G8c; dZddlZddlmZddlZddlZddlZddl m Z m Z ddl m Z ddlmZmZddlmZmZed \ ZZZZZZZZZZZZ e ejBd Z"Gd d Z#y) a Functions to handle markers; used by the marker functionality of `~matplotlib.axes.Axes.plot`, `~matplotlib.axes.Axes.scatter`, and `~matplotlib.axes.Axes.errorbar`. All possible markers are defined here: ============================== ====== ========================================= marker symbol description ============================== ====== ========================================= ``"."`` |m00| point ``","`` |m01| pixel ``"o"`` |m02| circle ``"v"`` |m03| triangle_down ``"^"`` |m04| triangle_up ``"<"`` |m05| triangle_left ``">"`` |m06| triangle_right ``"1"`` |m07| tri_down ``"2"`` |m08| tri_up ``"3"`` |m09| tri_left ``"4"`` |m10| tri_right ``"8"`` |m11| octagon ``"s"`` |m12| square ``"p"`` |m13| pentagon ``"P"`` |m23| plus (filled) ``"*"`` |m14| star ``"h"`` |m15| hexagon1 ``"H"`` |m16| hexagon2 ``"+"`` |m17| plus ``"x"`` |m18| x ``"X"`` |m24| x (filled) ``"D"`` |m19| diamond ``"d"`` |m20| thin_diamond ``"|"`` |m21| vline ``"_"`` |m22| hline ``0`` (``TICKLEFT``) |m25| tickleft ``1`` (``TICKRIGHT``) |m26| tickright ``2`` (``TICKUP``) |m27| tickup ``3`` (``TICKDOWN``) |m28| tickdown ``4`` (``CARETLEFT``) |m29| caretleft ``5`` (``CARETRIGHT``) |m30| caretright ``6`` (``CARETUP``) |m31| caretup ``7`` (``CARETDOWN``) |m32| caretdown ``8`` (``CARETLEFTBASE``) |m33| caretleft (centered at base) ``9`` (``CARETRIGHTBASE``) |m34| caretright (centered at base) ``10`` (``CARETUPBASE``) |m35| caretup (centered at base) ``11`` (``CARETDOWNBASE``) |m36| caretdown (centered at base) ``"none"`` or ``"None"`` nothing ``" "`` or ``""`` nothing ``'$...$'`` |m37| Render the string using mathtext. E.g ``"$f$"`` for marker showing the letter ``f``. ``verts`` A list of (x, y) pairs used for Path vertices. The center of the marker is located at (0, 0) and the size is normalized, such that the created path is encapsulated inside the unit cell. path A `~matplotlib.path.Path` instance. ``(numsides, 0, angle)`` A regular polygon with ``numsides`` sides, rotated by ``angle``. ``(numsides, 1, angle)`` A star-like symbol with ``numsides`` sides, rotated by ``angle``. ``(numsides, 2, angle)`` An asterisk with ``numsides`` sides, rotated by ``angle``. ============================== ====== ========================================= As a deprecated feature, ``None`` also means 'nothing' when directly constructing a `.MarkerStyle`, but note that there are other contexts where ``marker=None`` instead means "the default marker" (e.g. :rc:`scatter.marker` for `.Axes.scatter`). Note that special symbols can be defined via the :doc:`STIX math font `, e.g. ``"$\u266B$"``. For an overview over the STIX font symbols refer to the `STIX font table `_. Also see the :doc:`/gallery/text_labels_and_annotations/stix_fonts_demo`. Integer numbers from ``0`` to ``11`` create lines and triangles. Those are equally accessible via capitalized variables, like ``CARETDOWNBASE``. Hence the