pyspark_beginner.ipynb 588 KB
Newer Older
Python Developer's avatar
Python Developer committed
1
2
3
4
5
6
7
8
9
10
11
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
{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "pyspark_beginner.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MWdWarYwFwh9",
        "outputId": "87421959-c88d-4123-ecf5-b680af341f62"
      },
      "source": [
        "!pip install pyspark==3.0.1 py4j==0.10.9"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting pyspark==3.0.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f0/26/198fc8c0b98580f617cb03cb298c6056587b8f0447e20fa40c5b634ced77/pyspark-3.0.1.tar.gz (204.2MB)\n",
            "\u001b[K     |████████████████████████████████| 204.2MB 61kB/s \n",
            "\u001b[?25hCollecting py4j==0.10.9\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/9e/b6/6a4fb90cd235dc8e265a6a2067f2a2c99f0d91787f06aca4bcf7c23f3f80/py4j-0.10.9-py2.py3-none-any.whl (198kB)\n",
            "\u001b[K     |████████████████████████████████| 204kB 17.6MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: pyspark\n",
            "  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyspark: filename=pyspark-3.0.1-py2.py3-none-any.whl size=204612242 sha256=a15dfceb028c0f8800d7708da6ecb8e08cbe1aef296480d8fdafe810fafe8d42\n",
            "  Stored in directory: /root/.cache/pip/wheels/5e/bd/07/031766ca628adec8435bb40f0bd83bb676ce65ff4007f8e73f\n",
            "Successfully built pyspark\n",
            "Installing collected packages: py4j, pyspark\n",
            "Successfully installed py4j-0.10.9 pyspark-3.0.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cv6THbRdCzvr"
      },
      "source": [
        "from pyspark.sql import SparkSession\n",
        "\n",
        "spark = SparkSession.builder\\\n",
        "        .master(\"local[*]\")\\\n",
        "        .appName('PySpark_Tutorial')\\\n",
        "        .getOrCreate()"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bun_QlqjGH9S",
        "outputId": "bb6e34cd-67db-48ae-ac72-01b0198d9645"
      },
      "source": [
        "data = spark.read.csv(\n",
        "    'stocks_price_final.csv',\n",
        "    sep=',',\n",
        "    header=True,\n",
        ")\n",
        "\n",
        "data.printSchema()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "root\n",
            " |-- _c0: string (nullable = true)\n",
            " |-- symbol: string (nullable = true)\n",
            " |-- date: string (nullable = true)\n",
            " |-- open: string (nullable = true)\n",
            " |-- high: string (nullable = true)\n",
            " |-- low: string (nullable = true)\n",
            " |-- close: string (nullable = true)\n",
            " |-- volume: string (nullable = true)\n",
            " |-- adjusted: string (nullable = true)\n",
            " |-- market.cap: string (nullable = true)\n",
            " |-- sector: string (nullable = true)\n",
            " |-- industry: string (nullable = true)\n",
            " |-- exchange: string (nullable = true)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nDGZnn0lGIA_",
        "outputId": "80d007ab-e92a-43cb-9a37-f367cc0c6607"
      },
      "source": [
        "from pyspark.sql.types import *\n",
        "\n",
        "data_schema = [\n",
        "               StructField('_c0', IntegerType(), True),\n",
        "               StructField('symbol', StringType(), True),\n",
        "               StructField('data', DateType(), True),\n",
        "               StructField('open', DoubleType(), True),\n",
        "               StructField('high', DoubleType(), True),\n",
        "               StructField('low', DoubleType(), True),\n",
        "               StructField('close', DoubleType(), True),\n",
        "               StructField('volume', IntegerType(), True),\n",
        "               StructField('adjusted', DoubleType(), True),\n",
        "               StructField('market.cap', StringType(), True),\n",
        "               StructField('sector', StringType(), True),\n",
        "               StructField('industry', StringType(), True),\n",
        "               StructField('exchange', StringType(), True),\n",
        "            ]\n",
        "\n",
        "final_struc = StructType(fields = data_schema)\n",
        "\n",
        "data = spark.read.csv(\n",
        "    'stocks_price_final.csv',\n",
        "    sep=',',\n",
        "    header=True,\n",
        "    schema=final_struc \n",
        ")\n",
        "\n",
        "data.printSchema()"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "root\n",
            " |-- _c0: integer (nullable = true)\n",
            " |-- symbol: string (nullable = true)\n",
            " |-- data: date (nullable = true)\n",
            " |-- open: double (nullable = true)\n",
            " |-- high: double (nullable = true)\n",
            " |-- low: double (nullable = true)\n",
            " |-- close: double (nullable = true)\n",
