From 59afe5a4c1780d199a4189d274a1616138a7f4ae Mon Sep 17 00:00:00 2001
From: Matej Novota <matej.novota@gmail.com>
Date: Fri, 28 Jun 2024 05:51:34 +0200
Subject: [PATCH 1/3] statistics: Install seaborn

---
 Pipfile      |   4 +
 Pipfile.lock | 793 +++++++++++++++++++++++++++++++++++++--------------
 2 files changed, 586 insertions(+), 211 deletions(-)

diff --git a/Pipfile b/Pipfile
index c9949615..6169556d 100644
--- a/Pipfile
+++ b/Pipfile
@@ -37,6 +37,10 @@ pyyaml = "==6.0.1"
 psycopg = {extras = ["binary"], version = "==3.1.19"}
 jinja2 = "==3.1.4"
 django-cleanup = "==8.1.0"
+seaborn = "==0.13.2"
+matplotlib = "==3.9.0"
+numpy = "==2.0.0"
+django-pandas = "==0.6.7"
 
 [dev-packages]
 pre-commit = "==3.7.0"
diff --git a/Pipfile.lock b/Pipfile.lock
index fa9aa552..d4eec1d5 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "90061ed67be37648f8c657b3eba29c23efeb299726ca3bdfd66f3d0a1e46bc7d"
+            "sha256": "81fd4d61a237259f1890c6ec6fd021c14332fb28ee2a83719677dbeaf3be0183"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -120,14 +120,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.8.1"
         },
-        "async-timeout": {
-            "hashes": [
-                "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f",
-                "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==4.0.3"
-        },
         "attrs": {
             "hashes": [
                 "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
@@ -138,11 +130,11 @@
         },
         "autopep8": {
             "hashes": [
-                "sha256:05418a981f038969d8bdcd5636bf15948db7555ae944b9f79b5a34b35f1370d4",
-                "sha256:d306a0581163ac29908280ad557773a95a9bede072c0fafed6f141f5311f43c1"
+                "sha256:8d6c87eba648fdcfc83e29b788910b8643171c395d9c4bcf115ece035b9c9dda",
+                "sha256:a203fe0fcad7939987422140ab17a930f684763bf7335bdb6709991dd7ef6c2d"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.2.0"
+            "version": "==2.3.1"
         },
         "beautifulsoup4": {
             "hashes": [
@@ -284,6 +276,64 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
+        "contourpy": {
+            "hashes": [
+                "sha256:00e5388f71c1a0610e6fe56b5c44ab7ba14165cdd6d695429c5cd94021e390b2",
+                "sha256:10a37ae557aabf2509c79715cd20b62e4c7c28b8cd62dd7d99e5ed3ce28c3fd9",
+                "sha256:11959f0ce4a6f7b76ec578576a0b61a28bdc0696194b6347ba3f1c53827178b9",
+                "sha256:187fa1d4c6acc06adb0fae5544c59898ad781409e61a926ac7e84b8f276dcef4",
+                "sha256:1a07fc092a4088ee952ddae19a2b2a85757b923217b7eed584fdf25f53a6e7ce",
+                "sha256:1cac0a8f71a041aa587410424ad46dfa6a11f6149ceb219ce7dd48f6b02b87a7",
+                "sha256:1d59e739ab0e3520e62a26c60707cc3ab0365d2f8fecea74bfe4de72dc56388f",
+                "sha256:2855c8b0b55958265e8b5888d6a615ba02883b225f2227461aa9127c578a4922",
+                "sha256:2e785e0f2ef0d567099b9ff92cbfb958d71c2d5b9259981cd9bee81bd194c9a4",
+                "sha256:309be79c0a354afff9ff7da4aaed7c3257e77edf6c1b448a779329431ee79d7e",
+                "sha256:39f3ecaf76cd98e802f094e0d4fbc6dc9c45a8d0c4d185f0f6c2234e14e5f75b",
+                "sha256:457499c79fa84593f22454bbd27670227874cd2ff5d6c84e60575c8b50a69619",
+                "sha256:49e70d111fee47284d9dd867c9bb9a7058a3c617274900780c43e38d90fe1205",
+                "sha256:4c75507d0a55378240f781599c30e7776674dbaf883a46d1c90f37e563453480",
+                "sha256:4c863140fafc615c14a4bf4efd0f4425c02230eb8ef02784c9a156461e62c965",
+                "sha256:4d8908b3bee1c889e547867ca4cdc54e5ab6be6d3e078556814a22457f49423c",
+                "sha256:5b9eb0ca724a241683c9685a484da9d35c872fd42756574a7cfbf58af26677fd",
+                "sha256:6022cecf8f44e36af10bd9118ca71f371078b4c168b6e0fab43d4a889985dbb5",
+                "sha256:6150ffa5c767bc6332df27157d95442c379b7dce3a38dff89c0f39b63275696f",
+                "sha256:62828cada4a2b850dbef89c81f5a33741898b305db244904de418cc957ff05dc",
+                "sha256:7b4182299f251060996af5249c286bae9361fa8c6a9cda5efc29fe8bfd6062ec",
+                "sha256:94b34f32646ca0414237168d68a9157cb3889f06b096612afdd296003fdd32fd",
+                "sha256:9ce6889abac9a42afd07a562c2d6d4b2b7134f83f18571d859b25624a331c90b",
+                "sha256:9cffe0f850e89d7c0012a1fb8730f75edd4320a0a731ed0c183904fe6ecfc3a9",
+                "sha256:a12a813949e5066148712a0626895c26b2578874e4cc63160bb007e6df3436fe",
+                "sha256:a1eea9aecf761c661d096d39ed9026574de8adb2ae1c5bd7b33558af884fb2ce",
