Newer
Older
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Работа с бюджетными корректировками через CSV файлы\n",
"\n",
"На основе данных закешированных, а ранее выкачанных через API к бюджету на ЕПБС (budget.gov.ru)\n",
"Чтобы эта записная книжка работала, необходимо вначале запустить скрипт data_collect.py который вытащит из API \n",
"и сохранит в файлы CSV в папку \"data/raw\" сводные бюджетные росписи из API."
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import sys, os\n",
"import xlrd\n",
"import json\n",
"import pprint\n",
"from IPython.display import HTML, display, Markdown\n",
"import tabulate\n",
"import datetime\n",
"import requests\n",
"import csv\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Попробуем получить данные через API ЕПБС. Получим 10 записей за 15"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Добавим относительно измерения бюджета и несколько параметр изменения относительно прошлого периода period_change и относительно начала года (baseline_change)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"положим полученное в DataFrame и посмотрим на изменения"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Переделаем теперь изначальную функцию так чтобы мы могли выгрузить все нужные нам данные и работать с ними без дополнительных обращений к API."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def get_full_budget_data(adate):\n",
" table = []\n",
" reader = csv.DictReader(open('data/raw/%s.csv' % (str(adate)), 'r', encoding='utf-8'))\n",
" for r in reader:\n",
" for k in reader.fieldnames:\n",
" if len(r[k]) == 0:\n",
" r[k] = None\n",
" for k in ['budget2019', 'budget2020', 'budget2021']:\n",
" r[k] = float(r[k])\n",
" table.append(r)\n",
" df = pd.DataFrame(table, columns=reader.fieldnames)\n",
" return df\n"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [],
"source": [
"full_2019_1_1 = get_full_budget_data(datetime.date(2019, 1,1))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"создадим DataFrame с которым далее будем работать."
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>grbs</th>\n",
" <th>topic</th>\n",
" <th>subtopic</th>\n",
" <th>csr_program</th>\n",
" <th>csr_article</th>\n",
" <th>vr</th>\n",
" <th>budget2019</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Итого</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>1.372320e+10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Министерство промышленности и торговли Российс...</td>\n",
" <td>020</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>3.764679e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Общегосударственные вопросы</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>6.382436e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Международные отношения и международное сотруд...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0108</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>3.829520e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Реализация функций иных федеральных органов го...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0108</td>\n",
" <td>99000</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>3.829520e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Иные непрограммные мероприятия</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0108</td>\n",
" <td>99900</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>3.829520e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0108</td>\n",
" <td>99900</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>3.829520e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Иные бюджетные ассигнования</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0108</td>\n",
" <td>99900</td>\n",
" <td>90000</td>\n",
" <td>800</td>\n",
" <td>3.829520e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Прикладные научные исследования в области обще...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0112</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>5.000000e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Государственная программа Российской Федерации...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0112</td>\n",
" <td>17000</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>5.000000e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Подпрограмма \"Авиационная наука и технологии\"</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0112</td>\n",
" <td>17700</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>5.000000e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Основное мероприятие \"Выполнение научно-исслед...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0112</td>\n",
" <td>17702</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>5.000000e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0112</td>\n",
" <td>17702</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>5.000000e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0112</td>\n",
" <td>17702</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>5.000000e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Другие общегосударственные вопросы</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0113</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>9.994840e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Государственная программа Российской Федерации...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0113</td>\n",
" <td>27000</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>9.994840e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Подпрограмма \"Создание национальной системы по...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0113</td>\n",
