ProfileReport

Dataset statistics

Number of variables	20
Number of observations	10000
Missing cells	9300
Missing cells (%)	4.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	160.0 B

Variable types

Text	3
DateTime	2
Numeric	5
Categorical	10

Alerts

`gpu_model` has 6673 (66.7%) missing values	Missing
`ping_ms` has 189 (1.9%) missing values	Missing
`purchase_amount` has 105 (1.1%) missing values	Missing
`build_version` has 1654 (16.5%) missing values	Missing
`device_temp_c` has 492 (4.9%) missing values	Missing
`session_id` has unique values	Unique
`party_size` has 213 (2.1%) zeros	Zeros

Reproduction

Analysis started	2026-02-23 16:02:28.604376
Analysis finished	2026-02-23 16:02:34.608220
Duration	6 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

session_id
Text

Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	17
Median length	17
Mean length	17
Min length	17

Characters and Unicode

Total characters	170000
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	sess_c2fba8e7f37a
2nd row	sess_33d286298cf9
3rd row	sess_be2bb4d8986a
4th row	sess_7f425ca9a0e2
5th row	sess_5657e28b22ec

Value	Count	Frequency (%)
sess_c2fba8e7f37a	1	< 0.1%
sess_7d5f8aacf7c5	1	< 0.1%
sess_bef87c42ebb0	1	< 0.1%
sess_be2bb4d8986a	1	< 0.1%
sess_7f425ca9a0e2	1	< 0.1%
sess_5657e28b22ec	1	< 0.1%
sess_acfe53608741	1	< 0.1%
sess_7280a636f151	1	< 0.1%
sess_b19692530759	1	< 0.1%
sess_c5f638242895	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
s	30000	17.6%
e	17570	10.3%
_	10000	5.9%
4	7630	4.5%
5	7603	4.5%
8	7591	4.5%
7	7568	4.5%
0	7542	4.4%
d	7531	4.4%
2	7518	4.4%
Other values (8)	59447	35.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	170000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	30000	17.6%
e	17570	10.3%
_	10000	5.9%
4	7630	4.5%
5	7603	4.5%
8	7591	4.5%
7	7568	4.5%
0	7542	4.4%
d	7531	4.4%
2	7518	4.4%
Other values (8)	59447	35.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	170000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	30000	17.6%
e	17570	10.3%
_	10000	5.9%
4	7630	4.5%
5	7603	4.5%
8	7591	4.5%
7	7568	4.5%
0	7542	4.4%
d	7531	4.4%
2	7518	4.4%
Other values (8)	59447	35.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	170000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	30000	17.6%
e	17570	10.3%
_	10000	5.9%
4	7630	4.5%
5	7603	4.5%
8	7591	4.5%
7	7568	4.5%
0	7542	4.4%
d	7531	4.4%
2	7518	4.4%
Other values (8)	59447	35.0%

user_id
Text

Distinct	2449
Distinct (%)	24.5%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	9
Median length	9
Mean length	8.5601
Min length	6

Characters and Unicode

Total characters	85601
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	160 ?
Unique (%)	1.6%

Sample

1st row	user_488
2nd row	user_1511
3rd row	user_830
4th row	user_1
5th row	user_211

Value	Count	Frequency (%)
user_1340	14	0.1%
user_225	13	0.1%
user_1973	13	0.1%
user_1700	11	0.1%
user_63	11	0.1%
user_1743	11	0.1%
user_1889	11	0.1%
user_1319	11	0.1%
user_2406	10	0.1%
user_1647	10	0.1%
Other values (2439)	9885	98.9%

Most occurring characters

Value	Count	Frequency (%)
u	10000	11.7%
s	10000	11.7%
e	10000	11.7%
r	10000	11.7%
_	10000	11.7%
1	7229	8.4%
2	5161	6.0%
4	3206	3.7%
3	3191	3.7%
8	2824	3.3%
Other values (5)	13990	16.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	85601	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
u	10000	11.7%
s	10000	11.7%
e	10000	11.7%
r	10000	11.7%
_	10000	11.7%
1	7229	8.4%
2	5161	6.0%
4	3206	3.7%
3	3191	3.7%
8	2824	3.3%
Other values (5)	13990	16.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	85601	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
u	10000	11.7%
s	10000	11.7%
e	10000	11.7%
r	10000	11.7%
_	10000	11.7%
1	7229	8.4%
2	5161	6.0%
4	3206	3.7%
3	3191	3.7%
8	2824	3.3%
Other values (5)	13990	16.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	85601	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
u	10000	11.7%
s	10000	11.7%
e	10000	11.7%
r	10000	11.7%
_	10000	11.7%
1	7229	8.4%
2	5161	6.0%
4	3206	3.7%
3	3191	3.7%
8	2824	3.3%
Other values (5)	13990	16.3%

start_time
Date

Distinct	9948
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Minimum	2025-06-13 23:21:08+00:00
Maximum	2025-07-18 18:32:00+00:00
Invalid dates	9998
Invalid dates (%)	> 99.9%

Histogram with fixed size bins (bins=2)

end_time
Date

Distinct	9852
Distinct (%)	99.4%
Missing	89
Missing (%)	0.9%
Memory size	78.3 KiB

Minimum	2025-07-18 20:03:21-05:00
Maximum	2025-07-18 20:03:21-05:00
Invalid dates	9910
Invalid dates (%)	99.1%

Histogram with fixed size bins (bins=1)

session_length_s
Real number (ℝ)