+                "sha256:a31f94983fecbac95e58388210427d68cd30fe8a36927980fab9c20062645609",
+                "sha256:ac58bdee53cbeba2ecad824fa8159493f0bf3b8ea4e93feb06c9a465d6c87da8",
+                "sha256:af3f4485884750dddd9c25cb7e3915d83c2db92488b38ccb77dd594eac84c4a0",
+                "sha256:b33d2bc4f69caedcd0a275329eb2198f560b325605810895627be5d4b876bf7f",
+                "sha256:b59c0ffceff8d4d3996a45f2bb6f4c207f94684a96bf3d9728dbb77428dd8cb8",
+                "sha256:bb6834cbd983b19f06908b45bfc2dad6ac9479ae04abe923a275b5f48f1a186b",
+                "sha256:bd3db01f59fdcbce5b22afad19e390260d6d0222f35a1023d9adc5690a889364",
+                "sha256:bd7c23df857d488f418439686d3b10ae2fbf9bc256cd045b37a8c16575ea1040",
+                "sha256:c2528d60e398c7c4c799d56f907664673a807635b857df18f7ae64d3e6ce2d9f",
+                "sha256:d31a63bc6e6d87f77d71e1abbd7387ab817a66733734883d1fc0021ed9bfa083",
+                "sha256:d4492d82b3bc7fbb7e3610747b159869468079fe149ec5c4d771fa1f614a14df",
+                "sha256:ddcb8581510311e13421b1f544403c16e901c4e8f09083c881fab2be80ee31ba",
+                "sha256:e1d59258c3c67c865435d8fbeb35f8c59b8bef3d6f46c1f29f6123556af28445",
+                "sha256:eb3315a8a236ee19b6df481fc5f997436e8ade24a9f03dfdc6bd490fea20c6da",
+                "sha256:ef2b055471c0eb466033760a521efb9d8a32b99ab907fc8358481a1dd29e3bd3",
+                "sha256:ef5adb9a3b1d0c645ff694f9bca7702ec2c70f4d734f9922ea34de02294fdf72",
+                "sha256:f32c38afb74bd98ce26de7cc74a67b40afb7b05aae7b42924ea990d51e4dac02",
+                "sha256:fe0ccca550bb8e5abc22f530ec0466136379c01321fd94f30a22231e8a48d985"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.2.1"
+        },
+        "cycler": {
+            "hashes": [
+                "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30",
+                "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.12.1"
+        },
         "deprecated": {
             "hashes": [
                 "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c",
@@ -360,6 +410,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.7.1"
         },
+        "django-pandas": {
+            "hashes": [
+                "sha256:09db19db618591da76a555b8cf01cef632856261c5d39e47d3ce0a172bac1829",
+                "sha256:f64fdf4aec1ff36f853a87400482f2f7826c403a2582a7429610a3eae97dca02"
+            ],
+            "index": "pypi",
+            "version": "==0.6.7"
+        },
         "django-phonenumber-field": {
             "hashes": [
                 "sha256:bc6eaa49d1f9d870944f5280258db511e3a1ba5e2fbbed255488dceacae45d06",
@@ -454,6 +512,54 @@
             "index": "pypi",
             "version": "==6.5.1"
         },
+        "fonttools": {
+            "hashes": [
+                "sha256:099634631b9dd271d4a835d2b2a9e042ccc94ecdf7e2dd9f7f34f7daf333358d",
+                "sha256:0c555e039d268445172b909b1b6bdcba42ada1cf4a60e367d68702e3f87e5f64",
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+                "sha256:31f0e3147375002aae30696dd1dc596636abbd22fca09d2e730ecde0baad1d6b",
+                "sha256:3e0ad3c6ea4bd6a289d958a1eb922767233f00982cf0fe42b177657c86c80a8f",
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+                "sha256:ef50ec31649fbc3acf6afd261ed89d09eb909b97cc289d80476166df8438524d",
+                "sha256:fa1f3e34373aa16045484b4d9d352d4c6b5f9f77ac77a178252ccbc851e8b2ee",
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+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.53.0"
+        },
         "frozenlist": {
             "hashes": [
                 "sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7",
@@ -548,11 +654,11 @@
         },
         "gprof2dot": {
             "hashes": [
-                "sha256:45b4d298bd36608fccf9511c3fd88a773f7a1abc04d6cd39445b11ba43133ec5",
-                "sha256:f165b3851d3c52ee4915eb1bd6cca571e5759823c2cd0f71a79bda93c2dc85d6"
+                "sha256:45b14ad7ce64e299c8f526881007b9eb2c6b75505d5613e96e66ee4d5ab33696",
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             ],
-            "markers": "python_version >= '2.7'",
-            "version": "==2022.7.29"
+            "markers": "python_version >= '3.8'",
+            "version": "==2024.6.6"
         },
         "idna": {
             "hashes": [
@@ -571,6 +677,116 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.1.4"
         },
+        "kiwisolver": {
+            "hashes": [
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@@ -1381,11 +1743,11 @@
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@@ -1412,6 +1774,15 @@
