AAPL prices

Dataset statistics

Number of variables	9
Number of observations	3939
Missing cells	31
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	277.1 KiB
Average record size in memory	72.0 B

Variable types

Numeric	8
DateTime	1

Alerts

`df_index` is highly correlated with `Adj Close` and 5 other fields	High correlation
`Adj Close` is highly correlated with `df_index` and 5 other fields	High correlation
`Close` is highly correlated with `df_index` and 5 other fields	High correlation
`High` is highly correlated with `df_index` and 5 other fields	High correlation
`Low` is highly correlated with `df_index` and 5 other fields	High correlation
`Open` is highly correlated with `df_index` and 5 other fields	High correlation
`Volume` is highly correlated with `df_index` and 5 other fields	High correlation
`df_index` is highly correlated with `Adj Close` and 5 other fields	High correlation
`Adj Close` is highly correlated with `df_index` and 4 other fields	High correlation
`Close` is highly correlated with `df_index` and 5 other fields	High correlation
`High` is highly correlated with `df_index` and 5 other fields	High correlation
`Low` is highly correlated with `df_index` and 5 other fields	High correlation
`Open` is highly correlated with `df_index` and 5 other fields	High correlation
`Volume` is highly correlated with `df_index` and 4 other fields	High correlation
`df_index` is highly correlated with `Adj Close` and 5 other fields	High correlation
`Adj Close` is highly correlated with `df_index` and 5 other fields	High correlation
`Close` is highly correlated with `df_index` and 5 other fields	High correlation
`High` is highly correlated with `df_index` and 5 other fields	High correlation
`Low` is highly correlated with `df_index` and 5 other fields	High correlation
`Open` is highly correlated with `df_index` and 5 other fields	High correlation
`Volume` is highly correlated with `df_index` and 5 other fields	High correlation
`df_index` is highly correlated with `Adj Close` and 5 other fields	High correlation
`Adj Close` is highly correlated with `df_index` and 5 other fields	High correlation
`Close` is highly correlated with `df_index` and 5 other fields	High correlation
`High` is highly correlated with `df_index` and 5 other fields	High correlation
`Low` is highly correlated with `df_index` and 5 other fields	High correlation
`Open` is highly correlated with `df_index` and 5 other fields	High correlation
`Volume` is highly correlated with `df_index` and 5 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Date` has unique values	Unique

Reproduction

Analysis started	2022-03-13 23:51:12.338352
Analysis finished	2022-03-13 23:51:18.572567
Duration	6.23 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	3939
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13183

Minimum	11214
Maximum	15152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	11214
5-th percentile	11410.9
Q1	12198.5
median	13183
Q3	14167.5
95-th percentile	14955.1
Maximum	15152
Range	3938
Interquartile range (IQR)	1969

Descriptive statistics

Standard deviation	1137.235684
Coefficient of variation (CV)	0.08626531773
Kurtosis	-1.2
Mean	13183
Median Absolute Deviation (MAD)	985
Skewness	0
Sum	51927837
Variance	1293305
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11214	1	< 0.1%
13830	1	< 0.1%
13832	1	< 0.1%
13833	1	< 0.1%
13834	1	< 0.1%
13835	1	< 0.1%
13836	1	< 0.1%
13837	1	< 0.1%
13838	1	< 0.1%
13839	1	< 0.1%
Other values (3929)	3929	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11214	1	< 0.1%
11215	1	< 0.1%
11216	1	< 0.1%
11217	1	< 0.1%
11218	1	< 0.1%
11219	1	< 0.1%
11220	1	< 0.1%
11221	1	< 0.1%
11222	1	< 0.1%
11223	1	< 0.1%

Value	Count	Frequency (%)
15152	1	< 0.1%
15151	1	< 0.1%
15150	1	< 0.1%
15149	1	< 0.1%
15148	1	< 0.1%
15147	1	< 0.1%
15146	1	< 0.1%
15145	1	< 0.1%
15144	1	< 0.1%
15143	1	< 0.1%