Distinct	5428
Distinct (%)	54.8%
Missing	98
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	5616.2443

Minimum	-16000
Maximum	704200
Zeros	0
Zeros (%)	0.0%
Negative	139
Negative (%)	1.4%
Memory size	78.3 KiB

Quantile statistics

Minimum	-16000
5-th percentile	87.05
Q1	1634.25
median	3512
Q3	5387.5
95-th percentile	6860.95
Maximum	704200
Range	720200
Interquartile range (IQR)	3753.25

Descriptive statistics

Standard deviation	33635.442
Coefficient of variation (CV)	5.9889564
Kurtosis	288.09018
Mean	5616.2443
Median Absolute Deviation (MAD)	1877
Skewness	16.635454
Sum	55612051
Variance	1.131343 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92	11	0.1%
60	11	0.1%
94	8	0.1%
15	8	0.1%
54	8	0.1%
114	8	0.1%
118	8	0.1%
100	8	0.1%
70	7	0.1%
93	7	0.1%
Other values (5418)	9818	98.2%
(Missing)	98	1.0%

Value	Count	Frequency (%)
-16000	1	< 0.1%
-7145	1	< 0.1%
-6803	1	< 0.1%
-6777	1	< 0.1%
-6743	1	< 0.1%
-6572	1	< 0.1%
-6518	1	< 0.1%
-6304	1	< 0.1%
-6155	1	< 0.1%
-6073	1	< 0.1%

Value	Count	Frequency (%)
704200	1	< 0.1%
696500	1	< 0.1%
691100	1	< 0.1%
677700	1	< 0.1%
676900	1	< 0.1%
672700	1	< 0.1%
667700	1	< 0.1%
664900	1	< 0.1%
650200	1	< 0.1%
623400	1	< 0.1%

region
Categorical

Distinct	32
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

EU	1207
sa-east-1	1193
APAC	1161
us-east	1160
Us-West	803
Other values (27)	4476

Length

Max length	11
Median length	9
Mean length	5.9674
Min length	2

Characters and Unicode

Total characters	59674
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	us-west
2nd row	Us-east
3rd row	sa-east-1
4th row	sa-east-1
5th row	US-EAST

Common Values

Value	Count	Frequency (%)
EU	1207	12.1%
sa-east-1	1193	11.9%
APAC	1161	11.6%
us-east	1160	11.6%
Us-West	803	8.0%
us-west	404	4.0%
apac	375	3.8%
eu	373	3.7%
US-EAST	336	3.4%
SA-EAST-1	335	3.4%
Other values (22)	2653	26.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
eu	2047	20.5%
apac	2003	20.0%
us-west	1999	20.0%
sa-east-1	1987	19.9%
us-east	1964	19.6%

Most occurring characters

Value	Count	Frequency (%)
s	9377	15.7%
-	7937	13.3%
a	5954	10.0%
e	5252	8.8%
t	4843	8.1%
A	3990	6.7%
U	3578	6.0%
E	2745	4.6%
S	2523	4.2%
u	2432	4.1%
Other values (9)	11043	18.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	59674	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	9377	15.7%
-	7937	13.3%
a	5954	10.0%
e	5252	8.8%
t	4843	8.1%
A	3990	6.7%
U	3578	6.0%
E	2745	4.6%
S	2523	4.2%
u	2432	4.1%
Other values (9)	11043	18.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	59674	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	9377	15.7%
-	7937	13.3%
a	5954	10.0%
e	5252	8.8%
t	4843	8.1%
A	3990	6.7%
U	3578	6.0%
E	2745	4.6%
S	2523	4.2%
u	2432	4.1%
Other values (9)	11043	18.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	59674	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	9377	15.7%
-	7937	13.3%
a	5954	10.0%
e	5252	8.8%
t	4843	8.1%
A	3990	6.7%
U	3578	6.0%
E	2745	4.6%
S	2523	4.2%
u	2432	4.1%
Other values (9)	11043	18.5%

platform
Categorical

Distinct	32
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

PC	1294
pc	1293
Switch	922
Mobile	905
Xbox	880
Other values (27)	4706

Length

Max length	13
Median length	11
Mean length	5.3908
Min length	2

Characters and Unicode

Total characters	53908
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	pc
2nd row	PlayStation
3rd row	PlayStation
4th row	PlayStation
5th row	switch

Common Values

Value	Count	Frequency (%)
PC	1294	12.9%
pc	1293	12.9%
Switch	922	9.2%
Mobile	905	9.0%
Xbox	880	8.8%
PlayStation	730	7.3%
Pc	426	4.3%
PLAYSTATION	307	3.1%
xbox	305	3.0%
SWITCH	303	3.0%
Other values (22)	2635	26.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pc	3327	33.3%
playstation	1720	17.2%
switch	1668	16.7%
xbox	1655	16.6%
mobile	1630	16.3%