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+            "hashes": [
+                "sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987",
+                "sha256:93e60a40988f4d65e9f4885df477e2fdaff6b73a9ded434c1ab356dd57eefff7"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.2"
+        },
         "sentry-sdk": {
             "hashes": [
                 "sha256:becda09660df63e55f307570e9817c664392655a7328bbc414b507e9cb874c67",
@@ -1422,11 +1793,19 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4",
-                "sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0"
+                "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650",
+                "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==70.0.0"
+            "version": "==70.1.1"
+        },
+        "six": {
+            "hashes": [
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
         },
         "soupsieve": {
             "hashes": [
@@ -1444,21 +1823,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.5.0"
         },
-        "tomli": {
-            "hashes": [
-                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
-                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==2.0.1"
-        },
         "typing-extensions": {
             "hashes": [
-                "sha256:6024b58b69089e5a89c347397254e35f1bf02a907728ec7fee9bf0fe837d203a",
-                "sha256:915f5e35ff76f56588223f15fdd5938f9a1cf9195c0de25130c627e4d597f6d1"
+                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
+                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.12.1"
+            "version": "==4.12.2"
         },
         "tzdata": {
             "hashes": [
@@ -1471,11 +1842,11 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d",
-                "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"
+                "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472",
+                "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2.2.1"
+            "version": "==2.2.2"
         },
         "uwsgi": {
             "hashes": [
@@ -1709,19 +2080,19 @@
         },
         "faker": {
             "hashes": [
-                "sha256:0158d47e955b6ec22134c0a74ebb7ed34fe600896208bafbf1008db831b17f04",
-                "sha256:bcbe31eee5ef4bbf87ce36c4eba53c01e2a1d912fde2a4d3528b430d2beb784f"
+                "sha256:0e1cf7a8d3c94de91a65ab1e9cf7050903efae1e97901f8e5924a9f45147ae44",
+                "sha256:f1dc27dc8035cb7e97e96afbb5fe1305eed6aeea53374702cbac96acfe851626"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==25.3.0"
+            "version": "==25.9.1"
         },
         "filelock": {
             "hashes": [
-                "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f",
-                "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"
+                "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb",
+                "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.14.0"
+            "version": "==3.15.4"
         },
         "identify": {
             "hashes": [
@@ -1758,11 +2129,11 @@
         },
         "nodeenv": {
             "hashes": [
-                "sha256:07f144e90dae547bf0d4ee8da0ee42664a42a04e02ed68e06324348dafe4bdb1",
-                "sha256:508ecec98f9f3330b636d4448c0f1a56fc68017c68f1e7857ebc52acf0eb879a"
+                "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f",
+                "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'",
-            "version": "==1.9.0"
+            "version": "==1.9.1"
         },
         "platformdirs": {
             "hashes": [
@@ -1786,7 +2157,7 @@
                 "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3",
                 "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.9.0.post0"
         },
         "pyyaml": {
@@ -1876,7 +2247,7 @@
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
                 "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
         "toml": {
@@ -1884,16 +2255,16 @@
                 "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
                 "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.2"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:82bf0f4eebbb78d36ddaee0283d43fe5736b53880b8a8cdcd37390a07ac3741c",
-                "sha256:a624db5e94f01ad993d476b9ee5346fdf7b9de43ccaee0e0197012dc838a0e9b"
+                "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a",
+                "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==20.26.2"
+            "version": "==20.26.3"
         }
     }
 }

