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Accepts a name for the level. fill_value : scalar, optional Default value to fill in missing values if subgroups do not have the same set of labels. By default, missing values will be replaced with the default fill value for that data type, NaN for float, NaT for datetimelike, etc. For integer types, by default data will converted to float and missing values will be set to NaN. constructor : object Pandas ``DataFrame`` or subclass used to create unstacked response. If None, DataFrame will be used. Examples -------- >>> index = pd.MultiIndex.from_tuples( ... [("one", "a"), ("one", "b"), ("two", "a"), ("two", "b")] ... ) >>> s = pd.Series(np.arange(1, 5, dtype=np.int64), index=index) >>> s one a 1 b 2 two a 3 b 4 dtype: int64 >>> s.unstack(level=-1) a b one 1 2 two 3 4 >>> s.unstack(level=0) one two a 1 3 b 2 4 Returns ------- unstacked : DataFrame Tindexrlevelr&sortboolreturnNonec||_||_||_|j||_d|jj|jv|_|jo|j}|rdnd|_t|jj |_ t|jj |_ |j |j|_|j |j|_|j |j|_d|_|jst'|jj|j}|jr.|dk}||}t)j|d|_|j||_|j||_t/drt1d|j D}|jj} || z} | t)jt(jjkr,t9jd| dt<t?| dS) Nrperformance_warningsc3$K|] }|jV dSN)size).0 index_levels o/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/pandas/core/reshape/reshape.py z&_Unstacker.__init__..s%UU ;+UUUUUUz%The following operation may generate z& cells in the resulting pandas object. stacklevel)! constructorr.remove_unused_levelsr,_get_level_numberr-codeshas_nanliftlistlevelsnew_index_levelsnamesnew_index_namespop removed_name removed_levelremoved_level_fullunique_nan_indexrnp flatnonzerotakermaxr8iinfoint32warningswarnr r _make_selectors) selfr,r-r@r. should_lift unique_codesnan_masknum_rows num_columns num_cellss r;__init__z_Unstacker.__init__ys6' //11 Z11%88 TZ-dj99 l0ty $+AA! !%TZ%6 7 7#DJ$455 044TZ@@!266tzBB"',tz":%'y Q'-dj.>tz.J'K'KL| D'2-+XI6 (*x(@(@(C%!%!3!8!8!F!FD &*&=&B&B<&P&PD # , - -  UUt?TUUUUUH,1K!;.I28BH--111 7I777&/11  r=-tuple[npt.NDArray[np.intp], list[np.ndarray]]c|j}t|jj}|js d|D}t|jj}|d|||dzdz||gz}t d|d|||dzdz||gzD}t||\}}t|}t||} | |fS)Nc8g|]}t|dS)r)r)r9codes r; z3_Unstacker._indexer_and_to_sort..s#:::DYt__Q':::r=r4c34K|]}t|VdSr7lenr9xs r;r<z2_Unstacker._indexer_and_to_sort..s(KKc!ffKKKKKKr=) r-rFr,rCr.rGtupler"rhr$) rYvrClevsto_sortsizes comp_indexobs_idsngroupsindexers r;_indexer_and_to_sortz_Unstacker._indexer_and_to_sorts JTZ%&&y ;::E:::EDJ%&&)eAEGGn,az9KKd2A2ha!egg&>$q'&JKKKKK0%@@ Gg,,(W==r=list[np.ndarray]cF|j\}|jrfd|DS|S)Nc:g|]}|SrR)r9linerss r;rez,_Unstacker.sorted_labels..s%;;;4DIIg&&;;;r=)rtr.)rYrnrss @r; sorted_labelsz_Unstacker.sorted_labelss94 9 <;;;;7;;; ;r=values np.ndarraycH|j\}}tj||d}|S)Nr)axis)rtalgostake_nd)rYr|rs_ sorted_valuess r;_make_sorted_valuesz_Unstacker._make_sorted_valuess*.  fgA>>> r=c:|j}|jdd}td|D}t||\}}t |}t |}|jj|j|j z}||f|_ |jd||zz|j z}tj tj|j t} | |d| t |jkrt%d||_| |_|jr.|tj||_dStjtj|dd|_dS)Nr3c34K|]}t|VdSr7rgris r;r<z-_Unstacker._make_selectors..s(77qCFF777777r=dtypeTz0Index contains duplicate entries, cannot reshape) return_indexr4)rHr{rkr"rhrr,levshaper-rD full_shaperErPzerosprodr/putsum ValueError group_indexmaskr. searchsortedarange compressorr) rY new_levelsremaining_labels level_sizesrprqrrstrideselectorrs r;rXz_Unstacker._make_selectorssl*  -crc277J77777 01A;OO Gg,,(44 $TZ04<?!6/%b)FZ,??