Date
Date

UNIQUE

Distinct	3939
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	30.9 KiB

Minimum	2006-07-03 00:00:00
Maximum	2022-02-15 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Adj Close
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3858
Distinct (%)	98.1%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	33.80212348

Minimum	1.556117773
Maximum	182.0099945
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	1.556117773
5-th percentile	2.759551799
Q1	7.689222932
median	20.43898392
Q3	41.31961346
95-th percentile	132.9122452
Maximum	182.0099945
Range	180.4538767
Interquartile range (IQR)	33.63039052

Descriptive statistics

Standard deviation	39.21592141
Coefficient of variation (CV)	1.160161474
Kurtosis	2.985167341
Mean	33.80212348
Median Absolute Deviation (MAD)	14.72293115
Skewness	1.923305281
Sum	132977.5538
Variance	1537.888492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.805071831	3	0.1%
29.66484833	2	0.1%
2.917528629	2	0.1%
10.3814888	2	0.1%
126.8499985	2	0.1%
4.656068325	2	0.1%
41.72016144	2	0.1%
5.696857452	2	0.1%
3.062483788	2	0.1%
3.296500444	2	0.1%
Other values (3848)	3913	99.3%
(Missing)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.556117773	1	< 0.1%
1.604640245	1	< 0.1%
1.608326077	1	< 0.1%
1.624603152	1	< 0.1%
1.62644577	1	< 0.1%
1.66145587	1	< 0.1%
1.689095616	1	< 0.1%
1.701379538	1	< 0.1%
1.709057093	1	< 0.1%
1.712742805	1	< 0.1%

Value	Count	Frequency (%)
182.0099945	1	< 0.1%
180.3300018	1	< 0.1%
179.6999969	1	< 0.1%
179.4499969	1	< 0.1%
179.3800049	1	< 0.1%
179.3000031	1	< 0.1%
179.2899933	1	< 0.1%
178.1999969	1	< 0.1%
177.5700073	1	< 0.1%
176.2799988	2	0.1%

Close
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3782
Distinct (%)	96.1%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.19240694

Minimum	1.80964303
Maximum	182.0099945
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	1.80964303
5-th percentile	3.209142792
Q1	8.941964388
median	23.01500034
Q3	42.80375004
95-th percentile	133.1100006
Maximum	182.0099945
Range	180.2003515
Interquartile range (IQR)	33.86178565

Descriptive statistics

Standard deviation	38.89158536
Coefficient of variation (CV)	1.10511297
Kurtosis	2.924992715
Mean	35.19240694
Median Absolute Deviation (MAD)	15.97160721
Skewness	1.894809255
Sum	138446.9289
Variance	1512.555412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.33499908	3	0.1%
26.70499992	3	0.1%
43.125	3	0.1%
31.64999962	3	0.1%
4.425000191	3	0.1%
25.1875	3	0.1%
24.90500069	3	0.1%
28.49749947	2	0.1%
28.10000038	2	0.1%
91.02749634	2	0.1%
Other values (3772)	3907	99.2%
(Missing)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.80964303	1	< 0.1%
1.866070986	1	< 0.1%
1.870357037	1	< 0.1%
1.889286041	1	< 0.1%
1.891428947	1	< 0.1%
1.932142973	1	< 0.1%
1.96428597	1	< 0.1%
1.978571057	1	< 0.1%
1.987499952	1	< 0.1%
1.991786003	1	< 0.1%

Value	Count	Frequency (%)
182.0099945	1	< 0.1%
180.3300018	1	< 0.1%
179.6999969	1	< 0.1%
179.4499969	1	< 0.1%
179.3800049	1	< 0.1%
179.3000031	1	< 0.1%
179.2899933	1	< 0.1%
178.1999969	1	< 0.1%
177.5700073	1	< 0.1%
176.2799988	2	0.1%

High
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3731
Distinct (%)	94.8%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.55010744