Most occurring characters

Value	Count	Frequency (%)
t	4086	7.6%
i	4009	7.4%
o	3996	7.4%
P	3293	6.1%
c	3243	6.0%
a	2752	5.1%
l	2675	5.0%
b	2620	4.9%
S	2496	4.6%
	1926	3.6%
Other values (23)	22812	42.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	53908	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	4086	7.6%
i	4009	7.4%
o	3996	7.4%
P	3293	6.1%
c	3243	6.0%
a	2752	5.1%
l	2675	5.0%
b	2620	4.9%
S	2496	4.6%
	1926	3.6%
Other values (23)	22812	42.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	53908	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	4086	7.6%
i	4009	7.4%
o	3996	7.4%
P	3293	6.1%
c	3243	6.0%
a	2752	5.1%
l	2675	5.0%
b	2620	4.9%
S	2496	4.6%
	1926	3.6%
Other values (23)	22812	42.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	53908	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	4086	7.6%
i	4009	7.4%
o	3996	7.4%
P	3293	6.1%
c	3243	6.0%
a	2752	5.1%
l	2675	5.0%
b	2620	4.9%
S	2496	4.6%
	1926	3.6%
Other values (23)	22812	42.3%

gpu_model
Categorical

Missing

Distinct	6
Distinct (%)	0.2%
Missing	6673
Missing (%)	66.7%
Memory size	78.3 KiB

GeForce RTX-3060	581
GTX1080	568
RTX-4090	558
RTX 3060	556
Intel Iris	541

Length

Max length	16
Median length	10
Mean length	9.3943493
Min length	7

Characters and Unicode

Total characters	31255
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GTX1080
2nd row	RTX 3060
3rd row	RTX 3060
4th row	GTX1080
5th row	GTX1080

Common Values

Value	Count	Frequency (%)
GeForce RTX-3060	581	5.8%
GTX1080	568	5.7%
RTX-4090	558	5.6%
RTX 3060	556	5.6%
Intel Iris	541	5.4%
RX 6600	523	5.2%
(Missing)	6673	66.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
geforce	581	10.5%
rtx-3060	581	10.5%
gtx1080	568	10.3%
rtx-4090	558	10.1%
rtx	556	10.1%
3060	556	10.1%
intel	541	9.8%
iris	541	9.8%
rx	523	9.5%
6600	523	9.5%

Most occurring characters

Value	Count	Frequency (%)
0	5572	17.8%
X	2786	8.9%
T	2263	7.2%
R	2218	7.1%
	2201	7.0%
6	2183	7.0%
e	1703	5.4%
G	1149	3.7%
-	1139	3.6%
3	1137	3.6%
Other values (14)	8904	28.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31255	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	5572	17.8%
X	2786	8.9%
T	2263	7.2%
R	2218	7.1%
	2201	7.0%
6	2183	7.0%
e	1703	5.4%
G	1149	3.7%
-	1139	3.6%
3	1137	3.6%
Other values (14)	8904	28.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31255	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	5572	17.8%
X	2786	8.9%
T	2263	7.2%
R	2218	7.1%
	2201	7.0%
6	2183	7.0%
e	1703	5.4%
G	1149	3.7%
-	1139	3.6%
3	1137	3.6%
Other values (14)	8904	28.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31255	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	5572	17.8%
X	2786	8.9%
T	2263	7.2%
R	2218	7.1%
	2201	7.0%
6	2183	7.0%
e	1703	5.4%
G	1149	3.7%
-	1139	3.6%
3	1137	3.6%
Other values (14)	8904	28.5%

avg_fps
Real number (ℝ)

Distinct	5848
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.039898

Minimum	5
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	5
5-th percentile	31.7195
Q1	50.54
median	64.57
Q3	81.7125
95-th percentile	105.18
Maximum	10000
Range	9995
Interquartile range (IQR)	31.1725

Descriptive statistics

Standard deviation	515.97692
Coefficient of variation (CV)	5.5457597
Kurtosis	364.20394
Mean	93.039898
Median Absolute Deviation (MAD)	15.43
Skewness	19.116797
Sum	930398.98
Variance	266232.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27	0.3%
5	8	0.1%
81.99	7	0.1%
54.78	7	0.1%
61.53	7	0.1%
49.58	7	0.1%
46.95	7	0.1%
68.28	7	0.1%
60.33	7	0.1%
43.31	7	0.1%
Other values (5838)	9909	99.1%

Value	Count	Frequency (%)
5	8	0.1%
6.03	1	< 0.1%
6.57	1	< 0.1%
7.4	1	< 0.1%
7.49	1	< 0.1%
7.53	1	< 0.1%
7.91	1	< 0.1%
8.02	1	< 0.1%
8.42	1	< 0.1%
8.5	1	< 0.1%

Value	Count	Frequency (%)
10000	27	0.3%
136.16	1	< 0.1%
133.36	1	< 0.1%
133.06	1	< 0.1%
132.98	1	< 0.1%
131.96	1	< 0.1%
130.76	1	< 0.1%
130.62	1	< 0.1%
130.43	1	< 0.1%
129.94	1	< 0.1%

ping_ms
Real number (ℝ)

Missing

Distinct	6411
Distinct (%)	65.3%
Missing	189
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	54.824352

Minimum	0
Maximum	627.05
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	7.395
Q1	30.135
median	50.27
Q3	70.885
95-th percentile	103.1
Maximum	627.05
Range	627.05
Interquartile range (IQR)	40.75

Descriptive statistics

Standard deviation	46.701765
Coefficient of variation (CV)	0.85184345
Kurtosis	45.603069
Mean	54.824352
Median Absolute Deviation (MAD)	20.32
Skewness	5.4014407
Sum	537881.72
Variance	2181.0549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.95	7	0.1%
34.99	6	0.1%
30.39	6	0.1%
48.86	6	0.1%
36.8	6	0.1%
23.68	6	0.1%
29.98	5	0.1%
54.69	5	0.1%
48.44	5	0.1%
58.79	5	0.1%
Other values (6401)	9754	97.5%
(Missing)	189	1.9%