$)Kx00=== 4   88::DJ ' 'OPP P% 9 S(55bi6H6HIIDOOO gbi &N&N&Nq&QRRDOOOr=cNt|jSr7)r/rall)rYs r;mask_allz_Unstacker.mask_allsDIMMOO$$$r=2tuple[npt.NDArray[np.intp], npt.NDArray[np.bool_]]ctjt|jtj}||d\}}||dfS)Nrr3 fill_valuer)rPrrhr,intpget_new_valuesany)rY dummy_arr new_valuesrs r; arange_resultz_Unstacker.arange_resultsTIc$*ooRW=== ..yR.HH D488A;;&&r=rc@|j}|jdkr|ddtjf}| |jddkrt d|||\}}||}|j}| ||||j d} t|tj r|j |j } } n3t|tr|jj |jj } } nd\} } | | ur| j|j| S)Nr4z-must pass column labels for multi-column dataF)r,columnsrcopy)r4)_valuesndimrPnewaxisshaperrget_new_columns new_indexr@r isinstancendarraybaser_ndarray_mgradd_references) rYobj value_columnsrr|rrrr,resultrnew_bases r; get_resultz_Unstacker.get_results* ;!  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Parameters ---------- series : Series A Series with an ExtensionArray for values level : Any The level name or number. fill_value : Any The user-level (not physical storage) fill value to use for missing values introduced by the reshape. Passed to ``series.values.take``. sort : bool Whether to sort the resulting MuliIndex levels Returns ------- DataFrame Each column of the DataFrame will have the same dtype as the input Series. )r-rr.r)to_framerr_drop_level_numbers)r<r-rr.dfrs r;r3r3ksL8   B ZZe Z F FF^77<.stack_factorizesD ? 0")CJJ/// /3E::z5  r=) level_numrBr.c:g|]}|Srxr)r9rKs r;rezstack..s#@@@sSZZ]]@@@r=FrstrictTrc"g|] \}}|j Srx)r)r9rcols r;rezstack..s999C999r=r,)rrrBrr_stack_multi_columnsr,rFrGrCrrPrravelrIrzipmaprr_is_homogeneous_typedtypesrrr_concat_same_typeitems"_reorder_for_extension_array_stackr_constructor_sliced)rAr-rBr.rGNrHrrclevclabrrrGilabrCrUrarrrrrKs @r;r1r1s!!! ;DAq //66I%-,, # YvD     EK , , %+,-- @@@@ek.?@@@ $_U]33 d$q))//11222*++ +,,,YiRW    # 5; "> ? ? HL   t Aa 0 0 6 6 8 88;#U]%78"     ;+55+el*++q  e^ , , /,,..C..995;;==999J.s- 7 7#3%-% % 7 7 7 7 7 7r=)rBr.c3@K|]}t|tVdSr7)rint)r9rs r;r<z!stack_multiple..s, 3 3cZS ! ! 3 3 3 3 3 3r=cDg|]}j|Srx)rrBras r;rez"stack_multiple..s)GGG#0055GGGr=rc*g|]}|kr|n|dz Srrx)r9rlrs r;rez"stack_multiple..s)===!!s((QQA===r=zTlevel should contain all level names or all level numbers, not a mixture of the two.)rr1rKr)rAr-rBr.rrs` @r;stack_multiplerfs 7 7 7 7 7 7 777  B BC63vDAAAFF B 3 3U 3 3 3 3 3 HGGGGGG >))A,,C63vDAAAF>===u===E > 1   Mr=rrrc t|jdkr,|jd|jdSdt |jdd|jdddD}t |d di}d t j|D}t |d di}tj d t ||jdddD|jdd S) zBCreates a MultiIndex from the first N-1 levels of this MultiIndex.rrrc3:K|]\}fd|DVdS)c0g|]}|dkr|ndS)rNrx)r9crs r;rez7_stack_multi_column_index...s)333166Qt333r=Nrx)r9rCrs @r;r<z,_stack_multi_column_index.. sO   C 4333U333      r=Nr3T)rLrLc3 K|] \}}|V dSr7rx)r9keyrs r;r<z,_stack_multi_column_index..s&AAVS!SAAAAAAr=cLg|]!\}}d|vrt||jn|"S)Nr)rr)r9new_levrs r;rez-_stack_multi_column_index..sL   047/B/BE' + + + +   r=r) rhrGrrIrRrC itertoolsgroupbyr from_arrays)rrmtuples unique_tuplesnew_levss r;_stack_multi_column_indexrus' 7>a~a ((gmA.>(???  gnSbS17="3EdSSS   D $ $t $ $FAAy'8'@'@AAAMM/$//H  !  !$HgnSbS.A$ O O O   mCRC    r=rHrcc $%dd}|d}|j}t|tsJ||jdz krW|}t ||jdz D]3}|||} ||dz|} || | }4|x|_}|s,|r*|d |} || d }|j}tt|}t|} i} |j d }t|j d }|rtj|}|t#|d}tj||}t#|%g}| D]} |j|}n%#t($r||Y@wxYwt|t,st#|}n|j|jz }|%krb|jdd|j|f}||jj d |_|| j}n|jdd|f}t;|j$t$t@r$!"