Minimum	1.888929009
Maximum	182.9400024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	1.888929009
5-th percentile	3.264161038
Q1	9.066696882
median	23.14428616
Q3	43.22812462
95-th percentile	134.6470009
Maximum	182.9400024
Range	181.0510734
Interquartile range (IQR)	34.16142774

Descriptive statistics

Standard deviation	39.31340668
Coefficient of variation (CV)	1.105859012
Kurtosis	2.926426275
Mean	35.55010744
Median Absolute Deviation (MAD)	16.03803492
Skewness	1.896425119
Sum	139854.1227
Variance	1545.543945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.214286089	4	0.1%
7.571428776	3	0.1%
23.92499924	3	0.1%
24.22249985	3	0.1%
6.428571224	3	0.1%
6.721428871	3	0.1%
29.36000061	3	0.1%
24.46999931	3	0.1%
2.928570986	3	0.1%
12.8571434	3	0.1%
Other values (3721)	3903	99.1%
(Missing)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.888929009	1	< 0.1%
1.896785975	1	< 0.1%
1.923213959	1	< 0.1%
1.932857037	1	< 0.1%
1.967143059	1	< 0.1%
1.972856998	1	< 0.1%
1.999642968	1	< 0.1%
2.017499924	1	< 0.1%
2.019643068	1	< 0.1%
2.049999952	1	< 0.1%

Value	Count	Frequency (%)
182.9400024	1	< 0.1%
182.8800049	1	< 0.1%
182.1300049	1	< 0.1%
181.3300018	1	< 0.1%
181.1399994	1	< 0.1%
180.6300049	1	< 0.1%
180.5700073	1	< 0.1%
180.4199982	1	< 0.1%
180.1699982	1	< 0.1%
179.6300049	1	< 0.1%

Low
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3755
Distinct (%)	95.4%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	34.80573631

Minimum	1.791429043
Maximum	179.1199951
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	1.791429043
5-th percentile	3.153071129
Q1	8.832767963
median	22.78232193
Q3	42.45625114
95-th percentile	131.6339981
Maximum	179.1199951
Range	177.3285661
Interquartile range (IQR)	33.62348318

Descriptive statistics

Standard deviation	38.43283598
Coefficient of variation (CV)	1.104209824
Kurtosis	2.926871897
Mean	34.80573631
Median Absolute Deviation (MAD)	15.82160616
Skewness	1.89367752
Sum	136925.7667
Variance	1477.082881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.8125	3	0.1%
5.892857075	3	0.1%
23.52499962	3	0.1%
24.57749939	3	0.1%
27.25749969	2	0.1%
3.121428967	2	0.1%
35.72499847	2	0.1%
27.20000076	2	0.1%
6.530356884	2	0.1%
23.26000023	2	0.1%
Other values (3745)	3910	99.3%
(Missing)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.791429043	1	< 0.1%
1.836071014	1	< 0.1%
1.844642997	1	< 0.1%
1.851786017	1	< 0.1%
1.870000005	1	< 0.1%
1.889999986	1	< 0.1%
1.946429014	1	< 0.1%
1.94749999	1	< 0.1%
1.952499986	1	< 0.1%
1.986070991	1	< 0.1%

Value	Count	Frequency (%)
179.1199951	1	< 0.1%
178.5299988	1	< 0.1%
178.1399994	1	< 0.1%
178.0899963	1	< 0.1%
177.7100067	1	< 0.1%
177.2599945	1	< 0.1%
177.0700073	1	< 0.1%
175.5299988	1	< 0.1%
175.2700043	1	< 0.1%
174.8999939	1	< 0.1%

Open
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3774
Distinct (%)	95.9%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.1771034

Minimum	1.847499967
Maximum	182.6300049
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	1.847499967
5-th percentile	3.209517968
Q1	8.95357132
median	23.0587492
Q3	42.83874989
95-th percentile	133.4275047
Maximum	182.6300049
Range	180.7825049
Interquartile range (IQR)	33.88517857