" <td>27300</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>9.994840e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Основное мероприятие \"Промоутерская поддержка ...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0113</td>\n",
" <td>27302</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>9.994840e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0113</td>\n",
" <td>27302</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>9.994840e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>020</td>\n",
" <td>01</td>\n",
" <td>0113</td>\n",
" <td>27302</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>9.994840e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Национальная оборона</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>3.247580e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Прикладные научные исследования в области наци...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0208</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>2.900000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Государственная программа Российской Федерации...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0208</td>\n",
" <td>16000</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>2.900000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Подпрограмма \"Содействие проведению научных ис...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0208</td>\n",
" <td>16600</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>2.900000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Основное мероприятие \"Научные исследования и с...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0208</td>\n",
" <td>16602</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>2.900000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0208</td>\n",
" <td>16602</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>2.900000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0208</td>\n",
" <td>16602</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>2.900000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Другие вопросы в области национальной обороны</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0209</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>3.244680e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Государственная программа Российской Федерации...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0209</td>\n",
" <td>44000</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>3.244680e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Подпрограмма \"Стимулирование развития оборонно...</td>\n",
" <td>020</td>\n",
" <td>02</td>\n",
" <td>0209</td>\n",
" <td>44100</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>3.244680e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10039</th>\n",
" <td>Реализация национального проекта \"Демография\"</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>131P5</td>\n",
" <td>P0000</td>\n",
" <td>None</td>\n",
" <td>1.700000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10040</th>\n",
" <td>Предоставление субсидий бюджетным, автономным ...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>131P5</td>\n",
" <td>P0000</td>\n",
" <td>600</td>\n",
" <td>1.700000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10041</th>\n",
" <td>Основное мероприятие \"Организация и проведение...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13106</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>1.200000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10042</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13106</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>1.200000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10043</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13106</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>1.200000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10044</th>\n",
" <td>Подпрограмма \"Развитие спорта высших достижени...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13200</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>4.157728e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10045</th>\n",
" <td>Основное мероприятие \"Организация и проведение...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13206</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>4.157728e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10046</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13206</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>4.157728e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10047</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13206</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>2.000000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10048</th>\n",
" <td>Предоставление субсидий бюджетным, автономным ...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13206</td>\n",
" <td>90000</td>\n",
" <td>600</td>\n",
" <td>3.957728e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10049</th>\n",
" <td>Федеральная целевая программа \"Развитие физиче...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13600</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>1.000000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10050</th>\n",
" <td>Иные мероприятия федеральной целевой программы</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13699</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>1.000000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10051</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13699</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>1.000000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10052</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1104</td>\n",