$fd |#D}|j$\}}tj%||z&||j'&d }||}n|j}|j(dkr|)}|| |<t#|d kr| *|} t#|}t|j+trKtY|j+j }tY|j+j-}%fd|j+j D}n=t]|j+\}} | g}|/%g}|j+j0g}|||tj1||||jj-|t|||d}!|2| |!| }"|jjdkrO|j3|g }#|"j4|#s|"|#}"|r|"5d d}"|"S)NrHrcrrc2||jvr |j|S|S)z Logic for converting the level number to something we can safely pass to swaplevel. If `level_num` matches a column name return the name from position `level_num`, otherwise return `level_num`. r)rHrs r;_convert_level_numberz3_stack_multi_columns.._convert_level_number&s$  % %=+ +r=Frr4r)r-rr3)rcNg|]!\}}|jd"S)Fr)rr)r9rrjrs r;rez(_stack_multi_columns..ss2TTTTQQY%%e%%88TTTr=c:g|]}|SrxrJ)r9rlevsizes r;rez(_stack_multi_columns..s%EEESSZZ((EEEr=r)r,rr)rhow)rHrcrr)6rrrrrr swaplevel _is_lexsorted sort_indexrrurGrrCrPr.rrhrRget_locKeyErrorrslicestopstartlocreindexr|ilocr rUtolistrrrVrWrrrr0rrQ differencer,rFrIrrrrr8r?equalsrB)&rArHrBr.rxthismi_cols roll_columnsrlev1lev2 level_to_sortr'new_data level_valsrlevel_vals_nanlevel_vals_used drop_colsrlr slice_lenchunk value_slicesubsetrZrKidxrrr old_codes old_levelsrrdesired_columnsrr{s& @@r;rPrP#so     ::5: ! !DlG gz * *** *GOa''' y'/A"566 > >A((L99D((Q ==D'11$==LL!-- w  " "t.-a99 ];;,:w''G+G44KH#Jr*++K +gk** &&s:==Ngnk::O+GI'$'$ ,&&s++CC      S ! ! ! H #u%% -CII39,I   HQQQ S 112E*// 0CB0GHHEM---@@GKKYqqq#v&F$V]%9%9%;%;<>rBB)..s33 $m  a  %++--K#  9~~!,,Y77  D A$*j))&$*+,, )** EEEEDJ4DEEE 7 C C : \ %%g../ Z_% j!!! RW[!,,--- U](3444)eI   ;  O OF }q  -;;YKHHOOQQ~$$_55 -O,F2A511 MsF--GGr^r(n_rows n_columnsctj||z||jd}||S)a Re-orders the values when stacking multiple extension-arrays. The indirect stacking method used for EAs requires a followup take to get the order correct. Parameters ---------- arr : ExtensionArray n_rows, n_columns : int The number of rows and columns in the original DataFrame. Returns ------- taken : ExtensionArray The original `arr` with elements re-ordered appropriately Examples -------- >>> arr = np.array(["a", "b", "c", "d", "e", "f"]) >>> _reorder_for_extension_array_stack(arr, 2, 3) array(['a', 'c', 'e', 'b', 'd', 'f'], dtype='>> _reorder_for_extension_array_stack(arr, 3, 2) array(['a', 'd', 'b', 'e', 'c', 'f'], dtype='.s#TTTq@S@S@S@S@Sr=r4r3rF)orderrF)use_na_sentinelcTg|]$}tj|t%Srx)rPrrh)r9rCrAs r;rezstack_v3..s+KKKUBIeSZZ00KKKr=rrrO)&rnuniquerhrsetr?rrrrrTrblocksrrYrr stack_reshaperr,rGrFrPrrCrargsort_reorder_ilevelsrdrop_duplicatesrIrrrRrrrr)rAr- stack_colsrrratio index_levels index_codesrCuniquessorterordered_stack_colsordered_stack_cols_unique column_levels column_codeslen_df n_uniquesrsidxsrs` @r;stack_v3rs }#em"4"444STTT u:: UJ22TTTTE%-/!3R<<TTTJ emZ 0 0 E u}   ! !e&@ !J%a(.EEE** M ! !"C ! 0 0+  ueZDD ;AA#f++U";E%+z**7{) 275;#4q%jAABB "5;FFFwy 2751e*5566  5zzA~~E""*j11111'88@@' 2 9 9 ; ;$j11X*1 )99;;A 23 !";USSSTUVW LKKKlKKKLm+L(k$'9'?"@"@@ FLZZF-..Ii ""G 76G#V , ,ry69J9JI/V/V VD [[  F{aEM1SZZ?? v~  ! # #&,///FF[A&F {a Mr=rset[int]rrc t|jtsJt|d}g}|D]1}t |jdkr|d}nit |dkr|f}t| t fdt|jj D}|j dd|f}t ||jj kr |j ||_nD|j dkr9|j dkrd|_n&tt |j|_||3t |dkr|jst%|d } nht ||jj kr-|j |} ndg} t'| |jj } t ||jj krN|j |} | j| s| | } | S) a3Reshape the data of a frame for stack. 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