Descriptive statistics

Standard deviation	38.86557329
Coefficient of variation (CV)	1.104854281
Kurtosis	2.92634114
Mean	35.1771034
Median Absolute Deviation (MAD)	15.95750141
Skewness	1.895410245
Sum	138386.7248
Variance	1510.532787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.75	4	0.1%
18.5357132	3	0.1%
27.5	3	0.1%
39.375	3	0.1%
15.85892868	3	0.1%
29.01000023	3	0.1%
4.963929176	3	0.1%
127.8199997	3	0.1%
24	3	0.1%
29.37999916	2	0.1%
Other values (3764)	3904	99.1%
(Missing)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.847499967	1	< 0.1%
1.858214021	1	< 0.1%
1.875	1	< 0.1%
1.891428947	1	< 0.1%
1.898571014	1	< 0.1%
1.968214035	1	< 0.1%
1.970356941	1	< 0.1%
1.981428981	1	< 0.1%
1.989285946	1	< 0.1%
2.038928986	1	< 0.1%

Value	Count	Frequency (%)
182.6300049	1	< 0.1%
181.1199951	1	< 0.1%
180.1600037	1	< 0.1%
179.6100006	1	< 0.1%
179.4700012	1	< 0.1%
179.3300018	1	< 0.1%
179.2799988	1	< 0.1%
178.0899963	1	< 0.1%
177.8300018	1	< 0.1%
177.0899963	1	< 0.1%

Volume
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3923
Distinct (%)	99.7%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	405159272.4

Minimum	41000000
Maximum	3372969600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.9 KiB

Quantile statistics

Minimum	41000000
5-th percentile	74793940
Q1	125360900
median	271800000
Q3	565728100
95-th percentile	1158813460
Maximum	3372969600
Range	3331969600
Interquartile range (IQR)	440367200

Descriptive statistics

Standard deviation	381807519.2
Coefficient of variation (CV)	0.9423640164
Kurtosis	5.593281967
Mean	405159272.4
Median Absolute Deviation (MAD)	169109000
Skewness	1.968112002
Sum	1.593896578 × 10¹²
Variance	1.457769817 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
768457200	2	0.1%
200760000	2	0.1%
150347200	2	0.1%
146640000	2	0.1%
90956700	2	0.1%
118655600	2	0.1%
420786800	2	0.1%
684196800	2	0.1%
146118800	2	0.1%
391638800	2	0.1%
Other values (3913)	3914	99.4%
(Missing)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
41000000	1	< 0.1%
45448000	1	< 0.1%
45903600	1	< 0.1%
46397700	1	< 0.1%
46617600	1	< 0.1%
46691300	1	< 0.1%
48478800	1	< 0.1%
48493500	1	< 0.1%
48597200	1	< 0.1%
48606400	1	< 0.1%

Value	Count	Frequency (%)
3372969600	1	< 0.1%
3349298400	1	< 0.1%
2952880000	1	< 0.1%
2622057200	1	< 0.1%
2434754000	1	< 0.1%
2364605600	1	< 0.1%
2343278000	1	< 0.1%
2328222400	1	< 0.1%
2294398400	1	< 0.1%
2248808800	1	< 0.1%

Volume Chg
Real number (ℝ)

Distinct	3934
Distinct (%)	99.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.302410089

Minimum	-71.22664985
Maximum	509.0525839
Zeros	5
Zeros (%)	0.1%
Negative	2057
Negative (%)	52.2%
Memory size	30.9 KiB

Quantile statistics

Minimum	-71.22664985
5-th percentile	-38.22593762
Q1	-18.32462815
median	-1.875260507
Q3	20.61966701
95-th percentile	69.29515318
Maximum	509.0525839
Range	580.2792337
Interquartile range (IQR)	38.94429517