following are equivalent:: plt.plot([1, 2, 3], marker=11) plt.plot([1, 2, 3], marker=matplotlib.markers.CARETDOWNBASE) Markers join and cap styles can be customized by creating a new instance of MarkerStyle. A MarkerStyle can also have a custom `~matplotlib.transforms.Transform` allowing it to be arbitrarily rotated or offset. Examples showing the use of markers: * :doc:`/gallery/lines_bars_and_markers/marker_reference` * :doc:`/gallery/lines_bars_and_markers/scatter_star_poly` * :doc:`/gallery/lines_bars_and_markers/multivariate_marker_plot` .. |m00| image:: /_static/markers/m00.png .. |m01| image:: /_static/markers/m01.png .. |m02| image:: /_static/markers/m02.png .. |m03| image:: /_static/markers/m03.png .. |m04| image:: /_static/markers/m04.png .. |m05| image:: /_static/markers/m05.png .. |m06| image:: /_static/markers/m06.png .. |m07| image:: /_static/markers/m07.png .. |m08| image:: /_static/markers/m08.png .. |m09| image:: /_static/markers/m09.png .. |m10| image:: /_static/markers/m10.png .. |m11| image:: /_static/markers/m11.png .. |m12| image:: /_static/markers/m12.png .. |m13| image:: /_static/markers/m13.png .. |m14| image:: /_static/markers/m14.png .. |m15| image:: /_static/markers/m15.png .. |m16| image:: /_static/markers/m16.png .. |m17| image:: /_static/markers/m17.png .. |m18| image:: /_static/markers/m18.png .. |m19| image:: /_static/markers/m19.png .. |m20| image:: /_static/markers/m20.png .. |m21| image:: /_static/markers/m21.png .. |m22| image:: /_static/markers/m22.png .. |m23| image:: /_static/markers/m23.png .. |m24| image:: /_static/markers/m24.png .. |m25| image:: /_static/markers/m25.png .. |m26| image:: /_static/markers/m26.png .. |m27| image:: /_static/markers/m27.png .. |m28| image:: /_static/markers/m28.png .. |m29| image:: /_static/markers/m29.png .. |m30| image:: /_static/markers/m30.png .. |m31| image:: /_static/markers/m31.png .. |m32| image:: /_static/markers/m32.png .. |m33| image:: /_static/markers/m33.png .. |m34| image:: /_static/markers/m34.png .. |m35| image:: /_static/markers/m35.png .. |m36| image:: /_static/markers/m36.png .. |m37| image:: /_static/markers/m37.png N)Sized)_apicbook)Path)IdentityTransformAffine2D) JoinStyleCapStyle )rceZdZdZidddddddd d d d d ddddddddddddddddddd d!d"d#id$d%d&d&d'd(d)d*d+d,d-d.d/d0d1d2ed3ed4ed5ed6ed7e d8e d9e d:e d;e dd?d@dAd@dBd@dCd@iZdDZdEZdFZeZedGdGdGdGfdHZej0ddIe_dJZdKZdLZdMZdNZdOZdPZ dQZ!dRZ"dSZ#dTZ$dUZ%dVZ&dWZ'dXZ(dYe)fdZZ*dGdGd[d\Z+dd]Z,d^Z-d_Z.d`Z/daZ0dbZ1dcZ2ddZ3ddfZ4dgZ5dhZ6e7jpdidjgdkdkgdjdkggZ9e7jpdidjgdldmgdndmggZ:e7jpdldmgdndmgdjdkgdkdkggZ;e7jpdidjgdidkgdkdkggZ<e7jpdidjgdidkgdjdkggZ=doZ>dpZ?dqZ@drZAdsZBdtZCduZDdvZEdwZFdxZGdyZHdzZId{ZJe7d|d}gd|deggZKd~ZLdZMe7d|d|gded|ggZNdZOdZPe7dd|gddeggZQdZRdZSe7d|d|gd|d}gd|d|gddgd|d|gddgge7je7je7je7je7je7jgZVdZWdZXdZYdZZe7d}dgd|d|gdedggZ[dZ\dZ]dZ^dZ_e7d}d|gd|dgdediggZ`dZadZbdZcdZde7d}d|gded|gd|d}gd|degge7je7je7je7jgZedZfe7d}d}gdedegd}degded}gge7je7je7je7jgZgdZhe7jpeijgddz Zke7jpeijgddz ZldZme7jpeijgddz Zne7jpeijgddz