From c223c94a40e486d4602a21b5e4f4e8ed677dbe1a Mon Sep 17 00:00:00 2001
From: Matej Novota <matej.novota@gmail.com>
Date: Fri, 28 Jun 2024 05:52:42 +0200
Subject: [PATCH 2/3] statistics: Modify models to use pandas query manager

---
 bullet/problems/models.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/bullet/problems/models.py b/bullet/problems/models.py
index e13171f7..0237c171 100644
--- a/bullet/problems/models.py
+++ b/bullet/problems/models.py
@@ -2,6 +2,8 @@
 from django.db.models import UniqueConstraint
 from web.fields import LanguageField
 
+from django_pandas.managers import DataFrameManager
+
 
 class Problem(models.Model):
     competition = models.ForeignKey(
@@ -47,6 +49,8 @@ class ProblemStat(models.Model):
     solved_time = models.DurationField(blank=True, null=True)
     solve_duration = models.DurationField(blank=True, null=True)
 
+    objects = DataFrameManager()
+
 
 class ScannerLog(models.Model):
     class Result(models.IntegerChoices):

From 4f985a03f628b6d891883b0bba62b8c58e254b94 Mon Sep 17 00:00:00 2001
From: Matej Novota <matej.novota@gmail.com>
Date: Fri, 28 Jun 2024 05:54:05 +0200
Subject: [PATCH 3/3] statistics: generate graphs for shools and problems

---
 .../templates/archive/problem_statistics.html |  26 ++++
 .../templates/archive/school_statistics.html  |  22 +++
 bullet/problems/urls.py                       |  12 +-
 bullet/problems/views/statistics.py           | 140 ++++++++++++++++++
 4 files changed, 199 insertions(+), 1 deletion(-)
 create mode 100644 bullet/problems/templates/archive/problem_statistics.html
 create mode 100644 bullet/problems/templates/archive/school_statistics.html
 create mode 100644 bullet/problems/views/statistics.py