            " |-- volume: integer (nullable = true)\n",
            " |-- adjusted: double (nullable = true)\n",
            " |-- market.cap: string (nullable = true)\n",
            " |-- sector: string (nullable = true)\n",
            " |-- industry: string (nullable = true)\n",
            " |-- exchange: string (nullable = true)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a_n50s6eGIEg",
        "outputId": "931b8d03-257d-434e-dfd2-881afb2857a2"
      },
      "source": [
        "data.columns"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['_c0',\n",
              " 'symbol',\n",
              " 'data',\n",
              " 'open',\n",
              " 'high',\n",
              " 'low',\n",
              " 'close',\n",
              " 'volume',\n",
              " 'adjusted',\n",
              " 'market.cap',\n",
              " 'sector',\n",
              " 'industry',\n",
              " 'exchange']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MguG5jDkGIIs",
        "outputId": "bf631a7b-6d6c-4c69-b169-f12bc1d8e822"
      },
      "source": [
        "data = data.withColumn('date', data.data)\n",
        "\n",
        "data.show(5)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+----------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close| volume| adjusted|market.cap|       sector|            industry|exchange|      date|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+----------+\n",
            "|  1|   TXG|2019-09-12|     54.0|     58.0|     51.0|    52.75|7326300|    52.75|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-12|\n",
            "|  2|   TXG|2019-09-13|    52.75|   54.355|49.150002|    52.27|1025200|    52.27|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-13|\n",
            "|  3|   TXG|2019-09-16|52.450001|     56.0|52.009998|55.200001| 269900|55.200001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-16|\n",
            "|  4|   TXG|2019-09-17|56.209999|60.900002|   55.423|56.779999| 602800|56.779999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-17|\n",
            "|  5|   TXG|2019-09-18|56.849998|    62.27|55.650002|     62.0|1589600|     62.0|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-18|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+----------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rD5Bimpy8FPU"
      },
      "source": [
        "# Удаление строк с пропущенными значениями\n",
        "data.na.drop()\n",
        "\n",
        "# Замена отсутствующих значений средним\n",
        "data.na.fill(data.select(f.mean(data['open'])).collect()[0][0])\n",
        "\n",
        "# Замена отсутствующих значений новыми\n",
        "data.na.replace(old_value, new_vallue)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bKUwaTkc83uo",
        "outputId": "c94f2103-053e-42f2-b6e1-b96557d2a5b2"
      },
      "source": [
        "# Выбор одного столбца\n",
        "data.select('sector').show(5)\n",
        "\n",
        "# Выбор нескольких столбцов\n",
        "data.select(['open', 'close', 'adjusted']).show(5)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+-------------+\n",
            "|       sector|\n",
            "+-------------+\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "+-------------+\n",
            "only showing top 5 rows\n",
            "\n",
            "+---------+---------+---------+\n",
            "|     open|    close| adjusted|\n",
            "+---------+---------+---------+\n",
            "|     54.0|    52.75|    52.75|\n",
            "|    52.75|    52.27|    52.27|\n",
            "|52.450001|55.200001|55.200001|\n",
            "|56.209999|56.779999|56.779999|\n",
            "|56.849998|     62.0|     62.0|\n",
            "+---------+---------+---------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YjSA3vBN9x3s",
        "outputId": "189f7983-6a48-4ead-dfed-ec33c862fea1"
      },
      "source": [
        "from pyspark.sql.functions import col, lit\n",
        "\n",
        "data.filter( (col('data') >= lit('2020-01-01')) & (col('data') <= lit('2020-01-31')) ).show(5)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+------+---------+----------+-------------+--------------------+--------+----------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close|volume| adjusted|market.cap|       sector|            industry|exchange|      date|\n",
            "+---+------+----------+---------+---------+---------+---------+------+---------+----------+-------------+--------------------+--------+----------+\n",
            "| 78|   TXG|2020-01-02|76.910004|77.989998|71.480003|72.830002|220200|72.830002|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2020-01-02|\n",
            "| 79|   TXG|2020-01-03|71.519997|76.188004|70.580002|75.559998|288300|75.559998|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2020-01-03|\n",
            "| 80|   TXG|2020-01-06|75.269997|77.349998|73.559998|75.550003|220600|75.550003|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2020-01-06|\n",