ZodZpyG) MarkerStyleae A class representing marker types. Instances are immutable. If you need to change anything, create a new instance. Attributes ---------- markers : list All known markers. filled_markers : list All known filled markers. This is a subset of *markers*. fillstyles : list The supported fillstyles. .point,pixelocirclev triangle_down^ triangle_up< triangle_left>triangle_right1tri_down2tri_up3tri_left4 tri_right8octagonssquareppentagon*starhhexagon1Hhexagon2+plusxDdiamondd thin_diamond|vline_hlineP plus_filledXx_filledtickleft tickrighttickuptickdown caretleft caretrightcaretup caretdown caretleftbasecaretrightbase caretupbase caretdownbaseNonenothingnone )rrrrrr&r(r*r,r.r0r5r7r=r?)fullleftrightbottomtoprO)rSrTrUrVNcd|_||_||_||_|j |||j urd}t jdd|d}t jdd|j|y)a Parameters ---------- marker : str, array-like, Path, MarkerStyle, or None - Another instance of *MarkerStyle* copies the details of that ``marker``. - *None* means no marker. This is the deprecated default. - For other possible marker values, see the module docstring `matplotlib.markers`. fillstyle : str, default: :rc:`markers.fillstyle` One of 'full', 'left', 'right', 'bottom', 'top', 'none'. transform : transforms.Transform, default: None Transform that will be combined with the native transform of the marker. capstyle : CapStyle, default: None Cap style that will override the default cap style of the marker. joinstyle : JoinStyle, default: None Join style that will override the default join style of the marker. NrQz3.6zCalling MarkerStyle() with no parameters is deprecated since %(since)s; support will be removed %(removal)s. Use MarkerStyle('') to construct an empty MarkerStyle.)messagezMarkerStyle(None) is deprecated since %(since)s; support will be removed %(removal)s. Use MarkerStyle('') to construct an empty MarkerStyle.) _marker_function_user_transform_user_capstyle_user_joinstyle_set_fillstyle_unsetrwarn_deprecated _set_marker)selfmarker fillstyle transformcapstyle joinstyles 4/usr/lib/python3/dist-packages/matplotlib/markers.py__init__zMarkerStyle.__init__s2!%(&( I& T[[ F    >F   E F  cyN)rarbrcs rgzMarkerStyle.sric4|jyt|_t|_d|_d|_d|_tj|_ |jxstj|_|jdk7|_|jy)NrO)rY _empty_path_pathr _transform _alt_path_alt_transform_snap_thresholdr round _joinstyler[r butt _capstyle _fillstyle_filledras rg_recachezMarkerStyle._recachesx  (   +-"##//,,= &0  ricRtt|jjSrk)boollenrpverticesr{s rg__bool__zMarkerStyle.__bool__%sC ++,--ric|jSrkrzr{s rg is_filledzMarkerStyle.is_filled( ||ric|jSrk)ryr{s rg get_fillstylezMarkerStyle.get_fillstyle+s ric|tjd}tj|j|||_|j y)z Set the fillstyle. Parameters ---------- fillstyle : {'full', 'left', 'right', 'bottom', 'top', 'none'} The part of the marker surface that is colored with markerfacecolor. Nzmarkers.fillstyle)rc)mplrcParamsr check_in_list fillstylesryr|)rarcs rgr]zMarkerStyle._set_fillstyle.s=   %89I 4??i@# ric.|jjSrk)rvnamer{s rg get_joinstylezMarkerStyle.get_joinstyle>s###ric.