समय-श्रृंखला डेटा पर सांख्यिक समेकन लागू करना

PostgreSQL में Time Series Analysis

Jasmin Ludolf

Content Developer, DataCamp

सांख्यिक समेकन

Aggregate functions: MIN(), MAX(), SUM(), AVG(), COUNT()
Statistical aggregates: mean और median

चार लोग एक बोर्ड के आसपास, जिस पर विश्लेषणात्मक और सांख्यिक विज़ुअलाइज़ेशन दिख रहे हैं।

औसत निकालना

SELECT
  AVG(views)::INTEGER as avg_views
  title
FROM dc_news_fact
JOIN dc_news_dim USING(id)
GROUP BY title
ORDER BY avg_views DESC;

|avg_views|title                      |
|---------|---------------------------|
|      207|For the Wealthiest, a Pr...|
|       12|Pet surrenders on rise a...|
|       12|Argentina's New Presiden...|
|        7|These 5 charts prove tha...|
|        7|How Is the Economy Doing...|

प्रति दिन औसत views

WITH day_views AS (
  SELECT id, ts::DATE AS date, SUM(views) AS views
  FROM dc_news_fact
  GROUP BY id, date
)
SELECT
  AVG(views)::INTEGER AS avg
  title
FROM day_views JOIN dc_news_dim USING(id)
GROUP BY title
ORDER BY avg DESC;

प्रति दिन औसत views

| avg|title                                                            |
|----|-----------------------------------------------------------------|
|9855|For the Wealthiest, a Private Tax System That Saves Them Billions|
| 579|Pet surrenders on rise as Fort McMurray's economy falls          |
| 574|Argentina's New President Moves Swiftly to Shake Up the Economy  |
| 352|How Is the Economy Doing? Politics May Decide Your Answer        |
| 348|These 5 charts prove that the economy does better under ...      |

प्रति दिन औसत views

SELECT
  (SUM(views)/COUNT(DISTINCT ts::DATE))::INTEGER as avg,
  title
FROM dc_news_fact JOIN dc_news_dim USING(id)
GROUP BY title 
ORDER BY avg DESC;

|avg |title                                                            |
|----|-----------------------------------------------------------------|
|9855|For the Wealthiest, a Private Tax System That Saves Them Billions|
| 579|Pet surrenders on rise as Fort McMurray's economy falls          |
| 574|Argentina's New President Moves Swiftly to Shake Up the Economy  |
...

विच्छिन्न और सतत median

Discrete median: बीच के मान के सबसे पास आने वाला पहला मान
Continuous median: ऐसा मान जो डेटासेट को आधा कर दे

तत्वों की विषम संख्या

Series = (1, 2, 3, 4, 5)
Discrete median = 3
Continuous median = 3

तत्वों की सम संख्या

Series = (1, 2, 3, 4)
Discrete median = 2
Continuous median = 2.5

Ordered-set aggregate functions

PERCENTILE_DISC()
PERCENTILE_CONT()
Ordered-set aggregate functions: PERCENTILE_DISC(fraction) WITHIN GROUP (ORDER BY field)

SELECT
  PERCENTILE_CONT(0.5) WITHIN GROUP
  (ORDER BY value) AS median_cont,
  PERCENTILE_DISC(0.5) WITHIN GROUP
  (ORDER BY value) AS median_disc
FROM
(
  VALUES
  (1,1), (1,2), (1,3), (1,4), (1,5),
  (2,1), (2,5), (2,7), (2,11), (2,11)
) AS t (id, value)
GROUP BY id;

Ordered-set aggregate functions

|median_cont|median_disc|
|-----------|-----------|
|        3.0|          3|
|        7.0|          7|

Median, quantile, percentile, quartile

Median एक प्रकार का percentile है
Percentile एक प्रकार का quantile है

Quantile: किसी sample को लगभग बराबर उपसमूहों में बाँटता है
- quartiles (चार उपसमूह)
- deciles (दस उपसमूह)

क्वार्टाइल्स की गणना

SELECT
  PERCENTILE_DISC(0.25) WITHIN GROUP (ORDER BY value) AS ptile_25,
  PERCENTILE_DISC(0.5) WITHIN GROUP (ORDER BY value) AS ptile_50,
  PERCENTILE_DISC(0.75) WITHIN GROUP (ORDER BY value) AS ptile_75
FROM
(
  VALUES 
  (1,1), (1,2), (1,3), (1,4), (1,5)
) AS t (id, value)
GROUP BY id;

|ptile_25|ptile_50|ptile_75|
|--------|--------|--------|
|       2|       3|       4|

डिस्क्रीट क्वार्टाइल्स की array निकालना

SELECT
  PERCENTILE_DISC(ARRAY[0.25, 0.5, 0.75]) 
  WITHIN GROUP (ORDER BY value) AS median_disc
FROM (
  VALUES
  (1,1), (1,2), (1,3), (1,4), (1,5) )
  AS t (id, value)
GROUP BY id;

|median_disc|
|-----------|
|{2,3,4}    |

अभ्यास करते हैं!

PostgreSQL में Time Series Analysis