Value	Count	Frequency (%)
0	1	< 0.1%
0.02	1	< 0.1%
0.03	2	< 0.1%
0.04	2	< 0.1%
0.07	3	< 0.1%
0.11	1	< 0.1%
0.13	1	< 0.1%
0.15	2	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%

Value	Count	Frequency (%)
627.05	1	< 0.1%
592.66	1	< 0.1%
589.67	1	< 0.1%
588.81	1	< 0.1%
556.28	1	< 0.1%
549.14	1	< 0.1%
543.74	1	< 0.1%
542.89	1	< 0.1%
542.05	1	< 0.1%
540.23	1	< 0.1%

map_name
Categorical

Distinct	36
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

ocean	1019
desert	984
cave	951
CITY-XL	951
Forest	907
Other values (31)	5188

Length

Max length	9
Median length	8
Mean length	6.0215
Min length	4

Characters and Unicode

Total characters	60215
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ocean
2nd row	desert
3rd row	Forest
4th row	Desert
5th row	Desert

Common Values

Value	Count	Frequency (%)
ocean	1019	10.2%
desert	984	9.8%
cave	951	9.5%
CITY-XL	951	9.5%
Forest	907	9.1%
Arena-1	871	8.7%
FOREST	315	3.1%
OCEAN	312	3.1%
arena-1	308	3.1%
forest	303	3.0%
Other values (26)	3079	30.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ocean	1725	17.2%
desert	1695	17.0%
forest	1694	16.9%
city-xl	1634	16.3%
cave	1632	16.3%
arena-1	1620	16.2%

Most occurring characters

Value	Count	Frequency (%)
e	8029	13.3%
a	4313	7.2%
r	4001	6.6%
t	3264	5.4%
-	3254	5.4%
c	2730	4.5%
s	2705	4.5%
n	2672	4.4%
o	2466	4.1%
A	2284	3.8%
Other values (23)	24497	40.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60215	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8029	13.3%
a	4313	7.2%
r	4001	6.6%
t	3264	5.4%
-	3254	5.4%
c	2730	4.5%
s	2705	4.5%
n	2672	4.4%
o	2466	4.1%
A	2284	3.8%
Other values (23)	24497	40.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60215	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8029	13.3%
a	4313	7.2%
r	4001	6.6%
t	3264	5.4%
-	3254	5.4%
c	2730	4.5%
s	2705	4.5%
n	2672	4.4%
o	2466	4.1%
A	2284	3.8%
Other values (23)	24497	40.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60215	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8029	13.3%
a	4313	7.2%
r	4001	6.6%
t	3264	5.4%
-	3254	5.4%
c	2730	4.5%
s	2705	4.5%
n	2672	4.4%
o	2466	4.1%
A	2284	3.8%
Other values (23)	24497	40.7%

crash_flag
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

False	2398
No	2309
0	2297
false	2178
Yes	224
Other values (3)	594

Length

Max length	5
Median length	4
Mean length	3.2252
Min length	1

Characters and Unicode

Total characters	32252
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Yes
2nd row	No
3rd row	False
4th row	No
5th row	False

Common Values

Value	Count	Frequency (%)
False	2398	24.0%
No	2309	23.1%
0	2297	23.0%
false	2178	21.8%
Yes	224	2.2%
True	205	2.1%
1	197	2.0%
true	192	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
false	4576	45.8%
no	2309	23.1%
0	2297	23.0%
true	397	4.0%
yes	224	2.2%
1	197	2.0%

Most occurring characters

Value	Count	Frequency (%)
e	5197	16.1%
s	4800	14.9%
a	4576	14.2%
l	4576	14.2%
F	2398	7.4%
N	2309	7.2%
o	2309	7.2%
0	2297	7.1%
f	2178	6.8%
r	397	1.2%
Other values (5)	1215	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32252	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	5197	16.1%
s	4800	14.9%
a	4576	14.2%
l	4576	14.2%
F	2398	7.4%
N	2309	7.2%
o	2309	7.2%
0	2297	7.1%
f	2178	6.8%
r	397	1.2%
Other values (5)	1215	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32252	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	5197	16.1%
s	4800	14.9%
a	4576	14.2%
l	4576	14.2%
F	2398	7.4%
N	2309	7.2%
o	2309	7.2%
0	2297	7.1%
f	2178	6.8%
r	397	1.2%
Other values (5)	1215	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32252	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	5197	16.1%
s	4800	14.9%
a	4576	14.2%
l	4576	14.2%
F	2398	7.4%
N	2309	7.2%
o	2309	7.2%
0	2297	7.1%
f	2178	6.8%
r	397	1.2%
Other values (5)	1215	3.8%

purchase_amount
Text

Missing

Distinct	1725
Distinct (%)	17.4%
Missing	105
Missing (%)	1.1%
Memory size	78.3 KiB

Length

Max length	6
Median length	3
Mean length	3.4385043
Min length	3

Characters and Unicode

Total characters	34024
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1089 ?
Unique (%)	11.0%

Sample

1st row	0,00
2nd row	0.0
3rd row	0.0
4th row	17.55
5th row	0.0

Value	Count	Frequency (%)
0.0	6211	62.8%
0,00	851	8.6%
2.42	9	0.1%
0.44	7	0.1%
0.73	7	0.1%
4.09	7	0.1%
0.96	7	0.1%
7.29	7	0.1%
6.06	7	0.1%
7.41	7	0.1%
Other values (1641)	2775	28.0%

Most occurring characters

Value	Count	Frequency (%)
0	15777	46.4%
.	8696	25.6%
1	1549	4.6%
,	1199	3.5%
2	1117	3.3%
3	916	2.7%
4	875	2.6%
5	827	2.4%
7	776	2.3%
6	746	2.2%
Other values (3)	1546	4.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	34024	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	15777	46.4%
.	8696	25.6%
1	1549	4.6%
,	1199	3.5%
2	1117	3.3%
3	916	2.7%
4	875	2.6%
5	827	2.4%
7	776	2.3%
6	746	2.2%
Other values (3)	1546	4.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	34024	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	15777	46.4%
.	8696	25.6%
1	1549	4.6%
,	1199	3.5%
2	1117	3.3%
3	916	2.7%
4	875	2.6%
5	827	2.4%
7	776	2.3%
6	746	2.2%
Other values (3)	1546	4.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	34024	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	15777	46.4%
.	8696	25.6%
1	1549	4.6%
,	1199	3.5%
2	1117	3.3%
3	916	2.7%
4	875	2.6%
5	827	2.4%
7	776	2.3%
6	746	2.2%
Other values (3)	1546	4.5%

party_size
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.231

Minimum	0
Maximum	9
Zeros	213
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5605392
Coefficient of variation (CV)	0.69947969
Kurtosis	4.6794584
Mean	2.231
Median Absolute Deviation (MAD)	1
Skewness	1.7722592
Sum	22310
Variance	2.4352825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	3949	39.5%
2	2448	24.5%
3	1609	16.1%
4	1023	10.2%
5	569	5.7%
0	213	2.1%
9	189	1.9%

Value	Count	Frequency (%)
0	213	2.1%
1	3949	39.5%
2	2448	24.5%
3	1609	16.1%
4	1023	10.2%
5	569	5.7%
9	189	1.9%

Value	Count	Frequency (%)
9	189	1.9%
5	569	5.7%
4	1023	10.2%
3	1609	16.1%
2	2448	24.5%
1	3949	39.5%
0	213	2.1%

input_method
Categorical

Distinct	30
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

controllr	1196
kbm	1187
KB/M	1165
touch	1159
controller	1125
Other values (25)	4168

Length

Max length	12
Median length	10
Mean length	6.3857
Min length	3

Characters and Unicode

Total characters	63857
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Touch
2nd row	Touch
3rd row	TOUCH
4th row	Controller
5th row	controllr

Common Values

Value	Count	Frequency (%)
controllr	1196	12.0%
kbm	1187	11.9%
KB/M	1165	11.7%
touch	1159	11.6%
controller	1125	11.2%
KBM	383	3.8%
TOUCH	380	3.8%
kb/m	351	3.5%
CONTROLLER	348	3.5%
CONTROLLR	340	3.4%
Other values (20)	2366	23.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
kbm	2024	20.2%
touch	2010	20.1%
controllr	2007	20.1%
controller	1982	19.8%
kb/m	1977	19.8%

Most occurring characters

Value	Count	Frequency (%)
o	8028	12.6%
r	6428	10.1%
l	6428	10.1%
t	4515	7.1%
c	4209	6.6%
n	3214	5.0%
K	2311	3.6%
b	2309	3.6%
m	2309	3.6%
/	1977	3.1%
Other values (16)	22129	34.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	63857	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	8028	12.6%
r	6428	10.1%
l	6428	10.1%
t	4515	7.1%
c	4209	6.6%
n	3214	5.0%
K	2311	3.6%
b	2309	3.6%
m	2309	3.6%
/	1977	3.1%
Other values (16)	22129	34.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	63857	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	8028	12.6%
r	6428	10.1%
l	6428	10.1%
t	4515	7.1%
c	4209	6.6%
n	3214	5.0%
K	2311	3.6%
b	2309	3.6%
m	2309	3.6%
/	1977	3.1%
Other values (16)	22129	34.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	63857	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	8028	12.6%
r	6428	10.1%
l	6428	10.1%
t	4515	7.1%
c	4209	6.6%
n	3214	5.0%
K	2311	3.6%
b	2309	3.6%
m	2309	3.6%
/	1977	3.1%
Other values (16)	22129	34.7%

build_version
Categorical

Missing

Distinct	5
Distinct (%)	0.1%
Missing	1654
Missing (%)	16.5%
Memory size	78.3 KiB

1.3.2	1705
latest	1695
1.4	1667
v1.3.2	1648
1.4.0-beta	1631

Length

Max length	10
Median length	6
Mean length	5.9781931
Min length	3

Characters and Unicode

Total characters	49894
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.4
2nd row	1.3.2
3rd row	latest
4th row	1.4.0-beta
5th row	1.4

Common Values

Value	Count	Frequency (%)
1.3.2	1705	17.1%
latest	1695	17.0%
1.4	1667	16.7%
v1.3.2	1648	16.5%
1.4.0-beta	1631	16.3%
(Missing)	1654	16.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.3.2	1705	20.4%
latest	1695	20.3%
1.4	1667	20.0%
v1.3.2	1648	19.7%
1.4.0-beta	1631	19.5%

Most occurring characters

Value	Count	Frequency (%)
.	11635	23.3%
1	6651	13.3%
t	5021	10.1%
3	3353	6.7%
2	3353	6.7%
a	3326	6.7%
e	3326	6.7%
4	3298	6.6%
l	1695	3.4%
s	1695	3.4%
Other values (4)	6541	13.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	11635	23.3%
1	6651	13.3%
t	5021	10.1%
3	3353	6.7%
2	3353	6.7%
a	3326	6.7%
e	3326	6.7%
4	3298	6.6%
l	1695	3.4%
s	1695	3.4%
Other values (4)	6541	13.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	11635	23.3%
1	6651	13.3%
t	5021	10.1%
3	3353	6.7%
2	3353	6.7%
a	3326	6.7%
e	3326	6.7%
4	3298	6.6%
l	1695	3.4%
s	1695	3.4%
Other values (4)	6541	13.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	11635	23.3%
1	6651	13.3%
t	5021	10.1%
3	3353	6.7%
2	3353	6.7%
a	3326	6.7%
e	3326	6.7%
4	3298	6.6%
l	1695	3.4%
s	1695	3.4%
Other values (4)	6541	13.1%

is_featured_event
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

False	2430
false	2369
No	2337
0	2331
1	144
Other values (3)	389

Length

Max length	5
Median length	4
Mean length	3.2569
Min length	1

Characters and Unicode

Total characters	32569
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	0
3rd row	False
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
False	2430	24.3%
false	2369	23.7%
No	2337	23.4%
0	2331	23.3%
1	144	1.4%
True	133	1.3%
Yes	131	1.3%
true	125	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
false	4799	48.0%
no	2337	23.4%
0	2331	23.3%
true	258	2.6%
1	144	1.4%
yes	131	1.3%

Most occurring characters

Value	Count	Frequency (%)
e	5188	15.9%
s	4930	15.1%
a	4799	14.7%
l	4799	14.7%
F	2430	7.5%
f	2369	7.3%
N	2337	7.2%
o	2337	7.2%
0	2331	7.2%
r	258	0.8%
Other values (5)	791	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32569	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	5188	15.9%
s	4930	15.1%
a	4799	14.7%
l	4799	14.7%
F	2430	7.5%
f	2369	7.3%
N	2337	7.2%
o	2337	7.2%
0	2331	7.2%
r	258	0.8%
Other values (5)	791	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32569	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	5188	15.9%
s	4930	15.1%
a	4799	14.7%
l	4799	14.7%
F	2430	7.5%
f	2369	7.3%
N	2337	7.2%
o	2337	7.2%
0	2331	7.2%
r	258	0.8%
Other values (5)	791	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32569	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	5188	15.9%
s	4930	15.1%
a	4799	14.7%
l	4799	14.7%
F	2430	7.5%
f	2369	7.3%
N	2337	7.2%
o	2337	7.2%
0	2331	7.2%
r	258	0.8%
Other values (5)	791	2.4%

device_temp_c
Real number (ℝ)

Missing

Distinct	549
Distinct (%)	5.8%
Missing	492
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	55.778313

Minimum	26.3
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	26.3
5-th percentile	43.7
Q1	50.5
median	55.2
Q3	60.3
95-th percentile	68.6
Maximum	100
Range	73.7
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	8.3458191
Coefficient of variation (CV)	0.1496248
Kurtosis	2.8152031
Mean	55.778313
Median Absolute Deviation (MAD)	4.9
Skewness	0.96683709
Sum	530340.2
Variance	69.652697
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.1	70	0.7%
54.4	66	0.7%
54.2	66	0.7%
54.8	65	0.7%
51.9	65	0.7%
53.4	65	0.7%
53.5	63	0.6%
53	61	0.6%
56.1	61	0.6%
56.9	61	0.6%
Other values (539)	8865	88.6%
(Missing)	492	4.9%

Value	Count	Frequency (%)
26.3	1	< 0.1%
27.4	1	< 0.1%
30.4	1	< 0.1%
30.5	1	< 0.1%
31	1	< 0.1%
31.7	1	< 0.1%
32.6	1	< 0.1%
32.7	1	< 0.1%
33	1	< 0.1%
33.1	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
98.7	1	< 0.1%
98	1	< 0.1%
96.8	1	< 0.1%
95.4	1	< 0.1%
94.5	2	< 0.1%
94.2	3	< 0.1%
93.4	1	< 0.1%
93.2	1	< 0.1%
93	1	< 0.1%

session_type
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

ranked	2807
casual	2670
Casual	919
RANKED	906
CASUAL	860
Other values (7)	1838

Length

Max length	8
Median length	6
Mean length	6.1982
Min length	6

Characters and Unicode

Total characters	61982
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ranked
2nd row	casual
3rd row	ranked
4th row	casual
5th row	casual

Common Values

Value	Count	Frequency (%)
ranked	2807	28.1%
casual	2670	26.7%
Casual	919	9.2%
RANKED	906	9.1%
CASUAL	860	8.6%
Ranked	847	8.5%
casual	306	3.1%
ranked	295	2.9%
Ranked	107	1.1%
CASUAL	103	1.0%
Other values (2)	180	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ranked	5058	50.6%
casual	4942	49.4%

Most occurring characters

Value	Count	Frequency (%)
a	12014	19.4%
n	4056	6.5%
k	4056	6.5%
e	4056	6.5%
d	4056	6.5%
s	3979	6.4%
u	3979	6.4%
l	3979	6.4%
r	3102	5.0%
c	2976	4.8%
Other values (11)	15729	25.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61982	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	12014	19.4%
n	4056	6.5%
k	4056	6.5%
e	4056	6.5%
d	4056	6.5%
s	3979	6.4%
u	3979	6.4%
l	3979	6.4%
r	3102	5.0%
c	2976	4.8%
Other values (11)	15729	25.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61982	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	12014	19.4%
n	4056	6.5%
k	4056	6.5%
e	4056	6.5%
d	4056	6.5%
s	3979	6.4%
u	3979	6.4%
l	3979	6.4%
r	3102	5.0%
c	2976	4.8%
Other values (11)	15729	25.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61982	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	12014	19.4%
n	4056	6.5%
k	4056	6.5%
e	4056	6.5%
d	4056	6.5%
s	3979	6.4%
u	3979	6.4%
l	3979	6.4%
r	3102	5.0%
c	2976	4.8%
Other values (11)	15729	25.4%

is_long_session
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Yes	1533
True	1500
1	1494
true	1472
False	1022
Other values (3)	2979

Length

Max length	5
Median length	4
Mean length	3.1058
Min length	1

Characters and Unicode

Total characters	31058
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	True
2nd row	0
3rd row	False
4th row	True
5th row	Yes

Common Values

Value	Count	Frequency (%)
Yes	1533	15.3%
True	1500	15.0%
1	1494	14.9%
true	1472	14.7%
False	1022	10.2%
false	1001	10.0%
0	994	9.9%
No	984	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
true	2972	29.7%
false	2023	20.2%
yes	1533	15.3%
1	1494	14.9%
0	994	9.9%
no	984	9.8%

Most occurring characters

Value	Count	Frequency (%)
e	6528	21.0%
s	3556	11.4%
r	2972	9.6%
u	2972	9.6%
a	2023	6.5%
l	2023	6.5%
Y	1533	4.9%
T	1500	4.8%
1	1494	4.8%
t	1472	4.7%
Other values (5)	4985	16.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31058	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6528	21.0%
s	3556	11.4%
r	2972	9.6%
u	2972	9.6%
a	2023	6.5%
l	2023	6.5%
Y	1533	4.9%
T	1500	4.8%
1	1494	4.8%
t	1472	4.7%
Other values (5)	4985	16.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31058	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6528	21.0%
s	3556	11.4%
r	2972	9.6%
u	2972	9.6%
a	2023	6.5%
l	2023	6.5%
Y	1533	4.9%
T	1500	4.8%
1	1494	4.8%
t	1472	4.7%
Other values (5)	4985	16.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31058	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6528	21.0%
s	3556	11.4%
r	2972	9.6%
u	2972	9.6%
a	2023	6.5%
l	2023	6.5%
Y	1533	4.9%
T	1500	4.8%
1	1494	4.8%
t	1472	4.7%
Other values (5)	4985	16.1%

	avg_fps	build_version	crash_flag	device_temp_c	gpu_model	input_method	is_featured_event	is_long_session	map_name	party_size	ping_ms	platform	region	session_length_s	session_type
avg_fps	1.000	0.022	0.000	0.009	0.000	0.014	0.023	0.018	0.000	-0.012	0.002	0.000	0.000	-0.018	0.000
build_version	0.022	1.000	0.010	0.000	0.000	0.006	0.019	0.019	0.000	0.000	0.000	0.005	0.013	0.000	0.000
crash_flag	0.000	0.010	1.000	0.000	0.000	0.000	0.015	0.015	0.000	0.000	0.000	0.002	0.019	0.000	0.000
device_temp_c	0.009	0.000	0.000	1.000	0.019	0.013	0.024	0.000	0.015	0.008	0.006	0.024	0.007	-0.005	0.000
gpu_model	0.000	0.000	0.000	0.019	1.000	0.000	0.000	0.000	0.000	0.016	0.000	0.021	0.000	0.000	0.000
input_method	0.014	0.006	0.000	0.013	0.000	1.000	0.013	0.018	0.001	0.010	0.013	0.000	0.005	0.000	0.020
is_featured_event	0.023	0.019	0.015	0.024	0.000	0.013	1.000	0.000	0.015	0.000	0.015	0.000	0.011	0.018	0.012
is_long_session	0.018	0.019	0.015	0.000	0.000	0.018	0.000	1.000	0.000	0.012	0.004	0.008	0.011	0.000	0.012
map_name	0.000	0.000	0.000	0.015	0.000	0.001	0.015	0.000	1.000	0.000	0.000	0.004	0.017	0.000	0.000
party_size	-0.012	0.000	0.000	0.008	0.016	0.010	0.000	0.012	0.000	1.000	-0.004	0.000	0.023	0.027	0.000
ping_ms	0.002	0.000	0.000	0.006	0.000	0.013	0.015	0.004	0.000	-0.004	1.000	0.000	0.000	-0.001	0.000
platform	0.000	0.005	0.002	0.024	0.021	0.000	0.000	0.008	0.004	0.000	0.000	1.000	0.009	0.013	0.010
region	0.000	0.013	0.019	0.007	0.000	0.005	0.011	0.011	0.017	0.023	0.000	0.009	1.000	0.000	0.000
session_length_s	-0.018	0.000	0.000	-0.005	0.000	0.000	0.018	0.000	0.000	0.027	-0.001	0.013	0.000	1.000	0.025
session_type	0.000	0.000	0.000	0.000	0.000	0.020	0.012	0.012	0.000	0.000	0.000	0.010	0.000	0.025	1.000

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.

	session_id	user_id	start_time	end_time	session_length_s	region	platform	gpu_model	avg_fps	ping_ms	map_name	crash_flag	purchase_amount	party_size	input_method	build_version	is_featured_event	device_temp_c	session_type	is_long_session
0	sess_c2fba8e7f37a	user_488	2025-07-18T18:32:00Z	2025-07-18 20:03:21-05:00	5481.0	us-west	pc	GTX1080	83.52	431.16	ocean	Yes	0,00	2	Touch	NaN	No	85.6	ranked	True
1	sess_33d286298cf9	user_1511	2025-06-13 23:21:08+00:00	2025-06-13 23:36:30+01:00	922.0	Us-east	PlayStation	NaN	72.75	29.12	desert	No	0.0	3	Touch	NaN	0	62.0	casual	0
2	sess_be2bb4d8986a	user_830	2025-10-20 02:42:07-05:00	20/10/2025 02:49	451.0	sa-east-1	PlayStation	NaN	69.20	40.47	Forest	False	0.0	5	TOUCH	1.4	False	69.0	ranked	False
3	sess_7f425ca9a0e2	user_1	08/01/2025 06:35	2025-08-01T08:32:45Z	7031.0	sa-east-1	PlayStation	NaN	33.29	92.40	Desert	No	17.55	1	Controller	1.3.2	0	48.1	casual	True
4	sess_5657e28b22ec	user_211	2025-09-08T23:41:44Z	2025-09-09 00:32:59+01:00	3075.0	US-EAST	switch	NaN	69.96	12.63	Desert	False	0.0	2	controllr	NaN	0	54.7	casual	Yes
5	sess_acfe53608741	user_1743	12/04/2025 02:46	04/12/2025 03:00	824.0	Apac	switch	NaN	50.71	72.42	ARENA-1	No	0.0	2	controllr	latest	false	NaN	casual	No
6	sess_7280a636f151	user_2306	2025-03-21 05:33:04+00:00	2025-03-21T07:22:46Z	6582.0	eu	pc	RTX 3060	49.13	100.26	Arena-1	No	0.0	2	CONTROLLR	1.4.0-beta	0	NaN	ranked	1
7	sess_b19692530759	user_490	01/12/2025 11:54	01/12/2025 13:05	428600.0	EU	Pc	RTX 3060	64.43	6.16	Forest	No	1,80	2	Touch	1.4	false	54.7	RANKED	true
8	sess_7d5f8aacf7c5	user_2224	10/30/2025 18:58	30/10/2025 19:36	2268.0	Us-east	switch	NaN	57.53	61.56	Arena-1	0	0.0	1	controller	v1.3.2	0	49.5	RANKED	0
9	sess_c5f638242895	user_2248	15/12/2025 08:51	2025-12-15 10:41:52+00:00	6640.0	us-east	PC	GTX1080	79.83	68.36	CAVE	false	7.85	1	controller	latest	false	47.6	casual	true

	session_id	user_id	start_time	end_time	session_length_s	region	platform	gpu_model	avg_fps	ping_ms	map_name	crash_flag	purchase_amount	party_size	input_method	build_version	is_featured_event	device_temp_c	session_type	is_long_session
9990	sess_3ada82923ace	user_63	21/03/2025 17:34	03/21/2025 18:30	3358.0	Us-West	Xbox	NaN	50.19	63.47	ARENA-1	false	0,00	1	KB/M	1.3.2	False	56.7	ranked	1
9991	sess_d7cdf1cd0cdd	user_140	10/23/2025 14:01	2025-10-23T15:03:15Z	3731.0	us-west	PC	RX 6600	67.60	59.72	FOREST	0	0.0	3	KB/M	latest	False	56.7	casual	1
9992	sess_4223eb96333e	user_2072	07/29/2025 12:47	2025-07-29 14:35:50+00:00	6512.0	sa-east-1	PC	Intel Iris	67.85	18.87	Cave	true	3.4	1	touch	1.4.0-beta	False	59.2	CASUAL	1
9993	sess_d828a4c9f797	user_1091	06/24/2025 02:41	2025-06-24 03:45:38-05:00	3861.0	sa-east-1	MOBILE	NaN	81.16	32.12	desert	False	0.0	1	controllr	latest	True	56.6	ranked	true
9994	sess_26ccae387a60	user_881	2025-07-01 20:33:24+00:00	01/07/2025 20:48	883.0	Us-West	XBOX	NaN	60.26	65.22	ocean	False	0.0	2	KB/M	1.3.2	0	63.8	casual	false
9995	sess_41b176ee9033	user_1289	28/01/2025 10:48	2025-01-28 12:37:18+01:00	650200.0	EU	PC	Intel Iris	56.89	288.07	Forest	No	0.0	1	kb/m	1.3.2	false	55.0	casual	1
9996	sess_7d987f8e3441	user_2236	2025-04-17T20:10:25Z	2025-04-17 20:31:30-05:00	1265.0	APAC	mobile	NaN	84.84	33.16	Forest	0	7.09	1	Kbm	1.4	False	63.6	ranked	0
9997	sess_d09e63bc199f	user_352	2025-10-22 04:08:19-05:00	2025-10-22T04:40:14Z	1915.0	EU	Switch	NaN	55.31	22.83	CITY-XL	0	0,00	0	controller	NaN	False	48.2	ranked	No
9998	sess_c14b97875413	user_1121	2025-10-20T12:02:48Z	10/20/2025 12:59	3373.0	sa-east-1	pc	RTX-4090	93.63	78.64	desert	No	0.0	2	touch	1.3.2	0	58.5	ranked	True
9999	sess_dfbe04022bf9	user_2214	01/03/2025 14:31	01/03/2025 15:50	4739.0	sa-east-1	PC	GeForce RTX-3060	93.61	60.31	forest	No	2.42	5	KBM	v1.3.2	No	66.3	casual	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script