|jjSrk)rxrr{s rg get_capstylezMarkerStyle.get_capstyleAs~~"""ric|jSrk)_markerr{s rg get_markerzMarkerStyle.get_markerDrrict|tjr4|jdk(r%|jddk(r|j |_n1t|tr'tj|r|j|_nt|tr|j|_nt|tr&t|dvr|ddvr|j|_nt|tjt fs0||j"vr"t%|d|j"|z|_nRt|t&r%t)j*|j,|_n t||j |_t|t&s||_|j5yy#t.$r }t/dj1||d}~wwxYw)a Set the marker. Parameters ---------- marker : str, array-like, Path, MarkerStyle, or None, default: None - Another instance of *MarkerStyle* copies the details of that ``marker``. - *None* means no marker. - For other possible marker values see the module docstring `matplotlib.markers`. r r)r )rrr _set_zUnrecognized marker style {!r}N) isinstancenpndarrayndimshape _set_verticesrYstrr is_math_text_set_mathtext_pathr_set_path_markerrr_set_tuple_markerlistmarkersgetattrrcopydeepcopy__dict__ ValueErrorformatrr|)rarberrs rgr`zMarkerStyle._set_markerGsm vrzz *v{{a/? Q1$$($6$6D !  $););F)C$($;$;D !  %$($9$9D !'CK6,Aq Y&$($:$:D !Vbjj$%78 $$+g V 44%6D !  , MM&//:DM ;V (,(:(:% &+.!DL MMO/  ; !A"(&.27:; ;s$F)) G2G  Gc|jS)z Return a `.Path` for the primary part of the marker. For unfilled markers this is the whole marker, for filled markers, this is the area to be drawn with *markerfacecolor*. )rpr{s rgget_pathzMarkerStyle.get_pathqszzric|j|jjS|j|jzjS)zj Return the transform to be applied to the `.Path` from `MarkerStyle.get_path()`. )rZrqfrozenr{s rg get_transformzMarkerStyle.get_transformzsA    '??))+ +OOd&:&::BBD Dric|jS)z Return a `.Path` for the alternate part of the marker. For unfilled markers, this is *None*; for filled markers, this is the area to be drawn with *markerfacecoloralt*. )rrr{s rg get_alt_pathzMarkerStyle.get_alt_paths~~ric|j|jjS|j|jzjS)zn Return the transform to be applied to the `.Path` from `MarkerStyle.get_alt_path()`. )rZrsrr{s rgget_alt_transformzMarkerStyle.get_alt_transformsE    '&&--/ /''$*>*>>FFH Hric|jSrk)rtr{s rgget_snap_thresholdzMarkerStyle.get_snap_thresholds###ricP|j|jjSy)z.Return user supplied part of marker transform.N)rZrr{s rgget_user_transformzMarkerStyle.get_user_transforms(    +''..0 0 ,rirdcpt|}|j|xj|z c_|S||_|S)z Return a new version of this marker with the transform applied. Parameters ---------- transform : Affine2D, default: None Transform will be combined with current user supplied transform. )rrZ)rard new_markers rg transformedzMarkerStyle.transformedsC!&  % % 1  & &) 3 &*3J &ri)degradc| | td| | tdt|}|jt|_||jj |||jj ||S)aL Return a new version of this marker rotated by specified angle. Parameters ---------- deg : float, default: None Rotation angle in degrees. rad : float, default: None Rotation angle in radians. .. note:: You must specify exactly one of deg or rad. zOne of deg or rad is requiredz'Only one of deg and rad can be supplied)rrrZr rotate_degrotate)rarrrs rgrotatedzMarkerStyle.rotateds ;3;<= = ?sFG G &  % % -)1J & ?  & & 1 1# 6 ?  & & - -c 2ric||}t|}|jxs t}|j|||_|S)aW Return new marker scaled by specified scale factors. If *sy* is None, the same scale is applied in both the *x*- and *y*-directions. Parameters ---------- sx : float *X*-direction scaling factor. sy : float, default: None *Y*-direction scaling factor. )rrZr scale)rasxsyrrqs rgscaledzMarkerStyle.scaledsE :B & //=8: %/%5%5b"%= "ricd|_y)NFrr{s rg _set_nothingzMarkerStyle._set_nothings  rictjtj|j}t j d|z |_||_y)N?)rmaxabsrr rrqrp)rapathrescales rg_set_custom_markerzMarkerStyle._set_custom_markers<&& ./"***3=9 ric:|j|jyrk)rrr{s rgrzMarkerStyle._set_path_markers  -ricL|jt|jyrk)rrrr{s rgrzMarkerStyle._set_verticess T\\ 23ric|j}t|dk(r|dd}}nt|dk(r |d|d}}|d}|dk(r>tj|_|j xst j|_n|dk(r>tj|_|j xst j|_nX|dk(rEtj|_d|_ |j xst j|_ntd|tjdj!|_y) Nr rrrFzUnexpected tuple marker: r)rrrunit_regular_polygonrpr\r miterrvunit_regular_starbevelunit_regular_asteriskrzrr rrrq)rarbnumsidesrotationsymstyles rgrzMarkerStyle._set_tuple_markers v;! !'ChH [A !'F1IhH!9 q=228?DJ!Aq6Aq6Aq6Aq6"BCDN##%B SCHLF OO & &v ."&//D ..A)//ric\|j|jjddy)Nrr)r!rqrr{s rg_set_thin_diamondzMarkerStyle._set_thin_diamonds"  c3'ricttjd|_d|_t j d}|j s||_n|j}dtjdzdz }t |gd}t |gd}t |d|d|d d| g|dg}t |d|d |d d| g|dg}||f||f||f||fd |j\|_|_ |j|_ |jxstj |_y) Nrrr@)rrrr)rr rrrrr rrrVrUrSrT)r rrqrtrrrrprrsqrtrrrrsr\r rrv)rapolypathvertsyrVrUrSrTs rg _set_pentagonzMarkerStyle._set_pentagons5"***3/",,Q/ !DJ%%ERWWQZ2%Au\*+C%01Fq58U1XA2waIJD%(E!HeAhQBqJKEV} u  *  "*$ &DJ#'//D ..A)//ric tjd|_d|_t j dd}|j s||_n|j}t tj|dd|dd |dd g}t tj|d d |d dg}t tj|dd |dd g}t tj|dd |dd |dd g}||f||f||f||fd|j\|_|_ |j|_ |jxstj |_y)Nrrr%gŋ!r?) innerCirclerr rrr')r rrqrtrrrrprr concatenaterrrrsr\r rrv)rar)r*rVrUrSrTs rg _set_starzMarkerStyle._set_starsM"***3/"))!B !DJ%%Er~~uQqz52;a &KLMC"..%!*eAaj)ABCFa E!AJ'?@ADqU1R[%!*(MNOEV} u  *  "*$ &DJ#'//D ..A)//rictjd|_d|_t j d}|j s||_n|j}tjtjdtjzdz }t tj| dfg|gd|dfgg}t tj| dfg|dd|dfgg}t |dd}t |gd }||f||f||f||fd |j\|_|_|j|_|j"xst$j&|_y) Nrr2r%g@r)rrr%r r)rr%rrr')r rrqrtrrrrprrrcospir3rrrrsr\r rrv)rar)r*r4rVrUrSrTs rg _set_hexagon1zMarkerStyle._set_hexagon1sH"***3/#,,Q/ !DJ%%Ervva"%%i"n-.Ar~~!Qy% 2BaVH&MNOC"..QB7)U1QZ1a&)JKLFa #D|,-EV} u  *  "*$ &DJ#'//D ..A)//ric tjdjd|_d|_t j d}|js||_n|j}tjddz d}}t |gd}t |dd }t tj||fg|dd| | f||fgg}t tj||fg|d d d | | fgg}||f||f||f||fd |j\|_|_|j|_|j xst"j$|_y) Nrr2rrg?)rrr%rrrr%r rr')r rrrqrtrrrrprrr(r3rrrrsr\r rrv) rar)r*r4r+rVrUrSrTs rg _set_hexagon2zMarkerStyle._set_hexagon2se"***3/::2>#,,Q/ !DJ%%E771:>6qAu_-.C%!*%FQ%)rA2hA%7(9:;DQ%!B-A2r()567EV} u  *  "*$ &DJ#'//D ..A)//ric ttjd|_d|_t j d}|j s#|jjd||_ntjddz }t ddgdd g| d gd|gd| g| dgddggx|_|_ |j}|jjdd d d d ||jjjd|_|jxst j"|_y)Nrrr1g6@rr&rrrrrr)rSrUrTrVr)r rrqrtrrrrrprr(rrrrrsr\r rrv)rar)r4rs rg _set_octagonzMarkerStyle._set_octagons"***3/",,Q/ OO & &t ,!DJ b A*.R1a&A2q'B7qbQB8aW.