB0/GqBickAg6SVSKUGh1ddjg0k6OV4tlrxmB6Zkwfr7h38fv9+Ne//uV94YUXGux2+6N2u/3LSK9pKBIV3T6Eoii2Uql8SCQSPfXSSy/FLFy4kD0YbzOHG1UNDiz/8WSnh2tt4XNYmJkVi9unp2L2iLhBV07YuXMn/vznPzdYrda1er3+KUJI1Dikj4iKbj9AUZRKq9W+pdVqr/z4449jJk6cGOklRQmDvaUNeGnTqZAHbAIuCxNTlLggKxYjNFJckBUDEW/wtYRVV1dj8eLF5oMHDxbpdLq7CCHtkzCj9CpR0e1HKIrK1Wq1n86YMSP9jTfeUETKrzdK+Kzcfhav/HQaQKBOOys7DpeN0eCa8QlBA/rBiMViwfPPP9+4Zs2aBovF8oDb7d4U6TUNF6Ki289QFEXx+fwrFArFuzfccEPc8uXLpTExg6v2N5xwef04WWeDyxswkk+LFUd6SeeFx+PB22+/7X7zzTctTqdzuc1m+5AQ0vnkR5ReJSq6EYKiKJZUKr1TJBI9v3jxYsXjjz8uih62RekraJrG559/Ti9btszscrk+aGhoeIkQ4oz0uoYjUdGNMBRFCVQq1aN8Pv+xxYsXyx977DFhVHyj9BbNYvvcc89Z3G73l3q9fhkhpCHS6xrOREV3gEBRlFCpVD7E5/Mff+CBB2RLliwRSaWDIw8rysCDpmmsXr2aXr58udnlcn1hMBieI4TUR3pdUaKiO+CgKEqgUCgeFAgEf7nzzjulS5YsEavV6kgvK8ogwel04uOPP/a+9tprVrfbvc5gMCyP7mwHFlHRHaBQFMWXSCSLxGLxU3PnzlUsW7ZMMWLEiEgvK8oAxWAw4I033nB89tlndp/P96+Ghoa3CSGhx+uiRJSo6A5wKIqiOBzOFXFxcf/IyclJfuaZZ2Jmz5496Jrvo/QNRUVFePnlly2//vqrxeFw/LOxsXE1ISSaDTWAiYruIIKiqIkJCQnP8vn8GY899pjszjvv5MlkskgvK0o/4/V68c0335CXXnqp3mAwlBoMhuU0Tf8U9bYdHERFdxBCUVSMSqW6n8vlPnDZZZeJH3/8ccX48eMjvawofUxVVRVWrlzpWL16tYNhmA16vf41Qkh5pNcVpXtERXcQQ1EUi8VizdVqtU+JxeJR999/v/z222/nxcXFRXppUXoJp9OJr776inn77bcb6urqdBaL5Q2n07meEBI6ITPKgCcqukMEiqJi5HL5HUKh8IFRo0YpHnnkkdgrrrgCfD4/0kuL0k0YhsGuXbuwcuVK8/bt210Mw3xuNBo/iO5qhwZR0R2CUBQ1VqPRPERR1DXTp0/n33333TFz584Fj8eL9NKidADDMNi3bx8+++wz648//ugBsFuv17/l9/t3RaNxhhZR0R3CUIEWh3ytVnsPIeSqmTNn8u644w7VnDlzIBKJIr28YQ9N09izZw/WrVtn+/777z0URe2tq6t7n2GYLYQQX6TXF6VviIruMIGiKBaAaVqt9nYAV2ZmZgpvvfVW5bXXXstJSkqK9PKGDWazGZs2bSLr1q1rOHjwIM1ms3fW1dV9yjDMZkJIeC7pUQY1UdEdplAUlSmTyeZLJJKFIpEo8bLLLuNdffXV8lmzZkEsHtxOWgMJn8+HgoIC/PTTT87vvvvOUV9fb6Fp+muj0fhfAEeibV7Dj6joRgFFURIAs+Lj468nhMyJjY2VXHPNNeK5c+eK8vPzoyLcDXw+H44cOYJt27Z5v/32W2t5ebmXw+Hsraur2+D3+7cSQoyRXmOUyBIV3SjtoCgqls1m/0Gr1V7j9/tnSCQS6axZsziXXHKJcvr06UhLS4tOxDVhMBiwb98+bN261bZlyxZPfX29m8vlHjEYDD94PJ5fCCGVkV5jlIFFVHSjdAlFUWIAk1Uq1RyRSHQpTdOpWq2WPX36dO6MGTMUEyZMwMiRI8HhDL64mnAhhKC8vByFhYXYv39/4+7du50VFRWgKEpP0/R2vV7/M4B9UXOZKF0RFd0oPYKiqFgAeQqFYrpMJrvQ6/WO4PP5woyMDJKXlycYP368LCcnBxkZGYiNjR00O2Or1Yry8nKcPn0ax48fdxQWFjpPnz4Np9Pp5XA4lW63e5fRaNwNoBDAuWhNNkp3iYpulF6Doig2gFQAOVKpdJxCochnGCbT7/fHcrlcnkajIVlZWezs7GxhcnKySK1Wo+WXRCLpM3F2uVwwGAytvmpra91nz551njlzhq6pqaE8Ho+Poigrh8Mpb2xsPGQymQoBnAZQGjWRidJbREU3Sr/Q1DMch4Aop3C5XK1SqUzj8/lJFEXF0zStZhhGwmaz2awAHIFAQKRSKREKheByuc1fVNMXaJqGz+cjTV/w+XzweDyw2WyU0+mkCCF+v9/vZxiGAeDicDhGADqfz1dttVorXS5XHYBqAJUA6ggh/sh9QlGGC1HRjTIgaRJpPgBp03+5ADgt/ssB4AfgA0A3ffmavuwAnNFb/ygDkajoRokSJUo/wor0AqJEiRJlOBEV3ShRokTpR6KiGyVKlCj9SFR0o0SJEqUfiYpulChRovQj/x+/4kpsM63FfwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Here's what the plot looks like when plotting with cartopy\n", + "fig, ax = plt.subplots(subplot_kw={'projection': crs})\n", + "ax.add_geometries(countries_ae['geometry'], crs=crs)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Here's what the plot looks like when plotting with cartopy and geopandas combined\n", + "fig, ax = plt.subplots(subplot_kw={'projection': crs})\n", + "countries_ae['geometry'].plot(ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interactive web-based visualizations\n", + "\n", + "There are nowadays many libraries that target interactive web-based visualizations and that can handle geospatial data. Some packages with an example for each:\n", + "\n", + "- Bokeh: https://bokeh.pydata.org/en/latest/docs/gallery/texas.html\n", + "- GeoViews (other interface to Bokeh/matplotlib): http://geo.holoviews.org\n", + "- Altair: https://altair-viz.github.io/gallery/choropleth.html\n", + "- Plotly: https://plot.ly/python/#maps\n", + "- ..