diff --git a/bullet/problems/templates/archive/problem_statistics.html b/bullet/problems/templates/archive/problem_statistics.html
new file mode 100644
index 00000000..c6050ce5
--- /dev/null
+++ b/bullet/problems/templates/archive/problem_statistics.html
@@ -0,0 +1,26 @@
+{% extends "web/base.html" %}
+{% load i18n %}
+{% load country_url %}
+{% load archive_statements %}
+{% block title %}
+    {% trans "Problem statistics" %}
+{% endblock title %}
+{% block hero %}
+    <h1 class="text-4xl md:text-6xl font-bold mt-8 md:mt-24">
+        {% trans "Problem statistics" %}
+    </h1>
+    <h2 class="text-2xl md:text-4xl mt-4 mb-4 md:mb-16">{{ competition.name }}</h2>
+{% endblock hero %}
+{% block content %}
+    <main class="my-8 max-w-screen-md mx-auto px-2">
+        <h2 class="font-bold text-lg">
+            {% blocktrans with n=object.name %}Problem {{ n }}{% endblocktrans %}
+        </h2>
+        <div class="prose prose-archive">{{ problem.statement|safe }}</div>
+        {% for plot in plots %}
+            <img src="data:image/svg+xml;base64,{{ plot }}"
+                 alt="Plot of the problem statistics"
+                 class="max-w-screen-md" />
+        {% endfor %}
+    </main>
+{% endblock content %}
diff --git a/bullet/problems/templates/archive/school_statistics.html b/bullet/problems/templates/archive/school_statistics.html
new file mode 100644
index 00000000..a2b4f9a5
--- /dev/null
+++ b/bullet/problems/templates/archive/school_statistics.html
@@ -0,0 +1,22 @@
+{% extends "web/base.html" %}
+{% load i18n %}
+{% load country_url %}
+{% load archive_statements %}
+{% block title %}
+    {% trans "Problem statistics" %}
+{% endblock title %}
+{% block hero %}
+    <h1 class="text-4xl md:text-6xl font-bold mt-8 md:mt-24">
+        {% trans "School statistics" %}
+    </h1>
+    <h2 class="text-2xl md:text-4xl mt-4 mb-4 md:mb-16">{{ competition.name }}</h2>
+{% endblock hero %}
+{% block content %}
+    <main class="my-8 max-w-screen-md mx-auto px-2">
+        <h2 class="font-bold text-lg">{{ School.name }}</h2>
+        <div class="prose prose-archive">{{ problem.statement|safe }}</div>
+        <img src="data:image/svg+xml;base64,{{ plot }}"
+             alt="Plot of the problem statistics"
+             class="max-w-screen-md" />
+    </main>
+{% endblock content %}
diff --git a/bullet/problems/urls.py b/bullet/problems/urls.py
index 4f833d2f..933270b7 100644
--- a/bullet/problems/urls.py
+++ b/bullet/problems/urls.py
@@ -1,6 +1,6 @@
 from django.urls import path
 
-from problems.views import archive, results
+from problems.views import archive, results, statistics
 