" <td>13699</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>1.000000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10053</th>\n",
" <td>Другие вопросы в области физической культуры и...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>9.740692e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10054</th>\n",
" <td>Государственная программа Российской Федерации...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13000</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>9.740692e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10055</th>\n",
" <td>Подпрограмма \"Управление развитием отрасли физ...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13400</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>9.740692e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10056</th>\n",
" <td>Основное мероприятие \"Реализация государственн...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>9.323346e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10057</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>9.323346e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10058</th>\n",
" <td>Расходы на выплаты персоналу в целях обеспечен...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>90000</td>\n",
" <td>100</td>\n",
" <td>2.535190e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10059</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>9.414930e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10060</th>\n",
" <td>Социальное обеспечение и иные выплаты населению</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>90000</td>\n",
" <td>300</td>\n",
" <td>1.800000e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10061</th>\n",
" <td>Капитальные вложения в объекты государственной...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>90000</td>\n",
" <td>400</td>\n",
" <td>4.666633e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10062</th>\n",
" <td>Иные бюджетные ассигнования</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13402</td>\n",
" <td>90000</td>\n",
" <td>800</td>\n",
" <td>1.000030e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10063</th>\n",
" <td>Основное мероприятие \"Развитие международного ...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13404</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10064</th>\n",
" <td>Субсидии на финансовое обеспечение мероприятий...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13404</td>\n",
" <td>60260</td>\n",
" <td>None</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10065</th>\n",
" <td>Предоставление субсидий бюджетным, автономным ...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13404</td>\n",
" <td>60260</td>\n",
" <td>600</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10066</th>\n",
" <td>Основное мероприятие \"Внедрение современных ин...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13405</td>\n",
" <td>00000</td>\n",
" <td>None</td>\n",
" <td>4.173460e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10067</th>\n",
" <td>Финансовое обеспечение выполнения функций феде...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13405</td>\n",
" <td>90000</td>\n",
" <td>None</td>\n",
" <td>4.173460e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10068</th>\n",
" <td>Закупка товаров, работ и услуг для обеспечения...</td>\n",
" <td>777</td>\n",
" <td>11</td>\n",
" <td>1105</td>\n",
" <td>13405</td>\n",
" <td>90000</td>\n",
" <td>200</td>\n",
" <td>4.173460e+04</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10069 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" name grbs topic subtopic \\\n",
"0 Итого None None None \n",
"1 Министерство промышленности и торговли Российс... 020 None None \n",
"2 Общегосударственные вопросы 020 01 None \n",
"3 Международные отношения и международное сотруд... 020 01 0108 \n",
"4 Реализация функций иных федеральных органов го... 020 01 0108 \n",
"5 Иные непрограммные мероприятия 020 01 0108 \n",
"6 Финансовое обеспечение выполнения функций феде... 020 01 0108 \n",
"7 Иные бюджетные ассигнования 020 01 0108 \n",
"8 Прикладные научные исследования в области обще... 020 01 0112 \n",
"9 Государственная программа Российской Федерации... 020 01 0112 \n",
"10 Подпрограмма \"Авиационная наука и технологии\" 020 01 0112 \n",
"11 Основное мероприятие \"Выполнение научно-исслед... 020 01 0112 \n",
"12 Финансовое обеспечение выполнения функций феде... 020 01 0112 \n",
"13 Закупка товаров, работ и услуг для обеспечения... 020 01 0112 \n",
"14 Другие общегосударственные вопросы 020 01 0113 \n",
"15 Государственная программа Российской Федерации... 020 01 0113 \n",
"16 Подпрограмма \"Создание национальной системы по... 020 01 0113 \n",
"17 Основное мероприятие \"Промоутерская поддержка ... 020 01 0113 \n",
"18 Финансовое обеспечение выполнения функций феде... 020 01 0113 \n",
"19 Закупка товаров, работ и услуг для обеспечения... 020 01 0113 \n",
"20 Национальная оборона 020 02 None \n",
"21 Прикладные научные исследования в области наци... 020 02 0208 \n",
"22 Государственная программа Российской Федерации... 020 02 0208 \n",
"23 Подпрограмма \"Содействие проведению научных ис... 020 02 0208 \n",
"24 Основное мероприятие \"Научные исследования и с... 020 02 0208 \n",
"25 Финансовое обеспечение выполнения функций феде... 020 02 0208 \n",
"26 Закупка товаров, работ и услуг для обеспечения... 020 02 0208 \n",
"27 Другие вопросы в области национальной обороны 020 02 0209 \n",