Descriptive statistics

Standard deviation	37.3724172
Coefficient of variation (CV)	7.04819442
Kurtosis	15.56564922
Mean	5.302410089
Median Absolute Deviation (MAD)	18.80018823
Skewness	2.445409609
Sum	20880.89093
Variance	1396.697568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	0.1%
14.51852417	1	< 0.1%
2.883975101	1	< 0.1%
2.939614266	1	< 0.1%
-11.27334732	1	< 0.1%
5.626311837	1	< 0.1%
-58.15746872	1	< 0.1%
136.9661639	1	< 0.1%
4.908435684	1	< 0.1%
26.7571717	1	< 0.1%
Other values (3924)	3924	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-71.22664985	1	< 0.1%
-70.52448193	1	< 0.1%
-70.05000065	1	< 0.1%
-69.89739697	1	< 0.1%
-66.90792544	1	< 0.1%
-66.57636926	1	< 0.1%
-66.19216666	1	< 0.1%
-65.41341307	1	< 0.1%
-64.64018008	1	< 0.1%
-64.28266021	1	< 0.1%

Value	Count	Frequency (%)
509.0525839	1	< 0.1%
320.1818878	1	< 0.1%
309.5336812	1	< 0.1%
294.4974493	1	< 0.1%
262.8303346	1	< 0.1%
261.7100358	1	< 0.1%
237.7635566	1	< 0.1%
227.1340648	1	< 0.1%
210.2239816	1	< 0.1%
209.0729277	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	Date	Adj Close	Close	High	Low	Open	Volume	Volume Chg
0	11214	2006-07-03	1.779692	2.069643	2.077857	2.047857	2.054286	1.947708e+08	NaN
1	11215	2006-07-05	1.750517	2.035714	2.057143	2.020000	2.041071	5.182408e+08	166.077256
2	11216	2006-07-06	1.712743	1.991786	2.050000	1.986071	2.038929	6.332088e+08	22.184282
3	11217	2006-07-07	1.701380	1.978571	2.019643	1.952500	1.981429	7.993608e+08	26.239686
4	11218	2006-07-10	1.689096	1.964286	2.017500	1.946429	1.989286	5.293456e+08	-33.778889
5	11219	2006-07-11	1.709057	1.987500	1.999643	1.947500	1.968214	8.250228e+08	55.857119
6	11220	2006-07-12	1.626446	1.891429	1.972857	1.890000	1.970357	9.273292e+08	12.400433
7	11221	2006-07-13	1.604640	1.866071	1.932857	1.836071	1.858214	1.249906e+09	34.785576
8	11222	2006-07-14	1.556118	1.809643	1.888929	1.791429	1.875000	9.930368e+08	-20.551081
9	11223	2006-07-17	1.608326	1.870357	1.896786	1.844643	1.847500	1.024542e+09	3.172652

Last rows

	df_index	Date	Adj Close	Close	High	Low	Open	Volume	Volume Chg
3929	15143	2022-02-02	175.839996	175.839996	175.880005	173.330002	174.750000	84914300.0	-1.507414
3930	15144	2022-02-03	172.899994	172.899994	176.240005	172.119995	174.479996	89418100.0	5.303936
3931	15145	2022-02-04	172.389999	172.389999	174.100006	170.679993	171.679993	82391400.0	-7.858252
3932	15146	2022-02-07	171.660004	171.660004	173.949997	170.949997	172.860001	77251200.0	-6.238758
3933	15147	2022-02-08	174.830002	174.830002	175.350006	171.429993	171.729996	74829200.0	-3.135226
3934	15148	2022-02-09	176.279999	176.279999	176.649994	174.899994	176.050003	71285000.0	-4.736386
3935	15149	2022-02-10	172.119995	172.119995	175.479996	171.550003	174.139999	90865900.0	27.468472
3936	15150	2022-02-11	168.639999	168.639999	173.080002	168.039993	172.330002	98566000.0	8.474136
3937	15151	2022-02-14	168.880005	168.880005	169.580002	166.559998	167.369995	86185500.0	-12.560619
3938	15152	2022-02-15	172.789993	172.789993	172.949997	170.250000	170.970001	62527400.0	-27.450209

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows