diff --git a/Pipfile b/Pipfile
index 175ca60..db96ddf 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,3 +10,6 @@ rasa = ">=1.1.3,<2"
 spacy = ">=2.1.4,<3"
 nltk = ">=3.4.3,<4"
 CherryPy = ">=18.1.2,<19"
+
+[pipenv]
+allow_prereleases = true
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 0000000..cf4f14c
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,1734 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "5d9c23de19338b54d7091697e03aa2f32460ac0a3ef29ee2683c90e1f19019bf"
+        },
+        "pipfile-spec": 6,
+        "requires": {},
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:d9129186431e150d7fe455f1cb1ecbb92bb5dba9da9bc3ef7b012d98c4db2526"
+            ],
+            "version": "==0.8.1"
+        },
+        "aiofiles": {
+            "hashes": [
+                "sha256:021ea0ba314a86027c166ecc4b4c07f2d40fc0f4b3a950d1868a0f2571c2bbee",
+                "sha256:1e644c2573f953664368de28d2aa4c89dfd64550429d0c27c4680ccd3aa4985d"
+            ],
+            "version": "==0.4.0"
+        },
+        "aiohttp": {
+            "hashes": [
+                "sha256:1e984191d1ec186881ffaed4581092ba04f7c61582a177b187d3a2f07ed9719e",
+                "sha256:259ab809ff0727d0e834ac5e8a283dc5e3e0ecc30c4d80b3cd17a4139ce1f326",
+                "sha256:2f4d1a4fdce595c947162333353d4a44952a724fba9ca3205a3df99a33d1307a",
+                "sha256:32e5f3b7e511aa850829fbe5aa32eb455e5534eaa4b1ce93231d00e2f76e5654",
+                "sha256:344c780466b73095a72c616fac5ea9c4665add7fc129f285fbdbca3cccf4612a",
+                "sha256:460bd4237d2dbecc3b5ed57e122992f60188afe46e7319116da5eb8a9dfedba4",
+                "sha256:4c6efd824d44ae697814a2a85604d8e992b875462c6655da161ff18fd4f29f17",
+                "sha256:50aaad128e6ac62e7bf7bd1f0c0a24bc968a0c0590a726d5a955af193544bcec",
+                "sha256:6206a135d072f88da3e71cc501c59d5abffa9d0bb43269a6dcd28d66bfafdbdd",
+                "sha256:65f31b622af739a802ca6fd1a3076fd0ae523f8485c52924a89561ba10c49b48",
+                "sha256:ae55bac364c405caa23a4f2d6cfecc6a0daada500274ffca4a9230e7129eac59",
+                "sha256:b778ce0c909a2653741cb4b1ac7015b5c130ab9c897611df43ae6a58523cb965"
+            ],
+            "version": "==3.6.2"
+        },
+        "apscheduler": {
+            "hashes": [
+                "sha256:529afb7909e08416132891188cbfea5351eb35e4a684b67e983d819e8d01a6b0",
+                "sha256:cde18f6dbffa1b75aff67fd7fe423a3020cb0363f6c67bd45f24306d90898231"
+            ],
+            "version": "==3.6.1"
+        },
+        "astor": {
+            "hashes": [
+                "sha256:0e41295809baf43ae8303350e031aff81ae52189b6f881f36d623fa8b2f1960e",
+                "sha256:37a6eed8b371f1228db08234ed7f6cfdc7817a3ed3824797e20cbb11dc2a7862"
+            ],
+            "version": "==0.8.0"
+        },
+        "async-generator": {
+            "hashes": [
+                "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b",
+                "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"
+            ],
+            "version": "==1.10"
+        },
+        "async-timeout": {
+            "hashes": [
+                "sha256:0c3c816a028d47f659d6ff5c745cb2acf1f966da1fe5c19c77a70282b25f4c5f",
+                "sha256:4291ca197d287d274d0b6cb5d6f8f8f82d434ed288f962539ff18cc9012f9ea3"
+            ],
+            "version": "==3.0.1"
+        },
+        "attrs": {
+            "hashes": [
+                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
+                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+            ],
+            "version": "==19.3.0"
+        },
+        "blis": {
+            "hashes": [
+                "sha256:03c368c9716ca814c436550a5f1e02ccf74850e613602519e3941d212e5aa177",
+                "sha256:135450caabc8aea9bb9250329ebdf7189982d9b57d5c92789b2ba2fe52c247a7",
+                "sha256:1402d9cbb0fbc21b749dd5b87d7ee14249e74a0ca38be6ecc56b3b356fca2f21",
+                "sha256:26b16d6005bb2671699831b5cc699905215d1abde1ec5c1d04de7dcd9eb29f75",
+                "sha256:3347a4b1b7d3ae14476aac9a6f7bf8ebf464863f4ebf4aea228874a7694ea240",
+                "sha256:38fe877a4b52e762f5e137a412e3c256545a696a12ae8c40d67b8815d2bb5097",
+                "sha256:4fb89c47ee06b58a4410a16fd5794847517262c9d2a342643475b477dfeff0a4",
+                "sha256:77a6486b9794af01bcdfd1bc6e067c93add4b93292e6f95bf6e5ce7f98bf0163",
+                "sha256:8aeaf6954351593a1e412f80e398aa51df588d3c0de74b9f3323b694c603381b",
+                "sha256:d1d59faebc1c94f8f4f77154ef4b9d6d40364b111cf8fde48ee3b524c85f1075",
+                "sha256:d69257d317e86f34a7f230a2fd1f021fd2a1b944137f40d8cdbb23bd334cd0c4",
+                "sha256:ddd732c5274d1082fa92e2c42317587d5ebabce7741ca98120f69bd45d004b99",
+                "sha256:f0b0dad4d6268d9dba0a65a9db12dd7a2d8686b648399e4aa1aec7550697e99e"
+            ],
+            "version": "==0.4.1"
+        },
+        "boto3": {
+            "hashes": [
+                "sha256:2edee79d0e78c08b6d14d4dd91c0e4b3438dd4c90c859f06a397268b1cac17b2",
+                "sha256:3cd2078144c10417eb04e4bb263ea8e50a21c4aceafb52db33e3fe71e73b48aa"
+            ],
+            "version": "==1.10.0"
+        },
+        "botocore": {
+            "hashes": [
+                "sha256:507b8f13583a64ec2c9c112ff6e3dd8b548060adc7e1f57f25fda9fa34c2dfdb",
+                "sha256:c4b2ffb0f6ed7169beb260485bf5a42ee72a0a02f49f48b0557ed5e32bcf9e79"
+            ],
+            "version": "==1.13.0"
+        },
+        "bz2file": {
+            "hashes": [
+                "sha256:64c1f811e31556ba9931953c8ec7b397488726c63e09a4c67004f43bdd28da88"
+            ],
+            "version": "==0.98"
+        },
+        "cachetools": {
+            "hashes": [
+                "sha256:428266a1c0d36dc5aca63a2d7c5942e88c2c898d72139fca0e97fdd2380517ae",
+                "sha256:8ea2d3ce97850f31e4a08b0e2b5e6c34997d7216a9d2c98e0f3978630d4da69a"
+            ],
+            "version": "==3.1.1"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:e4f3620cfea4f83eedc95b24abd9cd56f3c4b146dd0177e83a21b4eb49e21e50",
+                "sha256:fd7c7c74727ddcf00e9acd26bba8da604ffec95bf1c2144e67aff7a8b50e6cef"
+            ],
+            "version": "==2019.9.11"
+        },
+        "cffi": {
+            "hashes": [
+                "sha256:00d890313797d9fe4420506613384b43099ad7d2b905c0752dbcc3a6f14d80fa",
+                "sha256:0cf9e550ac6c5e57b713437e2f4ac2d7fd0cd10336525a27224f5fc1ec2ee59a",
+                "sha256:0ea23c9c0cdd6778146a50d867d6405693ac3b80a68829966c98dd5e1bbae400",
+                "sha256:193697c2918ecdb3865acf6557cddf5076bb39f1f654975e087b67efdff83365",
+                "sha256:1ae14b542bf3b35e5229439c35653d2ef7d8316c1fffb980f9b7647e544baa98",
+                "sha256:1e389e069450609c6ffa37f21f40cce36f9be7643bbe5051ab1de99d5a779526",
+                "sha256:263242b6ace7f9cd4ea401428d2d45066b49a700852334fd55311bde36dcda14",
+                "sha256:33142ae9807665fa6511cfa9857132b2c3ee6ddffb012b3f0933fc11e1e830d5",
+                "sha256:364f8404034ae1b232335d8c7f7b57deac566f148f7222cef78cf8ae28ef764e",
+                "sha256:47368f69fe6529f8f49a5d146ddee713fc9057e31d61e8b6dc86a6a5e38cecc1",
+                "sha256:4895640844f17bec32943995dc8c96989226974dfeb9dd121cc45d36e0d0c434",
+                "sha256:558b3afef987cf4b17abd849e7bedf64ee12b28175d564d05b628a0f9355599b",
+                "sha256:5ba86e1d80d458b338bda676fd9f9d68cb4e7a03819632969cf6d46b01a26730",
+                "sha256:63424daa6955e6b4c70dc2755897f5be1d719eabe71b2625948b222775ed5c43",
+                "sha256:6381a7d8b1ebd0bc27c3bc85bc1bfadbb6e6f756b4d4db0aa1425c3719ba26b4",
+                "sha256:6381ab708158c4e1639da1f2a7679a9bbe3e5a776fc6d1fd808076f0e3145331",
+                "sha256:6fd58366747debfa5e6163ada468a90788411f10c92597d3b0a912d07e580c36",
+                "sha256:728ec653964655d65408949b07f9b2219df78badd601d6c49e28d604efe40599",
+                "sha256:7cfcfda59ef1f95b9f729c56fe8a4041899f96b72685d36ef16a3440a0f85da8",
+                "sha256:819f8d5197c2684524637f940445c06e003c4a541f9983fd30d6deaa2a5487d8",
+                "sha256:825ecffd9574557590e3225560a8a9d751f6ffe4a49e3c40918c9969b93395fa",
+                "sha256:9009e917d8f5ef780c2626e29b6bc126f4cb2a4d43ca67aa2b40f2a5d6385e78",
+                "sha256:9c77564a51d4d914ed5af096cd9843d90c45b784b511723bd46a8a9d09cf16fc",
+                "sha256:a19089fa74ed19c4fe96502a291cfdb89223a9705b1d73b3005df4256976142e",
+                "sha256:a40ed527bffa2b7ebe07acc5a3f782da072e262ca994b4f2085100b5a444bbb2",
+                "sha256:bb75ba21d5716abc41af16eac1145ab2e471deedde1f22c6f99bd9f995504df0",
+                "sha256:e22a00c0c81ffcecaf07c2bfb3672fa372c50e2bd1024ffee0da191c1b27fc71",
+                "sha256:e55b5a746fb77f10c83e8af081979351722f6ea48facea79d470b3731c7b2891",
+                "sha256:ec2fa3ee81707a5232bf2dfbd6623fdb278e070d596effc7e2d788f2ada71a05",
+                "sha256:fd82eb4694be712fcae03c717ca2e0fc720657ac226b80bbb597e971fc6928c2"
+            ],
+            "version": "==1.13.1"
+        },
+        "chardet": {
+            "hashes": [
+                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
+                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+            ],
+            "version": "==3.0.4"
+        },
+        "cheroot": {
+            "hashes": [
+                "sha256:5b525b3e4a755adf78070ab54c1821fb860d4255a9317dba2b88eb2df2441cff",
+                "sha256:5d73fff8f99e6a35325a22f61e6a942cb7d378ac9ce3621f08b560720dfe4a7f"
+            ],
+            "version": "==8.2.1"
+        },
+        "cherrypy": {
+            "hashes": [
+                "sha256:033368d25fcc6bca143e7efe9adbfd3a6d91cc0d90c37a649261935f116aafab",
+                "sha256:683e687e7c7b1ba31ef86a113b1eafd0407269fed175bf488d3c839d37d1cc60"
+            ],
+            "index": "pypi",
+            "version": "==18.3.0"
+        },
+        "click": {
+            "hashes": [
+                "sha256:2335065e6395b9e67ca716de5f7526736bfa6ceead690adf616d925bdc622b13",
+                "sha256:5b94b49521f6456670fdb30cd82a4eca9412788a93fa6dd6df72c94d5a8ff2d7"
+            ],
+            "version": "==7.0"
+        },
+        "cloudpickle": {
+            "hashes": [
+                "sha256:922401d7140e133253ff5fab4faa4a1166416066453a783b00b507dca93f8859",
+                "sha256:f3ef2c9d438f1553ce7795afb18c1f190d8146132496169ef6aa9b7b65caa4c3"
+            ],
+            "version": "==1.2.2"
+        },
+        "colorclass": {
+            "hashes": [
+                "sha256:b05c2a348dfc1aff2d502527d78a5b7b7e2f85da94a96c5081210d8e9ee8e18b"
+            ],
+            "version": "==2.2.0"
+        },
+        "coloredlogs": {
+            "hashes": [
+                "sha256:34fad2e342d5a559c31b6c889e8d14f97cb62c47d9a2ae7b5ed14ea10a79eff8",
+                "sha256:b869a2dda3fa88154b9dd850e27828d8755bfab5a838a1c97fbc850c6e377c36"
+            ],
+            "version": "==10.0"
+        },
+        "colorhash": {
+            "hashes": [
+                "sha256:5eeb6b490cbbf3545f50d39cf46993a1335b392b339cec6053f857e2785f83d8",
+                "sha256:e0f925c3d82d5ed6e5fe8039492325263b5b75490bddf38e24a221467c3ee764",
+                "sha256:f5a0019b7364fb12b0ed52e3fe05f69fe8c2d77622e6abf2f869e711308e14e1"
+            ],
+            "version": "==1.0.2"
+        },
+        "configargparse": {
+            "hashes": [
+                "sha256:baaf0fd2c1c108d007f402dab5481ac5f12d77d034825bf5a27f8224757bd0ac"
+            ],
+            "version": "==0.15.1"
+        },
+        "cryptography": {
+            "hashes": [
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+                "sha256:1df22371fbf2004c6f64e927668734070a8953362cd8370ddd336774d6743595",
+                "sha256:369d2346db5934345787451504853ad9d342d7f721ae82d098083e1f49a582ad",
+                "sha256:3cda1f0ed8747339bbdf71b9f38ca74c7b592f24f65cdb3ab3765e4b02871651",
+                "sha256:44ff04138935882fef7c686878e1c8fd80a723161ad6a98da31e14b7553170c2",