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another popular javascript library for online maps is [Leaflet.js](https://leafletjs.com/), and this has python bindings in the [folium](https://github.com/python-visualization/folium) and [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) packages." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An example with ipyleaflet:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "import ipyleaflet" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bb9638bdd7164b38b4edcc0806e79012", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Map(center=[48.8566, 2.3429], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoo…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m = ipyleaflet.Map(center=[48.8566, 2.3429], zoom=6)\n", + "\n", + "layer = ipyleaflet.GeoJSON(data=cities.__geo_interface__)\n", + "m.add_layer(layer)\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0fea5379707942f89954e238d3d2ddf2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Map(center=[48.8566, 2.3429], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoo…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m = ipyleaflet.Map(center=[48.8566, 2.3429], zoom=3)\n", + "geo_data = ipyleaflet.GeoData(\n", + " geo_dataframe = countries,\n", + " style={'color': 'black', 'fillColor': '#3366cc', 'opacity':0.05, 'weight':1.9, 'dashArray':'2', 'fillOpacity':0.6},\n", + " hover_style={'fillColor': 'red' , 'fillOpacity': 0.2},\n", + " name = 'Countries')\n", + "m.add_layer(geo_data)\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "More: https://ipyleaflet.readthedocs.io/en/latest/api_reference/geodata.html" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An example with folium:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "import folium" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = folium.Map([48.8566, 2.3429], zoom_start=6, tiles=\"OpenStreetMap\")\n", + "folium.GeoJson(countries).add_to(m)\n", + "folium.GeoJson(cities).add_to(m)\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = folium.Map([0, 0], zoom_start=1)\n", + "folium.Choropleth(geo_data=countries, data=countries, columns=['iso_a3', 'gdp_per_cap'],\n", + " key_on='feature.properties.iso_a3', fill_color='BuGn', highlight=True).add_to(m)\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/06-scaling-geopandas-dask.ipynb b/notebooks/06-scaling-geopandas-dask.ipynb new file mode 100644 index 0000000..8cdd8e5 --- /dev/null +++ b/notebooks/06-scaling-geopandas-dask.ipynb @@ -0,0 +1,67 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scaling geospatial analysis with GeoPandas and Dask" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import geopandas\n", + "\n", + "pd.options.display.max_rows = 10" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}