            "| 81|   TXG|2020-01-07|     76.0|77.279999|    75.32|75.980003|182400|75.980003|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2020-01-07|\n",
            "| 82|   TXG|2020-01-08|76.089996|76.949997|72.739998|74.839996|172100|74.839996|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2020-01-08|\n",
            "+---+------+----------+---------+---------+---------+---------+------+---------+----------+-------------+--------------------+--------+----------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oarhHfTN-o4o",
        "outputId": "bb8ba756-9209-46fd-f859-463b503dd263"
      },
      "source": [
        "from pyspark.sql import functions as f\n",
        "\n",
        "data.select('open', 'close', \n",
        "            f.when(data.adjusted >= 200.0, 1).otherwise(0)\n",
        ").show(5)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---------+---------+-----------------------------------------------+\n",
            "|     open|    close|CASE WHEN (adjusted >= 200.0) THEN 1 ELSE 0 END|\n",
            "+---------+---------+-----------------------------------------------+\n",
            "|     54.0|    52.75|                                              0|\n",
            "|    52.75|    52.27|                                              0|\n",
            "|52.450001|55.200001|                                              0|\n",
            "|56.209999|56.779999|                                              0|\n",
            "|56.849998|     62.0|                                              0|\n",
            "+---------+---------+-----------------------------------------------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EXwdUerh_92J",
        "outputId": "921ee668-eebf-4e88-fd9b-2b807621c45e"
      },
      "source": [
        "data.select(\n",
        "    'sector', \n",
        "    data.sector.rlike('^[B,C]').alias('Колонка sector начинается с B или C')\n",
        ").distinct().show()"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+--------------------+-----------------------------------+\n",
            "|              sector|Колонка sector начинается с B или C|\n",
            "+--------------------+-----------------------------------+\n",
            "|         Health Care|                              false|\n",
            "|       Capital Goods|                               true|\n",
            "|Consumer Non-Dura...|                               true|\n",
            "|    Public Utilities|                              false|\n",
            "|   Consumer Durables|                               true|\n",
            "|             Finance|                              false|\n",
            "|      Transportation|                              false|\n",
            "|       Miscellaneous|                              false|\n",
            "|   Consumer Services|                               true|\n",
            "|              Energy|                              false|\n",
            "|    Basic Industries|                               true|\n",
            "|          Technology|                              false|\n",
            "+--------------------+-----------------------------------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oFuzAakxCmMH",
        "outputId": "ec859887-5c25-49d5-b48f-2ca9128b7b65"
      },
      "source": [
        "data.select(['industry', 'open', 'close', 'adjusted'])\\\n",
        "    .groupBy('industry')\\\n",
        "    .mean()\\\n",
        "    .show()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+--------------------+------------------+------------------+------------------+\n",
            "|            industry|         avg(open)|        avg(close)|     avg(adjusted)|\n",
            "+--------------------+------------------+------------------+------------------+\n",
            "|Finance/Investors...| 3.529244897959181|3.5353205782312944|3.5353205782312944|\n",
            "|       Miscellaneous| 16.38588266938776|16.359879090306134|16.148959322959197|\n",
            "|Investment Banker...|62.333901334496325| 62.37246561606532| 61.55969915614357|\n",
            "|   Food Distributors| 45.65809441456504| 45.67234310852935| 45.34223485604988|\n",
            "|Miscellaneous man...| 11.14047002368805| 11.13651773651604| 10.95841191873178|\n",
            "|    Ophthalmic Goods| 39.45562669792604|39.502822305680795|39.502822305680795|\n",
            "|        Broadcasting|23.309470416711786|  23.2892462190713| 23.08209151044482|\n",
            "|Agricultural Chem...|11.290970091198963| 11.27028322895409|11.119621191645411|\n",
            "|Biotechnology: Bi...|24.688695545271894|24.683707300386374|24.624675868516753|\n",
            "|Other Specialty S...| 99.34484284425467| 99.33181131587362|  99.1277070988772|\n",
            "|Biotechnology: El...| 26.56934150316109| 26.53734403749723|26.479531661216456|\n",