"28 Государственная программа Российской Федерации... 020 02 0209 \n",
"29 Подпрограмма \"Стимулирование развития оборонно... 020 02 0209 \n",
"... ... ... ... ... \n",
"10039 Реализация национального проекта \"Демография\" 777 11 1104 \n",
"10040 Предоставление субсидий бюджетным, автономным ... 777 11 1104 \n",
"10041 Основное мероприятие \"Организация и проведение... 777 11 1104 \n",
"10042 Финансовое обеспечение выполнения функций феде... 777 11 1104 \n",
"10043 Закупка товаров, работ и услуг для обеспечения... 777 11 1104 \n",
"10044 Подпрограмма \"Развитие спорта высших достижени... 777 11 1104 \n",
"10045 Основное мероприятие \"Организация и проведение... 777 11 1104 \n",
"10046 Финансовое обеспечение выполнения функций феде... 777 11 1104 \n",
"10047 Закупка товаров, работ и услуг для обеспечения... 777 11 1104 \n",
"10048 Предоставление субсидий бюджетным, автономным ... 777 11 1104 \n",
"10049 Федеральная целевая программа \"Развитие физиче... 777 11 1104 \n",
"10050 Иные мероприятия федеральной целевой программы 777 11 1104 \n",
"10051 Финансовое обеспечение выполнения функций феде... 777 11 1104 \n",
"10052 Закупка товаров, работ и услуг для обеспечения... 777 11 1104 \n",
"10053 Другие вопросы в области физической культуры и... 777 11 1105 \n",
"10054 Государственная программа Российской Федерации... 777 11 1105 \n",
"10055 Подпрограмма \"Управление развитием отрасли физ... 777 11 1105 \n",
"10056 Основное мероприятие \"Реализация государственн... 777 11 1105 \n",
"10057 Финансовое обеспечение выполнения функций феде... 777 11 1105 \n",
"10058 Расходы на выплаты персоналу в целях обеспечен... 777 11 1105 \n",
"10059 Закупка товаров, работ и услуг для обеспечения... 777 11 1105 \n",
"10060 Социальное обеспечение и иные выплаты населению 777 11 1105 \n",
"10061 Капитальные вложения в объекты государственной... 777 11 1105 \n",
"10062 Иные бюджетные ассигнования 777 11 1105 \n",
"10063 Основное мероприятие \"Развитие международного ... 777 11 1105 \n",
"10064 Субсидии на финансовое обеспечение мероприятий... 777 11 1105 \n",
"10065 Предоставление субсидий бюджетным, автономным ... 777 11 1105 \n",
"10066 Основное мероприятие \"Внедрение современных ин... 777 11 1105 \n",
"10067 Финансовое обеспечение выполнения функций феде... 777 11 1105 \n",
"10068 Закупка товаров, работ и услуг для обеспечения... 777 11 1105 \n",
"\n",
" csr_program csr_article vr budget2019 \n",
"0 None None None 1.372320e+10 \n",
"1 None None None 3.764679e+08 \n",
"2 None None None 6.382436e+05 \n",
"3 None None None 3.829520e+04 \n",
"4 99000 00000 None 3.829520e+04 \n",
"5 99900 00000 None 3.829520e+04 \n",
"6 99900 90000 None 3.829520e+04 \n",
"7 99900 90000 800 3.829520e+04 \n",
"8 None None None 5.000000e+05 \n",
"9 17000 00000 None 5.000000e+05 \n",
"10 17700 00000 None 5.000000e+05 \n",
"11 17702 00000 None 5.000000e+05 \n",
"12 17702 90000 None 5.000000e+05 \n",
"13 17702 90000 200 5.000000e+05 \n",
"14 None None None 9.994840e+04 \n",
"15 27000 00000 None 9.994840e+04 \n",
"16 27300 00000 None 9.994840e+04 \n",
"17 27302 00000 None 9.994840e+04 \n",
"18 27302 90000 None 9.994840e+04 \n",
"19 27302 90000 200 9.994840e+04 \n",
"20 None None None 3.247580e+06 \n",
"21 None None None 2.900000e+03 \n",
"22 16000 00000 None 2.900000e+03 \n",
"23 16600 00000 None 2.900000e+03 \n",
"24 16602 00000 None 2.900000e+03 \n",
"25 16602 90000 None 2.900000e+03 \n",
"26 16602 90000 200 2.900000e+03 \n",
"27 None None None 3.244680e+06 \n",
"28 44000 00000 None 3.244680e+06 \n",
"29 44100 00000 None 3.244680e+06 \n",
"... ... ... ... ... \n",
"10039 131P5 P0000 None 1.700000e+04 \n",
"10040 131P5 P0000 600 1.700000e+04 \n",
"10041 13106 00000 None 1.200000e+04 \n",
"10042 13106 90000 None 1.200000e+04 \n",
"10043 13106 90000 200 1.200000e+04 \n",
"10044 13200 00000 None 4.157728e+05 \n",
"10045 13206 00000 None 4.157728e+05 \n",
"10046 13206 90000 None 4.157728e+05 \n",
"10047 13206 90000 200 2.000000e+04 \n",
"10048 13206 90000 600 3.957728e+05 \n",
"10049 13600 00000 None 1.000000e+04 \n",
"10050 13699 00000 None 1.000000e+04 \n",
"10051 13699 90000 None 1.000000e+04 \n",
"10052 13699 90000 200 1.000000e+04 \n",
"10053 None None None 9.740692e+05 \n",
"10054 13000 00000 None 9.740692e+05 \n",
"10055 13400 00000 None 9.740692e+05 \n",
"10056 13402 00000 None 9.323346e+05 \n",
"10057 13402 90000 None 9.323346e+05 \n",
"10058 13402 90000 100 2.535190e+05 \n",
"10059 13402 90000 200 9.414930e+04 \n",
"10060 13402 90000 300 1.800000e+04 \n",
"10061 13402 90000 400 4.666633e+05 \n",
"10062 13402 90000 800 1.000030e+05 \n",
"10063 13404 00000 None 0.000000e+00 \n",
"10064 13404 60260 None 0.000000e+00 \n",
"10065 13404 60260 600 0.000000e+00 \n",
"10066 13405 00000 None 4.173460e+04 \n",
"10067 13405 90000 None 4.173460e+04 \n",
"10068 13405 90000 200 4.173460e+04 \n",
"\n",
"[10069 rows x 8 columns]"
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fields = ['name', 'grbs', 'topic', 'subtopic', 'csr_program', 'csr_article', 'vr', 'budget2019']\n",
"df = pd.DataFrame(full_2019_1_1, columns=fields)\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"А теперь сделаем выборку всех главных распределителей средств и то сколько средств выделено каждому из них."
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>grbs</th>\n",
" <th>budget2019</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Министерство промышленности и торговли Российс...</td>\n",
" <td>020</td>\n",
" <td>3.764679e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>476</th>\n",
" <td>Министерство энергетики Российской Федерации</td>\n",
" <td>022</td>\n",
" <td>2.487886e+07</td>\n",
" </tr>\n",