+                "sha256:4b1030728872c59687badcca1e225a9103440e467c17d6d1730ab3d2d64bfeff",
+                "sha256:58363dbd966afb4f89b3b11dfb8ff200058fbc3b947507675c19ceb46104b48d",
+                "sha256:6ec280fb24d27e3d97aa731e16207d58bd8ae94ef6eab97249a2afe4ba643d42",
+                "sha256:7270a6c29199adc1297776937a05b59720e8a782531f1f122f2eb8467f9aab4d",
+                "sha256:73fd30c57fa2d0a1d7a49c561c40c2f79c7d6c374cc7750e9ac7c99176f6428e",
+                "sha256:7f09806ed4fbea8f51585231ba742b58cbcfbfe823ea197d8c89a5e433c7e912",
+                "sha256:90df0cc93e1f8d2fba8365fb59a858f51a11a394d64dbf3ef844f783844cc793",
+                "sha256:971221ed40f058f5662a604bd1ae6e4521d84e6cad0b7b170564cc34169c8f13",
+                "sha256:a518c153a2b5ed6b8cc03f7ae79d5ffad7315ad4569b2d5333a13c38d64bd8d7",
+                "sha256:b0de590a8b0979649ebeef8bb9f54394d3a41f66c5584fff4220901739b6b2f0",
+                "sha256:b43f53f29816ba1db8525f006fa6f49292e9b029554b3eb56a189a70f2a40879",
+                "sha256:d31402aad60ed889c7e57934a03477b572a03af7794fa8fb1780f21ea8f6551f",
+                "sha256:de96157ec73458a7f14e3d26f17f8128c959084931e8997b9e655a39c8fde9f9",
+                "sha256:df6b4dca2e11865e6cfbfb708e800efb18370f5a46fd601d3755bc7f85b3a8a2",
+                "sha256:ecadccc7ba52193963c0475ac9f6fa28ac01e01349a2ca48509667ef41ffd2cf",
+                "sha256:fb81c17e0ebe3358486cd8cc3ad78adbae58af12fc2bf2bc0bb84e8090fa5ce8"
+            ],
+            "version": "==2.8"
+        },
+        "cycler": {
+            "hashes": [
+                "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
+                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
+            ],
+            "version": "==0.10.0"
+        },
+        "cymem": {
+            "hashes": [
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+                "sha256:0e447fa4cb6dccd0b96257a798370a17bef3ec254a527230058e41816a777c04",
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+                "sha256:8d96e95902e781950d7c255b19364a1ed50a204843d63dd386b0abc5e6df5e44",
+                "sha256:8dd169ece1629ec4db1a592321e3ae0a9bb62fda2052a351fc36871f314c3569",
+                "sha256:8e6ad29636edd559b0dfe0a19c5cb5e6257461a5df90839e8c7710ddb005f4b4",
+                "sha256:9935b233882732f03fd0fadbeb9e9aa672edcdd126e6d52c36d60adf1def8ea5",
+                "sha256:a38b3229782411e4b23240f5f90000c4e7a834af88ed8763c66f8e4603db6b51",
+                "sha256:a5966b3171bad9c84a2b19dccda5ab37ae8437c0709a6b72cb42b64ea76a4bd3",
+                "sha256:ab88b1534f06df07262d9bc5efb3ba07948cdbe9a363eb9eaa4ad42fae6c7b5e",
+                "sha256:b08b0dd7adafbff9f0fd7dc8dcad5f3ce6f23c126c81ad8d1666880cc94e6974",
+                "sha256:ba47b571d480c0b76d282ff1634372070031d4998a46ae5d8305d49563b74ca6",
+                "sha256:bf049dc9cf0d3aa4a48ba514b7f1699fb6f35b18ad8c6f018bd13e0bccd9d30c",
+                "sha256:c46a122c524a3270ac5249f590ac2f75f1a83692a3d3a03479cea49de72a0a89",
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+                "sha256:b59dd6679cb2ae172eb594f484e482aaac66fbff71a717603b0f9adf01649386",
+                "sha256:e5d6b530bec5817be9383452728c116d59868bfbed650ccc7657b2ec9aa51c03"
+            ],
+            "version": "==1.4.0a11"
+        },
+        "zc.lockfile": {
+            "hashes": [
+                "sha256:307ad78227e48be260e64896ec8886edc7eae22d8ec53e4d528ab5537a83203b",
+                "sha256:cc33599b549f0c8a248cb72f3bf32d77712de1ff7ee8814312eb6456b42c015f"
+            ],
+            "version": "==2.0"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:3718b1cbcd963c7d4c5511a8240812904164b7f381b647143a89d3b98f9bcd8e",
+                "sha256:f06903e9f1f43b12d371004b4ac7b06ab39a44adc747266928ae6debfa7b3335"
+            ],
+            "version": "==0.6.0"
+        }
+    },
+    "develop": {}
+}
diff --git a/README.md b/README.md
index b801d59..30aa183 100644
--- a/README.md
+++ b/README.md
@@ -39,28 +39,45 @@ Enter the directory:
 