            "|Other Consumer Se...| 37.71638445754133| 37.70181239700065| 37.60048359121194|\n",
            "|Electric Utilitie...|36.275636463570265| 36.28696973697241|35.364402035831226|\n",
            "|     Specialty Foods| 57.09047789239243| 57.06393155605609|56.078563094594536|\n",
            "|    Plastic Products|  35.3908973571428| 35.40757144727893|35.128401083900215|\n",
            "|Precision Instrum...|24.476071367346933|24.506250015306108|24.506250015306108|\n",
            "|        Water Supply| 38.58480160549215| 38.59010950135055| 38.17960081902757|\n",
            "|               Banks|22.130859516558562| 22.12927314254012| 21.72244576476611|\n",
            "|Farming/Seeds/Mil...|21.481462809331248|21.476718319659128|21.025756870576295|\n",
            "|Medical/Nursing S...|   70.785006444486| 70.84432565925225| 70.50431863532707|\n",
            "+--------------------+------------------+------------------+------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ws6HHHxVDR1S",
        "outputId": "69ae49c8-9d92-424e-ac45-d73faee5102a"
      },
      "source": [
        "from pyspark.sql import functions as f\n",
        "\n",
        "data.filter((col('data') >= lit('2019-01-02')) & (col('data') <= lit('2020-01-31')))\\\n",
        "    .groupBy(\"sector\") \\\n",
        "    .agg(f.min(\"data\").alias(\"С\"), \n",
        "         f.max(\"data\").alias(\"По\"), \n",
        "         \n",
        "         f.min(\"open\").alias(\"Минимум при открытии\"),\n",
        "         f.max(\"open\").alias(\"Максимум при открытии\"), \n",
        "         f.avg(\"open\").alias(\"Среднее в open\"), \n",
        "\n",
        "         f.min(\"close\").alias(\"Минимум при закрытии\"), \n",
        "         f.max(\"close\").alias(\"Максимум при закрытии\"), \n",
        "         f.avg(\"close\").alias(\"Среднее в close\"), \n",
        "\n",
        "         f.min(\"adjusted\").alias(\"Скорректированный минимум\"), \n",
        "         f.max(\"adjusted\").alias(\"Скорректированный максимум\"), \n",
        "         f.avg(\"adjusted\").alias(\"Среднее в adjusted\"), \n",
        "\n",
        "      ).show(truncate=False)"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---------------------+----------+----------+--------------------+---------------------+------------------+--------------------+---------------------+------------------+-------------------------+--------------------------+------------------+\n",
            "|sector               |С         |По        |Минимум при открытии|Максимум при открытии|Среднее в open    |Минимум при закрытии|Максимум при закрытии|Среднее в close   |Скорректированный минимум|Скорректированный максимум|Среднее в adjusted|\n",
            "+---------------------+----------+----------+--------------------+---------------------+------------------+--------------------+---------------------+------------------+-------------------------+--------------------------+------------------+\n",
            "|Miscellaneous        |2019-01-02|2020-01-31|0.16                |690.0                |51.51619596530094 |0.16                |691.099976           |51.54953412269053 |0.16                     |691.099976                |51.21050733851903 |\n",
            "|Health Care          |2019-01-02|2020-01-31|0.072               |186000.0             |146.77561975676196|0.071               |187000.0             |145.63974140826105|0.071                    |187000.0                  |145.50092663131548|\n",
            "|Public Utilities     |2019-01-02|2020-01-31|0.62                |269.459991           |36.67104182710834 |0.66                |269.929993           |36.684334349345605|0.66                     |267.056549                |35.55794068386673 |\n",
            "|Energy               |2019-01-02|2020-01-31|0.13                |905.0                |27.695591382025718|0.13                |901.039978           |27.676750848215654|0.13                     |879.057007                |26.675108967542013|\n",
            "|Consumer Non-Durables|2019-01-02|2020-01-31|0.22                |441.190002           |44.68703179837432 |0.22                |441.26001            |44.69028854824002 |0.22                     |441.26001                 |44.00786604732114 |\n",
            "|Finance              |2019-01-02|2020-01-31|0.284               |1199.030029          |40.304979730179085|0.27                |1196.22998           |40.330617430180055|0.27                     |1196.22998                |39.41408818854872 |\n",
            "|Basic Industries     |2019-01-02|2020-01-31|0.277               |1.60168176E8         |334814.23540859646|0.272               |1.58376592E8         |334289.2550689392 |0.272                    |1.57249392E8              |331916.3926153813 |\n",
            "|Capital Goods        |2019-01-02|2020-01-31|0.21                |4025.0               |61.479283472745024|0.22                |4030.0               |61.526343209090065|-1.022682                |4030.0                    |60.79992564173739 |\n",