+/ /DJ##%B OO & &b3sCBG I"&//"8"8":"E"Ee"LD ..A)//rirc~tjd|_d|_d|_|j |_yNrrF)r rrqrtrz_line_marker_pathrpr{s rg _set_vlinezMarkerStyle._set_vline s2"***3/" ++ ricd|j|jjd|_yNr)rBrqrr{s rg _set_hlinezMarkerStyle._set_hlines" //44R8rictjdd|_d|_d|_|j |_y)Nr>rFr rrqrtrz_tickhoriz_pathrpr{s rg _set_tickleftzMarkerStyle._set_ticklefts4"***45" )) rictjdd|_d|_d|_|j |_yNrFrGr{s rg_set_tickrightzMarkerStyle._set_tickrights4"***34" )) rigctjdd|_d|_d|_|j |_yrKr rrqrtrz_tickvert_pathrpr{s rg _set_tickupzMarkerStyle._set_tickup%s4"***34" (( rictjdd|_d|_d|_|j |_y)Nrr>FrNr{s rg _set_tickdownzMarkerStyle._set_tickdown+s4"***35" (( rig?rgc~tjd|_d|_d|_|j |_y)NrrF)r rrqrtrz _tri_pathrpr{s rg _set_tri_downzMarkerStyle._set_tri_down8s0"***3/" ^^ ricd|j|jjd|_yNrrUrqrr{s rg _set_tri_upzMarkerStyle._set_tri_up>$ //44S9ricd|j|jjd|_yNrrXr{s rg _set_tri_leftzMarkerStyle._set_tri_leftBrZricd|j|jjd|_yrDrXr{s rg_set_tri_rightzMarkerStyle._set_tri_rightFs$ //44R8rig?ctjd|_d|_d|_|j |_|jxstj|_ yNrg@F) r rrqrtrz _caret_pathrpr\r rrvr{s rg_set_caretdownzMarkerStyle._set_caretdownLsH"***3/" %% ..A)//ricd|j|jjd|_yrWrcrqrr{s rg _set_caretupzMarkerStyle._set_caretupS$ //44S9ricd|j|jjd|_yr\rer{s rg_set_caretleftzMarkerStyle._set_caretleftWrgricd|j|jjd|_yrDrer{s rg_set_caretrightzMarkerStyle._set_caretright[s$ //44R8rigcF|j|j|_yrk)rc_caret_path_baserpr{s rg_set_caretdownbasezMarkerStyle._set_caretdownbaseas ** ricd|j|jjd|_yrWrnrqrr{s rg_set_caretupbasezMarkerStyle._set_caretupbasee$ !//44S9ricd|j|jjd|_yr\rpr{s rg_set_caretleftbasezMarkerStyle._set_caretleftbaseirrricd|j|jjd|_yrDrpr{s rg_set_caretrightbasezMarkerStyle._set_caretrightbasems$ !//44R8ric~tjd|_d|_d|_|j |_yr@)r rrqrtrz _plus_pathrpr{s rg _set_pluszMarkerStyle._set_plusvs0"***3/" __ ric~tjd|_d|_d|_|j |_yra)r rrqrtrz_x_pathrpr{s rg_set_xzMarkerStyle._set_xs0"***3/" \\ ri) )r)rr})rr)rrrrrrrrrrrrr}r)r}r)rrr2))rrr~rrrrr)r}rct|_d|_|jxstj |_|js|j|_ y|jx|_ |_ |j}|jjddddd||jjjd|_yNrrrrr)rVrSrUrT)r rqrtr\r rrvr_plus_filled_pathrp_plus_filled_path_trrrrrrsrars rg_set_plus_filledzMarkerStyle._set_plus_filleds"*"..A)// //DJ+/*B*B BDJ##%B OO & &2sCBG I"&//"8"8":"E"Ec"JD ri) )r)rr)rr)r rrrr rrr rrrr rrrr)rrr)rrrrrrrct|_d|_|jxstj |_|js|j|_ y|jx|_ |_ |j}|jjddddd||jjjd|_yr)r rqrtr\r rrvr_x_filled_pathrp_x_filled_path_trrrrrrsrs rg _set_x_filledzMarkerStyle._set_x_filleds"*"..A)// ,,DJ+/*?*? ?DJ##%B OO & &2sCBG I"&//"8"8":"E"Ec"JD rirk)r)q__name__ __module__ __qualname____doc__TICKLEFT TICKRIGHTTICKUPTICKDOWN CARETLEFT CARETRIGHTCARETUP CARETDOWN CARETLEFTBASECARETRIGHTBASE CARETUPBASE CARETDOWNBASErfilled_markersrrobjectr^rhinspect signature __signature__r|rrrr]rrrr`rrrrrrr rrrrrrrrrrrrrr_create_closedrrr r r rrrrrrr!r#r,r4r8r;r=rArBrErHrIrLrOrPrRMOVETOLINETOrTrUrYr]r_rbrcrfrirkrmrnrqrtrvrxryr{r|rarrayrrrrrrrlrirgrrs * W* W* X* _ * ] * _ * * Z* X* Z* [* Y* X* Z* V* Z!*" Z#*$ V%*& S'*( Y)** ^+*, W-*. W/*0 ]1*2 Z3*4 *5*6 ;7*8 9*: *;*< ;=*> L?*@ A*B ;C*D E*F (]   Y IS*G\NDJ9 XF$$$,!\/W..13H . $#(TEI$1 X "t:, .4E*4= L# $)T((1a&2r(QG)DEN*t**QFT4L3++NO*t** T{QGb"X68*t**QFQGb"X+FG*t**QFQGaW+EFB<*,+,B$ B(B.B,B0B4B*sDkC:67, 9S#Jc 34O* * D#;s 45N) ) sCj3+Cj3*Cj4+/kk4;;kk4;;kk4;;01I$ ::9s c3Z#s<=KB::9dC[3+Qx@A+::9c{S#JT{S#J0{{DKK{{DKK12J % T4L3*3K#t.KKKK./G " ,++HBHH6D-EGH-IJ.$--hbhh8//023/45 K)T((3B*CEF*GHN+t**82885%,&(),*+ Krir)$rrcollections.abcrrnumpyr matplotlibrrQrrrr transformsrr _enumsr r rangerrrrrrrrrrrremptyrorrlrirgrsuEL !3' ?DBi<9fh J ]8288F#$ S KS Kri