 urlpatterns = [
     path(
@@ -49,4 +49,14 @@
         archive.ProblemStatementView.as_view(),
         name="archive_problems",
     ),
+    path(
+        "archive/<int:competition_number>/problem/<int:pk>/",
+        statistics.ProblemStatisticsView.as_view(),
+        name="problem_statistics",
+    ),
+    path(
+        "archive/<int:competition_number>/school/<int:pk>/",
+        statistics.SchoolStatisticsView.as_view(),
+        name="school_statistics",
+    ),
 ]
diff --git a/bullet/problems/views/statistics.py b/bullet/problems/views/statistics.py
new file mode 100644
index 00000000..43d581ac
--- /dev/null
+++ b/bullet/problems/views/statistics.py
@@ -0,0 +1,140 @@
+from django.views.generic.detail import DetailView
+from problems.models import Problem, ProblemStat, ProblemStatement
+from education.models import School
+from users.models import Team
+from django.utils.translation import get_language
+import matplotlib.pyplot as plt
+from io import StringIO
+
+import seaborn as sns
+import seaborn.objects as so
+import numpy as np
+import pandas as pd
+from matplotlib.dates import DateFormatter
+import base64
+
+
+class ProblemStatisticsView(DetailView):
+    model = Problem
+    template_name = "archive/problem_statistics.html"
+
+    def get_context_data(self, **kwargs):
+        ctx = super().get_context_data(**kwargs)
+        ctx["problem"] = ProblemStatement.objects.filter(
+            problem=self.object, language=get_language()
+        ).first()
+        ctx["stats"] = ProblemStat.objects.filter(problem=self.object)
+
+        r = (
+            ProblemStat.objects.filter(problem=self.object)
+            .exclude(solve_duration__isnull=True)
+            .exclude(team__language="fa")
+            .to_dataframe(
+                [
+                    "solve_duration",
+                    "team__language",
+                    "team__venue__category__identifier",
+                ]
+            )
+            .astype({"solve_duration": "timedelta64[ns]"})
+        )
+        epoch = pd.Timestamp("1970-01-01")
+        r["solve_duration"] = r["solve_duration"] + epoch
+        plots = []
+        for category in r["team__venue__category__identifier"].unique():
+            s = StringIO()
+            plt.figure()
+            sns.set(font_scale=1.5)
+            sns.set_style("whitegrid")
+            g = sns.displot(
+                r.query("team__venue__category__identifier == @category"),
+                x="solve_duration",
+                hue="team__language",
+                kind="kde",
+            )
+            plt.gcf().set_size_inches(12, 6)
+
+            g.set(
+                title=f"Problem solving time Distribution for {self.object}",
+                xlabel="Solving time",
+                ylabel="Number of teams",
+            )
+
+            g._legend.set(title="Language")
+            date_form = DateFormatter("%H:%M:%S")
+            plt.gca().xaxis.set_major_formatter(date_form)
+            plt.xlim(0, None)
+            locs, labels = plt.xticks()
+            plt.setp(labels, rotation=45, ha="right", rotation_mode="anchor")
+            plt.savefig(s, format="svg")
+            plt.close()
+            plots.append(base64.b64encode(bytes(s.getvalue(), "utf-8")).decode("utf-8"))
+
+        ctx["plots"] = plots
+        return ctx
+
+
+class SchoolStatisticsView(DetailView):
+    model = School
+    template_name = "archive/school_statistics.html"
+
+    def get_context_data(self, **kwargs):
+        ctx = super().get_context_data(**kwargs)
+        ctx["school"] = self.object
+
+        s = StringIO()
+        teams = Team.objects.filter(school=self.object)
+
+        r = (
+            ProblemStat.objects.filter(team__in=teams)
+            .exclude(solved_time__isnull=True)
+            .exclude(team__language="fa")
+            .to_dataframe(
+                [
+                    "solved_time",
+                    "team__in_school_symbol",
+                    "team__venue__category__identifier",
+                    "team__venue__category__competition",
+                ]
+            )
+            .astype({"solved_time": "timedelta64[ns]"})
+        )
+        print(r)
+        epoch = pd.Timestamp("1970-01-01")
+        r["solved_time"] = r["solved_time"] + epoch
+        # r["team"] = r["team"].apply(str)
+        sns.set_style("whitegrid")
+        g = sns.displot(
+            r,
+            x="solved_time",
+            stat="count",
+            hue=r[
+                [
+                    "team__in_school_symbol",
+                    "team__venue__category__competition",
+                    "team__venue__category__identifier",
+                ]
+            ]
+            .apply(tuple, axis=1)
+            .apply(lambda x: f"{x[1]} - {x[0]} {x[2]}" if x[0] else f"{x[1]} - {x[2]}"),
+            kind="ecdf",
+        )
+        plt.gcf().set_size_inches(12, 7)
+
+        g.set(
+            title=f"Problem solving time Distribution for {self.object}",
+            xlabel="Solving time",
+            ylabel="Number of teams",
+        )
+
+        g.legend.set(
+            title="Teams",
+        )
+        date_form = DateFormatter("%H:%M:%S")
+        plt.gca().xaxis.set_major_formatter(date_form)
+        plt.xlim(0, None)
+        locs, labels = plt.xticks()
+        plt.setp(labels, rotation=45, ha="right", rotation_mode="anchor")
+        plt.savefig(s, format="svg")
+        ctx["plot"] = base64.b64encode(bytes(s.getvalue(), "utf-8")).decode("utf-8")
+        return ctx