 `cd rasa_workshop`
 
-Create a new [conda](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html) or [virtualenv](https://github.com/pyenv/pyenv-virtualenv) environment.
+### Using pipenv
+
+[Install pipenv](https://pipenv.kennethreitz.org/en/latest/#install-pipenv-today)
+
+Install the requirements: `pipenv install`
+
+Activate the environment by running `pipenv shell`
+
+### Using conda
+Create a new [conda](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html) environment.
 
 `conda create --name rasa_workshop python=x.x`
-where `x.x` is the python version (Rasa require python>=3.5)
+where `x.x` is the python version (Rasa requires python>=3.5)
+
+Activate the environment by running `conda activate rasa_workshop`
+
+While you are in the new environment, install the requirements:
+
+`pip install -r requirements.txt`
+
+> Notes:
+> If you are using conda and have problems with pip install, you may try installing individual packages using [conda-forge](https://conda-forge.org/docs/user/introduction.html)
 
-or
+### Using virtualenv
+
+Create a new [virtualenv](https://github.com/pyenv/pyenv-virtualenv) environment.
 
 `pyenv virtualenv <version> rasa_workshop`
-where `<version>` is the python version (Rasa require python>=3.5)
+where `<version>` is the python version (Rasa requires python>=3.5)
 
 > Notes:
 > If virtualenv is too difficult to set up (e.g. using Windows), you can use [venv](https://docs.python.org/3/library/venv.html) instead
 
-Activate the environment by `conda activate rasa_workshop` or `pyenv activate rasa_workshop`
+Activate the environment by running `pyenv activate rasa_workshop`
 
 While you are in the new environment, install the requirements:
 
 `pip install -r requirements.txt`
 
-> Notes:
-> If you are using conda and have problems with pip install, you may try installing individual packages using [conda-forge](https://conda-forge.org/docs/user/introduction.html)
-
 ## Create a new project
 
 Creat a new directory (you could replace `my_chatbot` to any name you like):