            "|Technology           |2019-01-02|2020-01-31|0.14                |2704.0               |49.63989857764513 |0.13                |2736.0               |49.64697306066007 |0.13                     |2736.0                    |49.271465831557585|\n",
            "|Consumer Services    |2019-01-02|2020-01-31|0.21                |15437.5              |58.50570512458658 |0.201               |19843.75             |58.49787065225812 |0.201                    |19843.75                  |57.56926626388146 |\n",
            "|Consumer Durables    |2019-01-02|2020-01-31|0.32                |106250.0             |439.96307151506704|0.31                |103906.25            |436.78385305589006|0.31                     |103906.25                 |436.1655366019183 |\n",
            "|Transportation       |2019-01-02|2020-01-31|0.61                |268.190002           |39.514098111525676|0.63                |269.630005           |39.52829761002284 |0.63                     |267.881714                |38.86532091563174 |\n",
            "+---------------------+----------+----------+--------------------+---------------------+------------------+--------------------+---------------------+------------------+-------------------------+--------------------------+------------------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "FL0ePyQwGLgn",
        "outputId": "9712456f-50ee-45ad-e4c6-ea5fe2a246a4"
      },
      "source": [
        "from matplotlib import pyplot as plt\n",
        "\n",
        "sec_df =  data.select(['sector', \n",
        "                       'open', \n",
        "                       'close', \n",
        "                       'adjusted']\n",
        "                     )\\\n",
        "                     .groupBy('sector')\\\n",
        "                     .mean()\\\n",
        "                     .toPandas()\n",
        "\n",
        "ind = list(range(12))\n",
        "ind.pop(6)\n",
        "\n",
        "sec_df.iloc[ind ,:].plot(kind='bar', x='sector', y=sec_df.columns.tolist()[1:], \n",
        "                         figsize=(12, 6), ylabel='Stock Price', xlabel='Sector')\n",
        "plt.show()"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "7L2Q0iDJKOlP",
        "outputId": "5cf5119a-d884-40a8-9283-c830afe28ffe"
      },
      "source": [
        "industries_x = data.select(['industry', 'open', 'close', 'adjusted']).groupBy('industry').mean().toPandas()\n",
        "\n",
        "q  = industries_x[(industries_x.industry != 'Major Chemicals') & (industries_x.industry != 'Building Products')]\n",
        "q.plot(kind='barh', x='industry', y=q.columns.tolist()[1:], figsize=(10, 50), xlabel='Stock Price', ylabel='Industry')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x3600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "PuB8Cv5YLQYf",
        "outputId": "9075dd94-361b-4d7c-fdc8-2452e45fc2ad"
      },
      "source": [
        "from pyspark.sql.functions import col\n",
        "\n",
        "tech = data.where(col('sector') == 'Technology')\\\n",
        "           .select('data', 'open', 'close', 'adjusted')\n",
        "\n",
        "fig, axes = plt.subplots(nrows=3, ncols=1, figsize =(60, 30))\n",
        "tech.toPandas().plot(kind='line', x='data', y='open', \n",
        "                     xlabel='Диапазон дат', ylabel='Начальная цена акции', \n",
        "                     ax=axes[0], color='mediumspringgreen')\n",
        "tech.toPandas().plot(kind='line', x='data', y='close',\n",
        "                     xlabel='Диапазон дат', ylabel='Цена закрытия акций',\n",
        "                     ax=axes[1], color='tomato')\n",
        "tech.toPandas().plot(kind='line', x='data', y='adjusted', \n",
        "                     xlabel='Диапазон дат', ylabel='Скорректированная цена акций', \n",
        "                     ax=axes[2], color='orange')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 4320x2160 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A5IXl4ydMTlh"
      },
      "source": [
        "# CSV\n",
        "data.write.csv('dataset.csv')\n",
        "\n",
        "# JSON\n",
        "data.write.save('dataset.json', format='json')\n",
        "\n",
        "# Parquet\n",
        "data.write.save('dataset.parquet', format='parquet')\n",
        "\n",
        "# Запись выбранных данных в различные форматы файлов\n",
        "\n",
        "# CSV\n",
        "data.select(['data', 'open', 'close', 'adjusted'])\\\n",
        "    .write.csv('dataset.csv')\n",
        "\n",
        "# JSON\n",
        "data.select(['data', 'open', 'close', 'adjusted'])\\\n",
        "    .write.save('dataset.json', format='json')\n",
        "\n",
        "# Parquet\n",
        "data.select(['data', 'open', 'close', 'adjusted'])\\\n",
        "    .write.save('dataset.parquet', format='parquet')"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}